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perf: decode Parquet footers for statistics in parallel during planning - #26407

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pydantic:perf-parallel-parquet-stats

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@cetra3

@cetra3 cetra3 commented Oct 16, 2026

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Which issue does this PR close?

Rationale for this change

When a ListingTable over Parquet files collects statistics, planning time grows with the number of files multiplied by the size of their footers, and none of that work runs in parallel. On wide tables it dominates planning.

ListingTable::collect_files_for_scan gathers per-file statistics with buffer_unordered(meta_fetch_concurrency). That makes the object store requests concurrent, but every future is polled by the one planning task. As a result, the footer decode and statistics conversion for each file run one file at a time, on whichever thread is polling the planner.

In a profile of wide_schema Q02 (1024 columns, 256 files) with the metadata and statistics caches disabled, the planning thread spent about 345 ms per query, which is roughly the whole query time. About three quarters of that time was inside ParquetFormat::infer_stats_and_ordering. With the default cache limits the statistics cache cannot hold the statistics for this table, so the same work happens on every query.

What changes are included in this PR?

  • ParquetFormat::infer_stats_and_ordering resolves its session-dependent inputs (the decryption properties and the metadata cache) on the calling task. When it runs inside a multi-thread Tokio runtime, it then fetches and decodes the footer, and computes the statistics and ordering, in a SpawnedTask. With the existing buffer_unordered, up to meta_fetch_concurrency files are decoded in parallel on the runtime's threads.
  • Outside a multi-thread runtime (a current-thread runtime, or no runtime at all, as in the wasm tests), it does the work on the calling task as before, so the caller's buffer_unordered polls it together with the other files. This is the same check spawn_buffered uses.
  • The shared work moves into a private helper, fetch_stats_and_ordering, which both paths call.

This follows the convention described in the crate docs: CPU-bound work runs as tasks on the Tokio runtime, through SpawnedTask, rather than in spawn_blocking. Dropping a SpawnedTask aborts it, so when get_files_with_limit stops early, outstanding work is still cancelled.

ParquetFormat::infer_schema has the same serial pattern when a table is created. It is left for a follow-up.

What is the testing strategy for this PR?

The results are unchanged; only where the work runs has changed, so the existing tests cover it. The #[tokio::test] unit tests run on a current-thread runtime and take the inline path, while the sqllogictests run on a multi-thread runtime and take the spawned path.

  • datafusion-datasource-parquet lib tests
  • datafusion-catalog-listing tests
  • datafusion parquet_integration tests and the core datasource::listing tests
  • the Parquet sqllogictests

The performance change will be checked with the wide_schema benchmark.

Are there any user-facing changes?

There are no API changes. Planning that collects Parquet statistics uses more than one thread when it runs inside a multi-thread Tokio runtime, and behaves as before otherwise.

🤖 Generated with Claude Code

https://claude.ai/code/session_019C4oRqstvxH5CXTWnot8CD

ListingTable collects per-file statistics with buffer_unordered, so every
footer decode and statistics conversion ran on the one thread polling the
planner. In a multi-thread tokio runtime, ParquetFormat::infer_stats_and_ordering
now does that work in a SpawnedTask so files are decoded in parallel. Outside
one it does the work inline as before.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019C4oRqstvxH5CXTWnot8CD
@github-actions github-actions Bot added the datasource Changes to the datasource crate label Oct 16, 2026
@cetra3

cetra3 commented Oct 16, 2026

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run benchmark wide_schema

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🤖 Benchmark running (GKE) | trigger
Instance: c4a-highmem-16 (12 vCPU / 65 GiB) | Linux bench-c6209589816-3500-9mv4q 6.12.94+ #1 SMP Fri Aug 21 08:00:16 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-parallel-parquet-stats (2f055f2) to 5009f42 (merge-base) diff

Run configuration
run benchmark wide_schema

Results will be posted here when complete


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🤖 Benchmark completed (GKE) | trigger

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

Comparing perf-parallel-parquet-stats (2f055f2) to 5009f42 (merge-base) diff

Run configuration
run benchmark wide_schema
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

group                     HEAD                                   perf-parallel-parquet-stats
-----                     ----                                   ---------------------------
wide_schema/Q01_narrow    1.00     71.1±1.30ms        ? ?/sec    1.02     72.2±1.30ms        ? ?/sec
wide_schema/Q01_wide      3.12  1085.7±11.14ms        ? ?/sec    1.00    347.5±2.62ms        ? ?/sec
wide_schema/Q02_narrow    1.00      6.1±0.05ms        ? ?/sec    1.01      6.1±0.12ms        ? ?/sec
wide_schema/Q02_wide      5.09    903.2±3.54ms        ? ?/sec    1.00    177.6±0.95ms        ? ?/sec
wide_schema/Q03_narrow    1.00     15.4±0.21ms        ? ?/sec    1.01     15.6±0.33ms        ? ?/sec
wide_schema/Q03_wide      4.93    912.4±8.17ms        ? ?/sec    1.00    185.1±2.67ms        ? ?/sec
wide_schema/Q04_narrow    1.00     30.8±0.13ms        ? ?/sec    1.02     31.3±0.08ms        ? ?/sec
wide_schema/Q04_wide      3.32   1017.4±6.59ms        ? ?/sec    1.00    306.1±2.69ms        ? ?/sec

Resource Usage

wide_schema — base (merge-base)

Metric Value
Wall time 435.2s
Peak memory 1.4 GiB
Avg memory 218.3 MiB
CPU user 368.5s
CPU sys 57.7s
Peak spill 0 B

wide_schema — branch

Metric Value
Wall time 545.2s
Peak memory 1.4 GiB
Avg memory 156.5 MiB
CPU user 566.7s
CPU sys 66.1s
Peak spill 0 B

File an issue against this benchmark runner

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Codecov Report

❌ Patch coverage is 91.42857% with 3 lines in your changes missing coverage. Please review.
✅ Project coverage is 82.87%. Comparing base (5009f42) to head (2f055f2).

Files with missing lines Patch % Lines
datafusion/datasource-parquet/src/file_format.rs 91.42% 1 Missing and 2 partials ⚠️
Additional details and impacted files
@@            Coverage Diff             @@
##             main   #26407      +/-   ##
==========================================
- Coverage   82.87%   82.87%   -0.01%     
==========================================
  Files        1153     1153              
  Lines      457101   457136      +35     
  Branches   457101   457136      +35     
==========================================
+ Hits       378818   378844      +26     
- Misses      55268    55274       +6     
- Partials    23015    23018       +3     

☔ View full report in Codecov by Harness.
📢 Have feedback on the report? Share it here.

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  • ❄️ Test Analytics: Detect flaky tests, report on failures, and find test suite problems.
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@adriangb

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run benchmarks

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🤖 Benchmark running (GKE) | trigger
Instance: c4a-highmem-16 (12 vCPU / 65 GiB) | Linux bench-c6224123694-3522-zxdjk 6.12.94+ #1 SMP Fri Aug 21 08:00:16 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-parallel-parquet-stats (2f055f2) to 5009f42 (merge-base) diff

Run configuration
run benchmark 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-c6224123694-3523-rsdx5 6.12.94+ #1 SMP Fri Aug 21 08:00:16 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-parallel-parquet-stats (2f055f2) to 5009f42 (merge-base) diff

Run configuration
run benchmark tpcds

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-c6224123694-3524-kw75p 6.12.94+ #1 SMP Fri Aug 21 08:00:16 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-parallel-parquet-stats (2f055f2) to 5009f42 (merge-base) diff

Run configuration
run benchmark tpch

Results will be posted here when complete


File an issue against this benchmark runner

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🤖 Benchmark completed (GKE) | trigger

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

Comparing perf-parallel-parquet-stats (2f055f2) to 5009f42 (merge-base) diff

Run configuration
run benchmark tpch
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-parallel-parquet-stats
--------------------
Benchmark tpch_sf1.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┓
┃ Query     ┃     HEAD ┃ perf-parallel-parquet-stats ┃    Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━┩
│ QQuery 1  │ 40.43 ms │                    40.10 ms │ no change │
│ QQuery 2  │ 18.02 ms │                    17.91 ms │ no change │
│ QQuery 3  │ 28.24 ms │                    28.35 ms │ no change │
│ QQuery 4  │ 17.01 ms │                    17.31 ms │ no change │
│ QQuery 5  │ 34.85 ms │                    34.81 ms │ no change │
│ QQuery 6  │ 13.44 ms │                    13.43 ms │ no change │
│ QQuery 7  │ 42.80 ms │                    41.04 ms │ no change │
│ QQuery 8  │ 40.60 ms │                    40.74 ms │ no change │
│ QQuery 9  │ 49.93 ms │                    50.64 ms │ no change │
│ QQuery 10 │ 40.35 ms │                    40.32 ms │ no change │
│ QQuery 11 │ 13.27 ms │                    12.89 ms │ no change │
│ QQuery 12 │ 18.31 ms │                    17.68 ms │ no change │
│ QQuery 13 │ 39.63 ms │                    38.76 ms │ no change │
│ QQuery 14 │ 24.44 ms │                    24.20 ms │ no change │
│ QQuery 15 │ 30.47 ms │                    30.47 ms │ no change │
│ QQuery 16 │ 13.60 ms │                    13.38 ms │ no change │
│ QQuery 17 │ 73.95 ms │                    74.07 ms │ no change │
│ QQuery 18 │ 45.07 ms │                    45.50 ms │ no change │
│ QQuery 19 │ 31.96 ms │                    31.53 ms │ no change │
│ QQuery 20 │ 31.66 ms │                    31.22 ms │ no change │
│ QQuery 21 │ 54.44 ms │                    54.78 ms │ no change │
│ QQuery 22 │ 13.40 ms │                    13.67 ms │ no change │
└───────────┴──────────┴─────────────────────────────┴───────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━┓
┃ Benchmark Summary                          ┃          ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━┩
│ Total Time (HEAD)                          │ 715.87ms │
│ Total Time (perf-parallel-parquet-stats)   │ 712.78ms │
│ Average Time (HEAD)                        │  32.54ms │
│ Average Time (perf-parallel-parquet-stats) │  32.40ms │
│ Queries Faster                             │        0 │
│ Queries Slower                             │        0 │
│ Queries with No Change                     │       22 │
│ Queries with Failure                       │        0 │
└────────────────────────────────────────────┴──────────┘

Distribution per query (min / mean ±stddev / max):

Comparing HEAD and perf-parallel-parquet-stats
--------------------
Benchmark tpch_sf1.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┓
┃ Query     ┃                           HEAD ┃    perf-parallel-parquet-stats ┃    Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━┩
│ QQuery 1  │ 40.43 / 42.50 ±3.81 / 50.11 ms │ 40.10 / 41.41 ±1.04 / 42.79 ms │ no change │
│ QQuery 2  │ 18.02 / 18.32 ±0.39 / 19.08 ms │ 17.91 / 18.25 ±0.24 / 18.56 ms │ no change │
│ QQuery 3  │ 28.24 / 29.04 ±1.06 / 31.12 ms │ 28.35 / 28.68 ±0.34 / 29.30 ms │ no change │
│ QQuery 4  │ 17.01 / 17.25 ±0.16 / 17.39 ms │ 17.31 / 17.44 ±0.10 / 17.60 ms │ no change │
│ QQuery 5  │ 34.85 / 35.56 ±1.04 / 37.62 ms │ 34.81 / 35.64 ±1.24 / 38.11 ms │ no change │
│ QQuery 6  │ 13.44 / 13.97 ±0.80 / 15.54 ms │ 13.43 / 13.56 ±0.12 / 13.69 ms │ no change │
│ QQuery 7  │ 42.80 / 44.41 ±1.32 / 46.77 ms │ 41.04 / 43.15 ±1.50 / 45.31 ms │ no change │
│ QQuery 8  │ 40.60 / 41.60 ±0.77 / 42.31 ms │ 40.74 / 41.87 ±1.57 / 44.97 ms │ no change │
│ QQuery 9  │ 49.93 / 50.78 ±0.90 / 52.38 ms │ 50.64 / 51.44 ±0.86 / 52.78 ms │ no change │
│ QQuery 10 │ 40.35 / 40.63 ±0.21 / 40.87 ms │ 40.32 / 40.45 ±0.12 / 40.63 ms │ no change │
│ QQuery 11 │ 13.27 / 13.51 ±0.17 / 13.80 ms │ 12.89 / 13.19 ±0.28 / 13.68 ms │ no change │
│ QQuery 12 │ 18.31 / 18.59 ±0.20 / 18.87 ms │ 17.68 / 17.99 ±0.23 / 18.28 ms │ no change │
│ QQuery 13 │ 39.63 / 40.16 ±0.68 / 41.50 ms │ 38.76 / 39.90 ±1.45 / 42.76 ms │ no change │
│ QQuery 14 │ 24.44 / 24.72 ±0.24 / 25.15 ms │ 24.20 / 24.50 ±0.28 / 24.83 ms │ no change │
│ QQuery 15 │ 30.47 / 31.59 ±1.67 / 34.89 ms │ 30.47 / 31.22 ±0.55 / 32.02 ms │ no change │
│ QQuery 16 │ 13.60 / 13.68 ±0.07 / 13.76 ms │ 13.38 / 13.70 ±0.31 / 14.28 ms │ no change │
│ QQuery 17 │ 73.95 / 74.90 ±0.95 / 76.63 ms │ 74.07 / 74.85 ±0.54 / 75.65 ms │ no change │
│ QQuery 18 │ 45.07 / 45.78 ±0.63 / 46.63 ms │ 45.50 / 46.08 ±0.45 / 46.61 ms │ no change │
│ QQuery 19 │ 31.96 / 32.72 ±0.91 / 33.90 ms │ 31.53 / 32.80 ±1.35 / 35.39 ms │ no change │
│ QQuery 20 │ 31.66 / 32.17 ±0.71 / 33.58 ms │ 31.22 / 31.63 ±0.22 / 31.87 ms │ no change │
│ QQuery 21 │ 54.44 / 55.79 ±1.33 / 58.18 ms │ 54.78 / 55.39 ±0.57 / 56.35 ms │ no change │
│ QQuery 22 │ 13.40 / 13.75 ±0.24 / 14.12 ms │ 13.67 / 13.93 ±0.16 / 14.13 ms │ no change │
└───────────┴────────────────────────────────┴────────────────────────────────┴───────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━┓
┃ Benchmark Summary                          ┃          ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━┩
│ Total Time (HEAD)                          │ 731.42ms │
│ Total Time (perf-parallel-parquet-stats)   │ 727.08ms │
│ Average Time (HEAD)                        │  33.25ms │
│ Average Time (perf-parallel-parquet-stats) │  33.05ms │
│ Queries Faster                             │        0 │
│ Queries Slower                             │        0 │
│ Queries with No Change                     │       22 │
│ Queries with Failure                       │        0 │
└────────────────────────────────────────────┴──────────┘

Resource Usage

tpch — base (merge-base)

Metric Value
Wall time 5.0s
Peak memory 1.1 GiB
Avg memory 476.9 MiB
CPU user 19.9s
CPU sys 1.7s
Peak spill 0 B

tpch — branch

Metric Value
Wall time 5.0s
Peak memory 1.2 GiB
Avg memory 490.4 MiB
CPU user 19.9s
CPU sys 1.6s
Peak spill 0 B

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🤖 Benchmark completed (GKE) | trigger

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

Comparing perf-parallel-parquet-stats (2f055f2) to 5009f42 (merge-base) diff

Run configuration
run benchmark tpcds
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-parallel-parquet-stats
--------------------
Benchmark tpcds_sf1.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┓
┃ Query     ┃       HEAD ┃ perf-parallel-parquet-stats ┃       Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│ QQuery 1  │    5.00 ms │                     5.10 ms │    no change │
│ QQuery 2  │   79.50 ms │                    79.37 ms │    no change │
│ QQuery 3  │   28.50 ms │                    28.47 ms │    no change │
│ QQuery 4  │  433.91 ms │                   437.30 ms │    no change │
│ QQuery 5  │   49.47 ms │                    49.22 ms │    no change │
│ QQuery 6  │   34.18 ms │                    34.37 ms │    no change │
│ QQuery 7  │   71.29 ms │                    71.77 ms │    no change │
│ QQuery 8  │   35.69 ms │                    35.90 ms │    no change │
│ QQuery 9  │   49.64 ms │                    52.60 ms │ 1.06x slower │
│ QQuery 10 │   60.81 ms │                    60.16 ms │    no change │
│ QQuery 11 │  265.55 ms │                   262.99 ms │    no change │
│ QQuery 12 │   28.45 ms │                    28.42 ms │    no change │
│ QQuery 13 │  112.45 ms │                   112.75 ms │    no change │
│ QQuery 14 │  381.98 ms │                   378.38 ms │    no change │
│ QQuery 15 │   53.40 ms │                    51.87 ms │    no change │
│ QQuery 16 │    5.82 ms │                     5.90 ms │    no change │
│ QQuery 17 │   78.03 ms │                    77.72 ms │    no change │
│ QQuery 18 │  103.18 ms │                   103.49 ms │    no change │
│ QQuery 19 │   40.81 ms │                    40.91 ms │    no change │
│ QQuery 20 │   35.02 ms │                    35.61 ms │    no change │
│ QQuery 21 │   16.60 ms │                    16.70 ms │    no change │
│ QQuery 22 │   61.76 ms │                    62.80 ms │    no change │
│ QQuery 23 │  300.65 ms │                   300.30 ms │    no change │
│ QQuery 24 │  189.25 ms │                   191.12 ms │    no change │
│ QQuery 25 │  106.09 ms │                   106.95 ms │    no change │
│ QQuery 26 │   45.77 ms │                    45.33 ms │    no change │
│ QQuery 27 │    5.65 ms │                     5.47 ms │    no change │
│ QQuery 28 │   55.98 ms │                    59.22 ms │ 1.06x slower │
│ QQuery 29 │   93.50 ms │                    94.00 ms │    no change │
│ QQuery 30 │   31.86 ms │                    31.52 ms │    no change │
│ QQuery 31 │  106.49 ms │                   105.29 ms │    no change │
│ QQuery 32 │   19.06 ms │                    19.53 ms │    no change │
│ QQuery 33 │   35.45 ms │                    36.06 ms │    no change │
│ QQuery 34 │    9.63 ms │                     9.79 ms │    no change │
│ QQuery 35 │   71.02 ms │                    71.31 ms │    no change │
│ QQuery 36 │    5.49 ms │                     5.32 ms │    no change │
│ QQuery 37 │    6.55 ms │                     6.48 ms │    no change │
│ QQuery 38 │   59.85 ms │                    59.82 ms │    no change │
│ QQuery 39 │   71.61 ms │                    70.63 ms │    no change │
│ QQuery 40 │   22.56 ms │                    22.70 ms │    no change │
│ QQuery 41 │   12.28 ms │                    11.89 ms │    no change │
│ QQuery 42 │   23.80 ms │                    23.43 ms │    no change │
│ QQuery 43 │    4.58 ms │                     4.57 ms │    no change │
│ QQuery 44 │    8.31 ms │                     8.12 ms │    no change │
│ QQuery 45 │   35.22 ms │                    34.93 ms │    no change │
│ QQuery 46 │   11.43 ms │                    11.11 ms │    no change │
│ QQuery 47 │  215.96 ms │                   214.72 ms │    no change │
│ QQuery 48 │   89.39 ms │                    89.71 ms │    no change │
│ QQuery 49 │   68.80 ms │                    68.10 ms │    no change │
│ QQuery 50 │   57.49 ms │                    57.03 ms │    no change │
│ QQuery 51 │   90.75 ms │                    91.83 ms │    no change │
│ QQuery 52 │   23.53 ms │                    24.04 ms │    no change │
│ QQuery 53 │   28.86 ms │                    28.99 ms │    no change │
│ QQuery 54 │   52.06 ms │                    52.67 ms │    no change │
│ QQuery 55 │   23.25 ms │                    23.20 ms │    no change │
│ QQuery 56 │   37.36 ms │                    37.26 ms │    no change │
│ QQuery 57 │  164.25 ms │                   164.82 ms │    no change │
│ QQuery 58 │  105.76 ms │                   104.04 ms │    no change │
│ QQuery 59 │  113.87 ms │                   114.24 ms │    no change │
│ QQuery 60 │   37.83 ms │                    37.49 ms │    no change │
│ QQuery 61 │   10.46 ms │                    10.04 ms │    no change │
│ QQuery 62 │   43.30 ms │                    43.02 ms │    no change │
│ QQuery 63 │   29.11 ms │                    29.11 ms │    no change │
│ QQuery 64 │  352.13 ms │                   354.03 ms │    no change │
│ QQuery 65 │  125.98 ms │                   129.17 ms │    no change │
│ QQuery 66 │   74.53 ms │                    74.46 ms │    no change │
│ QQuery 67 │  247.08 ms │                   244.51 ms │    no change │
│ QQuery 68 │   11.34 ms │                    11.28 ms │    no change │
│ QQuery 69 │   55.72 ms │                    54.87 ms │    no change │
│ QQuery 70 │  104.11 ms │                   101.88 ms │    no change │
│ QQuery 71 │   34.63 ms │                    33.92 ms │    no change │
│ QQuery 72 │ 1585.68 ms │                  1614.42 ms │    no change │
│ QQuery 73 │    9.53 ms │                     9.60 ms │    no change │
│ QQuery 74 │  154.76 ms │                   153.58 ms │    no change │
│ QQuery 75 │  137.95 ms │                   138.31 ms │    no change │
│ QQuery 76 │   33.71 ms │                    33.63 ms │    no change │
│ QQuery 77 │   59.15 ms │                    58.57 ms │    no change │
│ QQuery 78 │  157.33 ms │                   158.35 ms │    no change │
│ QQuery 79 │   66.05 ms │                    65.49 ms │    no change │
│ QQuery 80 │   93.50 ms │                    92.66 ms │    no change │
│ QQuery 81 │   25.02 ms │                    24.76 ms │    no change │
│ QQuery 82 │   16.23 ms │                    15.94 ms │    no change │
│ QQuery 83 │   32.63 ms │                    31.58 ms │    no change │
│ QQuery 84 │   29.49 ms │                    29.17 ms │    no change │
│ QQuery 85 │   97.74 ms │                    97.54 ms │    no change │
│ QQuery 86 │   24.89 ms │                    24.89 ms │    no change │
│ QQuery 87 │   60.73 ms │                    59.94 ms │    no change │
│ QQuery 88 │   58.38 ms │                    58.15 ms │    no change │
│ QQuery 89 │   34.52 ms │                    34.59 ms │    no change │
│ QQuery 90 │   15.89 ms │                    15.61 ms │    no change │
│ QQuery 91 │   40.21 ms │                    39.81 ms │    no change │
│ QQuery 92 │   28.65 ms │                    28.40 ms │    no change │
│ QQuery 93 │   49.66 ms │                    48.70 ms │    no change │
│ QQuery 94 │   37.40 ms │                    37.36 ms │    no change │
│ QQuery 95 │   79.23 ms │                    78.38 ms │    no change │
│ QQuery 96 │   23.53 ms │                    23.63 ms │    no change │
│ QQuery 97 │   50.43 ms │                    50.46 ms │    no change │
│ QQuery 98 │   42.15 ms │                    42.33 ms │    no change │
│ QQuery 99 │   64.40 ms │                    64.48 ms │    no change │
└───────────┴────────────┴─────────────────────────────┴──────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┓
┃ Benchmark Summary                          ┃           ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━┩
│ Total Time (HEAD)                          │ 8669.51ms │
│ Total Time (perf-parallel-parquet-stats)   │ 8691.43ms │
│ Average Time (HEAD)                        │   87.57ms │
│ Average Time (perf-parallel-parquet-stats) │   87.79ms │
│ Queries Faster                             │         0 │
│ Queries Slower                             │         2 │
│ Queries with No Change                     │        97 │
│ Queries with Failure                       │         0 │
└────────────────────────────────────────────┴───────────┘

Distribution per query (min / mean ±stddev / max):

Comparing HEAD and perf-parallel-parquet-stats
--------------------
Benchmark tpcds_sf1.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query     ┃                                  HEAD ┃           perf-parallel-parquet-stats ┃        Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 1  │           5.00 / 5.68 ±1.12 / 7.90 ms │           5.10 / 5.63 ±0.91 / 7.46 ms │     no change │
│ QQuery 2  │        79.50 / 80.03 ±0.34 / 80.52 ms │        79.37 / 79.97 ±0.45 / 80.75 ms │     no change │
│ QQuery 3  │        28.50 / 28.86 ±0.25 / 29.09 ms │        28.47 / 28.75 ±0.16 / 28.93 ms │     no change │
│ QQuery 4  │     433.91 / 438.97 ±4.06 / 446.04 ms │     437.30 / 440.52 ±1.94 / 443.10 ms │     no change │
│ QQuery 5  │        49.47 / 49.88 ±0.29 / 50.38 ms │        49.22 / 49.54 ±0.28 / 49.89 ms │     no change │
│ QQuery 6  │        34.18 / 35.05 ±0.51 / 35.63 ms │        34.37 / 34.89 ±0.34 / 35.32 ms │     no change │
│ QQuery 7  │        71.29 / 72.32 ±0.70 / 73.32 ms │        71.77 / 71.97 ±0.26 / 72.46 ms │     no change │
│ QQuery 8  │        35.69 / 36.19 ±0.27 / 36.44 ms │        35.90 / 36.25 ±0.21 / 36.48 ms │     no change │
│ QQuery 9  │        49.64 / 51.56 ±1.47 / 53.92 ms │        52.60 / 55.88 ±3.72 / 62.99 ms │  1.08x slower │
│ QQuery 10 │        60.81 / 63.09 ±2.89 / 68.12 ms │        60.16 / 60.39 ±0.25 / 60.83 ms │     no change │
│ QQuery 11 │     265.55 / 272.17 ±5.29 / 280.97 ms │     262.99 / 270.19 ±4.93 / 277.45 ms │     no change │
│ QQuery 12 │        28.45 / 28.70 ±0.18 / 28.93 ms │        28.42 / 28.73 ±0.19 / 29.00 ms │     no change │
│ QQuery 13 │     112.45 / 113.41 ±0.65 / 114.34 ms │     112.75 / 113.87 ±0.70 / 114.68 ms │     no change │
│ QQuery 14 │     381.98 / 387.58 ±2.90 / 390.21 ms │     378.38 / 381.62 ±2.30 / 384.54 ms │     no change │
│ QQuery 15 │        53.40 / 54.84 ±1.68 / 58.00 ms │        51.87 / 52.54 ±0.55 / 53.17 ms │     no change │
│ QQuery 16 │           5.82 / 5.98 ±0.25 / 6.49 ms │           5.90 / 6.06 ±0.19 / 6.44 ms │     no change │
│ QQuery 17 │        78.03 / 78.73 ±0.66 / 79.78 ms │        77.72 / 78.47 ±0.52 / 79.22 ms │     no change │
│ QQuery 18 │     103.18 / 104.07 ±0.59 / 104.93 ms │     103.49 / 105.03 ±2.10 / 109.16 ms │     no change │
│ QQuery 19 │        40.81 / 41.11 ±0.31 / 41.68 ms │        40.91 / 41.35 ±0.44 / 42.04 ms │     no change │
│ QQuery 20 │        35.02 / 35.49 ±0.52 / 36.39 ms │        35.61 / 36.07 ±0.36 / 36.61 ms │     no change │
│ QQuery 21 │        16.60 / 16.84 ±0.18 / 17.09 ms │        16.70 / 16.87 ±0.17 / 17.10 ms │     no change │
│ QQuery 22 │        61.76 / 62.60 ±0.56 / 63.40 ms │        62.80 / 63.54 ±0.89 / 65.25 ms │     no change │
│ QQuery 23 │     300.65 / 304.79 ±4.00 / 310.19 ms │     300.30 / 304.74 ±3.50 / 311.04 ms │     no change │
│ QQuery 24 │     189.25 / 195.39 ±8.26 / 211.43 ms │     191.12 / 192.79 ±1.93 / 196.11 ms │     no change │
│ QQuery 25 │     106.09 / 107.65 ±1.42 / 109.89 ms │     106.95 / 107.88 ±0.71 / 109.09 ms │     no change │
│ QQuery 26 │        45.77 / 46.05 ±0.22 / 46.39 ms │        45.33 / 47.01 ±2.25 / 51.35 ms │     no change │
│ QQuery 27 │           5.65 / 5.84 ±0.30 / 6.44 ms │           5.47 / 5.73 ±0.31 / 6.35 ms │     no change │
│ QQuery 28 │        55.98 / 59.57 ±1.83 / 61.17 ms │        59.22 / 60.18 ±0.60 / 60.92 ms │     no change │
│ QQuery 29 │       93.50 / 96.39 ±3.03 / 101.75 ms │        94.00 / 95.20 ±0.88 / 96.55 ms │     no change │
│ QQuery 30 │        31.86 / 32.76 ±0.63 / 33.54 ms │        31.52 / 33.05 ±1.90 / 36.68 ms │     no change │
│ QQuery 31 │     106.49 / 107.58 ±1.60 / 110.76 ms │     105.29 / 107.11 ±1.19 / 108.98 ms │     no change │
│ QQuery 32 │        19.06 / 19.83 ±0.57 / 20.76 ms │        19.53 / 19.76 ±0.43 / 20.62 ms │     no change │
│ QQuery 33 │        35.45 / 36.22 ±0.46 / 36.89 ms │        36.06 / 36.44 ±0.34 / 37.00 ms │     no change │
│ QQuery 34 │          9.63 / 9.88 ±0.19 / 10.07 ms │         9.79 / 10.20 ±0.41 / 10.76 ms │     no change │
│ QQuery 35 │        71.02 / 71.75 ±0.89 / 73.46 ms │        71.31 / 72.20 ±1.15 / 74.46 ms │     no change │
│ QQuery 36 │           5.49 / 5.67 ±0.24 / 6.14 ms │           5.32 / 5.50 ±0.26 / 6.01 ms │     no change │
│ QQuery 37 │           6.55 / 6.67 ±0.09 / 6.82 ms │           6.48 / 6.61 ±0.08 / 6.72 ms │     no change │
│ QQuery 38 │        59.85 / 60.76 ±0.98 / 62.53 ms │        59.82 / 60.44 ±0.59 / 61.55 ms │     no change │
│ QQuery 39 │        71.61 / 73.87 ±2.92 / 79.59 ms │        70.63 / 71.44 ±0.49 / 72.17 ms │     no change │
│ QQuery 40 │        22.56 / 23.34 ±0.55 / 23.97 ms │        22.70 / 23.37 ±0.56 / 24.37 ms │     no change │
│ QQuery 41 │        12.28 / 12.40 ±0.10 / 12.52 ms │        11.89 / 12.20 ±0.19 / 12.41 ms │     no change │
│ QQuery 42 │        23.80 / 24.05 ±0.32 / 24.67 ms │        23.43 / 23.69 ±0.37 / 24.42 ms │     no change │
│ QQuery 43 │           4.58 / 4.73 ±0.24 / 5.21 ms │           4.57 / 4.71 ±0.18 / 5.07 ms │     no change │
│ QQuery 44 │           8.31 / 8.49 ±0.13 / 8.65 ms │           8.12 / 8.28 ±0.17 / 8.54 ms │     no change │
│ QQuery 45 │        35.22 / 36.33 ±1.13 / 38.37 ms │        34.93 / 35.95 ±0.80 / 36.94 ms │     no change │
│ QQuery 46 │        11.43 / 11.84 ±0.43 / 12.37 ms │        11.11 / 11.80 ±0.43 / 12.21 ms │     no change │
│ QQuery 47 │     215.96 / 219.82 ±3.53 / 225.67 ms │     214.72 / 219.00 ±3.03 / 222.48 ms │     no change │
│ QQuery 48 │        89.39 / 90.85 ±1.25 / 92.89 ms │        89.71 / 91.71 ±2.90 / 97.41 ms │     no change │
│ QQuery 49 │        68.80 / 69.39 ±0.46 / 70.05 ms │        68.10 / 68.63 ±0.61 / 69.81 ms │     no change │
│ QQuery 50 │        57.49 / 58.77 ±1.89 / 62.51 ms │        57.03 / 58.00 ±0.81 / 59.45 ms │     no change │
│ QQuery 51 │        90.75 / 93.74 ±2.42 / 97.08 ms │       91.83 / 95.20 ±4.97 / 105.07 ms │     no change │
│ QQuery 52 │        23.53 / 23.81 ±0.19 / 24.04 ms │        24.04 / 24.23 ±0.22 / 24.65 ms │     no change │
│ QQuery 53 │        28.86 / 29.89 ±1.16 / 31.99 ms │        28.99 / 29.37 ±0.24 / 29.66 ms │     no change │
│ QQuery 54 │        52.06 / 52.61 ±0.38 / 53.01 ms │        52.67 / 53.76 ±1.60 / 56.91 ms │     no change │
│ QQuery 55 │        23.25 / 23.42 ±0.13 / 23.61 ms │        23.20 / 23.61 ±0.27 / 23.99 ms │     no change │
│ QQuery 56 │        37.36 / 38.10 ±0.56 / 38.87 ms │        37.26 / 37.59 ±0.50 / 38.58 ms │     no change │
│ QQuery 57 │     164.25 / 165.37 ±1.00 / 167.23 ms │     164.82 / 165.00 ±0.14 / 165.23 ms │     no change │
│ QQuery 58 │     105.76 / 106.21 ±0.64 / 107.47 ms │     104.04 / 106.42 ±2.37 / 110.97 ms │     no change │
│ QQuery 59 │     113.87 / 115.84 ±2.52 / 120.47 ms │     114.24 / 115.52 ±1.64 / 118.70 ms │     no change │
│ QQuery 60 │        37.83 / 38.50 ±0.43 / 39.14 ms │        37.49 / 38.21 ±0.44 / 38.87 ms │     no change │
│ QQuery 61 │        10.46 / 10.65 ±0.17 / 10.92 ms │        10.04 / 10.25 ±0.29 / 10.80 ms │     no change │
│ QQuery 62 │        43.30 / 43.59 ±0.34 / 44.19 ms │        43.02 / 43.45 ±0.24 / 43.69 ms │     no change │
│ QQuery 63 │        29.11 / 29.57 ±0.56 / 30.66 ms │        29.11 / 29.54 ±0.67 / 30.86 ms │     no change │
│ QQuery 64 │     352.13 / 358.58 ±4.47 / 365.05 ms │     354.03 / 359.54 ±6.35 / 370.46 ms │     no change │
│ QQuery 65 │     125.98 / 130.58 ±3.38 / 136.33 ms │     129.17 / 133.15 ±2.09 / 134.97 ms │     no change │
│ QQuery 66 │        74.53 / 74.99 ±0.36 / 75.47 ms │        74.46 / 74.90 ±0.36 / 75.53 ms │     no change │
│ QQuery 67 │     247.08 / 253.42 ±4.55 / 258.63 ms │     244.51 / 250.75 ±3.91 / 255.62 ms │     no change │
│ QQuery 68 │        11.34 / 11.47 ±0.16 / 11.79 ms │        11.28 / 11.51 ±0.27 / 12.04 ms │     no change │
│ QQuery 69 │        55.72 / 56.16 ±0.24 / 56.45 ms │        54.87 / 55.27 ±0.25 / 55.55 ms │     no change │
│ QQuery 70 │     104.11 / 105.21 ±0.84 / 106.37 ms │     101.88 / 106.43 ±4.53 / 115.00 ms │     no change │
│ QQuery 71 │        34.63 / 35.16 ±0.67 / 36.48 ms │        33.92 / 34.59 ±0.93 / 36.42 ms │     no change │
│ QQuery 72 │ 1585.68 / 1668.72 ±48.02 / 1727.25 ms │ 1614.42 / 1679.84 ±41.47 / 1726.01 ms │     no change │
│ QQuery 73 │          9.53 / 9.99 ±0.37 / 10.45 ms │         9.60 / 10.44 ±0.81 / 11.90 ms │     no change │
│ QQuery 74 │     154.76 / 156.79 ±1.98 / 160.27 ms │     153.58 / 155.59 ±2.16 / 159.53 ms │     no change │
│ QQuery 75 │     137.95 / 138.95 ±1.03 / 140.54 ms │     138.31 / 140.70 ±3.28 / 147.21 ms │     no change │
│ QQuery 76 │        33.71 / 33.99 ±0.30 / 34.56 ms │        33.63 / 33.78 ±0.18 / 34.12 ms │     no change │
│ QQuery 77 │        59.15 / 62.11 ±4.77 / 71.62 ms │        58.57 / 59.54 ±0.78 / 60.95 ms │     no change │
│ QQuery 78 │     157.33 / 159.09 ±2.59 / 164.06 ms │     158.35 / 161.67 ±3.71 / 168.61 ms │     no change │
│ QQuery 79 │        66.05 / 69.72 ±5.83 / 81.29 ms │        65.49 / 66.27 ±0.66 / 67.44 ms │     no change │
│ QQuery 80 │        93.50 / 96.00 ±1.76 / 97.64 ms │        92.66 / 94.28 ±1.63 / 97.20 ms │     no change │
│ QQuery 81 │        25.02 / 25.26 ±0.25 / 25.70 ms │        24.76 / 25.08 ±0.23 / 25.42 ms │     no change │
│ QQuery 82 │        16.23 / 16.43 ±0.11 / 16.52 ms │        15.94 / 16.29 ±0.24 / 16.55 ms │     no change │
│ QQuery 83 │        32.63 / 34.74 ±3.63 / 42.00 ms │        31.58 / 33.27 ±2.60 / 38.43 ms │     no change │
│ QQuery 84 │        29.49 / 29.77 ±0.19 / 30.01 ms │        29.17 / 30.11 ±0.67 / 30.86 ms │     no change │
│ QQuery 85 │       97.74 / 99.71 ±2.46 / 104.25 ms │        97.54 / 98.12 ±0.76 / 99.54 ms │     no change │
│ QQuery 86 │        24.89 / 25.32 ±0.28 / 25.68 ms │        24.89 / 25.32 ±0.31 / 25.84 ms │     no change │
│ QQuery 87 │        60.73 / 62.34 ±1.75 / 65.70 ms │        59.94 / 61.01 ±0.75 / 61.90 ms │     no change │
│ QQuery 88 │        58.38 / 58.75 ±0.40 / 59.43 ms │        58.15 / 58.50 ±0.29 / 59.03 ms │     no change │
│ QQuery 89 │        34.52 / 34.97 ±0.35 / 35.58 ms │        34.59 / 35.21 ±0.69 / 36.55 ms │     no change │
│ QQuery 90 │        15.89 / 16.09 ±0.17 / 16.30 ms │        15.61 / 15.82 ±0.23 / 16.26 ms │     no change │
│ QQuery 91 │        40.21 / 40.66 ±0.42 / 41.18 ms │        39.81 / 40.34 ±0.28 / 40.59 ms │     no change │
│ QQuery 92 │        28.65 / 30.91 ±3.87 / 38.61 ms │        28.40 / 29.17 ±0.49 / 29.91 ms │ +1.06x faster │
│ QQuery 93 │        49.66 / 50.01 ±0.39 / 50.71 ms │        48.70 / 51.16 ±2.19 / 55.28 ms │     no change │
│ QQuery 94 │        37.40 / 37.79 ±0.49 / 38.68 ms │        37.36 / 37.72 ±0.34 / 38.29 ms │     no change │
│ QQuery 95 │        79.23 / 80.47 ±0.78 / 81.64 ms │        78.38 / 79.52 ±0.85 / 80.88 ms │     no change │
│ QQuery 96 │        23.53 / 24.90 ±2.29 / 29.45 ms │        23.63 / 23.79 ±0.14 / 24.03 ms │     no change │
│ QQuery 97 │        50.43 / 51.53 ±1.65 / 54.79 ms │        50.46 / 53.24 ±3.84 / 60.75 ms │     no change │
│ QQuery 98 │        42.15 / 42.75 ±0.62 / 43.93 ms │        42.33 / 42.77 ±0.44 / 43.57 ms │     no change │
│ QQuery 99 │        64.40 / 64.71 ±0.41 / 65.52 ms │        64.48 / 65.02 ±0.65 / 66.24 ms │     no change │
└───────────┴───────────────────────────────────────┴───────────────────────────────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┓
┃ Benchmark Summary                          ┃           ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━┩
│ Total Time (HEAD)                          │ 8883.16ms │
│ Total Time (perf-parallel-parquet-stats)   │ 8873.64ms │
│ Average Time (HEAD)                        │   89.73ms │
│ Average Time (perf-parallel-parquet-stats) │   89.63ms │
│ Queries Faster                             │         1 │
│ Queries Slower                             │         1 │
│ Queries with No Change                     │        97 │
│ Queries with Failure                       │         0 │
└────────────────────────────────────────────┴───────────┘

Resource Usage

tpcds — base (merge-base)

Metric Value
Wall time 45.0s
Peak memory 2.1 GiB
Avg memory 1.4 GiB
CPU user 189.6s
CPU sys 5.5s
Peak spill 0 B

tpcds — branch

Metric Value
Wall time 45.0s
Peak memory 2.1 GiB
Avg memory 1.5 GiB
CPU user 190.0s
CPU sys 5.4s
Peak spill 0 B

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🤖 Benchmark completed (GKE) | trigger

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

Comparing perf-parallel-parquet-stats (2f055f2) to 5009f42 (merge-base) diff

Run configuration
run benchmark clickbench_partitioned
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-parallel-parquet-stats
--------------------
Benchmark clickbench_partitioned.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┓
┃ Query     ┃       HEAD ┃ perf-parallel-parquet-stats ┃       Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│ QQuery 0  │    1.19 ms │                     1.19 ms │    no change │
│ QQuery 1  │   11.73 ms │                    11.58 ms │    no change │
│ QQuery 2  │   35.71 ms │                    35.87 ms │    no change │
│ QQuery 3  │   31.39 ms │                    31.65 ms │    no change │
│ QQuery 4  │  232.16 ms │                   230.40 ms │    no change │
│ QQuery 5  │  269.02 ms │                   269.92 ms │    no change │
│ QQuery 6  │    1.24 ms │                     1.26 ms │    no change │
│ QQuery 7  │   12.64 ms │                    12.94 ms │    no change │
│ QQuery 8  │  327.02 ms │                   331.40 ms │    no change │
│ QQuery 9  │  460.32 ms │                   461.63 ms │    no change │
│ QQuery 10 │   64.55 ms │                    63.28 ms │    no change │
│ QQuery 11 │   75.41 ms │                    73.84 ms │    no change │
│ QQuery 12 │  259.08 ms │                   261.56 ms │    no change │
│ QQuery 13 │  360.08 ms │                   359.47 ms │    no change │
│ QQuery 14 │  274.96 ms │                   280.15 ms │    no change │
│ QQuery 15 │  284.43 ms │                   278.25 ms │    no change │
│ QQuery 16 │  608.43 ms │                   617.72 ms │    no change │
│ QQuery 17 │  609.20 ms │                   631.37 ms │    no change │
│ QQuery 18 │ 1250.84 ms │                  1293.09 ms │    no change │
│ QQuery 19 │   27.56 ms │                    27.72 ms │    no change │
│ QQuery 20 │  516.42 ms │                   523.59 ms │    no change │
│ QQuery 21 │  512.00 ms │                   517.29 ms │    no change │
│ QQuery 22 │  988.12 ms │                   995.47 ms │    no change │
│ QQuery 23 │ 3058.92 ms │                  3037.86 ms │    no change │
│ QQuery 24 │   40.87 ms │                    41.61 ms │    no change │
│ QQuery 25 │  106.94 ms │                   104.83 ms │    no change │
│ QQuery 26 │   41.43 ms │                    41.46 ms │    no change │
│ QQuery 27 │  523.81 ms │                   515.10 ms │    no change │
│ QQuery 28 │ 2852.49 ms │                  2872.57 ms │    no change │
│ QQuery 29 │   39.26 ms │                    39.23 ms │    no change │
│ QQuery 30 │  307.14 ms │                   306.55 ms │    no change │
│ QQuery 31 │  279.01 ms │                   289.31 ms │    no change │
│ QQuery 32 │ 1077.30 ms │                  1103.21 ms │    no change │
│ QQuery 33 │ 1536.28 ms │                  1538.18 ms │    no change │
│ QQuery 34 │ 1562.69 ms │                  1560.18 ms │    no change │
│ QQuery 35 │  291.59 ms │                   298.36 ms │    no change │
│ QQuery 36 │   68.35 ms │                    69.91 ms │    no change │
│ QQuery 37 │   34.38 ms │                    34.22 ms │    no change │
│ QQuery 38 │   39.59 ms │                    43.88 ms │ 1.11x slower │
│ QQuery 39 │  146.47 ms │                   145.27 ms │    no change │
│ QQuery 40 │   13.46 ms │                    13.63 ms │    no change │
│ QQuery 41 │   13.22 ms │                    12.91 ms │    no change │
│ QQuery 42 │   12.75 ms │                    12.55 ms │    no change │
└───────────┴────────────┴─────────────────────────────┴──────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ Benchmark Summary                          ┃            ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ Total Time (HEAD)                          │ 19259.42ms │
│ Total Time (perf-parallel-parquet-stats)   │ 19391.43ms │
│ Average Time (HEAD)                        │   447.89ms │
│ Average Time (perf-parallel-parquet-stats) │   450.96ms │
│ Queries Faster                             │          0 │
│ Queries Slower                             │          1 │
│ Queries with No Change                     │         42 │
│ Queries with Failure                       │          0 │
└────────────────────────────────────────────┴────────────┘

Distribution per query (min / mean ±stddev / max):

Comparing HEAD and perf-parallel-parquet-stats
--------------------
Benchmark clickbench_partitioned.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query     ┃                                  HEAD ┃            perf-parallel-parquet-stats ┃        Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 0  │          1.19 / 4.28 ±6.08 / 16.43 ms │            1.19 / 1.78 ±1.10 / 3.98 ms │ +2.41x faster │
│ QQuery 1  │        11.73 / 11.79 ±0.07 / 11.93 ms │         11.58 / 11.66 ±0.06 / 11.76 ms │     no change │
│ QQuery 2  │        35.71 / 36.07 ±0.29 / 36.47 ms │         35.87 / 36.50 ±0.86 / 38.21 ms │     no change │
│ QQuery 3  │        31.39 / 32.11 ±0.66 / 33.24 ms │         31.65 / 31.84 ±0.15 / 32.06 ms │     no change │
│ QQuery 4  │     232.16 / 237.04 ±3.78 / 242.46 ms │      230.40 / 236.09 ±2.99 / 239.07 ms │     no change │
│ QQuery 5  │     269.02 / 273.62 ±3.58 / 278.32 ms │      269.92 / 277.25 ±6.27 / 288.46 ms │     no change │
│ QQuery 6  │           1.24 / 1.41 ±0.23 / 1.87 ms │            1.26 / 1.41 ±0.24 / 1.89 ms │     no change │
│ QQuery 7  │        12.64 / 12.84 ±0.12 / 12.97 ms │         12.94 / 13.22 ±0.26 / 13.70 ms │     no change │
│ QQuery 8  │     327.02 / 329.95 ±4.06 / 338.00 ms │      331.40 / 333.13 ±1.32 / 334.76 ms │     no change │
│ QQuery 9  │     460.32 / 468.43 ±5.88 / 475.73 ms │     461.63 / 480.53 ±19.13 / 508.87 ms │     no change │
│ QQuery 10 │        64.55 / 65.64 ±0.79 / 66.61 ms │         63.28 / 64.49 ±1.20 / 66.76 ms │     no change │
│ QQuery 11 │        75.41 / 76.34 ±0.77 / 77.63 ms │         73.84 / 75.90 ±2.77 / 81.36 ms │     no change │
│ QQuery 12 │     259.08 / 263.58 ±3.48 / 268.66 ms │      261.56 / 264.96 ±4.12 / 272.07 ms │     no change │
│ QQuery 13 │    360.08 / 374.26 ±10.62 / 387.68 ms │     359.47 / 374.06 ±12.83 / 397.47 ms │     no change │
│ QQuery 14 │     274.96 / 278.24 ±3.22 / 282.13 ms │      280.15 / 284.57 ±3.43 / 289.02 ms │     no change │
│ QQuery 15 │     284.43 / 290.60 ±5.83 / 300.90 ms │     278.25 / 295.27 ±18.02 / 327.67 ms │     no change │
│ QQuery 16 │     608.43 / 618.82 ±8.65 / 634.67 ms │      617.72 / 622.97 ±3.84 / 627.57 ms │     no change │
│ QQuery 17 │     609.20 / 621.39 ±8.50 / 635.37 ms │     631.37 / 646.43 ±15.57 / 675.29 ms │     no change │
│ QQuery 18 │ 1250.84 / 1276.34 ±17.99 / 1300.67 ms │  1293.09 / 1312.03 ±20.29 / 1346.24 ms │     no change │
│ QQuery 19 │        27.56 / 28.22 ±0.56 / 29.05 ms │         27.72 / 27.98 ±0.17 / 28.23 ms │     no change │
│ QQuery 20 │    516.42 / 529.01 ±11.95 / 551.73 ms │      523.59 / 533.14 ±9.67 / 550.91 ms │     no change │
│ QQuery 21 │    512.00 / 527.88 ±11.37 / 543.48 ms │      517.29 / 524.65 ±5.88 / 533.64 ms │     no change │
│ QQuery 22 │  988.12 / 1018.01 ±24.61 / 1061.91 ms │   995.47 / 1017.30 ±20.03 / 1055.08 ms │     no change │
│ QQuery 23 │ 3058.92 / 3212.81 ±85.17 / 3307.46 ms │ 3037.86 / 3284.90 ±141.99 / 3448.20 ms │     no change │
│ QQuery 24 │     40.87 / 138.10 ±89.24 / 271.99 ms │      41.61 / 133.72 ±85.39 / 232.66 ms │     no change │
│ QQuery 25 │    106.94 / 128.73 ±41.29 / 211.24 ms │     104.83 / 125.18 ±37.88 / 200.92 ms │     no change │
│ QQuery 26 │        41.43 / 42.99 ±0.95 / 44.36 ms │         41.46 / 42.32 ±1.02 / 44.20 ms │     no change │
│ QQuery 27 │     523.81 / 532.88 ±7.52 / 542.85 ms │     515.10 / 531.34 ±12.98 / 546.78 ms │     no change │
│ QQuery 28 │ 2852.49 / 2879.36 ±22.41 / 2916.40 ms │  2872.57 / 2888.40 ±10.31 / 2902.76 ms │     no change │
│ QQuery 29 │        39.26 / 49.80 ±8.66 / 61.48 ms │         39.23 / 41.00 ±2.85 / 46.67 ms │ +1.21x faster │
│ QQuery 30 │     307.14 / 315.06 ±5.09 / 320.82 ms │      306.55 / 311.13 ±3.77 / 317.00 ms │     no change │
│ QQuery 31 │    279.01 / 293.06 ±11.18 / 303.73 ms │     289.31 / 298.80 ±10.24 / 318.20 ms │     no change │
│ QQuery 32 │ 1077.30 / 1121.06 ±40.51 / 1190.22 ms │  1103.21 / 1159.71 ±67.61 / 1286.43 ms │     no change │
│ QQuery 33 │ 1536.28 / 1588.89 ±35.52 / 1625.73 ms │  1538.18 / 1571.66 ±42.61 / 1655.78 ms │     no change │
│ QQuery 34 │ 1562.69 / 1597.37 ±20.26 / 1620.88 ms │  1560.18 / 1584.95 ±17.89 / 1609.49 ms │     no change │
│ QQuery 35 │   291.59 / 356.03 ±111.72 / 579.08 ms │     298.36 / 346.40 ±71.30 / 484.54 ms │     no change │
│ QQuery 36 │      68.35 / 84.72 ±22.54 / 129.21 ms │       69.91 / 77.87 ±12.16 / 102.00 ms │ +1.09x faster │
│ QQuery 37 │        34.38 / 37.18 ±4.18 / 45.48 ms │         34.22 / 37.37 ±4.73 / 46.76 ms │     no change │
│ QQuery 38 │        39.59 / 44.34 ±3.57 / 49.63 ms │         43.88 / 46.70 ±3.14 / 52.44 ms │  1.05x slower │
│ QQuery 39 │     146.47 / 152.78 ±4.53 / 160.36 ms │      145.27 / 151.67 ±5.03 / 160.36 ms │     no change │
│ QQuery 40 │        13.46 / 13.87 ±0.31 / 14.23 ms │         13.63 / 14.78 ±1.38 / 17.34 ms │  1.07x slower │
│ QQuery 41 │        13.22 / 15.11 ±3.36 / 21.81 ms │         12.91 / 13.57 ±0.64 / 14.70 ms │ +1.11x faster │
│ QQuery 42 │        12.75 / 14.38 ±3.16 / 20.70 ms │         12.55 / 13.74 ±1.82 / 17.34 ms │     no change │
└───────────┴───────────────────────────────────────┴────────────────────────────────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ Benchmark Summary                          ┃            ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ Total Time (HEAD)                          │ 19994.40ms │
│ Total Time (perf-parallel-parquet-stats)   │ 20142.38ms │
│ Average Time (HEAD)                        │   464.99ms │
│ Average Time (perf-parallel-parquet-stats) │   468.43ms │
│ Queries Faster                             │          4 │
│ Queries Slower                             │          2 │
│ Queries with No Change                     │         37 │
│ Queries with Failure                       │          0 │
└────────────────────────────────────────────┴────────────┘

Resource Usage

clickbench_partitioned — base (merge-base)

Metric Value
Wall time 105.0s
Peak memory 18.7 GiB
Avg memory 6.1 GiB
CPU user 991.1s
CPU sys 96.3s
Peak spill 0 B

clickbench_partitioned — branch

Metric Value
Wall time 105.0s
Peak memory 17.1 GiB
Avg memory 5.7 GiB
CPU user 988.0s
CPU sys 99.8s
Peak spill 0 B

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