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Posted to github@datafusion.apache.org by "kosiew (via GitHub)" <gi...@apache.org> on 2026/08/10 09:21:11 UTC

[PR] DRAFT - investigate 21566 [datafusion]

kosiew opened a new pull request, #24213:
URL: https://github.com/apache/datafusion/pull/24213

   ## Investigate benchmark difference between
   v1 - https://github.com/apache/datafusion/pull/21566#issuecomment-5018685664 
   v2 - https://github.com/apache/datafusion/pull/21566#issuecomment-5214735328
   


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Re: [PR] DRAFT - investigate 21566 [datafusion]

Posted by "adriangbot (via GitHub)" <gi...@apache.org>.
adriangbot commented on PR #24213:
URL: https://github.com/apache/datafusion/pull/24213#issuecomment-5238313288

   πŸ€– Benchmark running (GKE) | [trigger](https://github.com/apache/datafusion/pull/24213#issuecomment-5238282076)
   **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) | `Linux bench-c5238282076-1510-q7q76 6.12.85+ #1 SMP Wed Jun 17 20:31:55 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 old-main-21566 (efa00c27d0443a2fa8a0ecf54703a7adbcb5a921) to 308e212 (merge-base) [diff](https://github.com/apache/datafusion/compare/308e21226ee4d96db4a5dc4778f99197d3eb3342..efa00c27d0443a2fa8a0ecf54703a7adbcb5a921)
   
   <details><summary>Run configuration</summary>
   
   ```yaml
   run benchmark clickbench_pushdown
   ```
   
   </details>
   
   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] DRAFT - investigate 21566 [datafusion]

Posted by "kosiew (via GitHub)" <gi...@apache.org>.
kosiew closed pull request #24213: DRAFT - investigate 21566
URL: https://github.com/apache/datafusion/pull/24213


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Re: [PR] DRAFT - investigate 21566 [datafusion]

Posted by "kosiew (via GitHub)" <gi...@apache.org>.
kosiew commented on PR #24213:
URL: https://github.com/apache/datafusion/pull/24213#issuecomment-5238282076

   run benchmark clickbench_pushdown


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Re: [PR] DRAFT - investigate 21566 [datafusion]

Posted by "adriangbot (via GitHub)" <gi...@apache.org>.
adriangbot commented on PR #24213:
URL: https://github.com/apache/datafusion/pull/24213#issuecomment-5238381709

   Benchmark for [this request](https://github.com/apache/datafusion/pull/24213#issuecomment-5238356542) failed.
   
   <details><summary>Run configuration</summary>
   
   ```yaml
   run benchmark clickbench_pushdown
   ```
   
   </details>
   
   Last 20 lines of output:
   <details><summary>Click to expand</summary>
   
   ```
    * [new tag]             48.0.0-rc1           -> 48.0.0-rc1
    * [new tag]             48.0.0-rc2           -> 48.0.0-rc2
    * [new tag]             5.0.0                -> 5.0.0
    * [new tag]             5.0.0-rc1            -> 5.0.0-rc1
    * [new tag]             5.0.0-rc3            -> 5.0.0-rc3
    * [new tag]             6.0.0                -> 6.0.0
    * [new tag]             6.0.0-rc0            -> 6.0.0-rc0
    * [new tag]             7.0.0                -> 7.0.0
    * [new tag]             7.0.0-rc2            -> 7.0.0-rc2
    * [new tag]             8.0.0                -> 8.0.0
    * [new tag]             8.0.0-rc1            -> 8.0.0-rc1
    * [new tag]             8.0.0-rc2            -> 8.0.0-rc2
    * [new tag]             9.0.0                -> 9.0.0
    * [new tag]             9.0.0-rc1            -> 9.0.0-rc1
    * [new tag]             ballista-0.5.0       -> ballista-0.5.0
    * [new tag]             ballista-0.6.0       -> ballista-0.6.0
    * [new tag]             ballista-0.7.0       -> ballista-0.7.0
    * [new tag]             python-0.3.0         -> python-0.3.0
    * [new tag]             python-0.4.0         -> python-0.4.0
   Switched to branch 'old-main-21566'
   ```
   
   </details>
   
   ---
   [File an issue](https://github.com/adriangb/datafusion-benchmarking/issues) against this benchmark runner


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Re: [PR] DRAFT - investigate 21566 [datafusion]

Posted by "kosiew (via GitHub)" <gi...@apache.org>.
kosiew commented on PR #24213:
URL: https://github.com/apache/datafusion/pull/24213#issuecomment-5238356542

   run benchmark clickbench_pushdown


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Re: [PR] DRAFT - investigate 21566 [datafusion]

Posted by "adriangbot (via GitHub)" <gi...@apache.org>.
adriangbot commented on PR #24213:
URL: https://github.com/apache/datafusion/pull/24213#issuecomment-5238537650

   πŸ€– Benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/24213#issuecomment-5238282076)
   
   **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB)
   
   Comparing old-main-21566 (efa00c27d0443a2fa8a0ecf54703a7adbcb5a921) to 308e212 (merge-base) [diff](https://github.com/apache/datafusion/compare/308e21226ee4d96db4a5dc4778f99197d3eb3342..efa00c27d0443a2fa8a0ecf54703a7adbcb5a921)
   
   <details><summary>Run configuration</summary>
   
   ```yaml
   run benchmark clickbench_pushdown
   ```
   
   </details>
   
   <details><summary>CPU Details (lscpu)</summary>
   
   ```
   Architecture:                            aarch64
   CPU op-mode(s):                          64-bit
   Byte Order:                              Little Endian
   CPU(s):                                  16
   On-line CPU(s) list:                     0-15
   Vendor ID:                               ARM
   Model name:                              Neoverse-V2
   Model:                                   1
   Thread(s) per core:                      1
   Core(s) per cluster:                     16
   Socket(s):                               -
   Cluster(s):                              1
   Stepping:                                r0p1
   BogoMIPS:                                2000.00
   Flags:                                   fp asimd evtstrm aes pmull sha1 sha2 crc32 atomics fphp asimdhp cpuid asimdrdm jscvt fcma lrcpc dcpop sha3 sm3 sm4 asimddp sha512 sve asimdfhm dit uscat ilrcpc flagm sb paca pacg dcpodp sve2 sveaes svepmull svebitperm svesha3 svesm4 flagm2 frint svei8mm svebf16 i8mm bf16 dgh rng bti
   L1d cache:                               1 MiB (16 instances)
   L1i cache:                               1 MiB (16 instances)
   L2 cache:                                32 MiB (16 instances)
   L3 cache:                                80 MiB (1 instance)
   NUMA node(s):                            1
   NUMA node0 CPU(s):                       0-15
   Vulnerability Gather data sampling:      Not affected
   Vulnerability Indirect target selection: Not affected
   Vulnerability Itlb multihit:             Not affected
   Vulnerability L1tf:                      Not affected
   Vulnerability Mds:                       Not affected
   Vulnerability Meltdown:                  Not affected
   Vulnerability Mmio stale data:           Not affected
   Vulnerability Reg file data sampling:    Not affected
   Vulnerability Retbleed:                  Not affected
   Vulnerability Spec rstack overflow:      Not affected
   Vulnerability Spec store bypass:         Mitigation; Speculative Store Bypass disabled via prctl
   Vulnerability Spectre v1:                Mitigation; __user pointer sanitization
   Vulnerability Spectre v2:                Mitigation; CSV2, BHB
   Vulnerability Srbds:                     Not affected
   Vulnerability Tsa:                       Not affected
   Vulnerability Tsx async abort:           Not affected
   Vulnerability Vmscape:                   Not affected
   ```
   
   </details>
   
   <details><summary>Details</summary>
   <p>
   
   ```
   Comparing HEAD and old-main-21566
   --------------------
   Benchmark clickbench_pushdown.json
   --------------------
   ┏━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┓
   ┃ Query     ┃       HEAD ┃ old-main-21566 ┃       Change ┃
   ┑━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
   β”‚ QQuery 0  β”‚    1.07 ms β”‚        1.05 ms β”‚    no change β”‚
   β”‚ QQuery 1  β”‚    9.32 ms β”‚        9.29 ms β”‚    no change β”‚
   β”‚ QQuery 2  β”‚   24.84 ms β”‚       24.80 ms β”‚    no change β”‚
   β”‚ QQuery 3  β”‚   21.36 ms β”‚       21.26 ms β”‚    no change β”‚
   β”‚ QQuery 4  β”‚  138.24 ms β”‚      140.76 ms β”‚    no change β”‚
   β”‚ QQuery 5  β”‚  190.37 ms β”‚      184.56 ms β”‚    no change β”‚
   β”‚ QQuery 6  β”‚    1.10 ms β”‚        1.08 ms β”‚    no change β”‚
   β”‚ QQuery 7  β”‚   11.65 ms β”‚       11.56 ms β”‚    no change β”‚
   β”‚ QQuery 8  β”‚  202.38 ms β”‚      205.17 ms β”‚    no change β”‚
   β”‚ QQuery 9  β”‚  266.35 ms β”‚      259.41 ms β”‚    no change β”‚
   β”‚ QQuery 10 β”‚   64.57 ms β”‚       64.15 ms β”‚    no change β”‚
   β”‚ QQuery 11 β”‚   72.06 ms β”‚       71.63 ms β”‚    no change β”‚
   β”‚ QQuery 12 β”‚  198.81 ms β”‚      202.00 ms β”‚    no change β”‚
   β”‚ QQuery 13 β”‚  265.72 ms β”‚      267.80 ms β”‚    no change β”‚
   β”‚ QQuery 14 β”‚  215.25 ms β”‚      215.70 ms β”‚    no change β”‚
   β”‚ QQuery 15 β”‚  164.01 ms β”‚      165.84 ms β”‚    no change β”‚
   β”‚ QQuery 16 β”‚  373.56 ms β”‚      378.28 ms β”‚    no change β”‚
   β”‚ QQuery 17 β”‚  371.63 ms β”‚      376.93 ms β”‚    no change β”‚
   β”‚ QQuery 18 β”‚  742.75 ms β”‚      729.18 ms β”‚    no change β”‚
   β”‚ QQuery 19 β”‚   19.44 ms β”‚       19.15 ms β”‚    no change β”‚
   β”‚ QQuery 20 β”‚  381.87 ms β”‚      378.45 ms β”‚    no change β”‚
   β”‚ QQuery 21 β”‚  394.19 ms β”‚      401.87 ms β”‚    no change β”‚
   β”‚ QQuery 22 β”‚  623.26 ms β”‚      616.65 ms β”‚    no change β”‚
   β”‚ QQuery 23 β”‚  102.12 ms β”‚      102.45 ms β”‚    no change β”‚
   β”‚ QQuery 24 β”‚   24.45 ms β”‚       24.31 ms β”‚    no change β”‚
   β”‚ QQuery 25 β”‚  111.09 ms β”‚      109.02 ms β”‚    no change β”‚
   β”‚ QQuery 26 β”‚   34.09 ms β”‚       33.67 ms β”‚    no change β”‚
   β”‚ QQuery 27 β”‚  427.38 ms β”‚      434.19 ms β”‚    no change β”‚
   β”‚ QQuery 28 β”‚ 1935.12 ms β”‚     1944.88 ms β”‚    no change β”‚
   β”‚ QQuery 29 β”‚   32.38 ms β”‚       32.38 ms β”‚    no change β”‚
   β”‚ QQuery 30 β”‚  206.82 ms β”‚      209.65 ms β”‚    no change β”‚
   β”‚ QQuery 31 β”‚  194.40 ms β”‚      190.13 ms β”‚    no change β”‚
   β”‚ QQuery 32 β”‚  542.40 ms β”‚      542.14 ms β”‚    no change β”‚
   β”‚ QQuery 33 β”‚  839.56 ms β”‚      849.82 ms β”‚    no change β”‚
   β”‚ QQuery 34 β”‚  881.60 ms β”‚      871.77 ms β”‚    no change β”‚
   β”‚ QQuery 35 β”‚  173.43 ms β”‚      171.79 ms β”‚    no change β”‚
   β”‚ QQuery 36 β”‚   66.80 ms β”‚       64.06 ms β”‚    no change β”‚
   β”‚ QQuery 37 β”‚   35.26 ms β”‚       40.77 ms β”‚ 1.16x slower β”‚
   β”‚ QQuery 38 β”‚   33.16 ms β”‚       33.11 ms β”‚    no change β”‚
   β”‚ QQuery 39 β”‚  125.62 ms β”‚      131.37 ms β”‚    no change β”‚
   β”‚ QQuery 40 β”‚   16.80 ms β”‚       16.79 ms β”‚    no change β”‚
   β”‚ QQuery 41 β”‚   15.71 ms β”‚       15.74 ms β”‚    no change β”‚
   β”‚ QQuery 42 β”‚   13.62 ms β”‚       13.69 ms β”‚    no change β”‚
   β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
   ┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
   ┃ Benchmark Summary             ┃            ┃
   ┑━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
   β”‚ Total Time (HEAD)             β”‚ 10565.59ms β”‚
   β”‚ Total Time (old-main-21566)   β”‚ 10578.31ms β”‚
   β”‚ Average Time (HEAD)           β”‚   245.71ms β”‚
   β”‚ Average Time (old-main-21566) β”‚   246.01ms β”‚
   β”‚ Queries Faster                β”‚          0 β”‚
   β”‚ Queries Slower                β”‚          1 β”‚
   β”‚ Queries with No Change        β”‚         42 β”‚
   β”‚ Queries with Failure          β”‚          0 β”‚
   β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
   
   Distribution per query (min / mean Β±stddev / max):
   
   Comparing HEAD and old-main-21566
   --------------------
   Benchmark clickbench_pushdown.json
   --------------------
   ┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
   ┃ Query     ┃                                  HEAD ┃                        old-main-21566 ┃        Change ┃
   ┑━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
   β”‚ QQuery 0  β”‚          1.07 / 2.91 Β±3.59 / 10.09 ms β”‚           1.05 / 2.80 Β±3.43 / 9.67 ms β”‚     no change β”‚
   β”‚ QQuery 1  β”‚           9.32 / 9.48 Β±0.12 / 9.69 ms β”‚           9.29 / 9.42 Β±0.07 / 9.49 ms β”‚     no change β”‚
   β”‚ QQuery 2  β”‚        24.84 / 25.21 Β±0.32 / 25.66 ms β”‚        24.80 / 25.02 Β±0.25 / 25.38 ms β”‚     no change β”‚
   β”‚ QQuery 3  β”‚        21.36 / 21.68 Β±0.41 / 22.47 ms β”‚        21.26 / 21.41 Β±0.13 / 21.61 ms β”‚     no change β”‚
   β”‚ QQuery 4  β”‚     138.24 / 143.08 Β±3.19 / 147.26 ms β”‚     140.76 / 142.86 Β±2.02 / 146.37 ms β”‚     no change β”‚
   β”‚ QQuery 5  β”‚     190.37 / 193.40 Β±2.76 / 197.97 ms β”‚     184.56 / 191.24 Β±4.58 / 196.61 ms β”‚     no change β”‚
   β”‚ QQuery 6  β”‚           1.10 / 1.22 Β±0.18 / 1.57 ms β”‚           1.08 / 1.21 Β±0.21 / 1.62 ms β”‚     no change β”‚
   β”‚ QQuery 7  β”‚        11.65 / 11.86 Β±0.17 / 12.16 ms β”‚        11.56 / 11.71 Β±0.11 / 11.87 ms β”‚     no change β”‚
   β”‚ QQuery 8  β”‚     202.38 / 204.57 Β±1.95 / 207.82 ms β”‚     205.17 / 206.31 Β±1.08 / 207.75 ms β”‚     no change β”‚
   β”‚ QQuery 9  β”‚     266.35 / 272.72 Β±4.06 / 277.07 ms β”‚    259.41 / 276.30 Β±13.12 / 299.12 ms β”‚     no change β”‚
   β”‚ QQuery 10 β”‚        64.57 / 65.46 Β±0.63 / 66.50 ms β”‚        64.15 / 64.98 Β±0.61 / 66.01 ms β”‚     no change β”‚
   β”‚ QQuery 11 β”‚        72.06 / 73.02 Β±0.84 / 74.35 ms β”‚        71.63 / 72.29 Β±0.37 / 72.59 ms β”‚     no change β”‚
   β”‚ QQuery 12 β”‚     198.81 / 205.70 Β±5.61 / 214.60 ms β”‚     202.00 / 209.69 Β±5.86 / 217.64 ms β”‚     no change β”‚
   β”‚ QQuery 13 β”‚    265.72 / 274.42 Β±11.14 / 294.68 ms β”‚    267.80 / 280.64 Β±15.71 / 310.71 ms β”‚     no change β”‚
   β”‚ QQuery 14 β”‚     215.25 / 221.24 Β±3.89 / 227.06 ms β”‚     215.70 / 221.23 Β±4.45 / 228.00 ms β”‚     no change β”‚
   β”‚ QQuery 15 β”‚     164.01 / 167.37 Β±3.25 / 172.28 ms β”‚    165.84 / 179.58 Β±13.10 / 202.49 ms β”‚  1.07x slower β”‚
   β”‚ QQuery 16 β”‚    373.56 / 384.28 Β±12.44 / 408.42 ms β”‚     378.28 / 385.96 Β±8.35 / 400.21 ms β”‚     no change β”‚
   β”‚ QQuery 17 β”‚     371.63 / 378.20 Β±5.36 / 387.05 ms β”‚     376.93 / 386.62 Β±5.94 / 393.70 ms β”‚     no change β”‚
   β”‚ QQuery 18 β”‚    742.75 / 753.94 Β±10.73 / 773.02 ms β”‚    729.18 / 770.93 Β±29.85 / 818.06 ms β”‚     no change β”‚
   β”‚ QQuery 19 β”‚        19.44 / 19.57 Β±0.09 / 19.70 ms β”‚       19.15 / 28.27 Β±17.58 / 63.43 ms β”‚  1.44x slower β”‚
   β”‚ QQuery 20 β”‚     381.87 / 387.51 Β±5.38 / 395.84 ms β”‚    378.45 / 401.96 Β±14.53 / 418.89 ms β”‚     no change β”‚
   β”‚ QQuery 21 β”‚     394.19 / 399.91 Β±7.12 / 413.14 ms β”‚    401.87 / 419.78 Β±11.24 / 435.34 ms β”‚     no change β”‚
   β”‚ QQuery 22 β”‚     623.26 / 632.36 Β±7.72 / 643.68 ms β”‚     616.65 / 628.92 Β±7.35 / 635.66 ms β”‚     no change β”‚
   β”‚ QQuery 23 β”‚     102.12 / 107.10 Β±4.02 / 112.98 ms β”‚     102.45 / 106.11 Β±2.92 / 109.51 ms β”‚     no change β”‚
   β”‚ QQuery 24 β”‚        24.45 / 26.29 Β±1.84 / 29.42 ms β”‚       24.31 / 33.94 Β±18.76 / 71.46 ms β”‚  1.29x slower β”‚
   β”‚ QQuery 25 β”‚     111.09 / 114.21 Β±3.26 / 120.11 ms β”‚     109.02 / 111.09 Β±1.13 / 112.24 ms β”‚     no change β”‚
   β”‚ QQuery 26 β”‚        34.09 / 34.98 Β±0.92 / 36.68 ms β”‚        33.67 / 37.25 Β±4.85 / 46.75 ms β”‚  1.06x slower β”‚
   β”‚ QQuery 27 β”‚     427.38 / 436.14 Β±7.78 / 450.53 ms β”‚    434.19 / 454.04 Β±15.22 / 480.55 ms β”‚     no change β”‚
   β”‚ QQuery 28 β”‚ 1935.12 / 1955.99 Β±12.49 / 1974.45 ms β”‚ 1944.88 / 1969.54 Β±15.64 / 1987.27 ms β”‚     no change β”‚
   β”‚ QQuery 29 β”‚        32.38 / 38.85 Β±9.39 / 56.75 ms β”‚       32.38 / 45.89 Β±16.53 / 77.35 ms β”‚  1.18x slower β”‚
   β”‚ QQuery 30 β”‚     206.82 / 217.98 Β±9.96 / 235.82 ms β”‚     209.65 / 216.22 Β±5.27 / 224.27 ms β”‚     no change β”‚
   β”‚ QQuery 31 β”‚     194.40 / 201.43 Β±3.62 / 204.23 ms β”‚     190.13 / 203.73 Β±9.38 / 218.87 ms β”‚     no change β”‚
   β”‚ QQuery 32 β”‚    542.40 / 555.98 Β±20.61 / 596.87 ms β”‚    542.14 / 559.48 Β±12.55 / 580.63 ms β”‚     no change β”‚
   β”‚ QQuery 33 β”‚    839.56 / 856.63 Β±12.17 / 876.95 ms β”‚    849.82 / 883.73 Β±35.09 / 941.28 ms β”‚     no change β”‚
   β”‚ QQuery 34 β”‚    881.60 / 891.28 Β±12.18 / 914.87 ms β”‚    871.77 / 883.68 Β±10.68 / 897.54 ms β”‚     no change β”‚
   β”‚ QQuery 35 β”‚    173.43 / 193.03 Β±22.01 / 227.21 ms β”‚     171.79 / 183.40 Β±9.25 / 195.91 ms β”‚     no change β”‚
   β”‚ QQuery 36 β”‚        66.80 / 70.61 Β±2.91 / 74.20 ms β”‚        64.06 / 66.54 Β±1.78 / 69.07 ms β”‚ +1.06x faster β”‚
   β”‚ QQuery 37 β”‚        35.26 / 37.62 Β±2.09 / 41.43 ms β”‚       40.77 / 49.59 Β±12.48 / 74.34 ms β”‚  1.32x slower β”‚
   β”‚ QQuery 38 β”‚        33.16 / 37.49 Β±3.38 / 41.52 ms β”‚        33.11 / 35.88 Β±1.49 / 37.07 ms β”‚     no change β”‚
   β”‚ QQuery 39 β”‚     125.62 / 135.87 Β±8.42 / 146.55 ms β”‚     131.37 / 140.22 Β±6.61 / 146.23 ms β”‚     no change β”‚
   β”‚ QQuery 40 β”‚        16.80 / 17.22 Β±0.40 / 17.87 ms β”‚        16.79 / 19.15 Β±2.93 / 24.91 ms β”‚  1.11x slower β”‚
   β”‚ QQuery 41 β”‚        15.71 / 16.43 Β±0.92 / 18.23 ms β”‚        15.74 / 16.00 Β±0.22 / 16.30 ms β”‚     no change β”‚
   β”‚ QQuery 42 β”‚        13.62 / 16.16 Β±4.76 / 25.69 ms β”‚        13.69 / 15.21 Β±2.51 / 20.20 ms β”‚ +1.06x faster β”‚
   β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
   ┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
   ┃ Benchmark Summary             ┃            ┃
   ┑━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
   β”‚ Total Time (HEAD)             β”‚ 10810.40ms β”‚
   β”‚ Total Time (old-main-21566)   β”‚ 10969.81ms β”‚
   β”‚ Average Time (HEAD)           β”‚   251.40ms β”‚
   β”‚ Average Time (old-main-21566) β”‚   255.11ms β”‚
   β”‚ Queries Faster                β”‚          2 β”‚
   β”‚ Queries Slower                β”‚          7 β”‚
   β”‚ Queries with No Change        β”‚         34 β”‚
   β”‚ Queries with Failure          β”‚          0 β”‚
   β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
   ```
   
   </p>
   </details>
   
   <details><summary>Resource Usage</summary>
   
   **clickbench_pushdown β€” base (merge-base)**
   | Metric | Value |
   |--------|-------|
   | Wall time | 55.0s |
   | Peak memory | 8.8 GiB |
   | Avg memory | 3.9 GiB |
   | CPU user | 513.6s |
   | CPU sys | 31.7s |
   | Peak spill | 0 B |
   
   **clickbench_pushdown β€” branch**
   | Metric | Value |
   |--------|-------|
   | Wall time | 60.0s |
   | Peak memory | 8.4 GiB |
   | Avg memory | 3.4 GiB |
   | CPU user | 513.9s |
   | CPU sys | 34.3s |
   | Peak spill | 0 B |
   
   </details>
   
   
   ---
   [File an issue](https://github.com/adriangb/datafusion-benchmarking/issues) against this benchmark runner


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