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Posted to github@datafusion.apache.org by "Rich-T-kid (via GitHub)" <gi...@apache.org> on 2026/10/13 18:22:21 UTC

[PR] Fix dictionary LIKE coercion [datafusion]

Rich-T-kid opened a new pull request, #26279:
URL: https://github.com/apache/datafusion/pull/26279

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Re: [PR] Fix dictionary LIKE coercion [datafusion]

Posted by "Rich-T-kid (via GitHub)" <gi...@apache.org>.
Rich-T-kid closed pull request #26279: Fix dictionary LIKE coercion
URL: https://github.com/apache/datafusion/pull/26279


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Re: [PR] Fix dictionary LIKE coercion [datafusion]

Posted by "adriangbot (via GitHub)" <gi...@apache.org>.
adriangbot commented on PR #26279:
URL: https://github.com/apache/datafusion/pull/26279#issuecomment-6152527291

   πŸ€– Benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/26279#issuecomment-6152371026)
   
   **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB)
   
   Comparing rich-T-kid/dict-like-preserve (6ee6be26b6cc897eda6961aece9135aa2aab50a0) to 2c568b4 (merge-base) [diff](https://github.com/apache/datafusion/compare/2c568b478b3aff18de52609c7237f1c3f494d5b1..6ee6be26b6cc897eda6961aece9135aa2aab50a0)
   
   <details><summary>Run configuration</summary>
   
   ```yaml
   run benchmark tpch
   baseline:
     env:
       DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
   changed:
     env:
       DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
   ```
   
   </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 rich-T-kid_dict-like-preserve
   --------------------
   Benchmark tpch_sf1.json
   --------------------
   ┏━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┓
   ┃ Query     ┃     HEAD ┃ rich-T-kid_dict-like-preserve ┃       Change ┃
   ┑━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
   β”‚ QQuery 1  β”‚ 42.13 ms β”‚                      43.47 ms β”‚    no change β”‚
   β”‚ QQuery 2  β”‚ 20.54 ms β”‚                      20.89 ms β”‚    no change β”‚
   β”‚ QQuery 3  β”‚ 31.87 ms β”‚                      31.83 ms β”‚    no change β”‚
   β”‚ QQuery 4  β”‚ 19.22 ms β”‚                      18.85 ms β”‚    no change β”‚
   β”‚ QQuery 5  β”‚ 40.04 ms β”‚                      39.89 ms β”‚    no change β”‚
   β”‚ QQuery 6  β”‚ 14.61 ms β”‚                      14.81 ms β”‚    no change β”‚
   β”‚ QQuery 7  β”‚ 45.77 ms β”‚                      46.13 ms β”‚    no change β”‚
   β”‚ QQuery 8  β”‚ 43.61 ms β”‚                      44.46 ms β”‚    no change β”‚
   β”‚ QQuery 9  β”‚ 54.89 ms β”‚                      55.27 ms β”‚    no change β”‚
   β”‚ QQuery 10 β”‚ 62.99 ms β”‚                      63.85 ms β”‚    no change β”‚
   β”‚ QQuery 11 β”‚ 14.64 ms β”‚                      14.88 ms β”‚    no change β”‚
   β”‚ QQuery 12 β”‚ 21.92 ms β”‚                      22.94 ms β”‚    no change β”‚
   β”‚ QQuery 13 β”‚ 50.04 ms β”‚                      54.30 ms β”‚ 1.09x slower β”‚
   β”‚ QQuery 14 β”‚ 26.16 ms β”‚                      27.31 ms β”‚    no change β”‚
   β”‚ QQuery 15 β”‚ 33.67 ms β”‚                      34.90 ms β”‚    no change β”‚
   β”‚ QQuery 16 β”‚ 15.16 ms β”‚                      15.25 ms β”‚    no change β”‚
   β”‚ QQuery 17 β”‚ 86.32 ms β”‚                      89.45 ms β”‚    no change β”‚
   β”‚ QQuery 18 β”‚ 73.17 ms β”‚                      74.62 ms β”‚    no change β”‚
   β”‚ QQuery 19 β”‚ 30.78 ms β”‚                      32.14 ms β”‚    no change β”‚
   β”‚ QQuery 20 β”‚ 35.32 ms β”‚                      38.47 ms β”‚ 1.09x slower β”‚
   β”‚ QQuery 21 β”‚ 59.81 ms β”‚                      61.47 ms β”‚    no change β”‚
   β”‚ QQuery 22 β”‚ 17.89 ms β”‚                      17.34 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”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
   ┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━┓
   ┃ Benchmark Summary                            ┃          ┃
   ┑━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━┩
   β”‚ Total Time (HEAD)                            β”‚ 840.56ms β”‚
   β”‚ Total Time (rich-T-kid_dict-like-preserve)   β”‚ 862.49ms β”‚
   β”‚ Average Time (HEAD)                          β”‚  38.21ms β”‚
   β”‚ Average Time (rich-T-kid_dict-like-preserve) β”‚  39.20ms β”‚
   β”‚ Queries Faster                               β”‚        0 β”‚
   β”‚ Queries Slower                               β”‚        2 β”‚
   β”‚ Queries with No Change                       β”‚       20 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”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
   
   Distribution per query (min / mean Β±stddev / max):
   
   Comparing HEAD and rich-T-kid_dict-like-preserve
   --------------------
   Benchmark tpch_sf1.json
   --------------------
   ┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┓
   ┃ Query     ┃                           HEAD ┃  rich-T-kid_dict-like-preserve ┃       Change ┃
   ┑━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
   β”‚ QQuery 1  β”‚ 42.13 / 44.31 Β±2.53 / 48.99 ms β”‚ 43.47 / 44.97 Β±2.47 / 49.90 ms β”‚    no change β”‚
   β”‚ QQuery 2  β”‚ 20.54 / 21.03 Β±0.40 / 21.72 ms β”‚ 20.89 / 21.30 Β±0.38 / 21.90 ms β”‚    no change β”‚
   β”‚ QQuery 3  β”‚ 31.87 / 32.35 Β±0.30 / 32.74 ms β”‚ 31.83 / 32.68 Β±1.27 / 35.20 ms β”‚    no change β”‚
   β”‚ QQuery 4  β”‚ 19.22 / 19.77 Β±0.69 / 21.13 ms β”‚ 18.85 / 19.08 Β±0.14 / 19.28 ms β”‚    no change β”‚
   β”‚ QQuery 5  β”‚ 40.04 / 40.36 Β±0.22 / 40.60 ms β”‚ 39.89 / 41.11 Β±1.35 / 43.15 ms β”‚    no change β”‚
   β”‚ QQuery 6  β”‚ 14.61 / 14.80 Β±0.13 / 14.95 ms β”‚ 14.81 / 15.12 Β±0.43 / 15.97 ms β”‚    no change β”‚
   β”‚ QQuery 7  β”‚ 45.77 / 48.32 Β±1.52 / 49.61 ms β”‚ 46.13 / 48.39 Β±1.67 / 50.24 ms β”‚    no change β”‚
   β”‚ QQuery 8  β”‚ 43.61 / 44.38 Β±0.81 / 45.93 ms β”‚ 44.46 / 44.65 Β±0.14 / 44.85 ms β”‚    no change β”‚
   β”‚ QQuery 9  β”‚ 54.89 / 56.03 Β±1.25 / 58.47 ms β”‚ 55.27 / 56.32 Β±1.24 / 58.69 ms β”‚    no change β”‚
   β”‚ QQuery 10 β”‚ 62.99 / 63.90 Β±0.97 / 65.60 ms β”‚ 63.85 / 65.05 Β±0.75 / 65.75 ms β”‚    no change β”‚
   β”‚ QQuery 11 β”‚ 14.64 / 15.26 Β±0.93 / 17.11 ms β”‚ 14.88 / 16.18 Β±1.84 / 19.80 ms β”‚ 1.06x slower β”‚
   β”‚ QQuery 12 β”‚ 21.92 / 22.29 Β±0.41 / 23.09 ms β”‚ 22.94 / 23.25 Β±0.40 / 23.98 ms β”‚    no change β”‚
   β”‚ QQuery 13 β”‚ 50.04 / 50.77 Β±0.49 / 51.33 ms β”‚ 54.30 / 55.59 Β±0.93 / 56.67 ms β”‚ 1.09x slower β”‚
   β”‚ QQuery 14 β”‚ 26.16 / 26.40 Β±0.15 / 26.59 ms β”‚ 27.31 / 27.52 Β±0.27 / 28.04 ms β”‚    no change β”‚
   β”‚ QQuery 15 β”‚ 33.67 / 34.50 Β±0.52 / 35.18 ms β”‚ 34.90 / 35.65 Β±0.84 / 37.09 ms β”‚    no change β”‚
   β”‚ QQuery 16 β”‚ 15.16 / 15.38 Β±0.13 / 15.57 ms β”‚ 15.25 / 15.61 Β±0.24 / 15.88 ms β”‚    no change β”‚
   β”‚ QQuery 17 β”‚ 86.32 / 87.31 Β±0.80 / 88.70 ms β”‚ 89.45 / 91.88 Β±3.48 / 98.67 ms β”‚ 1.05x slower β”‚
   β”‚ QQuery 18 β”‚ 73.17 / 77.28 Β±2.95 / 80.86 ms β”‚ 74.62 / 75.95 Β±1.12 / 77.93 ms β”‚    no change β”‚
   β”‚ QQuery 19 β”‚ 30.78 / 31.33 Β±0.51 / 32.22 ms β”‚ 32.14 / 33.21 Β±0.88 / 34.79 ms β”‚ 1.06x slower β”‚
   β”‚ QQuery 20 β”‚ 35.32 / 35.97 Β±0.54 / 36.59 ms β”‚ 38.47 / 38.81 Β±0.41 / 39.36 ms β”‚ 1.08x slower β”‚
   β”‚ QQuery 21 β”‚ 59.81 / 63.75 Β±2.70 / 67.27 ms β”‚ 61.47 / 61.98 Β±0.41 / 62.60 ms β”‚    no change β”‚
   β”‚ QQuery 22 β”‚ 17.89 / 17.99 Β±0.11 / 18.19 ms β”‚ 17.34 / 17.45 Β±0.06 / 17.50 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”€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”‚ 863.47ms β”‚
   β”‚ Total Time (rich-T-kid_dict-like-preserve)   β”‚ 881.74ms β”‚
   β”‚ Average Time (HEAD)                          β”‚  39.25ms β”‚
   β”‚ Average Time (rich-T-kid_dict-like-preserve) β”‚  40.08ms β”‚
   β”‚ Queries Faster                               β”‚        0 β”‚
   β”‚ Queries Slower                               β”‚        5 β”‚
   β”‚ Queries with No Change                       β”‚       17 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”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
   ```
   
   </p>
   </details>
   
   <details><summary>Resource Usage</summary>
   
   **tpch β€” base (merge-base)**
   | Metric | Value |
   |--------|-------|
   | Wall time | 5.0s |
   | Peak memory | 1.1 GiB |
   | Avg memory | 634.8 MiB |
   | CPU user | 21.7s |
   | CPU sys | 1.7s |
   | Peak spill | 0 B |
   
   **tpch β€” branch**
   | Metric | Value |
   |--------|-------|
   | Wall time | 5.0s |
   | Peak memory | 1.1 GiB |
   | Avg memory | 625.8 MiB |
   | CPU user | 21.5s |
   | CPU sys | 1.9s |
   | Peak spill | 0 B |
   
   </details>
   
   
   ---
   [File an issue](https://github.com/adriangb/datafusion-benchmarking/issues) against this benchmark runner


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Re: [PR] Fix dictionary LIKE coercion [datafusion]

Posted by "Rich-T-kid (via GitHub)" <gi...@apache.org>.
Rich-T-kid commented on PR #26279:
URL: https://github.com/apache/datafusion/pull/26279#issuecomment-6152344246

   https://github.com/apache/datafusion/pull/24227#issuecomment-5675290885
   
   ^ will be useful in the future


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Re: [PR] Fix dictionary LIKE coercion [datafusion]

Posted by "adriangbot (via GitHub)" <gi...@apache.org>.
adriangbot commented on PR #26279:
URL: https://github.com/apache/datafusion/pull/26279#issuecomment-6152398014

   πŸ€– Benchmark running (GKE) | [trigger](https://github.com/apache/datafusion/pull/26279#issuecomment-6152377986)
   **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) | `Linux bench-c6152377986-3368-9hjv6 6.12.94+ #1 SMP Fri Aug 21 08:00:16 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 rich-T-kid/dict-like-preserve (6ee6be26b6cc897eda6961aece9135aa2aab50a0) to 2c568b4 (merge-base) [diff](https://github.com/apache/datafusion/compare/2c568b478b3aff18de52609c7237f1c3f494d5b1..6ee6be26b6cc897eda6961aece9135aa2aab50a0)
   
   <details><summary>Run configuration</summary>
   
   ```yaml
   run benchmark clickbench_partitioned
   baseline:
     env:
       DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
   changed:
     env:
       DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
   ```
   
   </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] Fix dictionary LIKE coercion [datafusion]

Posted by "Rich-T-kid (via GitHub)" <gi...@apache.org>.
Rich-T-kid commented on PR #26279:
URL: https://github.com/apache/datafusion/pull/26279#issuecomment-6152377986

   run benchmark clickbench_partitioned
   
   baseline:
     env:
       DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
   changed:
     env:
       DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"


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Re: [PR] Fix dictionary LIKE coercion [datafusion]

Posted by "codecov-commenter (via GitHub)" <gi...@apache.org>.
codecov-commenter commented on PR #26279:
URL: https://github.com/apache/datafusion/pull/26279#issuecomment-6157405060

   ## [Codecov](https://app.codecov.io/gh/apache/datafusion/pull/26279?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache) Report
   :x: Patch coverage is `80.95238%` with `4 lines` in your changes missing coverage. Please review.
   :white_check_mark: Project coverage is 82.83%. Comparing base ([`2c568b4`](https://app.codecov.io/gh/apache/datafusion/commit/2c568b478b3aff18de52609c7237f1c3f494d5b1?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)) to head ([`6ee6be2`](https://app.codecov.io/gh/apache/datafusion/commit/6ee6be26b6cc897eda6961aece9135aa2aab50a0?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   
   | [Files with missing lines](https://app.codecov.io/gh/apache/datafusion/pull/26279?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache) | Patch % | Lines |
   |---|---|---|
   | [datafusion/optimizer/src/analyzer/type\_coercion.rs](https://app.codecov.io/gh/apache/datafusion/pull/26279?src=pr&el=tree&filepath=datafusion%2Foptimizer%2Fsrc%2Fanalyzer%2Ftype_coercion.rs&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-ZGF0YWZ1c2lvbi9vcHRpbWl6ZXIvc3JjL2FuYWx5emVyL3R5cGVfY29lcmNpb24ucnM=) | 80.95% | [1 Missing and 3 partials :warning: ](https://app.codecov.io/gh/apache/datafusion/pull/26279?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache) |
   
   <details><summary>Additional details and impacted files</summary>
   
   
   
   ```diff
   @@            Coverage Diff             @@
   ##             main   #26279      +/-   ##
   ==========================================
   - Coverage   82.83%   82.83%   -0.01%     
   ==========================================
     Files        1149     1149              
     Lines      452798   452814      +16     
     Branches   452798   452814      +16     
   ==========================================
   + Hits       375082   375089       +7     
   - Misses      54893    54896       +3     
   - Partials    22823    22829       +6     
   ```
   </details>
   
   [:umbrella: View full report in Codecov by Harness](https://app.codecov.io/gh/apache/datafusion/pull/26279?dropdown=coverage&src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache).   
   :loudspeaker: Have feedback on the report? [Share it here](https://about.codecov.io/codecov-pr-comment-feedback/?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache).
   <details><summary> :rocket: New features to boost your workflow: </summary>
   
   - :snowflake: [Test Analytics](https://docs.codecov.com/docs/test-analytics): Detect flaky tests, report on failures, and find test suite problems.
   - :package: [JS Bundle Analysis](https://docs.codecov.com/docs/javascript-bundle-analysis): Save yourself from yourself by tracking and limiting bundle sizes in JS merges.
   </details>


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Re: [PR] Fix dictionary LIKE coercion [datafusion]

Posted by "adriangbot (via GitHub)" <gi...@apache.org>.
adriangbot commented on PR #26279:
URL: https://github.com/apache/datafusion/pull/26279#issuecomment-6152390679

   πŸ€– Benchmark running (GKE) | [trigger](https://github.com/apache/datafusion/pull/26279#issuecomment-6152371026)
   **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) | `Linux bench-c6152371026-3367-shg5j 6.12.94+ #1 SMP Fri Aug 21 08:00:16 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 rich-T-kid/dict-like-preserve (6ee6be26b6cc897eda6961aece9135aa2aab50a0) to 2c568b4 (merge-base) [diff](https://github.com/apache/datafusion/compare/2c568b478b3aff18de52609c7237f1c3f494d5b1..6ee6be26b6cc897eda6961aece9135aa2aab50a0)
   
   <details><summary>Run configuration</summary>
   
   ```yaml
   run benchmark tpch
   baseline:
     env:
       DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
   changed:
     env:
       DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
   ```
   
   </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] Fix dictionary LIKE coercion [datafusion]

Posted by "Rich-T-kid (via GitHub)" <gi...@apache.org>.
Rich-T-kid commented on PR #26279:
URL: https://github.com/apache/datafusion/pull/26279#issuecomment-6152371026

   run benchmark tpch 
   ```rust
   baseline:
     env:
       DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
   changed:
     env:
       DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
   ```


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Re: [PR] Fix dictionary LIKE coercion [datafusion]

Posted by "adriangbot (via GitHub)" <gi...@apache.org>.
adriangbot commented on PR #26279:
URL: https://github.com/apache/datafusion/pull/26279#issuecomment-6152807000

   πŸ€– Benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/26279#issuecomment-6152377986)
   
   **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB)
   
   Comparing rich-T-kid/dict-like-preserve (6ee6be26b6cc897eda6961aece9135aa2aab50a0) to 2c568b4 (merge-base) [diff](https://github.com/apache/datafusion/compare/2c568b478b3aff18de52609c7237f1c3f494d5b1..6ee6be26b6cc897eda6961aece9135aa2aab50a0)
   
   <details><summary>Run configuration</summary>
   
   ```yaml
   run benchmark clickbench_partitioned
   baseline:
     env:
       DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
   changed:
     env:
       DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
   ```
   
   </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 rich-T-kid_dict-like-preserve
   --------------------
   Benchmark clickbench_partitioned.json
   --------------------
   ┏━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┓
   ┃ Query     ┃        HEAD ┃ rich-T-kid_dict-like-preserve ┃       Change ┃
   ┑━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
   β”‚ QQuery 0  β”‚     1.27 ms β”‚                       1.25 ms β”‚    no change β”‚
   β”‚ QQuery 1  β”‚    11.75 ms β”‚                      11.67 ms β”‚    no change β”‚
   β”‚ QQuery 2  β”‚    36.00 ms β”‚                      36.37 ms β”‚    no change β”‚
   β”‚ QQuery 3  β”‚    32.47 ms β”‚                      32.31 ms β”‚    no change β”‚
   β”‚ QQuery 4  β”‚   270.25 ms β”‚                     270.39 ms β”‚    no change β”‚
   β”‚ QQuery 5  β”‚  1608.96 ms β”‚                    1600.33 ms β”‚    no change β”‚
   β”‚ QQuery 6  β”‚     1.39 ms β”‚                       1.46 ms β”‚    no change β”‚
   β”‚ QQuery 7  β”‚    13.32 ms β”‚                      13.56 ms β”‚    no change β”‚
   β”‚ QQuery 8  β”‚   382.87 ms β”‚                     376.30 ms β”‚    no change β”‚
   β”‚ QQuery 9  β”‚   501.05 ms β”‚                     550.48 ms β”‚ 1.10x slower β”‚
   β”‚ QQuery 10 β”‚   203.77 ms β”‚                     202.91 ms β”‚    no change β”‚
   β”‚ QQuery 11 β”‚   213.01 ms β”‚                     213.88 ms β”‚    no change β”‚
   β”‚ QQuery 12 β”‚  1663.83 ms β”‚                    1658.37 ms β”‚    no change β”‚
   β”‚ QQuery 13 β”‚  2319.95 ms β”‚                    2254.81 ms β”‚    no change β”‚
   β”‚ QQuery 14 β”‚  1800.29 ms β”‚                    1769.27 ms β”‚    no change β”‚
   β”‚ QQuery 15 β”‚   325.11 ms β”‚                     327.37 ms β”‚    no change β”‚
   β”‚ QQuery 16 β”‚  3904.79 ms β”‚                    3925.52 ms β”‚    no change β”‚
   β”‚ QQuery 17 β”‚  4136.30 ms β”‚                    4105.94 ms β”‚    no change β”‚
   β”‚ QQuery 18 β”‚  7645.62 ms β”‚                    7464.94 ms β”‚    no change β”‚
   β”‚ QQuery 19 β”‚    29.15 ms β”‚                      29.47 ms β”‚    no change β”‚
   β”‚ QQuery 20 β”‚  1119.11 ms β”‚                    1100.10 ms β”‚    no change β”‚
   β”‚ QQuery 21 β”‚  1397.49 ms β”‚                    1427.18 ms β”‚    no change β”‚
   β”‚ QQuery 22 β”‚  3322.79 ms β”‚                    3336.20 ms β”‚    no change β”‚
   β”‚ QQuery 23 β”‚  9532.23 ms β”‚                    9616.71 ms β”‚    no change β”‚
   β”‚ QQuery 24 β”‚   100.82 ms β”‚                      99.84 ms β”‚    no change β”‚
   β”‚ QQuery 25 β”‚   359.50 ms β”‚                     358.58 ms β”‚    no change β”‚
   β”‚ QQuery 26 β”‚   100.19 ms β”‚                     100.05 ms β”‚    no change β”‚
   β”‚ QQuery 27 β”‚  1198.84 ms β”‚                    1193.35 ms β”‚    no change β”‚
   β”‚ QQuery 28 β”‚  3622.83 ms β”‚                    3670.71 ms β”‚    no change β”‚
   β”‚ QQuery 29 β”‚    40.70 ms β”‚                      40.52 ms β”‚    no change β”‚
   β”‚ QQuery 30 β”‚   574.94 ms β”‚                     574.07 ms β”‚    no change β”‚
   β”‚ QQuery 31 β”‚   572.41 ms β”‚                     556.12 ms β”‚    no change β”‚
   β”‚ QQuery 32 β”‚  1128.50 ms β”‚                    1100.72 ms β”‚    no change β”‚
   β”‚ QQuery 33 β”‚ 14819.92 ms β”‚                   15108.04 ms β”‚    no change β”‚
   β”‚ QQuery 34 β”‚ 15465.47 ms β”‚                   15862.02 ms β”‚    no change β”‚
   β”‚ QQuery 35 β”‚   358.01 ms β”‚                     363.71 ms β”‚    no change β”‚
   β”‚ QQuery 36 β”‚   192.32 ms β”‚                     200.11 ms β”‚    no change β”‚
   β”‚ QQuery 37 β”‚    98.94 ms β”‚                     100.27 ms β”‚    no change β”‚
   β”‚ QQuery 38 β”‚    82.47 ms β”‚                      81.10 ms β”‚    no change β”‚
   β”‚ QQuery 39 β”‚   431.00 ms β”‚                     453.91 ms β”‚ 1.05x slower β”‚
   β”‚ QQuery 40 β”‚    15.09 ms β”‚                      16.71 ms β”‚ 1.11x slower β”‚
   β”‚ QQuery 41 β”‚    14.43 ms β”‚                      14.79 ms β”‚    no change β”‚
   β”‚ QQuery 42 β”‚    14.12 ms β”‚                      14.53 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”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
   ┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
   ┃ Benchmark Summary                            ┃            ┃
   ┑━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
   β”‚ Total Time (HEAD)                            β”‚ 79663.28ms β”‚
   β”‚ Total Time (rich-T-kid_dict-like-preserve)   β”‚ 80235.89ms β”‚
   β”‚ Average Time (HEAD)                          β”‚  1852.63ms β”‚
   β”‚ Average Time (rich-T-kid_dict-like-preserve) β”‚  1865.95ms β”‚
   β”‚ Queries Faster                               β”‚          0 β”‚
   β”‚ Queries Slower                               β”‚          3 β”‚
   β”‚ Queries with No Change                       β”‚         40 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”€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 rich-T-kid_dict-like-preserve
   --------------------
   Benchmark clickbench_partitioned.json
   --------------------
   ┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
   ┃ Query     ┃                                      HEAD ┃             rich-T-kid_dict-like-preserve ┃        Change ┃
   ┑━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
   β”‚ QQuery 0  β”‚              1.27 / 4.79 Β±6.76 / 18.30 ms β”‚              1.25 / 4.72 Β±6.66 / 18.04 ms β”‚     no change β”‚
   β”‚ QQuery 1  β”‚            11.75 / 12.07 Β±0.22 / 12.35 ms β”‚            11.67 / 11.98 Β±0.25 / 12.34 ms β”‚     no change β”‚
   β”‚ QQuery 2  β”‚            36.00 / 36.61 Β±0.50 / 37.29 ms β”‚            36.37 / 36.89 Β±0.36 / 37.39 ms β”‚     no change β”‚
   β”‚ QQuery 3  β”‚            32.47 / 33.54 Β±1.31 / 35.94 ms β”‚            32.31 / 32.75 Β±0.54 / 33.81 ms β”‚     no change β”‚
   β”‚ QQuery 4  β”‚         270.25 / 274.95 Β±3.53 / 279.62 ms β”‚         270.39 / 273.16 Β±2.55 / 277.92 ms β”‚     no change β”‚
   β”‚ QQuery 5  β”‚    1608.96 / 1720.17 Β±106.04 / 1898.96 ms β”‚     1600.33 / 1699.27 Β±59.54 / 1757.91 ms β”‚     no change β”‚
   β”‚ QQuery 6  β”‚               1.39 / 1.64 Β±0.26 / 1.97 ms β”‚               1.46 / 1.65 Β±0.20 / 2.03 ms β”‚     no change β”‚
   β”‚ QQuery 7  β”‚            13.32 / 13.58 Β±0.23 / 13.94 ms β”‚            13.56 / 13.67 Β±0.08 / 13.76 ms β”‚     no change β”‚
   β”‚ QQuery 8  β”‚        382.87 / 393.48 Β±14.52 / 421.90 ms β”‚        376.30 / 388.71 Β±10.12 / 405.67 ms β”‚     no change β”‚
   β”‚ QQuery 9  β”‚        501.05 / 541.42 Β±25.81 / 567.83 ms β”‚        550.48 / 574.79 Β±16.13 / 596.72 ms β”‚  1.06x slower β”‚
   β”‚ QQuery 10 β”‚         203.77 / 203.85 Β±0.05 / 203.92 ms β”‚        202.91 / 209.93 Β±11.93 / 233.73 ms β”‚     no change β”‚
   β”‚ QQuery 11 β”‚         213.01 / 215.58 Β±2.11 / 217.97 ms β”‚         213.88 / 215.70 Β±1.31 / 217.06 ms β”‚     no change β”‚
   β”‚ QQuery 12 β”‚     1663.83 / 1725.16 Β±56.00 / 1809.11 ms β”‚     1658.37 / 1690.82 Β±21.03 / 1720.23 ms β”‚     no change β”‚
   β”‚ QQuery 13 β”‚    2319.95 / 2613.33 Β±339.80 / 3201.11 ms β”‚    2254.81 / 2603.03 Β±258.40 / 2930.98 ms β”‚     no change β”‚
   β”‚ QQuery 14 β”‚     1800.29 / 1851.02 Β±42.06 / 1913.13 ms β”‚     1769.27 / 1836.71 Β±54.20 / 1923.45 ms β”‚     no change β”‚
   β”‚ QQuery 15 β”‚         325.11 / 330.95 Β±4.24 / 337.98 ms β”‚        327.37 / 347.80 Β±13.28 / 365.96 ms β”‚  1.05x slower β”‚
   β”‚ QQuery 16 β”‚    3904.79 / 4146.25 Β±143.69 / 4317.80 ms β”‚    3925.52 / 4086.15 Β±145.97 / 4331.41 ms β”‚     no change β”‚
   β”‚ QQuery 17 β”‚     4136.30 / 4236.65 Β±81.75 / 4357.10 ms β”‚     4105.94 / 4208.32 Β±89.12 / 4354.59 ms β”‚     no change β”‚
   β”‚ QQuery 18 β”‚    7645.62 / 7804.42 Β±194.76 / 8150.80 ms β”‚    7464.94 / 7668.66 Β±158.39 / 7850.27 ms β”‚     no change β”‚
   β”‚ QQuery 19 β”‚            29.15 / 29.59 Β±0.34 / 30.10 ms β”‚            29.47 / 30.86 Β±2.27 / 35.36 ms β”‚     no change β”‚
   β”‚ QQuery 20 β”‚      1119.11 / 1130.96 Β±8.06 / 1144.33 ms β”‚      1100.10 / 1102.18 Β±1.59 / 1104.74 ms β”‚     no change β”‚
   β”‚ QQuery 21 β”‚     1397.49 / 1433.57 Β±19.11 / 1452.66 ms β”‚     1427.18 / 1452.14 Β±16.64 / 1472.64 ms β”‚     no change β”‚
   β”‚ QQuery 22 β”‚     3322.79 / 3402.23 Β±67.56 / 3498.82 ms β”‚     3336.20 / 3426.93 Β±71.77 / 3553.38 ms β”‚     no change β”‚
   β”‚ QQuery 23 β”‚   9532.23 / 9717.90 Β±173.93 / 10040.35 ms β”‚   9616.71 / 9829.13 Β±190.87 / 10187.33 ms β”‚     no change β”‚
   β”‚ QQuery 24 β”‚         100.82 / 102.75 Β±1.88 / 105.61 ms β”‚         99.84 / 133.59 Β±60.54 / 254.58 ms β”‚  1.30x slower β”‚
   β”‚ QQuery 25 β”‚         359.50 / 361.06 Β±2.08 / 365.18 ms β”‚         358.58 / 363.98 Β±9.18 / 382.29 ms β”‚     no change β”‚
   β”‚ QQuery 26 β”‚         100.19 / 101.57 Β±1.83 / 104.85 ms β”‚         100.05 / 101.58 Β±0.99 / 102.56 ms β”‚     no change β”‚
   β”‚ QQuery 27 β”‚     1198.84 / 1231.13 Β±31.86 / 1281.22 ms β”‚     1193.35 / 1213.08 Β±12.16 / 1228.14 ms β”‚     no change β”‚
   β”‚ QQuery 28 β”‚     3622.83 / 3664.37 Β±32.92 / 3718.55 ms β”‚     3670.71 / 3708.65 Β±23.77 / 3737.85 ms β”‚     no change β”‚
   β”‚ QQuery 29 β”‚           40.70 / 59.73 Β±22.76 / 93.23 ms β”‚            40.52 / 40.64 Β±0.12 / 40.85 ms β”‚ +1.47x faster β”‚
   β”‚ QQuery 30 β”‚         574.94 / 587.68 Β±8.96 / 598.55 ms β”‚         574.07 / 588.86 Β±9.27 / 601.17 ms β”‚     no change β”‚
   β”‚ QQuery 31 β”‚        572.41 / 590.13 Β±13.19 / 609.38 ms β”‚        556.12 / 568.65 Β±12.53 / 588.84 ms β”‚     no change β”‚
   β”‚ QQuery 32 β”‚     1128.50 / 1207.71 Β±60.70 / 1283.45 ms β”‚    1100.72 / 1271.47 Β±178.42 / 1599.83 ms β”‚  1.05x slower β”‚
   β”‚ QQuery 33 β”‚ 14819.92 / 15629.35 Β±570.33 / 16473.81 ms β”‚ 15108.04 / 15707.30 Β±465.44 / 16419.82 ms β”‚     no change β”‚
   β”‚ QQuery 34 β”‚ 15465.47 / 15922.93 Β±360.66 / 16471.78 ms β”‚ 15862.02 / 16311.08 Β±384.37 / 16771.79 ms β”‚     no change β”‚
   β”‚ QQuery 35 β”‚        358.01 / 379.98 Β±14.74 / 392.98 ms β”‚        363.71 / 388.46 Β±16.18 / 410.10 ms β”‚     no change β”‚
   β”‚ QQuery 36 β”‚        192.32 / 215.11 Β±23.22 / 253.01 ms β”‚         200.11 / 209.93 Β±8.33 / 219.77 ms β”‚     no change β”‚
   β”‚ QQuery 37 β”‚          98.94 / 105.33 Β±7.33 / 119.34 ms β”‚         100.27 / 101.91 Β±1.00 / 103.16 ms β”‚     no change β”‚
   β”‚ QQuery 38 β”‚            82.47 / 89.30 Β±4.57 / 96.00 ms β”‚            81.10 / 90.57 Β±5.04 / 95.55 ms β”‚     no change β”‚
   β”‚ QQuery 39 β”‚        431.00 / 456.85 Β±19.25 / 484.95 ms β”‚        453.91 / 473.25 Β±20.24 / 512.06 ms β”‚     no change β”‚
   β”‚ QQuery 40 β”‚           15.09 / 25.80 Β±13.03 / 45.20 ms β”‚            16.71 / 17.29 Β±0.60 / 18.34 ms β”‚ +1.49x faster β”‚
   β”‚ QQuery 41 β”‚            14.43 / 16.44 Β±3.14 / 22.67 ms β”‚            14.79 / 15.06 Β±0.15 / 15.25 ms β”‚ +1.09x faster β”‚
   β”‚ QQuery 42 β”‚            14.12 / 14.27 Β±0.21 / 14.69 ms β”‚            14.53 / 14.83 Β±0.26 / 15.26 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”€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”‚ 82635.20ms β”‚
   β”‚ Total Time (rich-T-kid_dict-like-preserve)   β”‚ 83066.15ms β”‚
   β”‚ Average Time (HEAD)                          β”‚  1921.75ms β”‚
   β”‚ Average Time (rich-T-kid_dict-like-preserve) β”‚  1931.77ms β”‚
   β”‚ Queries Faster                               β”‚          3 β”‚
   β”‚ Queries Slower                               β”‚          4 β”‚
   β”‚ Queries with No Change                       β”‚         36 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”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
   ```
   
   </p>
   </details>
   
   <details><summary>Resource Usage</summary>
   
   **clickbench_partitioned β€” base (merge-base)**
   | Metric | Value |
   |--------|-------|
   | Wall time | 415.1s |
   | Peak memory | 13.0 GiB |
   | Avg memory | 6.1 GiB |
   | CPU user | 3599.1s |
   | CPU sys | 227.8s |
   | Peak spill | 0 B |
   
   **clickbench_partitioned β€” branch**
   | Metric | Value |
   |--------|-------|
   | Wall time | 420.1s |
   | Peak memory | 12.9 GiB |
   | Avg memory | 6.0 GiB |
   | CPU user | 3616.1s |
   | CPU sys | 230.5s |
   | Peak spill | 0 B |
   
   </details>
   
   
   ---
   [File an issue](https://github.com/adriangb/datafusion-benchmarking/issues) against this benchmark runner


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