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chore: Update to arrow/parquet 60.0.0 and object_store 0.14.2 - #25335

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alamb wants to merge 15 commits into
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alamb:arrow-60
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alamb wants to merge 15 commits into
apache:mainfrom
alamb:arrow-60

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@alamb

@alamb alamb commented Sep 15, 2026

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Which issue does this PR close?

Rationale for this change

Update to the latest arrow/parquet release, 60.0.0. See the upstream CHANGELOG for details.

What changes are included in this PR?

  1. Update to arrow/parquet 60.0.0 and object_store 0.14.2
  2. Adjust code for upstream API differences (see inline comments)
  3. Update test expectations for upstream behavior changes

What is the testing strategy for this PR?

Existing CI.

Are there any user-facing changes?

New dependency versions.

Also, following the upstream change, a few DataFusion APIs now use arrow's new Metadata type (thanks @emilk !) instead of HashMap<String, String>

alamb and others added 11 commits August 14, 2026 13:00
Pin arrow/parquet crates to arrow-rs rev 901e69f913bb8a1738009218898959e8f4cd7ec8
via [patch.crates-io] until arrow 60.0.0 is released.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
…tore 0.14, etc)

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
# Conflicts:
#	datafusion/core/tests/user_defined/user_defined_aggregates.rs
#	datafusion/core/tests/user_defined/user_defined_scalar_functions.rs
#	datafusion/core/tests/user_defined/user_defined_window_functions.rs
#	datafusion/ffi/src/udaf/mod.rs
#	datafusion/optimizer/src/optimizer.rs
…anges

- data_buffers() now returns &Arc<[Buffer]> and GenericByteViewArray::new_unchecked
  takes Arc<[Buffer]>
- ParquetMetaData::column_index()/offset_index() replaced by page_index()
  returning the new PageIndex struct
- PageIndex cannot be constructed outside the parquet crate
  (apache/arrow-rs#10824): patch serialized index
  bytes in statistics_order_tests and drop the synthetic page index from
  single_column_metadata until upstream exposes a constructor
- New ColumnOrder/SortOrder variants: INT96 now reports
  SortOrder::INT96_TIMESTAMP (still treated as untrusted for min/max), and
  ColumnOrder union fields 2/3 are now recognized
# Conflicts:
#	Cargo.lock
#	datafusion/common/src/dfschema.rs
#	datafusion/physical-expr/src/planner.rs
- Use PageIndexBuilder (apache/arrow-rs#10842) to restore the page index
  tests in statistics_order_tests.rs
- Update RunEndEncoded Display expectation (apache/arrow-rs#10840)
- Update decimal formatting expectation (apache/arrow-rs#10869)
- Update memory size expectations

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>
@github-actions github-actions Bot added sql SQL Planner logical-expr Logical plan and expressions physical-expr Changes to the physical-expr crates optimizer Optimizer rules core Core DataFusion crate sqllogictest SQL Logic Tests (.slt) catalog Related to the catalog crate common Related to common crate execution Related to the execution crate proto Related to proto crate functions Changes to functions implementation datasource Changes to the datasource crate ffi Changes to the ffi crate physical-plan Changes to the physical-plan crate labels Sep 15, 2026
@codecov-commenter

codecov-commenter commented Sep 15, 2026

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Codecov Report

❌ Patch coverage is 83.19672% with 41 lines in your changes missing coverage. Please review.
✅ Project coverage is 81.92%. Comparing base (140c7c5) to head (3c2e777).

Files with missing lines Patch % Lines
datafusion/datasource-parquet/src/page_filter.rs 75.75% 7 Missing and 1 partial ⚠️
datafusion/common/src/metadata.rs 77.41% 7 Missing ⚠️
datafusion/common/src/heap_size.rs 25.00% 5 Missing and 1 partial ⚠️
datafusion/proto-common/src/from_proto/mod.rs 0.00% 4 Missing and 1 partial ⚠️
datafusion/datasource-parquet/src/reader.rs 0.00% 4 Missing ⚠️
datafusion/common/src/dfschema.rs 50.00% 3 Missing ⚠️
datafusion/datasource-arrow/src/file_format.rs 0.00% 2 Missing and 1 partial ⚠️
datafusion/datasource-arrow/src/source.rs 25.00% 2 Missing and 1 partial ⚠️
datafusion/datasource-parquet/src/metadata.rs 91.66% 0 Missing and 1 partial ⚠️
datafusion/sql/src/statement.rs 0.00% 0 Missing and 1 partial ⚠️
Additional details and impacted files
@@            Coverage Diff             @@
##             main   #25335      +/-   ##
==========================================
- Coverage   81.93%   81.92%   -0.01%     
==========================================
  Files        1136     1136              
  Lines      429152   429132      -20     
  Branches   429152   429132      -20     
==========================================
- Hits       351633   351587      -46     
- Misses      56475    56498      +23     
- Partials    21044    21047       +3     

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

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@github-actions github-actions Bot added the auto detected api change Auto detected API change label Sep 15, 2026
@alamb alamb changed the title chore: Update to arrow/parquet 60.0.0 chore: Update to arrow/parquet 60.0.0 and object_store 0.14.2 Sep 15, 2026
@comphead

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Looks like smooth upgrade, thanks @alamb

Resolved conflicts in Cargo.lock and
datafusion/physical-expr/src/scalar_subquery.rs (arrow 60 field
metadata conversion combined with main's destructuring).

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>
Comment thread Cargo.toml
"flight-sql-experimental",
arrow-buffer = { version = "60.0.0", default-features = false }
arrow-data = { version = "60.0.0", default-features = false }
arrow-flight = { version = "60.0.0", features = [

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Comment thread Cargo.toml
memchr = "2.8.1"
num-traits = { version = "0.2" }
object_store = { version = "0.13.2", default-features = false }
object_store = { version = "0.14.2", default-features = false }

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| alltypes_plain.parquet | 1851 | 8794 | 1 | page_index=false |
| alltypes_tiny_pages.parquet | 454233 | 268970 | 2 | page_index=true |
| lz4_raw_compressed_larger.parquet | 380836 | 1331 | 1 | page_index=false |
| alltypes_plain.parquet | 1851 | 8938 | 1 | page_index=false |

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+---------------------+-----------+-----------------+------+------+
| 212 | 0.parquet | 3642 | 0 | 2 |
| 212 | 1.parquet | 3642 | 1 | 2 |
| 216 | 0.parquet | 3620 | "0" | 2 |

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use arrow::{
array::AsArray,
datatypes::{DataType, Field},
datatypes::{DataType, Field, Metadata},

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Plan with Metrics
01)SortExec: TopK(fetch=1), expr=[b@1 DESC], preserve_partitioning=[false], filter=[b@1 IS NULL OR b@1 > bd], metrics=[output_rows=1, output_batches=1, row_replacements=1]
02)--DataSourceExec: file_groups={1 group: [[WORKSPACE_ROOT/datafusion/sqllogictest/test_files/scratch/push_down_filter_parquet/topk_single_col.parquet]]}, projection=[a, b, c], file_type=parquet, predicate=DynamicFilter [ b@1 IS NULL OR b@1 > bd ], sort_order_for_reorder=[b@1 DESC], reverse_row_groups=true, dynamic_rg_pruning=eligible, pruning_predicate=b_null_count@0 > 0 OR b_null_count@0 != row_count@2 AND b_max@1 > bd, required_guarantees=[], metrics=[output_rows=4, output_batches=1, files_ranges_pruned_statistics=1 total → 1 matched, row_groups_pruned_statistics=1 total → 1 matched, row_groups_pruned_bloom_filter=1 total → 1 matched, page_index_pages_pruned=0 total → 0 matched, page_index_rows_pruned=0 total → 0 matched, limit_pruned_row_groups=0 total → 0 matched, batches_split=0, file_open_errors=0, file_scan_errors=0, files_opened=1, files_processed=1, num_predicate_creation_errors=0, predicate_evaluation_errors=0, pushdown_rows_matched=4, pushdown_rows_pruned=0, predicate_cache_inner_records=4, predicate_cache_records=4, scan_efficiency_ratio=21.62% (222/1.03 K)]
02)--DataSourceExec: file_groups={1 group: [[WORKSPACE_ROOT/datafusion/sqllogictest/test_files/scratch/push_down_filter_parquet/topk_single_col.parquet]]}, projection=[a, b, c], file_type=parquet, predicate=DynamicFilter [ b@1 IS NULL OR b@1 > bd ], sort_order_for_reorder=[b@1 DESC], reverse_row_groups=true, dynamic_rg_pruning=eligible, pruning_predicate=b_null_count@0 > 0 OR b_null_count@0 != row_count@2 AND b_max@1 > bd, required_guarantees=[], metrics=[output_rows=4, output_batches=1, files_ranges_pruned_statistics=1 total → 1 matched, row_groups_pruned_statistics=1 total → 1 matched, row_groups_pruned_bloom_filter=1 total → 1 matched, page_index_pages_pruned=0 total → 0 matched, page_index_rows_pruned=0 total → 0 matched, limit_pruned_row_groups=0 total → 0 matched, batches_split=0, file_open_errors=0, file_scan_errors=0, files_opened=1, files_processed=1, num_predicate_creation_errors=0, predicate_evaluation_errors=0, pushdown_rows_matched=4, pushdown_rows_pruned=0, predicate_cache_inner_records=4, predicate_cache_records=4, scan_efficiency_ratio=21.94% (222/1.01 K)]

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);
let err = scalar.eq_array(&run_array, 0).unwrap_err();
let expected = "Internal error: could not cast array of type RunEndEncoded(\"run_ends\": non-null Int16, \"values\": Float32) to arrow_array::array::run_array::RunArray<arrow_array::types::Int32Type>";
let expected = "Internal error: could not cast array of type RunEndEncoded(non-null Int16, Float32) to arrow_array::array::run_array::RunArray<arrow_array::types::Int32Type>";

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if let (Some(first), Some(last)) = (offsets.first(), offsets.last()) {
let first = first.as_usize();
let last = last.as_usize();
let first = offsets.first().as_usize();

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round(cast(-500 as decimal(10,-2)), -3);
----
Decimal128(10, -3) 1000 0000 -1000
Decimal128(10, -3) 1000 0 -1000

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----
Plan with Metrics
01)ProjectionExec: expr=[a@0 + 1 as t1.a + Int64(1), power(CAST(a@0 AS Float64), 2) as pow(t1.a,Int64(2))], metrics=[output_rows=100, elapsed_compute=<slt:ignore>, output_bytes=1632.0 B, output_batches=1, expr_0_eval_time=<slt:ignore>, expr_1_eval_time=<slt:ignore>]
01)ProjectionExec: expr=[a@0 + 1 as t1.a + Int64(1), power(CAST(a@0 AS Float64), 2) as pow(t1.a,Int64(2))], metrics=[output_rows=100, elapsed_compute=<slt:ignore>, output_bytes=1600.0 B, output_batches=1, expr_0_eval_time=<slt:ignore>, expr_1_eval_time=<slt:ignore>]

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@github-actions github-actions Bot added the documentation Improvements or additions to documentation label Sep 16, 2026
converter: StatisticsConverter<'a>,
column_index: &'a ParquetColumnIndex,
offset_index: &'a ParquetOffsetIndex,
page_index: &'a dyn PageIndexProvider,

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This is the nice new API that @etseidl added upstream in apache/arrow-rs#10842 to encapsulate and lay the foundation for supplying the page indexes via API

Plan with Metrics
01)SortExec: TopK(fetch=2), expr=[b@1 ASC NULLS LAST, a@0 DESC], preserve_partitioning=[false], filter=[b@1 < bb OR b@1 = bb AND (a@0 IS NULL OR a@0 > ac)], metrics=[output_rows=2, output_batches=1, row_replacements=2]
02)--DataSourceExec: file_groups={1 group: [[WORKSPACE_ROOT/datafusion/sqllogictest/test_files/scratch/push_down_filter_parquet/topk_multi_col.parquet]]}, projection=[a, b, c], file_type=parquet, predicate=DynamicFilter [ b@1 < bb OR b@1 = bb AND (a@0 IS NULL OR a@0 > ac) ], sort_order_for_reorder=[b@1 ASC NULLS LAST, a@0 DESC], dynamic_rg_pruning=eligible, pruning_predicate=b_null_count@1 != row_count@2 AND b_min@0 < bb OR b_null_count@1 != row_count@2 AND b_min@0 <= bb AND bb <= b_max@3 AND (a_null_count@4 > 0 OR a_null_count@4 != row_count@2 AND a_max@5 > ac), required_guarantees=[], metrics=[output_rows=4, output_batches=1, files_ranges_pruned_statistics=1 total → 1 matched, row_groups_pruned_statistics=1 total → 1 matched, row_groups_pruned_bloom_filter=1 total → 1 matched, page_index_pages_pruned=0 total → 0 matched, page_index_rows_pruned=0 total → 0 matched, limit_pruned_row_groups=0 total → 0 matched, batches_split=0, file_open_errors=0, file_scan_errors=0, files_opened=1, files_processed=1, num_predicate_creation_errors=0, predicate_evaluation_errors=0, pushdown_rows_matched=4, pushdown_rows_pruned=0, predicate_cache_inner_records=8, predicate_cache_records=8, scan_efficiency_ratio=21.62% (222/1.03 K)]
02)--DataSourceExec: file_groups={1 group: [[WORKSPACE_ROOT/datafusion/sqllogictest/test_files/scratch/push_down_filter_parquet/topk_multi_col.parquet]]}, projection=[a, b, c], file_type=parquet, predicate=DynamicFilter [ b@1 < bb OR b@1 = bb AND (a@0 IS NULL OR a@0 > ac) ], sort_order_for_reorder=[b@1 ASC NULLS LAST, a@0 DESC], dynamic_rg_pruning=eligible, pruning_predicate=b_null_count@1 != row_count@2 AND b_min@0 < bb OR b_null_count@1 != row_count@2 AND b_min@0 <= bb AND bb <= b_max@3 AND (a_null_count@4 > 0 OR a_null_count@4 != row_count@2 AND a_max@5 > ac), required_guarantees=[], metrics=[output_rows=4, output_batches=1, files_ranges_pruned_statistics=1 total → 1 matched, row_groups_pruned_statistics=1 total → 1 matched, row_groups_pruned_bloom_filter=1 total → 1 matched, page_index_pages_pruned=0 total → 0 matched, page_index_rows_pruned=0 total → 0 matched, limit_pruned_row_groups=0 total → 0 matched, batches_split=0, file_open_errors=0, file_scan_errors=0, files_opened=1, files_processed=1, num_predicate_creation_errors=0, predicate_evaluation_errors=0, pushdown_rows_matched=4, pushdown_rows_pruned=0, predicate_cache_inner_records=8, predicate_cache_records=8, scan_efficiency_ratio=21.94% (222/1.01 K)]

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In case it is not clear (I had to double check) the difference here is

- scan_efficiency_ratio=21.62% (222/1.03 K)]
+ scan_efficiency_ratio=21.94% (222/1.01 K)]

Specifically since the file size is slightly different, this metric is also reported slightly differently

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The same pattern exists in the other tests below as well

@alamb
alamb marked this pull request as ready for review September 16, 2026 19:49
@github-actions github-actions Bot removed the auto detected api change Auto detected API change label Sep 16, 2026
@alamb

alamb commented Sep 16, 2026

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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-c5703954071-2396-fsl8b 6.12.94+ #1 SMP Tue Aug 4 08:44:15 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 arrow-60 (3c2e777) to 140c7c5 (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-c5703954071-2397-5bbs9 6.12.94+ #1 SMP Tue Aug 4 08:44:15 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 arrow-60 (3c2e777) to 140c7c5 (merge-base) diff

Run configuration
run benchmark 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-c5703954071-2398-pf6xv 6.12.94+ #1 SMP Tue Aug 4 08:44:15 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 arrow-60 (3c2e777) to 140c7c5 (merge-base) diff

Run configuration
run benchmark tpch

Results will be posted here when complete


File an issue against this benchmark runner

@adriangbot

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🤖 Benchmark completed (GKE) | trigger

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

Comparing arrow-60 (3c2e777) to 140c7c5 (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 arrow-60
--------------------
Benchmark tpch_sf1.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query     ┃     HEAD ┃ arrow-60 ┃        Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 1  │ 38.32 ms │ 37.58 ms │     no change │
│ QQuery 2  │ 18.79 ms │ 18.62 ms │     no change │
│ QQuery 3  │ 28.51 ms │ 27.80 ms │     no change │
│ QQuery 4  │ 17.54 ms │ 17.10 ms │     no change │
│ QQuery 5  │ 35.85 ms │ 35.18 ms │     no change │
│ QQuery 6  │ 15.93 ms │ 15.96 ms │     no change │
│ QQuery 7  │ 41.43 ms │ 40.10 ms │     no change │
│ QQuery 8  │ 41.33 ms │ 40.72 ms │     no change │
│ QQuery 9  │ 50.07 ms │ 48.95 ms │     no change │
│ QQuery 10 │ 42.32 ms │ 40.86 ms │     no change │
│ QQuery 11 │ 13.61 ms │ 13.43 ms │     no change │
│ QQuery 12 │ 24.09 ms │ 20.09 ms │ +1.20x faster │
│ QQuery 13 │ 39.27 ms │ 38.73 ms │     no change │
│ QQuery 14 │ 24.32 ms │ 24.47 ms │     no change │
│ QQuery 15 │ 31.14 ms │ 30.41 ms │     no change │
│ QQuery 16 │ 13.75 ms │ 13.65 ms │     no change │
│ QQuery 17 │ 70.59 ms │ 71.36 ms │     no change │
│ QQuery 18 │ 59.83 ms │ 59.81 ms │     no change │
│ QQuery 19 │ 32.71 ms │ 31.21 ms │     no change │
│ QQuery 20 │ 32.25 ms │ 31.69 ms │     no change │
│ QQuery 21 │ 55.97 ms │ 54.86 ms │     no change │
│ QQuery 22 │ 14.48 ms │ 14.05 ms │     no change │
└───────────┴──────────┴──────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━┓
┃ Benchmark Summary       ┃          ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━┩
│ Total Time (HEAD)       │ 742.12ms │
│ Total Time (arrow-60)   │ 726.63ms │
│ Average Time (HEAD)     │  33.73ms │
│ Average Time (arrow-60) │  33.03ms │
│ Queries Faster          │        1 │
│ Queries Slower          │        0 │
│ Queries with No Change  │       21 │
│ Queries with Failure    │        0 │
└─────────────────────────┴──────────┘

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

Comparing HEAD and arrow-60
--------------------
Benchmark tpch_sf1.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query     ┃                           HEAD ┃                       arrow-60 ┃        Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 1  │ 38.32 / 39.10 ±0.99 / 40.98 ms │ 37.58 / 38.80 ±0.89 / 40.13 ms │     no change │
│ QQuery 2  │ 18.79 / 19.12 ±0.22 / 19.48 ms │ 18.62 / 18.80 ±0.18 / 19.14 ms │     no change │
│ QQuery 3  │ 28.51 / 29.02 ±0.59 / 30.09 ms │ 27.80 / 28.15 ±0.24 / 28.55 ms │     no change │
│ QQuery 4  │ 17.54 / 17.67 ±0.08 / 17.76 ms │ 17.10 / 17.43 ±0.46 / 18.34 ms │     no change │
│ QQuery 5  │ 35.85 / 36.38 ±0.69 / 37.74 ms │ 35.18 / 35.96 ±0.79 / 37.35 ms │     no change │
│ QQuery 6  │ 15.93 / 16.14 ±0.13 / 16.28 ms │ 15.96 / 16.60 ±0.96 / 18.49 ms │     no change │
│ QQuery 7  │ 41.43 / 42.89 ±1.48 / 45.66 ms │ 40.10 / 43.38 ±2.10 / 46.53 ms │     no change │
│ QQuery 8  │ 41.33 / 42.05 ±0.90 / 43.78 ms │ 40.72 / 42.52 ±2.93 / 48.37 ms │     no change │
│ QQuery 9  │ 50.07 / 51.75 ±1.31 / 53.20 ms │ 48.95 / 51.09 ±2.12 / 55.03 ms │     no change │
│ QQuery 10 │ 42.32 / 43.26 ±1.10 / 45.39 ms │ 40.86 / 40.97 ±0.09 / 41.13 ms │ +1.06x faster │
│ QQuery 11 │ 13.61 / 13.77 ±0.15 / 14.01 ms │ 13.43 / 13.70 ±0.47 / 14.65 ms │     no change │
│ QQuery 12 │ 24.09 / 24.43 ±0.27 / 24.86 ms │ 20.09 / 20.80 ±0.84 / 22.44 ms │ +1.17x faster │
│ QQuery 13 │ 39.27 / 40.76 ±1.59 / 43.68 ms │ 38.73 / 40.88 ±3.59 / 48.06 ms │     no change │
│ QQuery 14 │ 24.32 / 24.76 ±0.35 / 25.36 ms │ 24.47 / 25.12 ±0.99 / 27.10 ms │     no change │
│ QQuery 15 │ 31.14 / 31.82 ±0.77 / 33.32 ms │ 30.41 / 31.50 ±1.31 / 34.02 ms │     no change │
│ QQuery 16 │ 13.75 / 14.02 ±0.23 / 14.27 ms │ 13.65 / 13.91 ±0.20 / 14.14 ms │     no change │
│ QQuery 17 │ 70.59 / 72.32 ±1.62 / 75.34 ms │ 71.36 / 72.09 ±0.55 / 73.03 ms │     no change │
│ QQuery 18 │ 59.83 / 62.05 ±1.85 / 65.20 ms │ 59.81 / 61.66 ±1.73 / 64.90 ms │     no change │
│ QQuery 19 │ 32.71 / 33.05 ±0.20 / 33.31 ms │ 31.21 / 32.60 ±1.57 / 35.03 ms │     no change │
│ QQuery 20 │ 32.25 / 32.99 ±0.99 / 34.91 ms │ 31.69 / 31.96 ±0.22 / 32.37 ms │     no change │
│ QQuery 21 │ 55.97 / 56.70 ±1.04 / 58.72 ms │ 54.86 / 55.96 ±1.44 / 58.62 ms │     no change │
│ QQuery 22 │ 14.48 / 14.67 ±0.11 / 14.81 ms │ 14.05 / 14.23 ±0.21 / 14.64 ms │     no change │
└───────────┴────────────────────────────────┴────────────────────────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━┓
┃ Benchmark Summary       ┃          ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━┩
│ Total Time (HEAD)       │ 758.73ms │
│ Total Time (arrow-60)   │ 748.12ms │
│ Average Time (HEAD)     │  34.49ms │
│ Average Time (arrow-60) │  34.01ms │
│ Queries Faster          │        2 │
│ Queries Slower          │        0 │
│ Queries with No Change  │       20 │
│ Queries with Failure    │        0 │
└─────────────────────────┴──────────┘

Resource Usage

tpch — base (merge-base)

Metric Value
Wall time 5.0s
Peak memory 1.2 GiB
Avg memory 501.0 MiB
CPU user 21.0s
CPU sys 1.8s
Peak spill 0 B

tpch — branch

Metric Value
Wall time 5.0s
Peak memory 1.3 GiB
Avg memory 497.1 MiB
CPU user 20.6s
CPU sys 1.8s
Peak spill 0 B

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🤖 Benchmark completed (GKE) | trigger

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

Comparing arrow-60 (3c2e777) to 140c7c5 (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 arrow-60
--------------------
Benchmark tpcds_sf1.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query     ┃       HEAD ┃   arrow-60 ┃        Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 1  │    6.10 ms │    5.84 ms │     no change │
│ QQuery 2  │   83.07 ms │   80.96 ms │     no change │
│ QQuery 3  │   30.09 ms │   29.64 ms │     no change │
│ QQuery 4  │  518.06 ms │  500.28 ms │     no change │
│ QQuery 5  │   53.06 ms │   52.79 ms │     no change │
│ QQuery 6  │   38.05 ms │   36.83 ms │     no change │
│ QQuery 7  │   76.33 ms │   75.03 ms │     no change │
│ QQuery 8  │   37.46 ms │   36.65 ms │     no change │
│ QQuery 9  │   54.20 ms │   53.10 ms │     no change │
│ QQuery 10 │   63.52 ms │   62.24 ms │     no change │
│ QQuery 11 │  315.96 ms │  306.11 ms │     no change │
│ QQuery 12 │   29.90 ms │   29.09 ms │     no change │
│ QQuery 13 │  119.71 ms │  120.22 ms │     no change │
│ QQuery 14 │  430.35 ms │  404.04 ms │ +1.07x faster │
│ QQuery 15 │   61.30 ms │   59.20 ms │     no change │
│ QQuery 16 │    7.24 ms │    7.11 ms │     no change │
│ QQuery 17 │   83.14 ms │   79.68 ms │     no change │
│ QQuery 18 │  107.64 ms │  109.15 ms │     no change │
│ QQuery 19 │   42.53 ms │   42.35 ms │     no change │
│ QQuery 20 │   37.49 ms │   36.20 ms │     no change │
│ QQuery 21 │   18.08 ms │   17.49 ms │     no change │
│ QQuery 22 │   69.99 ms │   68.52 ms │     no change │
│ QQuery 23 │  344.36 ms │  333.40 ms │     no change │
│ QQuery 24 │  209.36 ms │  212.12 ms │     no change │
│ QQuery 25 │  111.99 ms │  109.21 ms │     no change │
│ QQuery 26 │   49.95 ms │   48.62 ms │     no change │
│ QQuery 27 │    6.57 ms │    6.56 ms │     no change │
│ QQuery 28 │   61.29 ms │   58.53 ms │     no change │
│ QQuery 29 │   99.93 ms │   96.04 ms │     no change │
│ QQuery 30 │   34.33 ms │   33.93 ms │     no change │
│ QQuery 31 │  113.81 ms │  113.00 ms │     no change │
│ QQuery 32 │   21.81 ms │   21.29 ms │     no change │
│ QQuery 33 │   38.86 ms │   38.67 ms │     no change │
│ QQuery 34 │   10.61 ms │   10.47 ms │     no change │
│ QQuery 35 │   76.54 ms │   75.60 ms │     no change │
│ QQuery 36 │    6.27 ms │    6.38 ms │     no change │
│ QQuery 37 │    7.25 ms │    7.54 ms │     no change │
│ QQuery 38 │   66.45 ms │   65.81 ms │     no change │
│ QQuery 39 │   78.61 ms │   76.60 ms │     no change │
│ QQuery 40 │   25.13 ms │   24.81 ms │     no change │
│ QQuery 41 │   11.92 ms │   11.65 ms │     no change │
│ QQuery 42 │   24.38 ms │   24.79 ms │     no change │
│ QQuery 43 │    5.40 ms │    5.67 ms │  1.05x slower │
│ QQuery 44 │    9.93 ms │    9.82 ms │     no change │
│ QQuery 45 │   43.94 ms │   42.53 ms │     no change │
│ QQuery 46 │   12.88 ms │   12.63 ms │     no change │
│ QQuery 47 │  259.44 ms │  249.78 ms │     no change │
│ QQuery 48 │   97.54 ms │   96.51 ms │     no change │
│ QQuery 49 │   73.66 ms │   72.98 ms │     no change │
│ QQuery 50 │   60.15 ms │   58.52 ms │     no change │
│ QQuery 51 │   93.58 ms │   93.75 ms │     no change │
│ QQuery 52 │   24.88 ms │   24.91 ms │     no change │
│ QQuery 53 │   29.65 ms │   29.91 ms │     no change │
│ QQuery 54 │   55.97 ms │   56.31 ms │     no change │
│ QQuery 55 │   24.51 ms │   24.30 ms │     no change │
│ QQuery 56 │   40.76 ms │   40.00 ms │     no change │
│ QQuery 57 │  180.83 ms │  173.23 ms │     no change │
│ QQuery 58 │  115.15 ms │  109.95 ms │     no change │
│ QQuery 59 │  120.11 ms │  117.85 ms │     no change │
│ QQuery 60 │   40.12 ms │   40.00 ms │     no change │
│ QQuery 61 │   13.01 ms │   12.62 ms │     no change │
│ QQuery 62 │   47.44 ms │   44.62 ms │ +1.06x faster │
│ QQuery 63 │   29.77 ms │   30.82 ms │     no change │
│ QQuery 64 │  379.94 ms │  378.45 ms │     no change │
│ QQuery 65 │  126.76 ms │  126.83 ms │     no change │
│ QQuery 66 │   81.92 ms │   79.13 ms │     no change │
│ QQuery 67 │  270.66 ms │  264.18 ms │     no change │
│ QQuery 68 │   12.62 ms │   12.49 ms │     no change │
│ QQuery 69 │   57.43 ms │   57.04 ms │     no change │
│ QQuery 70 │  106.18 ms │  104.66 ms │     no change │
│ QQuery 71 │   36.61 ms │   36.42 ms │     no change │
│ QQuery 72 │ 1973.10 ms │ 1754.69 ms │ +1.12x faster │
│ QQuery 73 │   10.67 ms │   10.08 ms │ +1.06x faster │
│ QQuery 74 │  187.46 ms │  176.63 ms │ +1.06x faster │
│ QQuery 75 │  149.50 ms │  146.32 ms │     no change │
│ QQuery 76 │   36.63 ms │   35.59 ms │     no change │
│ QQuery 77 │   63.28 ms │   62.52 ms │     no change │
│ QQuery 78 │  172.90 ms │  167.66 ms │     no change │
│ QQuery 79 │   69.71 ms │   67.56 ms │     no change │
│ QQuery 80 │  102.59 ms │   99.59 ms │     no change │
│ QQuery 81 │   27.38 ms │   26.78 ms │     no change │
│ QQuery 82 │   17.11 ms │   17.01 ms │     no change │
│ QQuery 83 │   35.64 ms │   34.80 ms │     no change │
│ QQuery 84 │   30.41 ms │   30.19 ms │     no change │
│ QQuery 85 │  105.77 ms │  103.59 ms │     no change │
│ QQuery 86 │   26.45 ms │   25.93 ms │     no change │
│ QQuery 87 │   66.43 ms │   65.51 ms │     no change │
│ QQuery 88 │   64.83 ms │   64.81 ms │     no change │
│ QQuery 89 │   36.54 ms │   36.14 ms │     no change │
│ QQuery 90 │   18.01 ms │   17.50 ms │     no change │
│ QQuery 91 │   46.24 ms │   44.27 ms │     no change │
│ QQuery 92 │   30.99 ms │   30.13 ms │     no change │
│ QQuery 93 │   52.00 ms │   49.98 ms │     no change │
│ QQuery 94 │   40.12 ms │   38.80 ms │     no change │
│ QQuery 95 │   84.19 ms │   80.69 ms │     no change │
│ QQuery 96 │   24.66 ms │   24.51 ms │     no change │
│ QQuery 97 │   52.39 ms │   51.86 ms │     no change │
│ QQuery 98 │   44.67 ms │   43.94 ms │     no change │
│ QQuery 99 │   71.85 ms │   65.14 ms │ +1.10x faster │
└───────────┴────────────┴────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┓
┃ Benchmark Summary       ┃           ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━┩
│ Total Time (HEAD)       │ 9775.03ms │
│ Total Time (arrow-60)   │ 9365.71ms │
│ Average Time (HEAD)     │   98.74ms │
│ Average Time (arrow-60) │   94.60ms │
│ Queries Faster          │         6 │
│ Queries Slower          │         1 │
│ Queries with No Change  │        92 │
│ Queries with Failure    │         0 │
└─────────────────────────┴───────────┘

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

Comparing HEAD and arrow-60
--------------------
Benchmark tpcds_sf1.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query     ┃                                  HEAD ┃                              arrow-60 ┃        Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 1  │           6.10 / 6.72 ±0.94 / 8.58 ms │           5.84 / 6.40 ±0.79 / 7.97 ms │     no change │
│ QQuery 2  │        83.07 / 83.61 ±0.41 / 84.29 ms │        80.96 / 81.18 ±0.20 / 81.43 ms │     no change │
│ QQuery 3  │        30.09 / 30.37 ±0.20 / 30.55 ms │        29.64 / 29.96 ±0.17 / 30.13 ms │     no change │
│ QQuery 4  │    518.06 / 533.79 ±19.88 / 571.99 ms │     500.28 / 504.00 ±4.12 / 510.41 ms │ +1.06x faster │
│ QQuery 5  │        53.06 / 54.01 ±0.93 / 55.77 ms │        52.79 / 53.36 ±0.37 / 53.95 ms │     no change │
│ QQuery 6  │        38.05 / 38.59 ±0.40 / 39.08 ms │        36.83 / 37.63 ±0.78 / 38.78 ms │     no change │
│ QQuery 7  │        76.33 / 78.48 ±2.45 / 83.25 ms │        75.03 / 75.62 ±0.34 / 76.01 ms │     no change │
│ QQuery 8  │        37.46 / 38.13 ±0.60 / 39.26 ms │        36.65 / 38.20 ±1.79 / 41.71 ms │     no change │
│ QQuery 9  │        54.20 / 55.60 ±0.71 / 56.11 ms │        53.10 / 55.36 ±1.38 / 57.13 ms │     no change │
│ QQuery 10 │        63.52 / 63.94 ±0.47 / 64.75 ms │        62.24 / 62.75 ±0.40 / 63.38 ms │     no change │
│ QQuery 11 │     315.96 / 324.11 ±8.86 / 340.79 ms │     306.11 / 312.43 ±4.27 / 318.10 ms │     no change │
│ QQuery 12 │        29.90 / 30.17 ±0.30 / 30.73 ms │        29.09 / 29.73 ±0.42 / 30.27 ms │     no change │
│ QQuery 13 │     119.71 / 121.96 ±2.00 / 125.51 ms │     120.22 / 121.16 ±0.77 / 122.07 ms │     no change │
│ QQuery 14 │     430.35 / 436.10 ±5.22 / 442.97 ms │     404.04 / 407.92 ±3.93 / 413.26 ms │ +1.07x faster │
│ QQuery 15 │        61.30 / 62.45 ±0.76 / 63.31 ms │        59.20 / 59.84 ±0.54 / 60.61 ms │     no change │
│ QQuery 16 │           7.24 / 7.36 ±0.07 / 7.46 ms │           7.11 / 7.28 ±0.15 / 7.55 ms │     no change │
│ QQuery 17 │        83.14 / 84.95 ±1.35 / 87.10 ms │        79.68 / 81.41 ±2.04 / 85.33 ms │     no change │
│ QQuery 18 │     107.64 / 110.54 ±1.60 / 112.51 ms │     109.15 / 110.16 ±1.00 / 111.49 ms │     no change │
│ QQuery 19 │        42.53 / 42.89 ±0.24 / 43.17 ms │        42.35 / 42.73 ±0.36 / 43.33 ms │     no change │
│ QQuery 20 │        37.49 / 39.17 ±2.32 / 43.77 ms │        36.20 / 36.95 ±0.56 / 37.93 ms │ +1.06x faster │
│ QQuery 21 │        18.08 / 18.37 ±0.28 / 18.90 ms │        17.49 / 18.66 ±1.18 / 20.20 ms │     no change │
│ QQuery 22 │        69.99 / 71.44 ±2.34 / 76.10 ms │        68.52 / 69.40 ±0.86 / 70.90 ms │     no change │
│ QQuery 23 │     344.36 / 348.59 ±2.78 / 352.28 ms │     333.40 / 340.98 ±6.33 / 348.50 ms │     no change │
│ QQuery 24 │     209.36 / 211.90 ±1.88 / 214.16 ms │     212.12 / 215.52 ±3.55 / 222.03 ms │     no change │
│ QQuery 25 │     111.99 / 113.60 ±1.16 / 115.03 ms │     109.21 / 110.96 ±1.41 / 113.08 ms │     no change │
│ QQuery 26 │        49.95 / 50.73 ±0.57 / 51.54 ms │        48.62 / 49.16 ±0.41 / 49.55 ms │     no change │
│ QQuery 27 │           6.57 / 6.74 ±0.12 / 6.90 ms │           6.56 / 6.63 ±0.04 / 6.69 ms │     no change │
│ QQuery 28 │        61.29 / 62.16 ±0.76 / 63.43 ms │        58.53 / 62.45 ±3.32 / 68.61 ms │     no change │
│ QQuery 29 │      99.93 / 102.20 ±2.15 / 105.88 ms │       96.04 / 98.00 ±1.47 / 100.60 ms │     no change │
│ QQuery 30 │        34.33 / 34.75 ±0.55 / 35.82 ms │        33.93 / 34.48 ±0.39 / 34.96 ms │     no change │
│ QQuery 31 │     113.81 / 114.70 ±1.07 / 116.42 ms │     113.00 / 116.00 ±4.08 / 123.95 ms │     no change │
│ QQuery 32 │        21.81 / 21.90 ±0.11 / 22.11 ms │        21.29 / 21.85 ±0.47 / 22.70 ms │     no change │
│ QQuery 33 │        38.86 / 39.78 ±0.75 / 40.98 ms │        38.67 / 39.06 ±0.53 / 40.09 ms │     no change │
│ QQuery 34 │        10.61 / 10.88 ±0.14 / 10.99 ms │        10.47 / 10.64 ±0.16 / 10.87 ms │     no change │
│ QQuery 35 │        76.54 / 77.16 ±0.56 / 78.03 ms │        75.60 / 78.80 ±3.62 / 85.85 ms │     no change │
│ QQuery 36 │           6.27 / 6.38 ±0.07 / 6.47 ms │           6.38 / 6.54 ±0.14 / 6.78 ms │     no change │
│ QQuery 37 │           7.25 / 7.38 ±0.10 / 7.50 ms │           7.54 / 7.59 ±0.03 / 7.62 ms │     no change │
│ QQuery 38 │        66.45 / 67.43 ±1.31 / 70.02 ms │        65.81 / 66.93 ±0.65 / 67.70 ms │     no change │
│ QQuery 39 │        78.61 / 79.44 ±1.07 / 81.45 ms │        76.60 / 79.32 ±3.41 / 86.06 ms │     no change │
│ QQuery 40 │        25.13 / 25.81 ±0.52 / 26.74 ms │        24.81 / 25.86 ±0.71 / 26.83 ms │     no change │
│ QQuery 41 │        11.92 / 11.99 ±0.06 / 12.08 ms │        11.65 / 11.85 ±0.19 / 12.10 ms │     no change │
│ QQuery 42 │        24.38 / 24.61 ±0.22 / 24.91 ms │        24.79 / 25.19 ±0.36 / 25.83 ms │     no change │
│ QQuery 43 │           5.40 / 5.53 ±0.12 / 5.74 ms │           5.67 / 5.77 ±0.11 / 5.97 ms │     no change │
│ QQuery 44 │         9.93 / 10.05 ±0.08 / 10.17 ms │          9.82 / 9.97 ±0.10 / 10.09 ms │     no change │
│ QQuery 45 │        43.94 / 45.39 ±0.99 / 46.88 ms │        42.53 / 43.36 ±0.66 / 44.10 ms │     no change │
│ QQuery 46 │        12.88 / 13.62 ±0.67 / 14.78 ms │        12.63 / 13.04 ±0.26 / 13.36 ms │     no change │
│ QQuery 47 │     259.44 / 265.81 ±4.45 / 272.56 ms │     249.78 / 252.52 ±1.99 / 254.81 ms │     no change │
│ QQuery 48 │        97.54 / 98.36 ±0.69 / 99.36 ms │        96.51 / 96.83 ±0.19 / 97.04 ms │     no change │
│ QQuery 49 │        73.66 / 74.28 ±0.71 / 75.58 ms │        72.98 / 73.35 ±0.49 / 74.30 ms │     no change │
│ QQuery 50 │        60.15 / 60.64 ±0.31 / 61.00 ms │        58.52 / 61.78 ±3.96 / 69.44 ms │     no change │
│ QQuery 51 │        93.58 / 94.84 ±1.15 / 96.60 ms │        93.75 / 95.60 ±1.74 / 98.39 ms │     no change │
│ QQuery 52 │        24.88 / 25.35 ±0.36 / 25.86 ms │        24.91 / 25.15 ±0.22 / 25.51 ms │     no change │
│ QQuery 53 │        29.65 / 30.02 ±0.23 / 30.31 ms │        29.91 / 30.03 ±0.10 / 30.19 ms │     no change │
│ QQuery 54 │        55.97 / 56.71 ±0.41 / 57.12 ms │        56.31 / 58.37 ±2.62 / 63.43 ms │     no change │
│ QQuery 55 │        24.51 / 24.71 ±0.16 / 24.91 ms │        24.30 / 24.65 ±0.34 / 25.09 ms │     no change │
│ QQuery 56 │        40.76 / 41.04 ±0.17 / 41.24 ms │        40.00 / 40.53 ±0.35 / 41.08 ms │     no change │
│ QQuery 57 │     180.83 / 184.56 ±4.95 / 194.15 ms │     173.23 / 175.42 ±1.47 / 177.23 ms │     no change │
│ QQuery 58 │     115.15 / 117.53 ±2.74 / 122.50 ms │     109.95 / 110.98 ±1.30 / 113.50 ms │ +1.06x faster │
│ QQuery 59 │     120.11 / 121.50 ±1.60 / 124.60 ms │     117.85 / 118.98 ±0.61 / 119.60 ms │     no change │
│ QQuery 60 │        40.12 / 41.62 ±0.89 / 42.33 ms │        40.00 / 40.66 ±0.49 / 41.40 ms │     no change │
│ QQuery 61 │        13.01 / 13.38 ±0.24 / 13.67 ms │        12.62 / 12.82 ±0.18 / 13.14 ms │     no change │
│ QQuery 62 │        47.44 / 47.95 ±0.39 / 48.54 ms │        44.62 / 46.01 ±2.32 / 50.63 ms │     no change │
│ QQuery 63 │        29.77 / 30.12 ±0.27 / 30.42 ms │        30.82 / 31.27 ±0.34 / 31.86 ms │     no change │
│ QQuery 64 │     379.94 / 384.11 ±4.21 / 391.51 ms │     378.45 / 381.49 ±2.22 / 383.76 ms │     no change │
│ QQuery 65 │     126.76 / 131.40 ±3.86 / 136.11 ms │     126.83 / 130.56 ±2.65 / 134.84 ms │     no change │
│ QQuery 66 │        81.92 / 82.44 ±0.39 / 82.91 ms │        79.13 / 81.32 ±2.07 / 85.18 ms │     no change │
│ QQuery 67 │     270.66 / 275.88 ±4.48 / 283.72 ms │     264.18 / 269.49 ±3.74 / 273.62 ms │     no change │
│ QQuery 68 │        12.62 / 13.05 ±0.44 / 13.85 ms │        12.49 / 12.65 ±0.14 / 12.83 ms │     no change │
│ QQuery 69 │        57.43 / 57.79 ±0.32 / 58.25 ms │        57.04 / 57.50 ±0.33 / 58.08 ms │     no change │
│ QQuery 70 │     106.18 / 106.56 ±0.37 / 107.08 ms │     104.66 / 110.38 ±5.60 / 120.73 ms │     no change │
│ QQuery 71 │        36.61 / 38.98 ±2.87 / 44.38 ms │        36.42 / 36.96 ±0.48 / 37.58 ms │ +1.05x faster │
│ QQuery 72 │ 1973.10 / 2011.03 ±28.25 / 2044.26 ms │ 1754.69 / 1828.79 ±44.17 / 1878.13 ms │ +1.10x faster │
│ QQuery 73 │        10.67 / 11.20 ±0.38 / 11.84 ms │        10.08 / 10.59 ±0.47 / 11.29 ms │ +1.06x faster │
│ QQuery 74 │     187.46 / 190.01 ±1.35 / 191.40 ms │     176.63 / 177.43 ±0.89 / 179.17 ms │ +1.07x faster │
│ QQuery 75 │     149.50 / 150.72 ±0.83 / 152.03 ms │     146.32 / 148.07 ±1.77 / 150.45 ms │     no change │
│ QQuery 76 │        36.63 / 37.45 ±1.11 / 39.64 ms │        35.59 / 36.03 ±0.29 / 36.36 ms │     no change │
│ QQuery 77 │        63.28 / 64.11 ±0.50 / 64.74 ms │        62.52 / 62.89 ±0.29 / 63.37 ms │     no change │
│ QQuery 78 │     172.90 / 178.28 ±3.59 / 182.75 ms │     167.66 / 171.56 ±4.63 / 180.12 ms │     no change │
│ QQuery 79 │        69.71 / 70.19 ±0.76 / 71.69 ms │        67.56 / 68.06 ±0.44 / 68.55 ms │     no change │
│ QQuery 80 │     102.59 / 103.94 ±1.43 / 106.32 ms │      99.59 / 100.77 ±0.89 / 102.13 ms │     no change │
│ QQuery 81 │        27.38 / 27.63 ±0.20 / 27.94 ms │        26.78 / 26.91 ±0.10 / 27.05 ms │     no change │
│ QQuery 82 │        17.11 / 17.72 ±0.77 / 19.22 ms │        17.01 / 17.10 ±0.10 / 17.27 ms │     no change │
│ QQuery 83 │        35.64 / 35.81 ±0.12 / 35.97 ms │        34.80 / 35.33 ±0.31 / 35.62 ms │     no change │
│ QQuery 84 │        30.41 / 30.75 ±0.51 / 31.75 ms │        30.19 / 31.79 ±2.78 / 37.33 ms │     no change │
│ QQuery 85 │     105.77 / 109.70 ±5.13 / 119.71 ms │     103.59 / 104.69 ±1.14 / 106.81 ms │     no change │
│ QQuery 86 │        26.45 / 26.63 ±0.19 / 26.88 ms │        25.93 / 26.24 ±0.34 / 26.84 ms │     no change │
│ QQuery 87 │        66.43 / 66.99 ±0.58 / 67.94 ms │        65.51 / 67.21 ±3.19 / 73.58 ms │     no change │
│ QQuery 88 │        64.83 / 68.31 ±5.70 / 79.69 ms │        64.81 / 65.31 ±0.28 / 65.53 ms │     no change │
│ QQuery 89 │        36.54 / 37.67 ±0.68 / 38.63 ms │        36.14 / 36.61 ±0.49 / 37.52 ms │     no change │
│ QQuery 90 │        18.01 / 18.21 ±0.15 / 18.43 ms │        17.50 / 17.70 ±0.21 / 18.08 ms │     no change │
│ QQuery 91 │        46.24 / 46.90 ±0.57 / 47.77 ms │        44.27 / 44.65 ±0.31 / 45.18 ms │     no change │
│ QQuery 92 │        30.99 / 31.62 ±0.53 / 32.55 ms │        30.13 / 32.03 ±3.00 / 38.01 ms │     no change │
│ QQuery 93 │        52.00 / 53.03 ±0.91 / 54.28 ms │        49.98 / 50.62 ±0.50 / 51.10 ms │     no change │
│ QQuery 94 │        40.12 / 42.51 ±1.90 / 45.86 ms │        38.80 / 39.30 ±0.34 / 39.68 ms │ +1.08x faster │
│ QQuery 95 │        84.19 / 84.94 ±0.55 / 85.80 ms │        80.69 / 81.17 ±0.32 / 81.58 ms │     no change │
│ QQuery 96 │        24.66 / 25.07 ±0.29 / 25.45 ms │        24.51 / 26.08 ±3.04 / 32.16 ms │     no change │
│ QQuery 97 │        52.39 / 54.12 ±1.49 / 56.48 ms │        51.86 / 53.68 ±1.11 / 55.11 ms │     no change │
│ QQuery 98 │        44.67 / 47.06 ±3.65 / 54.28 ms │        43.94 / 44.54 ±0.54 / 45.52 ms │ +1.06x faster │
│ QQuery 99 │        71.85 / 72.04 ±0.24 / 72.49 ms │        65.14 / 65.85 ±0.44 / 66.34 ms │ +1.09x faster │
└───────────┴───────────────────────────────────────┴───────────────────────────────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┓
┃ Benchmark Summary       ┃           ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━┩
│ Total Time (HEAD)       │ 9957.74ms │
│ Total Time (arrow-60)   │ 9568.37ms │
│ Average Time (HEAD)     │  100.58ms │
│ Average Time (arrow-60) │   96.65ms │
│ Queries Faster          │        11 │
│ Queries Slower          │         0 │
│ Queries with No Change  │        88 │
│ Queries with Failure    │         0 │
└─────────────────────────┴───────────┘

Resource Usage

tpcds — base (merge-base)

Metric Value
Wall time 55.0s
Peak memory 2.2 GiB
Avg memory 1.4 GiB
CPU user 220.4s
CPU sys 5.9s
Peak spill 0 B

tpcds — branch

Metric Value
Wall time 50.0s
Peak memory 2.1 GiB
Avg memory 1.4 GiB
CPU user 207.2s
CPU sys 5.9s
Peak spill 0 B

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🤖 Benchmark completed (GKE) | trigger

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

Comparing arrow-60 (3c2e777) to 140c7c5 (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 arrow-60
--------------------
Benchmark clickbench_partitioned.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query     ┃       HEAD ┃   arrow-60 ┃        Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 0  │    1.23 ms │    1.24 ms │     no change │
│ QQuery 1  │   12.22 ms │   11.38 ms │ +1.07x faster │
│ QQuery 2  │   37.33 ms │   36.68 ms │     no change │
│ QQuery 3  │   31.39 ms │   31.38 ms │     no change │
│ QQuery 4  │  233.58 ms │  229.48 ms │     no change │
│ QQuery 5  │  281.09 ms │  278.47 ms │     no change │
│ QQuery 6  │    1.29 ms │    1.31 ms │     no change │
│ QQuery 7  │   13.55 ms │   13.25 ms │     no change │
│ QQuery 8  │  341.02 ms │  336.14 ms │     no change │
│ QQuery 9  │  474.82 ms │  477.42 ms │     no change │
│ QQuery 10 │   70.19 ms │   64.86 ms │ +1.08x faster │
│ QQuery 11 │   81.49 ms │   75.69 ms │ +1.08x faster │
│ QQuery 12 │  276.67 ms │  269.34 ms │     no change │
│ QQuery 13 │  380.89 ms │  375.35 ms │     no change │
│ QQuery 14 │  290.44 ms │  286.15 ms │     no change │
│ QQuery 15 │  276.34 ms │  279.11 ms │     no change │
│ QQuery 16 │  626.57 ms │  637.52 ms │     no change │
│ QQuery 17 │  630.43 ms │  639.28 ms │     no change │
│ QQuery 18 │ 1290.59 ms │ 1283.47 ms │     no change │
│ QQuery 19 │   27.87 ms │   27.55 ms │     no change │
│ QQuery 20 │  517.39 ms │  518.26 ms │     no change │
│ QQuery 21 │  517.06 ms │  513.90 ms │     no change │
│ QQuery 22 │ 1000.40 ms │  996.22 ms │     no change │
│ QQuery 23 │ 3108.53 ms │ 3123.34 ms │     no change │
│ QQuery 24 │   41.48 ms │   40.67 ms │     no change │
│ QQuery 25 │  111.03 ms │  104.27 ms │ +1.06x faster │
│ QQuery 26 │   41.90 ms │   40.86 ms │     no change │
│ QQuery 27 │  512.28 ms │  513.39 ms │     no change │
│ QQuery 28 │ 2952.45 ms │ 2938.45 ms │     no change │
│ QQuery 29 │   42.27 ms │   41.15 ms │     no change │
│ QQuery 30 │  314.79 ms │  309.46 ms │     no change │
│ QQuery 31 │  290.72 ms │  275.72 ms │ +1.05x faster │
│ QQuery 32 │  984.41 ms │  973.52 ms │     no change │
│ QQuery 33 │ 1486.39 ms │ 1510.83 ms │     no change │
│ QQuery 34 │ 1505.66 ms │ 1515.80 ms │     no change │
│ QQuery 35 │  293.72 ms │  286.33 ms │     no change │
│ QQuery 36 │   68.33 ms │   71.34 ms │     no change │
│ QQuery 37 │   36.22 ms │   35.88 ms │     no change │
│ QQuery 38 │   41.51 ms │   40.83 ms │     no change │
│ QQuery 39 │  142.08 ms │  142.45 ms │     no change │
│ QQuery 40 │   14.59 ms │   14.82 ms │     no change │
│ QQuery 41 │   14.39 ms │   14.08 ms │     no change │
│ QQuery 42 │   13.84 ms │   13.34 ms │     no change │
└───────────┴────────────┴────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ Benchmark Summary       ┃            ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ Total Time (HEAD)       │ 19430.42ms │
│ Total Time (arrow-60)   │ 19389.93ms │
│ Average Time (HEAD)     │   451.87ms │
│ Average Time (arrow-60) │   450.93ms │
│ Queries Faster          │          5 │
│ Queries Slower          │          0 │
│ Queries with No Change  │         38 │
│ Queries with Failure    │          0 │
└─────────────────────────┴────────────┘

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

Comparing HEAD and arrow-60
--------------------
Benchmark clickbench_partitioned.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query     ┃                                  HEAD ┃                              arrow-60 ┃        Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 0  │          1.23 / 4.03 ±5.50 / 15.04 ms │          1.24 / 4.07 ±5.53 / 15.13 ms │     no change │
│ QQuery 1  │        12.22 / 12.30 ±0.07 / 12.39 ms │        11.38 / 11.90 ±0.26 / 12.08 ms │     no change │
│ QQuery 2  │        37.33 / 37.72 ±0.40 / 38.41 ms │        36.68 / 36.78 ±0.12 / 36.99 ms │     no change │
│ QQuery 3  │        31.39 / 32.55 ±1.06 / 34.08 ms │        31.38 / 32.08 ±0.56 / 33.05 ms │     no change │
│ QQuery 4  │     233.58 / 237.73 ±2.58 / 240.66 ms │     229.48 / 232.97 ±3.13 / 236.81 ms │     no change │
│ QQuery 5  │     281.09 / 284.07 ±3.60 / 289.90 ms │     278.47 / 282.85 ±4.51 / 290.66 ms │     no change │
│ QQuery 6  │           1.29 / 1.44 ±0.22 / 1.86 ms │           1.31 / 1.46 ±0.22 / 1.88 ms │     no change │
│ QQuery 7  │        13.55 / 13.70 ±0.15 / 13.98 ms │        13.25 / 13.36 ±0.10 / 13.53 ms │     no change │
│ QQuery 8  │     341.02 / 348.91 ±4.55 / 355.19 ms │     336.14 / 344.27 ±4.61 / 349.22 ms │     no change │
│ QQuery 9  │    474.82 / 482.71 ±10.34 / 502.95 ms │     477.42 / 487.17 ±7.59 / 495.35 ms │     no change │
│ QQuery 10 │        70.19 / 72.72 ±2.45 / 77.01 ms │        64.86 / 65.50 ±0.66 / 66.65 ms │ +1.11x faster │
│ QQuery 11 │        81.49 / 82.38 ±0.59 / 83.32 ms │        75.69 / 76.33 ±0.42 / 76.82 ms │ +1.08x faster │
│ QQuery 12 │     276.67 / 279.83 ±3.39 / 285.54 ms │     269.34 / 275.57 ±4.46 / 281.44 ms │     no change │
│ QQuery 13 │     380.89 / 387.49 ±6.83 / 400.37 ms │    375.35 / 388.24 ±12.37 / 406.27 ms │     no change │
│ QQuery 14 │     290.44 / 295.06 ±4.77 / 304.13 ms │     286.15 / 293.87 ±7.23 / 306.61 ms │     no change │
│ QQuery 15 │     276.34 / 282.01 ±5.46 / 292.43 ms │    279.11 / 297.07 ±19.53 / 323.02 ms │  1.05x slower │
│ QQuery 16 │     626.57 / 637.35 ±6.20 / 645.33 ms │     637.52 / 645.35 ±4.54 / 650.20 ms │     no change │
│ QQuery 17 │    630.43 / 653.60 ±26.87 / 704.41 ms │     639.28 / 650.19 ±6.79 / 658.49 ms │     no change │
│ QQuery 18 │ 1290.59 / 1312.08 ±21.23 / 1351.32 ms │ 1283.47 / 1330.07 ±31.63 / 1366.83 ms │     no change │
│ QQuery 19 │        27.87 / 29.03 ±1.87 / 32.75 ms │        27.55 / 27.89 ±0.37 / 28.56 ms │     no change │
│ QQuery 20 │    517.39 / 530.35 ±14.29 / 556.66 ms │     518.26 / 525.19 ±6.16 / 536.25 ms │     no change │
│ QQuery 21 │     517.06 / 525.73 ±5.84 / 535.43 ms │     513.90 / 519.44 ±5.91 / 528.91 ms │     no change │
│ QQuery 22 │ 1000.40 / 1017.46 ±14.84 / 1042.01 ms │  996.22 / 1018.65 ±21.75 / 1056.59 ms │     no change │
│ QQuery 23 │ 3108.53 / 3128.76 ±16.49 / 3155.44 ms │ 3123.34 / 3140.72 ±18.19 / 3169.52 ms │     no change │
│ QQuery 24 │       41.48 / 47.92 ±11.75 / 71.38 ms │       40.67 / 49.25 ±10.40 / 62.41 ms │     no change │
│ QQuery 25 │     111.03 / 115.72 ±4.83 / 124.08 ms │     104.27 / 110.38 ±5.38 / 118.49 ms │     no change │
│ QQuery 26 │        41.90 / 42.84 ±0.85 / 43.95 ms │        40.86 / 41.73 ±0.83 / 43.13 ms │     no change │
│ QQuery 27 │     512.28 / 519.12 ±3.68 / 523.17 ms │     513.39 / 517.62 ±3.66 / 524.29 ms │     no change │
│ QQuery 28 │ 2952.45 / 2965.13 ±14.90 / 2993.12 ms │ 2938.45 / 2970.09 ±17.34 / 2987.13 ms │     no change │
│ QQuery 29 │       42.27 / 50.63 ±11.73 / 72.36 ms │       41.15 / 53.93 ±10.65 / 68.47 ms │  1.07x slower │
│ QQuery 30 │    314.79 / 324.80 ±11.21 / 345.81 ms │     309.46 / 318.82 ±7.17 / 327.90 ms │     no change │
│ QQuery 31 │    290.72 / 307.23 ±10.16 / 321.19 ms │     275.72 / 288.45 ±7.20 / 295.92 ms │ +1.07x faster │
│ QQuery 32 │  984.41 / 1009.58 ±20.24 / 1035.99 ms │  973.52 / 1038.12 ±52.04 / 1095.01 ms │     no change │
│ QQuery 33 │ 1486.39 / 1516.10 ±22.03 / 1545.72 ms │ 1510.83 / 1527.40 ±10.85 / 1543.26 ms │     no change │
│ QQuery 34 │ 1505.66 / 1535.25 ±26.83 / 1580.18 ms │ 1515.80 / 1543.60 ±20.65 / 1566.89 ms │     no change │
│ QQuery 35 │    293.72 / 343.68 ±94.45 / 532.44 ms │    286.33 / 319.06 ±33.57 / 371.96 ms │ +1.08x faster │
│ QQuery 36 │        68.33 / 75.64 ±7.51 / 89.08 ms │        71.34 / 76.70 ±4.13 / 83.50 ms │     no change │
│ QQuery 37 │        36.22 / 38.96 ±5.41 / 49.78 ms │        35.88 / 37.83 ±2.73 / 43.19 ms │     no change │
│ QQuery 38 │        41.51 / 43.83 ±1.73 / 46.20 ms │        40.83 / 43.74 ±1.53 / 45.25 ms │     no change │
│ QQuery 39 │    142.08 / 157.88 ±15.86 / 186.77 ms │     142.45 / 156.62 ±7.73 / 163.91 ms │     no change │
│ QQuery 40 │        14.59 / 14.75 ±0.14 / 14.97 ms │        14.82 / 14.96 ±0.14 / 15.22 ms │     no change │
│ QQuery 41 │        14.39 / 14.49 ±0.11 / 14.71 ms │        14.08 / 14.24 ±0.21 / 14.63 ms │     no change │
│ QQuery 42 │        13.84 / 13.97 ±0.12 / 14.15 ms │        13.34 / 13.69 ±0.21 / 13.94 ms │     no change │
└───────────┴───────────────────────────────────────┴───────────────────────────────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ Benchmark Summary       ┃            ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ Total Time (HEAD)       │ 19826.52ms │
│ Total Time (arrow-60)   │ 19837.26ms │
│ Average Time (HEAD)     │   461.08ms │
│ Average Time (arrow-60) │   461.33ms │
│ 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 100.0s
Peak memory 12.2 GiB
Avg memory 4.8 GiB
CPU user 1011.8s
CPU sys 73.8s
Peak spill 0 B

clickbench_partitioned — branch

Metric Value
Wall time 100.0s
Peak memory 11.4 GiB
Avg memory 4.5 GiB
CPU user 1008.1s
CPU sys 75.1s
Peak spill 0 B

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catalog Related to the catalog crate common Related to common crate core Core DataFusion crate datasource Changes to the datasource crate documentation Improvements or additions to documentation execution Related to the execution crate ffi Changes to the ffi crate functions Changes to functions implementation logical-expr Logical plan and expressions optimizer Optimizer rules physical-expr Changes to the physical-expr crates physical-plan Changes to the physical-plan crate proto Related to proto crate sql SQL Planner sqllogictest SQL Logic Tests (.slt)

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