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Posted to github@datafusion.apache.org by "zhuqi-lucas (via GitHub)" <gi...@apache.org> on 2026/06/03 15:40:25 UTC

[PR] perf(logical-plan): box CreateExternalTable / CreateFunction in DdlStatement (-45% LogicalPlan size) [datafusion]

zhuqi-lucas opened a new pull request, #22733:
URL: https://github.com/apache/datafusion/pull/22733

   ## Which issue does this PR close?
   
   Closes #22732.
   
   ## Rationale for this change
   
   `LogicalPlan` is 320 bytes today, sized by the `Ddl(DdlStatement)` variant — which is itself 320 bytes because it carries `CreateExternalTable` (312 bytes) and `CreateFunction` (288 bytes). Every non-DDL variant is at most 176 bytes (`Join`). Every SELECT query pays the full 320-byte payload on every `mem::take` / `mem::swap` / `Arc<LogicalPlan>` write during planning, even though it never instantiates a DDL node.
   
   Profiling `sql_planner` (samply, macOS aarch64) showed ~13% of CPU in `libsystem_platform.dylib` (memcpy / memmove). Shrinking the most frequently-moved type directly attacks that pool.
   
   ## What changes are included in this PR?
   
   Box the two oversized DDL variants:
   
   ```rust
   pub enum DdlStatement {
       CreateExternalTable(Box<CreateExternalTable>),
       // …
       CreateFunction(Box<CreateFunction>),
       // …
   }
   ```
   
   After this change:
   
   - `DdlStatement` drops from **320 → ~152 bytes** (max variant is now `CreateIndex` at 144).
   - `LogicalPlan` drops from **320 → 176 bytes (–45%)** — the enum discriminant fits inside `Join`'s alignment padding, so the enum is exactly the same width as `Join`.
   
   DDL plan construction takes one extra `Box::new(...)` allocation per DDL statement — negligible because DDL plans are one-shot and not on the per-query hot path.
   
   The diff is mechanical: construction sites add `Box::new(...)`, the few field-destructuring patterns are converted to a `let CreateExternalTable { … } = ce.as_ref();` shape, and the FFI/proto crates need one `*cmd` / `Box::new(cmd)` adjustment at the type boundaries.
   
   A new `test_size_of_logical_plan` unit test pins `size_of::<LogicalPlan>() == 176` and asserts `DdlStatement` stays smaller than `Join`, so future variant growth that would re-balloon the enum trips the test rather than silently regressing the planning hot path. (Same shape as the existing `test_size_of_expr` in `expr.rs`.)
   
   ## Are these changes tested?
   
   - 711 optimizer + 217 expr + 86 sql + 7 proto unit tests pass.
   - SLT `create_external_table` / `create_function` / `ddl` pass.
   - `cargo clippy --workspace --all-targets -- -D warnings` clean.
   
   ## Benchmarks
   
   Local `cargo bench -p datafusion --bench sql_planner --quick` on macOS aarch64:
   
   | bench | main | boxed | delta |
   |---|---|---|---|
   | `optimizer_tpch_all` | 8.61 ms | 8.18 ms | **–5.0%** |
   | `optimizer_tpcds_all` | 168.0 ms | 163.5 ms | **–2.7%** |
   
   CI bench on the GKE aarch64 runner will give a tighter signal — requesting maintainer to trigger `run benchmark sql_planner`.
   
   ## Are there any user-facing changes?
   
   Yes (semantic API only). Code that pattern-matches `DdlStatement::CreateExternalTable(CreateExternalTable { … })` must change to bind the box and deref. Code that constructs these variants must wrap with `Box::new(...)`. No behavioral change.
   


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Re: [PR] perf(logical-plan): box CreateExternalTable / CreateFunction in DdlStatement (-45% LogicalPlan size) [datafusion]

Posted by "alamb (via GitHub)" <gi...@apache.org>.
alamb commented on PR #22733:
URL: https://github.com/apache/datafusion/pull/22733#issuecomment-4621149350

   I think it is worth a short note in the upgrade guide too


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Re: [PR] perf(logical-plan): box CreateExternalTable / CreateFunction in DdlStatement (-45% LogicalPlan size) [datafusion]

Posted by "zhuqi-lucas (via GitHub)" <gi...@apache.org>.
zhuqi-lucas commented on PR #22733:
URL: https://github.com/apache/datafusion/pull/22733#issuecomment-4629277740

   Thanks @alamb and @adriangb for review, merged to main branch now.


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Re: [PR] perf(logical-plan): box CreateExternalTable / CreateFunction in DdlStatement (-45% LogicalPlan size) [datafusion]

Posted by "zhuqi-lucas (via GitHub)" <gi...@apache.org>.
zhuqi-lucas merged PR #22733:
URL: https://github.com/apache/datafusion/pull/22733


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Re: [PR] perf(logical-plan): box CreateExternalTable / CreateFunction in DdlStatement (-45% LogicalPlan size) [datafusion]

Posted by "zhuqi-lucas (via GitHub)" <gi...@apache.org>.
zhuqi-lucas commented on PR #22733:
URL: https://github.com/apache/datafusion/pull/22733#issuecomment-4614156589

   run benchmark sql_planner


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Re: [PR] perf(logical-plan): box CreateExternalTable / CreateFunction in DdlStatement (-45% LogicalPlan size) [datafusion]

Posted by "zhuqi-lucas (via GitHub)" <gi...@apache.org>.
zhuqi-lucas commented on PR #22733:
URL: https://github.com/apache/datafusion/pull/22733#issuecomment-4618758619

   https://github.com/apache/datafusion/pull/22733#issuecomment-4614777129
   
   The benchmark shows good result.


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Re: [PR] perf(logical-plan): box CreateExternalTable / CreateFunction in DdlStatement (-45% LogicalPlan size) [datafusion]

Posted by "zhuqi-lucas (via GitHub)" <gi...@apache.org>.
zhuqi-lucas commented on PR #22733:
URL: https://github.com/apache/datafusion/pull/22733#issuecomment-4621725273

   > I think it is worth a short note in the upgrade guide too
   
   Thank you @alamb for review , i will update the upgrade guide too!


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Re: [PR] perf(logical-plan): box CreateExternalTable / CreateFunction in DdlStatement (-45% LogicalPlan size) [datafusion]

Posted by "zhuqi-lucas (via GitHub)" <gi...@apache.org>.
zhuqi-lucas commented on PR #22733:
URL: https://github.com/apache/datafusion/pull/22733#issuecomment-4628742500

   @alamb added an upgrade guide note in [`e23fcab46`](https://github.com/apache/datafusion/pull/22733/commits/e23fcab46) — covers the construction-site change, pattern-match rewrites, and how to get an owned struct back out with `*cmd`.


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Re: [PR] perf(logical-plan): box CreateExternalTable / CreateFunction in DdlStatement (-45% LogicalPlan size) [datafusion]

Posted by "adriangbot (via GitHub)" <gi...@apache.org>.
adriangbot commented on PR #22733:
URL: https://github.com/apache/datafusion/pull/22733#issuecomment-4614209586

   🤖 Criterion benchmark running (GKE) | [trigger](https://github.com/apache/datafusion/pull/22733#issuecomment-4614156589)
   **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) | `Linux bench-c4614156589-419-k7zkb 6.12.68+ #1 SMP Wed Apr  1 02:23:28 UTC 2026 aarch64 GNU/Linux`
   <details><summary>CPU Details (lscpu)</summary>
   
   ```
   Architecture:                            aarch64
   CPU op-mode(s):                          64-bit
   Byte Order:                              Little Endian
   CPU(s):                                  16
   On-line CPU(s) list:                     0-15
   Vendor ID:                               ARM
   Model name:                              Neoverse-V2
   Model:                                   1
   Thread(s) per core:                      1
   Core(s) per cluster:                     16
   Socket(s):                               -
   Cluster(s):                              1
   Stepping:                                r0p1
   BogoMIPS:                                2000.00
   Flags:                                   fp asimd evtstrm aes pmull sha1 sha2 crc32 atomics fphp asimdhp cpuid asimdrdm jscvt fcma lrcpc dcpop sha3 sm3 sm4 asimddp sha512 sve asimdfhm dit uscat ilrcpc flagm sb paca pacg dcpodp sve2 sveaes svepmull svebitperm svesha3 svesm4 flagm2 frint svei8mm svebf16 i8mm bf16 dgh rng bti
   L1d cache:                               1 MiB (16 instances)
   L1i cache:                               1 MiB (16 instances)
   L2 cache:                                32 MiB (16 instances)
   L3 cache:                                80 MiB (1 instance)
   NUMA node(s):                            1
   NUMA node0 CPU(s):                       0-15
   Vulnerability Gather data sampling:      Not affected
   Vulnerability Indirect target selection: Not affected
   Vulnerability Itlb multihit:             Not affected
   Vulnerability L1tf:                      Not affected
   Vulnerability Mds:                       Not affected
   Vulnerability Meltdown:                  Not affected
   Vulnerability Mmio stale data:           Not affected
   Vulnerability Reg file data sampling:    Not affected
   Vulnerability Retbleed:                  Not affected
   Vulnerability Spec rstack overflow:      Not affected
   Vulnerability Spec store bypass:         Mitigation; Speculative Store Bypass disabled via prctl
   Vulnerability Spectre v1:                Mitigation; __user pointer sanitization
   Vulnerability Spectre v2:                Mitigation; CSV2, BHB
   Vulnerability Srbds:                     Not affected
   Vulnerability Tsa:                       Not affected
   Vulnerability Tsx async abort:           Not affected
   Vulnerability Vmscape:                   Not affected
   ```
   
   </details>
   
   Comparing perf/box-large-ddl-variants (8b02e90dc983a0a70f69568e3adf7f5b88904726) to 533ef35 (merge-base) [diff](https://github.com/apache/datafusion/compare/533ef35a65a879d55af7d88ad298980fb8099134..8b02e90dc983a0a70f69568e3adf7f5b88904726)
   BENCH_NAME=sql_planner
   BENCH_COMMAND=cargo bench --features=parquet --bench sql_planner
   BENCH_FILTER=
   Results will be posted here when complete
   
   ---
   [File an issue](https://github.com/adriangb/datafusion-benchmarking/issues) against this benchmark runner


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Re: [PR] perf(logical-plan): box CreateExternalTable / CreateFunction in DdlStatement (-45% LogicalPlan size) [datafusion]

Posted by "adriangbot (via GitHub)" <gi...@apache.org>.
adriangbot commented on PR #22733:
URL: https://github.com/apache/datafusion/pull/22733#issuecomment-4614777129

   🤖 Criterion benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/22733#issuecomment-4614156589)
   
   **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB)
   
   <details><summary>CPU Details (lscpu)</summary>
   
   ```
   Architecture:                            aarch64
   CPU op-mode(s):                          64-bit
   Byte Order:                              Little Endian
   CPU(s):                                  16
   On-line CPU(s) list:                     0-15
   Vendor ID:                               ARM
   Model name:                              Neoverse-V2
   Model:                                   1
   Thread(s) per core:                      1
   Core(s) per cluster:                     16
   Socket(s):                               -
   Cluster(s):                              1
   Stepping:                                r0p1
   BogoMIPS:                                2000.00
   Flags:                                   fp asimd evtstrm aes pmull sha1 sha2 crc32 atomics fphp asimdhp cpuid asimdrdm jscvt fcma lrcpc dcpop sha3 sm3 sm4 asimddp sha512 sve asimdfhm dit uscat ilrcpc flagm sb paca pacg dcpodp sve2 sveaes svepmull svebitperm svesha3 svesm4 flagm2 frint svei8mm svebf16 i8mm bf16 dgh rng bti
   L1d cache:                               1 MiB (16 instances)
   L1i cache:                               1 MiB (16 instances)
   L2 cache:                                32 MiB (16 instances)
   L3 cache:                                80 MiB (1 instance)
   NUMA node(s):                            1
   NUMA node0 CPU(s):                       0-15
   Vulnerability Gather data sampling:      Not affected
   Vulnerability Indirect target selection: Not affected
   Vulnerability Itlb multihit:             Not affected
   Vulnerability L1tf:                      Not affected
   Vulnerability Mds:                       Not affected
   Vulnerability Meltdown:                  Not affected
   Vulnerability Mmio stale data:           Not affected
   Vulnerability Reg file data sampling:    Not affected
   Vulnerability Retbleed:                  Not affected
   Vulnerability Spec rstack overflow:      Not affected
   Vulnerability Spec store bypass:         Mitigation; Speculative Store Bypass disabled via prctl
   Vulnerability Spectre v1:                Mitigation; __user pointer sanitization
   Vulnerability Spectre v2:                Mitigation; CSV2, BHB
   Vulnerability Srbds:                     Not affected
   Vulnerability Tsa:                       Not affected
   Vulnerability Tsx async abort:           Not affected
   Vulnerability Vmscape:                   Not affected
   ```
   
   </details>
   
   <details><summary>Details</summary>
   <p>
   
   ```
   group                                                 main                                   perf_box-large-ddl-variants
   -----                                                 ----                                   ---------------------------
   logical_aggregate_with_join                           1.00    449.5±1.17µs        ? ?/sec    1.00    451.3±1.25µs        ? ?/sec
   logical_correlated_subquery_exists                    1.00    280.3±0.96µs        ? ?/sec    1.01    282.2±0.77µs        ? ?/sec
   logical_correlated_subquery_in                        1.00    283.7±0.72µs        ? ?/sec    1.00    283.9±0.71µs        ? ?/sec
   logical_distinct_many_columns                         1.00    573.2±1.24µs        ? ?/sec    1.00    573.8±1.52µs        ? ?/sec
   logical_join_4_with_agg_and_filter                    1.00    250.3±1.39µs        ? ?/sec    1.00    249.8±1.00µs        ? ?/sec
   logical_join_8_with_agg_sort_limit                    1.00    421.6±1.39µs        ? ?/sec    1.01    425.8±2.82µs        ? ?/sec
   logical_join_chain_16                                 1.00    668.5±3.23µs        ? ?/sec    1.01    675.9±2.57µs        ? ?/sec
   logical_join_chain_4                                  1.00    122.1±0.48µs        ? ?/sec    1.00    121.7±0.51µs        ? ?/sec
   logical_join_chain_8                                  1.01    249.9±1.32µs        ? ?/sec    1.00    248.6±0.96µs        ? ?/sec
   logical_multiple_subqueries                           1.00    514.9±2.10µs        ? ?/sec    1.00    512.6±2.35µs        ? ?/sec
   logical_nested_cte_4_levels                           1.02    267.8±1.61µs        ? ?/sec    1.00    262.2±1.09µs        ? ?/sec
   logical_plan_struct_join_agg_sort                     1.00    178.0±0.68µs        ? ?/sec    1.01    179.8±0.71µs        ? ?/sec
   logical_plan_tpcds_all                                1.00     92.5±0.14ms        ? ?/sec    1.01     93.1±0.21ms        ? ?/sec
   logical_plan_tpch_all                                 1.00      6.4±0.01ms        ? ?/sec    1.01      6.5±0.02ms        ? ?/sec
   logical_scalar_subquery                               1.01    306.5±0.96µs        ? ?/sec    1.00    302.3±0.81µs        ? ?/sec
   logical_select_all_from_1000                          1.00    106.9±1.80ms        ? ?/sec    1.00    107.1±2.07ms        ? ?/sec
   logical_select_one_from_700                           1.00    323.0±1.65µs        ? ?/sec    1.01    324.7±1.59µs        ? ?/sec
   logical_trivial_join_high_numbered_columns            1.00    282.7±0.98µs        ? ?/sec    1.00    283.6±1.02µs        ? ?/sec
   logical_trivial_join_low_numbered_columns             1.00    270.3±1.81µs        ? ?/sec    1.00    271.6±1.07µs        ? ?/sec
   logical_union_4_branches                              1.00    421.3±1.60µs        ? ?/sec    1.01    423.6±0.94µs        ? ?/sec
   logical_union_8_branches                              1.00    805.7±3.57µs        ? ?/sec    1.00    807.5±1.09µs        ? ?/sec
   logical_wide_aggregate_100_exprs                      1.00      4.3±0.01ms        ? ?/sec    1.00      4.3±0.01ms        ? ?/sec
   logical_wide_case_50_exprs                            1.00      2.4±0.01ms        ? ?/sec    1.00      2.4±0.00ms        ? ?/sec
   logical_wide_filter_200_predicates                    1.00   1309.4±7.59µs        ? ?/sec    1.00   1310.6±6.20µs        ? ?/sec
   logical_wide_filter_50_predicates                     1.00    390.8±2.20µs        ? ?/sec    1.00    392.6±4.12µs        ? ?/sec
   optimizer_correlated_exists                           1.02    250.7±0.91µs        ? ?/sec    1.00    245.2±0.72µs        ? ?/sec
   optimizer_join_4_with_agg_filter                      1.03    435.2±2.02µs        ? ?/sec    1.00    421.1±2.70µs        ? ?/sec
   optimizer_join_chain_4                                1.02    176.5±0.43µs        ? ?/sec    1.00    172.4±0.41µs        ? ?/sec
   optimizer_join_chain_8                                1.01    555.0±4.85µs        ? ?/sec    1.00    548.1±1.79µs        ? ?/sec
   optimizer_select_all_from_1000                        1.04      4.8±0.02ms        ? ?/sec    1.00      4.6±0.01ms        ? ?/sec
   optimizer_select_one_from_700                         1.00    249.9±0.40µs        ? ?/sec    1.01    253.2±0.56µs        ? ?/sec
   optimizer_tpcds_all                                   1.03    294.0±2.18ms        ? ?/sec    1.00    284.3±0.32ms        ? ?/sec
   optimizer_tpch_all                                    1.03     15.5±0.03ms        ? ?/sec    1.00     15.0±0.12ms        ? ?/sec
   optimizer_wide_aggregate_100                          1.00      2.1±0.01ms        ? ?/sec    1.00      2.1±0.00ms        ? ?/sec
   optimizer_wide_filter_200                             1.00      3.5±0.00ms        ? ?/sec    1.00      3.5±0.01ms        ? ?/sec
   physical_intersection                                 1.01    584.1±1.64µs        ? ?/sec    1.00    580.1±1.87µs        ? ?/sec
   physical_join_consider_sort                           1.00   1015.7±2.29µs        ? ?/sec    1.00   1012.6±2.48µs        ? ?/sec
   physical_join_distinct                                1.00    262.9±1.08µs        ? ?/sec    1.01    265.6±1.06µs        ? ?/sec
   physical_many_self_joins                              1.00      7.5±0.02ms        ? ?/sec    1.02      7.6±0.02ms        ? ?/sec
   physical_plan_clickbench_all                          1.01    124.1±0.87ms        ? ?/sec    1.00    122.9±1.07ms        ? ?/sec
   physical_plan_clickbench_q1                           1.00   1303.5±5.89µs        ? ?/sec    1.00   1299.5±7.60µs        ? ?/sec
   physical_plan_clickbench_q10                          1.00   1935.6±5.59µs        ? ?/sec    1.00   1934.4±6.65µs        ? ?/sec
   physical_plan_clickbench_q11                          1.00      2.1±0.01ms        ? ?/sec    1.00      2.1±0.01ms        ? ?/sec
   physical_plan_clickbench_q12                          1.03      2.2±0.01ms        ? ?/sec    1.00      2.1±0.01ms        ? ?/sec
   physical_plan_clickbench_q13                          1.01  1980.2±13.49µs        ? ?/sec    1.00   1961.5±6.89µs        ? ?/sec
   physical_plan_clickbench_q14                          1.01      2.1±0.01ms        ? ?/sec    1.00      2.1±0.01ms        ? ?/sec
   physical_plan_clickbench_q15                          1.01      2.0±0.01ms        ? ?/sec    1.00      2.0±0.01ms        ? ?/sec
   physical_plan_clickbench_q16                          1.00   1692.2±5.94µs        ? ?/sec    1.00   1693.4±5.65µs        ? ?/sec
   physical_plan_clickbench_q17                          1.00   1741.1±6.15µs        ? ?/sec    1.00   1742.0±6.42µs        ? ?/sec
   physical_plan_clickbench_q18                          1.00   1577.6±5.61µs        ? ?/sec    1.02   1604.8±5.97µs        ? ?/sec
   physical_plan_clickbench_q19                          1.00   1925.4±6.16µs        ? ?/sec    1.01   1950.0±6.34µs        ? ?/sec
   physical_plan_clickbench_q2                           1.00   1691.0±5.83µs        ? ?/sec    1.00   1684.5±7.85µs        ? ?/sec
   physical_plan_clickbench_q20                          1.00   1472.9±5.66µs        ? ?/sec    1.02   1496.5±5.40µs        ? ?/sec
   physical_plan_clickbench_q21                          1.00   1683.9±6.37µs        ? ?/sec    1.01   1704.2±6.61µs        ? ?/sec
   physical_plan_clickbench_q22                          1.00      2.0±0.01ms        ? ?/sec    1.01      2.1±0.01ms        ? ?/sec
   physical_plan_clickbench_q23                          1.00      2.2±0.01ms        ? ?/sec    1.02      2.3±0.01ms        ? ?/sec
   physical_plan_clickbench_q24                          1.00      6.6±0.02ms        ? ?/sec    1.00      6.6±0.02ms        ? ?/sec
   physical_plan_clickbench_q25                          1.01  1844.6±15.26µs        ? ?/sec    1.00   1832.4±6.15µs        ? ?/sec
   physical_plan_clickbench_q26                          1.00   1658.8±7.27µs        ? ?/sec    1.01   1669.2±6.79µs        ? ?/sec
   physical_plan_clickbench_q27                          1.00   1851.5±5.12µs        ? ?/sec    1.00   1846.4±5.22µs        ? ?/sec
   physical_plan_clickbench_q28                          1.00      2.3±0.01ms        ? ?/sec    1.00      2.3±0.01ms        ? ?/sec
   physical_plan_clickbench_q29                          1.01      2.5±0.01ms        ? ?/sec    1.00      2.4±0.01ms        ? ?/sec
   physical_plan_clickbench_q3                           1.00   1564.9±6.57µs        ? ?/sec    1.00   1563.6±6.85µs        ? ?/sec
   physical_plan_clickbench_q30                          1.00     15.0±0.05ms        ? ?/sec    1.00     15.0±0.06ms        ? ?/sec
   physical_plan_clickbench_q31                          1.01      2.3±0.01ms        ? ?/sec    1.00      2.3±0.01ms        ? ?/sec
   physical_plan_clickbench_q32                          1.01      2.3±0.01ms        ? ?/sec    1.00      2.3±0.01ms        ? ?/sec
   physical_plan_clickbench_q33                          1.01   1906.5±6.26µs        ? ?/sec    1.00   1895.6±6.73µs        ? ?/sec
   physical_plan_clickbench_q34                          1.04  1735.0±10.49µs        ? ?/sec    1.00   1670.7±5.58µs        ? ?/sec
   physical_plan_clickbench_q35                          1.03  1801.0±14.06µs        ? ?/sec    1.00   1743.4±7.59µs        ? ?/sec
   physical_plan_clickbench_q36                          1.03      2.1±0.01ms        ? ?/sec    1.00      2.0±0.01ms        ? ?/sec
   physical_plan_clickbench_q37                          1.03      2.5±0.02ms        ? ?/sec    1.00      2.4±0.01ms        ? ?/sec
   physical_plan_clickbench_q38                          1.02      2.5±0.01ms        ? ?/sec    1.00      2.4±0.01ms        ? ?/sec
   physical_plan_clickbench_q39                          1.02      2.5±0.01ms        ? ?/sec    1.00      2.5±0.01ms        ? ?/sec
   physical_plan_clickbench_q4                           1.00   1383.7±4.63µs        ? ?/sec    1.00   1383.4±5.66µs        ? ?/sec
   physical_plan_clickbench_q40                          1.02      3.3±0.01ms        ? ?/sec    1.00      3.2±0.02ms        ? ?/sec
   physical_plan_clickbench_q41                          1.02      2.8±0.01ms        ? ?/sec    1.00      2.7±0.02ms        ? ?/sec
   physical_plan_clickbench_q42                          1.02      3.0±0.01ms        ? ?/sec    1.00      2.9±0.01ms        ? ?/sec
   physical_plan_clickbench_q43                          1.03      3.1±0.02ms        ? ?/sec    1.00      3.0±0.01ms        ? ?/sec
   physical_plan_clickbench_q44                          1.02   1514.1±9.64µs        ? ?/sec    1.00   1489.9±7.21µs        ? ?/sec
   physical_plan_clickbench_q45                          1.02  1521.2±10.65µs        ? ?/sec    1.00   1498.2±7.98µs        ? ?/sec
   physical_plan_clickbench_q46                          1.00   1784.7±7.61µs        ? ?/sec    1.00   1788.4±6.50µs        ? ?/sec
   physical_plan_clickbench_q47                          1.00      2.5±0.01ms        ? ?/sec    1.01      2.5±0.01ms        ? ?/sec
   physical_plan_clickbench_q48                          1.01      2.7±0.01ms        ? ?/sec    1.00      2.7±0.01ms        ? ?/sec
   physical_plan_clickbench_q49                          1.00      2.8±0.01ms        ? ?/sec    1.00      2.7±0.01ms        ? ?/sec
   physical_plan_clickbench_q5                           1.00   1514.7±5.35µs        ? ?/sec    1.00   1516.0±6.44µs        ? ?/sec
   physical_plan_clickbench_q50                          1.00      2.6±0.01ms        ? ?/sec    1.00      2.6±0.01ms        ? ?/sec
   physical_plan_clickbench_q51                          1.01   1900.0±6.54µs        ? ?/sec    1.00  1872.3±12.38µs        ? ?/sec
   physical_plan_clickbench_q6                           1.00   1528.2±6.37µs        ? ?/sec    1.00   1522.2±6.66µs        ? ?/sec
   physical_plan_clickbench_q7                           1.01   1354.9±4.56µs        ? ?/sec    1.00   1347.8±5.38µs        ? ?/sec
   physical_plan_clickbench_q8                           1.00  1841.0±13.34µs        ? ?/sec    1.01   1853.2±5.91µs        ? ?/sec
   physical_plan_clickbench_q9                           1.00   1805.0±8.17µs        ? ?/sec    1.01   1818.0±7.77µs        ? ?/sec
   physical_plan_struct_join_agg_sort                    1.01   1290.2±3.54µs        ? ?/sec    1.00   1275.1±7.95µs        ? ?/sec
   physical_plan_tpcds_all                               1.02    733.6±3.44ms        ? ?/sec    1.00    718.4±4.58ms        ? ?/sec
   physical_plan_tpch_all                                1.03     45.7±0.07ms        ? ?/sec    1.00     44.4±0.07ms        ? ?/sec
   physical_plan_tpch_q1                                 1.02   1490.9±2.65µs        ? ?/sec    1.00   1458.0±5.07µs        ? ?/sec
   physical_plan_tpch_q10                                1.04      3.0±0.00ms        ? ?/sec    1.00      2.9±0.00ms        ? ?/sec
   physical_plan_tpch_q11                                1.06      2.2±0.01ms        ? ?/sec    1.00      2.1±0.00ms        ? ?/sec
   physical_plan_tpch_q12                                1.03   1216.0±3.50µs        ? ?/sec    1.00   1184.1±3.44µs        ? ?/sec
   physical_plan_tpch_q13                                1.02   1020.2±3.56µs        ? ?/sec    1.00    996.2±3.11µs        ? ?/sec
   physical_plan_tpch_q14                                1.02   1404.5±2.26µs        ? ?/sec    1.00   1377.5±2.50µs        ? ?/sec
   physical_plan_tpch_q16                                1.03   1544.3±3.20µs        ? ?/sec    1.00   1493.2±3.47µs        ? ?/sec
   physical_plan_tpch_q17                                1.03   1718.1±3.14µs        ? ?/sec    1.00   1668.5±3.48µs        ? ?/sec
   physical_plan_tpch_q18                                1.04   1998.2±2.69µs        ? ?/sec    1.00   1925.6±2.25µs        ? ?/sec
   physical_plan_tpch_q19                                1.02   1654.4±2.69µs        ? ?/sec    1.00   1622.9±2.74µs        ? ?/sec
   physical_plan_tpch_q2                                 1.03      4.1±0.01ms        ? ?/sec    1.00      4.0±0.01ms        ? ?/sec
   physical_plan_tpch_q20                                1.04      2.2±0.00ms        ? ?/sec    1.00      2.2±0.00ms        ? ?/sec
   physical_plan_tpch_q21                                1.03      3.1±0.01ms        ? ?/sec    1.00      3.0±0.00ms        ? ?/sec
   physical_plan_tpch_q22                                1.03   1566.5±2.01µs        ? ?/sec    1.00   1513.7±4.10µs        ? ?/sec
   physical_plan_tpch_q3                                 1.04   1933.7±3.45µs        ? ?/sec    1.00   1860.8±3.97µs        ? ?/sec
   physical_plan_tpch_q4                                 1.05   1227.4±2.52µs        ? ?/sec    1.00   1171.4±3.00µs        ? ?/sec
   physical_plan_tpch_q5                                 1.04      2.7±0.00ms        ? ?/sec    1.00      2.6±0.00ms        ? ?/sec
   physical_plan_tpch_q6                                 1.07    650.8±3.39µs        ? ?/sec    1.00    610.8±1.63µs        ? ?/sec
   physical_plan_tpch_q7                                 1.03      3.0±0.00ms        ? ?/sec    1.00      3.0±0.00ms        ? ?/sec
   physical_plan_tpch_q8                                 1.03      4.0±0.01ms        ? ?/sec    1.00      3.9±0.00ms        ? ?/sec
   physical_plan_tpch_q9                                 1.03      2.8±0.00ms        ? ?/sec    1.00      2.7±0.00ms        ? ?/sec
   physical_select_aggregates_from_200                   1.01     15.5±0.05ms        ? ?/sec    1.00     15.4±0.02ms        ? ?/sec
   physical_select_all_from_1000                         1.01    114.7±0.19ms        ? ?/sec    1.00    114.1±0.34ms        ? ?/sec
   physical_select_one_from_700                          1.00    759.6±2.64µs        ? ?/sec    1.00    760.5±1.75µs        ? ?/sec
   physical_sorted_union_order_by_10_int64               1.01      4.4±0.00ms        ? ?/sec    1.00      4.3±0.01ms        ? ?/sec
   physical_sorted_union_order_by_10_uint64              1.01      8.4±0.01ms        ? ?/sec    1.00      8.3±0.02ms        ? ?/sec
   physical_sorted_union_order_by_50_int64               1.00    107.8±0.26ms        ? ?/sec    1.00    108.0±0.36ms        ? ?/sec
   physical_sorted_union_order_by_50_uint64              1.00    360.4±2.04ms        ? ?/sec    1.00    361.7±2.60ms        ? ?/sec
   physical_theta_join_consider_sort                     1.00   1039.9±2.42µs        ? ?/sec    1.00   1040.2±2.08µs        ? ?/sec
   physical_unnest_to_join                               1.01    658.2±2.29µs        ? ?/sec    1.00    653.1±5.93µs        ? ?/sec
   physical_window_function_partition_by_12_on_values    1.00    724.4±1.78µs        ? ?/sec    1.01    730.3±1.67µs        ? ?/sec
   physical_window_function_partition_by_30_on_values    1.00   1441.9±1.67µs        ? ?/sec    1.01   1451.8±2.59µs        ? ?/sec
   physical_window_function_partition_by_4_on_values     1.00    438.3±1.49µs        ? ?/sec    1.01    443.9±1.04µs        ? ?/sec
   physical_window_function_partition_by_7_on_values     1.00    544.9±1.48µs        ? ?/sec    1.00    545.8±2.09µs        ? ?/sec
   physical_window_function_partition_by_8_on_values     1.00    583.9±1.99µs        ? ?/sec    1.00    584.8±1.43µs        ? ?/sec
   with_param_values_many_columns                        1.01    433.5±2.49µs        ? ?/sec    1.00    429.7±2.03µs        ? ?/sec
   ```
   
   </p>
   </details>
   
   <details><summary>Resource Usage</summary>
   
   **base (merge-base)**
   | Metric | Value |
   |--------|-------|
   | Wall time | 1565.3s |
   | Peak memory | 19.9 GiB |
   | Avg memory | 19.8 GiB |
   | CPU user | 1878.8s |
   | CPU sys | 1.9s |
   | Peak spill | 0 B |
   
   **branch**
   | Metric | Value |
   |--------|-------|
   | Wall time | 1565.3s |
   | Peak memory | 19.9 GiB |
   | Avg memory | 19.9 GiB |
   | CPU user | 1881.7s |
   | CPU sys | 1.4s |
   | Peak spill | 0 B |
   </details>
   
   
   ---
   [File an issue](https://github.com/adriangb/datafusion-benchmarking/issues) against this benchmark runner


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