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perf: combine_hashes for byte-view multi-column rehash#22352

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Dandandan:perf/byte-view-rehash-multi-column
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perf: combine_hashes for byte-view multi-column rehash#22352
Dandandan wants to merge 1 commit into
apache:mainfrom
Dandandan:perf/byte-view-rehash-multi-column

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@Dandandan
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Which issue does this PR close?

  • 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 — 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, #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 — hash distribution properties are unchanged because combine_hashes is already the standard pattern in this file.

Aligns the byte-view paths (Utf8View / BinaryView) in
hash_string_view_array_inner and hash_generic_byte_view_array's
no-buffers rehash branch with the pattern already used by the generic
variable-width path (hash_array) and the dictionary path
(hash_dictionary_array): hash the current value once with the query
RandomState and combine it with the previous row hash via
combine_hashes, instead of constructing a fresh
foldhash::SeedableRandomState per row that folds the seed into a new
hasher state.

Measured on ClickBench q16 and q17 (`GROUP BY UserID, SearchPhrase`,
partitioned dataset, dfbench, current main baselines 1106.69 / 1127.64
ms over 3 iterations): patched 3-iteration runs settled around 986.76
ms (q16, -10.8%) and 1002.29 ms (q17, -11.1%).

Validation:
- cargo test -p datafusion-common hash_utils
- cargo clippy -p datafusion-common --all-targets --all-features -- -D warnings
@github-actions github-actions Bot added the common Related to common crate label May 19, 2026
@Dandandan
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run benchmarks

@adriangbot
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🤖 Benchmark running (GKE) | trigger
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

CPU Details (lscpu)
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

Comparing perf/byte-view-rehash-multi-column (d48d1a4) to c8b784a (merge-base) diff using: clickbench_partitioned
Results will be posted here when complete


File an issue against this benchmark runner

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🤖 Benchmark running (GKE) | trigger
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

CPU Details (lscpu)
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

Comparing perf/byte-view-rehash-multi-column (d48d1a4) to c8b784a (merge-base) diff using: tpcds
Results will be posted here when complete


File an issue against this benchmark runner

@adriangbot
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🤖 Benchmark running (GKE) | trigger
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

CPU Details (lscpu)
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

Comparing perf/byte-view-rehash-multi-column (d48d1a4) to c8b784a (merge-base) diff using: tpch
Results will be posted here when complete


File an issue against this benchmark runner

@Dandandan Dandandan closed this May 19, 2026
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🤖 Benchmark completed (GKE) | trigger

Instance: c4a-highmem-16 (12 vCPU / 65 GiB)

CPU Details (lscpu)
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 HEAD and perf_byte-view-rehash-multi-column
--------------------
Benchmark tpch_sf1.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┓
┃ Query     ┃                           HEAD ┃ perf_byte-view-rehash-multi-column ┃       Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│ QQuery 1  │ 38.40 / 39.10 ±1.06 / 41.20 ms │     39.61 / 40.95 ±1.11 / 42.31 ms │    no change │
│ QQuery 2  │ 20.29 / 20.53 ±0.22 / 20.87 ms │     20.74 / 20.95 ±0.21 / 21.30 ms │    no change │
│ QQuery 3  │ 33.90 / 35.30 ±1.02 / 36.36 ms │     32.85 / 35.22 ±1.70 / 36.74 ms │    no change │
│ QQuery 4  │ 18.20 / 18.44 ±0.19 / 18.70 ms │     17.33 / 17.63 ±0.28 / 18.13 ms │    no change │
│ QQuery 5  │ 44.65 / 45.64 ±1.17 / 47.89 ms │     40.70 / 43.56 ±1.99 / 46.51 ms │    no change │
│ QQuery 6  │ 17.08 / 17.78 ±0.83 / 19.33 ms │     16.83 / 17.35 ±0.71 / 18.73 ms │    no change │
│ QQuery 7  │ 47.94 / 49.37 ±1.33 / 51.20 ms │     48.70 / 50.18 ±1.80 / 53.65 ms │    no change │
│ QQuery 8  │ 46.07 / 46.58 ±0.40 / 47.12 ms │     45.88 / 46.23 ±0.21 / 46.45 ms │    no change │
│ QQuery 9  │ 51.76 / 53.52 ±2.10 / 57.60 ms │     51.01 / 52.69 ±1.36 / 54.92 ms │    no change │
│ QQuery 10 │ 65.60 / 66.88 ±1.41 / 69.15 ms │     64.57 / 65.57 ±0.81 / 66.93 ms │    no change │
│ QQuery 11 │ 14.14 / 14.53 ±0.44 / 15.38 ms │     13.61 / 14.51 ±0.86 / 16.02 ms │    no change │
│ QQuery 12 │ 25.13 / 25.45 ±0.27 / 25.78 ms │     24.72 / 25.04 ±0.21 / 25.33 ms │    no change │
│ QQuery 13 │ 33.63 / 35.11 ±1.02 / 36.82 ms │     34.37 / 37.45 ±2.39 / 40.18 ms │ 1.07x slower │
│ QQuery 14 │ 26.16 / 26.40 ±0.19 / 26.61 ms │     26.16 / 26.43 ±0.22 / 26.83 ms │    no change │
│ QQuery 15 │ 32.36 / 33.17 ±0.96 / 34.86 ms │     32.42 / 32.96 ±0.56 / 34.03 ms │    no change │
│ QQuery 16 │ 15.50 / 15.69 ±0.22 / 16.04 ms │     15.41 / 15.59 ±0.21 / 16.00 ms │    no change │
│ QQuery 17 │ 78.96 / 79.79 ±0.52 / 80.57 ms │     78.37 / 79.03 ±0.67 / 80.10 ms │    no change │
│ QQuery 18 │ 61.64 / 63.44 ±1.36 / 65.04 ms │     63.34 / 64.26 ±0.59 / 65.02 ms │    no change │
│ QQuery 19 │ 35.61 / 35.74 ±0.18 / 36.09 ms │     35.58 / 36.21 ±0.50 / 36.79 ms │    no change │
│ QQuery 20 │ 39.11 / 40.03 ±0.77 / 41.38 ms │     38.71 / 39.40 ±0.83 / 41.02 ms │    no change │
│ QQuery 21 │ 58.77 / 61.71 ±3.85 / 68.91 ms │     57.79 / 60.62 ±3.26 / 66.93 ms │    no change │
│ QQuery 22 │ 24.20 / 24.43 ±0.23 / 24.83 ms │     24.05 / 25.10 ±0.79 / 26.15 ms │    no change │
└───────────┴────────────────────────────────┴────────────────────────────────────┴──────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━┓
┃ Benchmark Summary                                 ┃          ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━┩
│ Total Time (HEAD)                                 │ 848.62ms │
│ Total Time (perf_byte-view-rehash-multi-column)   │ 846.93ms │
│ Average Time (HEAD)                               │  38.57ms │
│ Average Time (perf_byte-view-rehash-multi-column) │  38.50ms │
│ Queries Faster                                    │        0 │
│ Queries Slower                                    │        1 │
│ Queries with No Change                            │       21 │
│ Queries with Failure                              │        0 │
└───────────────────────────────────────────────────┴──────────┘

Resource Usage

tpch — 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 — 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

File an issue against this benchmark runner

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🤖 Benchmark completed (GKE) | trigger

Instance: c4a-highmem-16 (12 vCPU / 65 GiB)

CPU Details (lscpu)
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 HEAD and perf_byte-view-rehash-multi-column
--------------------
Benchmark tpcds_sf1.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query     ┃                                  HEAD ┃    perf_byte-view-rehash-multi-column ┃        Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 1  │           6.46 / 7.05 ±0.84 / 8.71 ms │           6.42 / 6.91 ±0.87 / 8.64 ms │     no change │
│ QQuery 2  │        82.09 / 82.63 ±0.30 / 82.88 ms │        82.75 / 83.06 ±0.19 / 83.35 ms │     no change │
│ QQuery 3  │        30.08 / 30.37 ±0.18 / 30.57 ms │        29.70 / 30.00 ±0.22 / 30.22 ms │     no change │
│ QQuery 4  │     538.16 / 544.54 ±3.56 / 548.39 ms │     526.00 / 532.43 ±3.46 / 536.52 ms │     no change │
│ QQuery 5  │        53.71 / 54.12 ±0.45 / 54.98 ms │        53.60 / 54.13 ±0.27 / 54.32 ms │     no change │
│ QQuery 6  │        36.58 / 37.03 ±0.31 / 37.45 ms │        36.13 / 36.68 ±0.49 / 37.39 ms │     no change │
│ QQuery 7  │     110.91 / 112.13 ±1.01 / 113.14 ms │     109.58 / 110.99 ±1.49 / 113.56 ms │     no change │
│ QQuery 8  │        39.99 / 40.22 ±0.20 / 40.57 ms │        39.43 / 39.87 ±0.58 / 41.02 ms │     no change │
│ QQuery 9  │        54.35 / 55.61 ±1.26 / 57.91 ms │        53.27 / 56.21 ±1.53 / 57.46 ms │     no change │
│ QQuery 10 │        83.00 / 84.57 ±2.02 / 88.45 ms │        81.52 / 82.92 ±1.63 / 85.97 ms │     no change │
│ QQuery 11 │     330.99 / 336.81 ±5.00 / 343.89 ms │     321.36 / 328.46 ±5.65 / 335.60 ms │     no change │
│ QQuery 12 │        29.91 / 30.37 ±0.37 / 31.03 ms │        29.84 / 30.25 ±0.27 / 30.50 ms │     no change │
│ QQuery 13 │     130.20 / 131.15 ±0.72 / 131.94 ms │     129.19 / 129.92 ±0.43 / 130.37 ms │     no change │
│ QQuery 14 │     516.71 / 518.53 ±1.38 / 519.92 ms │     514.02 / 515.18 ±0.60 / 515.69 ms │     no change │
│ QQuery 15 │        61.95 / 64.19 ±2.96 / 70.05 ms │        62.29 / 64.54 ±1.63 / 67.03 ms │     no change │
│ QQuery 16 │           7.02 / 7.27 ±0.32 / 7.89 ms │           7.19 / 7.32 ±0.18 / 7.66 ms │     no change │
│ QQuery 17 │        83.11 / 83.61 ±0.50 / 84.55 ms │        83.00 / 83.48 ±0.38 / 84.06 ms │     no change │
│ QQuery 18 │     154.24 / 155.32 ±0.97 / 156.77 ms │     154.40 / 154.78 ±0.34 / 155.36 ms │     no change │
│ QQuery 19 │        42.40 / 42.52 ±0.11 / 42.67 ms │        42.33 / 42.65 ±0.29 / 43.19 ms │     no change │
│ QQuery 20 │        36.41 / 37.32 ±0.84 / 38.40 ms │        36.49 / 36.83 ±0.32 / 37.36 ms │     no change │
│ QQuery 21 │        18.49 / 18.63 ±0.12 / 18.83 ms │        18.40 / 18.89 ±0.34 / 19.41 ms │     no change │
│ QQuery 22 │        63.17 / 63.71 ±0.38 / 64.32 ms │        64.44 / 65.80 ±1.34 / 68.34 ms │     no change │
│ QQuery 23 │     488.03 / 492.97 ±3.43 / 497.70 ms │     494.98 / 496.96 ±1.51 / 498.92 ms │     no change │
│ QQuery 24 │     238.64 / 242.69 ±4.72 / 251.94 ms │     237.85 / 241.46 ±2.24 / 244.90 ms │     no change │
│ QQuery 25 │     114.77 / 117.13 ±2.36 / 120.97 ms │     115.52 / 117.06 ±1.84 / 120.66 ms │     no change │
│ QQuery 26 │        72.24 / 73.25 ±1.12 / 75.37 ms │        71.64 / 72.16 ±0.43 / 72.68 ms │     no change │
│ QQuery 27 │           7.12 / 7.27 ±0.14 / 7.53 ms │           7.31 / 7.49 ±0.19 / 7.85 ms │     no change │
│ QQuery 28 │        58.48 / 63.29 ±2.44 / 65.10 ms │        58.94 / 63.54 ±2.53 / 66.12 ms │     no change │
│ QQuery 29 │     100.71 / 100.97 ±0.27 / 101.34 ms │     100.05 / 100.71 ±0.34 / 100.98 ms │     no change │
│ QQuery 30 │        31.39 / 31.92 ±0.42 / 32.65 ms │        31.74 / 31.92 ±0.18 / 32.26 ms │     no change │
│ QQuery 31 │     114.25 / 114.92 ±0.43 / 115.44 ms │     114.37 / 115.22 ±0.75 / 116.53 ms │     no change │
│ QQuery 32 │        21.02 / 21.60 ±0.53 / 22.57 ms │        21.38 / 21.56 ±0.20 / 21.90 ms │     no change │
│ QQuery 33 │        39.70 / 40.27 ±0.73 / 41.64 ms │        39.76 / 40.17 ±0.27 / 40.46 ms │     no change │
│ QQuery 34 │         9.84 / 10.30 ±0.33 / 10.73 ms │        10.20 / 10.59 ±0.33 / 10.99 ms │     no change │
│ QQuery 35 │        82.23 / 83.55 ±1.01 / 84.78 ms │        82.08 / 83.43 ±1.67 / 86.66 ms │     no change │
│ QQuery 36 │           6.63 / 6.72 ±0.14 / 7.00 ms │           6.78 / 6.91 ±0.16 / 7.22 ms │     no change │
│ QQuery 37 │           7.30 / 7.41 ±0.06 / 7.45 ms │           7.41 / 7.46 ±0.06 / 7.56 ms │     no change │
│ QQuery 38 │        70.42 / 70.77 ±0.26 / 71.24 ms │        69.47 / 70.44 ±0.68 / 71.57 ms │     no change │
│ QQuery 39 │     101.36 / 102.57 ±0.79 / 103.58 ms │     102.78 / 104.04 ±1.00 / 105.60 ms │     no change │
│ QQuery 40 │        23.79 / 24.29 ±0.37 / 24.94 ms │        23.76 / 24.29 ±0.33 / 24.79 ms │     no change │
│ QQuery 41 │        14.49 / 14.69 ±0.19 / 15.05 ms │        14.43 / 14.72 ±0.24 / 15.14 ms │     no change │
│ QQuery 42 │        24.75 / 25.02 ±0.21 / 25.26 ms │        24.66 / 25.02 ±0.36 / 25.67 ms │     no change │
│ QQuery 43 │           5.49 / 5.60 ±0.12 / 5.83 ms │           5.52 / 5.67 ±0.13 / 5.92 ms │     no change │
│ QQuery 44 │        11.19 / 11.71 ±0.70 / 13.08 ms │        11.39 / 11.58 ±0.10 / 11.66 ms │     no change │
│ QQuery 45 │        42.13 / 43.26 ±0.90 / 44.88 ms │        43.23 / 43.79 ±0.39 / 44.36 ms │     no change │
│ QQuery 46 │        14.09 / 14.39 ±0.30 / 14.90 ms │        14.00 / 14.39 ±0.39 / 15.07 ms │     no change │
│ QQuery 47 │     240.61 / 243.14 ±2.63 / 247.16 ms │     239.61 / 242.59 ±2.85 / 246.95 ms │     no change │
│ QQuery 48 │     105.19 / 105.64 ±0.48 / 106.56 ms │     105.04 / 105.46 ±0.34 / 106.04 ms │     no change │
│ QQuery 49 │        81.63 / 83.24 ±1.41 / 85.62 ms │        82.04 / 84.63 ±2.33 / 87.85 ms │     no change │
│ QQuery 50 │        61.57 / 62.12 ±0.39 / 62.62 ms │        61.51 / 61.90 ±0.35 / 62.53 ms │     no change │
│ QQuery 51 │        93.16 / 95.06 ±1.49 / 97.62 ms │        92.96 / 94.39 ±1.00 / 96.02 ms │     no change │
│ QQuery 52 │        24.69 / 25.06 ±0.20 / 25.29 ms │        24.94 / 25.19 ±0.14 / 25.33 ms │     no change │
│ QQuery 53 │        31.08 / 31.34 ±0.23 / 31.70 ms │        31.38 / 32.33 ±1.54 / 35.41 ms │     no change │
│ QQuery 54 │        55.52 / 55.97 ±0.39 / 56.61 ms │        55.81 / 56.48 ±0.50 / 57.04 ms │     no change │
│ QQuery 55 │        24.33 / 24.66 ±0.27 / 24.95 ms │        24.23 / 24.60 ±0.28 / 25.09 ms │     no change │
│ QQuery 56 │        40.54 / 41.39 ±1.06 / 43.47 ms │        40.71 / 41.21 ±0.45 / 41.96 ms │     no change │
│ QQuery 57 │     180.68 / 182.96 ±1.42 / 185.05 ms │     181.91 / 184.96 ±2.92 / 190.22 ms │     no change │
│ QQuery 58 │     119.11 / 120.84 ±1.46 / 122.82 ms │     119.31 / 120.33 ±0.87 / 121.76 ms │     no change │
│ QQuery 59 │     119.61 / 120.35 ±0.44 / 120.95 ms │     120.06 / 120.53 ±0.42 / 121.32 ms │     no change │
│ QQuery 60 │        40.96 / 41.97 ±1.26 / 44.39 ms │        40.85 / 41.31 ±0.27 / 41.65 ms │     no change │
│ QQuery 61 │        14.19 / 14.30 ±0.14 / 14.51 ms │        14.04 / 14.22 ±0.17 / 14.54 ms │     no change │
│ QQuery 62 │        47.28 / 48.02 ±0.42 / 48.46 ms │        47.01 / 47.27 ±0.20 / 47.60 ms │     no change │
│ QQuery 63 │        31.09 / 31.41 ±0.32 / 31.82 ms │        31.29 / 31.60 ±0.16 / 31.72 ms │     no change │
│ QQuery 64 │     468.00 / 473.54 ±4.56 / 479.84 ms │     465.11 / 475.94 ±6.60 / 484.78 ms │     no change │
│ QQuery 65 │     147.93 / 153.83 ±5.71 / 163.84 ms │     148.08 / 151.25 ±2.53 / 155.64 ms │     no change │
│ QQuery 66 │        83.68 / 85.47 ±2.00 / 89.28 ms │        84.24 / 86.17 ±2.25 / 90.57 ms │     no change │
│ QQuery 67 │     250.50 / 255.39 ±3.92 / 261.85 ms │     261.37 / 265.65 ±4.02 / 273.21 ms │     no change │
│ QQuery 68 │        13.69 / 14.00 ±0.26 / 14.47 ms │        14.19 / 14.40 ±0.17 / 14.69 ms │     no change │
│ QQuery 69 │        78.61 / 79.25 ±0.84 / 80.89 ms │        77.99 / 78.95 ±1.33 / 81.56 ms │     no change │
│ QQuery 70 │     105.98 / 111.41 ±7.23 / 125.61 ms │     107.32 / 110.68 ±2.89 / 115.90 ms │     no change │
│ QQuery 71 │        36.64 / 37.01 ±0.22 / 37.23 ms │        36.94 / 37.24 ±0.36 / 37.95 ms │     no change │
│ QQuery 72 │ 2161.05 / 2207.65 ±42.24 / 2272.56 ms │ 2120.05 / 2229.46 ±93.32 / 2387.92 ms │     no change │
│ QQuery 73 │         9.84 / 10.16 ±0.30 / 10.68 ms │         9.85 / 10.95 ±1.79 / 14.50 ms │  1.08x slower │
│ QQuery 74 │     183.24 / 187.33 ±2.84 / 190.79 ms │     185.07 / 190.29 ±3.68 / 196.37 ms │     no change │
│ QQuery 75 │     150.74 / 152.27 ±1.59 / 154.88 ms │     152.41 / 153.80 ±2.41 / 158.61 ms │     no change │
│ QQuery 76 │        36.41 / 36.85 ±0.23 / 37.03 ms │        36.56 / 36.76 ±0.14 / 36.91 ms │     no change │
│ QQuery 77 │        62.93 / 63.72 ±0.83 / 65.29 ms │        63.39 / 64.18 ±0.52 / 65.03 ms │     no change │
│ QQuery 78 │     192.81 / 197.04 ±4.27 / 204.23 ms │     194.12 / 196.69 ±3.27 / 203.10 ms │     no change │
│ QQuery 79 │        68.95 / 70.45 ±2.42 / 75.27 ms │        68.85 / 69.23 ±0.33 / 69.80 ms │     no change │
│ QQuery 80 │     102.17 / 104.72 ±2.03 / 108.11 ms │     101.44 / 104.24 ±1.61 / 106.37 ms │     no change │
│ QQuery 81 │        25.56 / 25.85 ±0.21 / 26.21 ms │        25.58 / 25.65 ±0.10 / 25.85 ms │     no change │
│ QQuery 82 │        17.24 / 17.91 ±0.90 / 19.68 ms │        17.46 / 18.71 ±1.78 / 22.21 ms │     no change │
│ QQuery 83 │        38.84 / 40.33 ±1.81 / 43.78 ms │        39.05 / 39.40 ±0.19 / 39.59 ms │     no change │
│ QQuery 84 │        44.14 / 44.87 ±0.53 / 45.74 ms │        44.37 / 44.75 ±0.31 / 45.19 ms │     no change │
│ QQuery 85 │     138.76 / 139.72 ±0.94 / 140.88 ms │     138.42 / 141.18 ±1.80 / 143.51 ms │     no change │
│ QQuery 86 │        26.22 / 27.76 ±2.54 / 32.81 ms │        25.90 / 26.24 ±0.32 / 26.73 ms │ +1.06x faster │
│ QQuery 87 │        70.62 / 71.12 ±0.39 / 71.82 ms │        70.56 / 72.01 ±0.90 / 73.25 ms │     no change │
│ QQuery 88 │        66.06 / 66.81 ±0.74 / 68.20 ms │        66.10 / 66.42 ±0.22 / 66.70 ms │     no change │
│ QQuery 89 │        37.47 / 37.63 ±0.14 / 37.88 ms │        37.82 / 39.14 ±1.43 / 41.79 ms │     no change │
│ QQuery 90 │        18.10 / 19.42 ±2.34 / 24.10 ms │        18.09 / 18.33 ±0.19 / 18.61 ms │ +1.06x faster │
│ QQuery 91 │        53.14 / 54.11 ±0.80 / 55.34 ms │        53.09 / 53.40 ±0.39 / 54.15 ms │     no change │
│ QQuery 92 │        30.05 / 30.65 ±0.49 / 31.53 ms │        30.20 / 30.76 ±0.37 / 31.23 ms │     no change │
│ QQuery 93 │        51.10 / 51.85 ±0.64 / 52.85 ms │        51.94 / 52.45 ±0.34 / 52.93 ms │     no change │
│ QQuery 94 │        39.06 / 39.27 ±0.19 / 39.60 ms │        38.94 / 40.04 ±1.00 / 41.27 ms │     no change │
│ QQuery 95 │        85.71 / 86.87 ±0.92 / 87.97 ms │        85.78 / 87.03 ±0.98 / 87.92 ms │     no change │
│ QQuery 96 │        24.80 / 25.00 ±0.16 / 25.22 ms │        24.49 / 24.79 ±0.21 / 25.11 ms │     no change │
│ QQuery 97 │        46.41 / 46.97 ±0.43 / 47.57 ms │        46.43 / 47.00 ±0.55 / 47.98 ms │     no change │
│ QQuery 98 │        43.58 / 44.00 ±0.34 / 44.58 ms │        42.97 / 43.82 ±0.43 / 44.18 ms │     no change │
│ QQuery 99 │        70.56 / 72.39 ±1.52 / 75.18 ms │        70.00 / 70.87 ±0.65 / 71.61 ms │     no change │
└───────────┴───────────────────────────────────────┴───────────────────────────────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ Benchmark Summary                                 ┃            ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ Total Time (HEAD)                                 │ 10774.37ms │
│ Total Time (perf_byte-view-rehash-multi-column)   │ 10788.74ms │
│ Average Time (HEAD)                               │   108.83ms │
│ Average Time (perf_byte-view-rehash-multi-column) │   108.98ms │
│ Queries Faster                                    │          2 │
│ Queries Slower                                    │          1 │
│ Queries with No Change                            │         96 │
│ Queries with Failure                              │          0 │
└───────────────────────────────────────────────────┴────────────┘

Resource Usage

tpcds — 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 — 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

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🤖 Benchmark completed (GKE) | trigger

Instance: c4a-highmem-16 (12 vCPU / 65 GiB)

CPU Details (lscpu)
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 HEAD and perf_byte-view-rehash-multi-column
--------------------
Benchmark clickbench_partitioned.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query     ┃                                  HEAD ┃    perf_byte-view-rehash-multi-column ┃        Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 0  │          1.26 / 4.66 ±6.73 / 18.11 ms │          1.26 / 4.68 ±6.80 / 18.28 ms │     no change │
│ QQuery 1  │        12.99 / 13.55 ±0.33 / 13.93 ms │        12.90 / 13.17 ±0.15 / 13.30 ms │     no change │
│ QQuery 2  │        36.00 / 36.27 ±0.25 / 36.57 ms │        35.90 / 36.09 ±0.20 / 36.43 ms │     no change │
│ QQuery 3  │        31.08 / 31.61 ±0.59 / 32.76 ms │        30.78 / 31.24 ±0.50 / 32.20 ms │     no change │
│ QQuery 4  │     224.45 / 226.69 ±3.21 / 233.05 ms │     223.15 / 225.55 ±1.73 / 227.57 ms │     no change │
│ QQuery 5  │     269.80 / 272.48 ±2.25 / 275.39 ms │     266.79 / 270.45 ±2.49 / 273.59 ms │     no change │
│ QQuery 6  │           1.30 / 1.45 ±0.22 / 1.89 ms │           1.31 / 1.45 ±0.24 / 1.92 ms │     no change │
│ QQuery 7  │        14.08 / 14.31 ±0.14 / 14.48 ms │        14.00 / 14.22 ±0.14 / 14.39 ms │     no change │
│ QQuery 8  │     313.17 / 318.58 ±4.24 / 324.19 ms │     319.71 / 323.53 ±2.55 / 326.08 ms │     no change │
│ QQuery 9  │     448.00 / 454.43 ±3.70 / 458.16 ms │     454.17 / 458.12 ±3.25 / 462.84 ms │     no change │
│ QQuery 10 │        70.52 / 71.77 ±0.97 / 72.92 ms │        69.73 / 70.64 ±0.89 / 72.24 ms │     no change │
│ QQuery 11 │        82.20 / 82.79 ±0.49 / 83.44 ms │        80.70 / 81.99 ±0.76 / 82.67 ms │     no change │
│ QQuery 12 │     262.57 / 268.88 ±4.46 / 274.35 ms │     271.15 / 276.03 ±5.68 / 286.73 ms │     no change │
│ QQuery 13 │    358.90 / 383.84 ±20.31 / 404.45 ms │     361.57 / 366.91 ±4.60 / 374.83 ms │     no change │
│ QQuery 14 │     276.13 / 281.04 ±3.98 / 286.40 ms │     283.75 / 286.36 ±2.43 / 290.36 ms │     no change │
│ QQuery 15 │     262.94 / 264.63 ±1.48 / 267.41 ms │     265.25 / 267.44 ±1.44 / 269.47 ms │     no change │
│ QQuery 16 │     604.53 / 612.84 ±6.78 / 621.19 ms │     612.09 / 619.19 ±5.18 / 624.74 ms │     no change │
│ QQuery 17 │     610.04 / 618.46 ±8.14 / 632.07 ms │    616.37 / 637.78 ±30.19 / 696.22 ms │     no change │
│ QQuery 18 │ 1244.12 / 1265.69 ±14.53 / 1286.13 ms │ 1246.81 / 1262.88 ±12.31 / 1278.45 ms │     no change │
│ QQuery 19 │        28.53 / 30.13 ±2.84 / 35.80 ms │       27.77 / 36.04 ±15.36 / 66.75 ms │  1.20x slower │
│ QQuery 20 │     520.95 / 528.06 ±7.33 / 541.08 ms │     517.31 / 521.44 ±2.63 / 524.41 ms │     no change │
│ QQuery 21 │     593.98 / 597.44 ±2.59 / 600.53 ms │     589.89 / 597.09 ±5.20 / 605.21 ms │     no change │
│ QQuery 22 │ 1054.11 / 1076.94 ±12.93 / 1091.80 ms │  1059.76 / 1071.08 ±7.58 / 1082.76 ms │     no change │
│ QQuery 23 │ 3166.97 / 3203.29 ±36.74 / 3274.12 ms │ 3144.84 / 3166.11 ±16.54 / 3193.72 ms │     no change │
│ QQuery 24 │        41.97 / 46.75 ±6.76 / 59.72 ms │        41.89 / 46.89 ±5.00 / 55.37 ms │     no change │
│ QQuery 25 │     112.41 / 117.54 ±3.97 / 121.20 ms │     110.59 / 115.19 ±3.92 / 119.92 ms │     no change │
│ QQuery 26 │        42.19 / 43.97 ±2.59 / 49.09 ms │        42.15 / 42.48 ±0.29 / 43.00 ms │     no change │
│ QQuery 27 │     672.58 / 677.77 ±3.48 / 682.78 ms │     672.01 / 681.55 ±5.93 / 689.23 ms │     no change │
│ QQuery 28 │ 3020.88 / 3042.68 ±13.38 / 3061.00 ms │ 3019.15 / 3035.44 ±10.04 / 3050.57 ms │     no change │
│ QQuery 29 │        41.20 / 44.62 ±6.25 / 57.11 ms │        41.50 / 45.83 ±5.37 / 54.19 ms │     no change │
│ QQuery 30 │     299.94 / 309.93 ±6.17 / 318.76 ms │     298.43 / 303.07 ±4.46 / 310.46 ms │     no change │
│ QQuery 31 │     278.48 / 288.66 ±6.14 / 294.98 ms │     285.74 / 293.56 ±6.70 / 304.82 ms │     no change │
│ QQuery 32 │    913.31 / 927.77 ±10.05 / 942.81 ms │    894.62 / 921.62 ±16.93 / 946.66 ms │     no change │
│ QQuery 33 │  1417.29 / 1425.69 ±8.20 / 1438.29 ms │  1429.64 / 1434.57 ±5.81 / 1445.80 ms │     no change │
│ QQuery 34 │  1433.73 / 1448.13 ±9.39 / 1458.84 ms │ 1426.13 / 1448.56 ±14.88 / 1467.93 ms │     no change │
│ QQuery 35 │    275.07 / 284.27 ±10.86 / 305.17 ms │    275.56 / 285.29 ±12.69 / 310.22 ms │     no change │
│ QQuery 36 │        65.31 / 72.93 ±5.45 / 81.26 ms │        68.69 / 75.69 ±4.03 / 80.17 ms │     no change │
│ QQuery 37 │        35.85 / 38.18 ±2.49 / 41.87 ms │        35.33 / 39.66 ±4.19 / 44.90 ms │     no change │
│ QQuery 38 │        40.26 / 42.94 ±1.42 / 44.10 ms │        41.68 / 43.85 ±1.96 / 46.26 ms │     no change │
│ QQuery 39 │    138.70 / 156.37 ±12.83 / 178.39 ms │     136.32 / 147.41 ±7.80 / 154.35 ms │ +1.06x faster │
│ QQuery 40 │        14.27 / 16.27 ±2.41 / 20.96 ms │        13.91 / 14.29 ±0.21 / 14.49 ms │ +1.14x faster │
│ QQuery 41 │        13.73 / 13.85 ±0.06 / 13.91 ms │        13.68 / 14.52 ±1.52 / 17.56 ms │     no change │
│ QQuery 42 │        13.08 / 13.41 ±0.22 / 13.70 ms │        13.20 / 13.41 ±0.17 / 13.66 ms │     no change │
└───────────┴───────────────────────────────────────┴───────────────────────────────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ Benchmark Summary                                 ┃            ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ Total Time (HEAD)                                 │ 19671.56ms │
│ Total Time (perf_byte-view-rehash-multi-column)   │ 19642.38ms │
│ Average Time (HEAD)                               │   457.48ms │
│ Average Time (perf_byte-view-rehash-multi-column) │   456.80ms │
│ Queries Faster                                    │          2 │
│ Queries Slower                                    │          1 │
│ Queries with No Change                            │         40 │
│ Queries with Failure                              │          0 │
└───────────────────────────────────────────────────┴────────────┘

Resource Usage

clickbench_partitioned — 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 — 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

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