You are viewing a plain text version of this content. The canonical link for it is here.
Posted to github@datafusion.apache.org by "Dandandan (via GitHub)" <gi...@apache.org> on 2026/05/19 06:51:35 UTC

[PR] perf: generic literal-prefix fast path for regexp_replace `${1}` [datafusion]

Dandandan opened a new pull request, #22354:
URL: https://github.com/apache/datafusion/pull/22354

   ## Which issue does this PR close?
   
   <!-- No issue yet; happy to file one if preferred. -->
   
   - Closes #.
   
   ## Rationale for this change
   
   `OptimizedRegex` (introduced for ClickBench Q28-style patterns) already handles `^...(capture).*$` → `${1}` by stripping the trailing `.*$` and running the shortened regex with reusable `CaptureLocations`. That avoids `expand()` and string allocation, but still pays for full regex matching on every row.
   
   For the common subset where the regex up to the capture reduces to a **finite set of literal byte prefixes** and the capture has the form `([^X]+)X` for a single ASCII byte `X`, we can do strictly better: parse the pattern's HIR once at planning time, enumerate the literal prefix variants, and dispatch each row to a `memchr`-based extractor — no regex engine involvement per row.
   
   Patterns that fit this shape:
   
   | Pattern | Prefix variants | Terminator |
   |---|---|---|
   | `^https?://(?:www\.)?([^/]+)/.*$` (ClickBench Q28) | `https://www.`, `http://www.`, `https://`, `http://` | `/` |
   | `^foo:([^,]+),.*$` | `foo:` | `,` |
   | `^(?:foo\|bar\|baz):([^/]+)/.*$` | `bar:`, `baz:`, `foo:` | `/` |
   
   Any pattern that doesn't fit (case-insensitive, multiline, non-ASCII terminator, unbounded prefix) falls back to the existing `ShortenedRegex` path with no change.
   
   ## Performance
   
   Measured on ClickBench Q28 (`REGEXP_REPLACE(\"Referer\", '^https?://(?:www\.)?([^/]+)/.*\$', '\1')`, partitioned dataset, `dfbench --iterations 5 --query 28`, same machine):
   
   | Build | Avg ms | Delta |
   |---|---:|---:|
   | Upstream main (shortened-regex only) | 4577.52 | baseline |
   | Literal-prefix fast path | 2225.00 | **-51.4%** |
   
   Per-iteration:
   
   - Upstream:        4294.1, 4426.0, 4431.4, 5035.1, 4701.0
   - Literal-prefix:  2417.5, 2178.1, 2244.0, 2154.8, 2130.6
   
   ## What changes are included in this PR?
   
   - New `LiteralPrefixCaptureSpec` variant of the internal `ShortRegex` enum, holding a deduplicated longest-first list of literal prefixes plus a single-byte terminator.
   - `try_recognize_literal_prefix_capture(pattern)` parses the pattern with `regex-syntax::parse`, walks the HIR, enumerates prefix variants (bounded by `MAX_PREFIX_VARIANTS = 32`), and verifies the capture is greedy `[^X]+` followed by a literal `X`, `.*`, `\$`.
   - Runtime extractor probes prefixes longest-first; on empty-capture failure (the longest prefix consumes bytes the capture needs) it falls back to shorter prefixes. That preserves the full regex's backtracking semantics for cases like `http://www./path` against the Q28 pattern, where the regex prefers to leave `www.` outside the optional so the capture is non-empty.
   - New transitive direct dep: `regex-syntax` (already pulled in via `regex`, version pinned to `0.8`). Wired through the `regex_expressions` feature so it's only compiled when `regex` is.
   
   ## Are these changes tested?
   
   New unit tests in `datafusion-functions::regex::regexpreplace::tests`:
   
   - `literal_prefix_recognizer_accepts_clickbench_q28` — exact prefix list and terminator for the Q28 pattern.
   - `literal_prefix_recognizer_accepts_single_literal` and `_accepts_alternation` — basic shapes.
   - `literal_prefix_recognizer_rejects_non_anchored`, `_rejects_unbounded_prefix`, `_rejects_non_ascii_terminator`, `_rejects_case_insensitive` — guardrails on what the recognizer will and won't accept.
   - `literal_prefix_fast_path_matches_full_regex_for_q28_pattern` and `_for_alternation_pattern` — differential tests that run the optimized path and the full `regex::Regex` on the same inputs (including edge cases like `http://www./path`, embedded `\n`, empty captures, and non-matching inputs) and assert byte-equal output.
   
   ```
   cargo test -p datafusion-functions --lib regex::regexpreplace
   cargo clippy -p datafusion-functions --all-targets --all-features -- -D warnings
   ```
   
   All 22 tests in this module pass (13 pre-existing + 9 new).
   
   ## Are there any user-facing changes?
   
   No. `regexp_replace` semantics are unchanged — any input that wouldn't go through the fast path follows the exact same code as before, and inputs that do go through the fast path are differentially tested against the full regex.


-- 
This is an automated message from the Apache Git Service.
To respond to the message, please log on to GitHub and use the
URL above to go to the specific comment.

To unsubscribe, e-mail: github-unsubscribe@datafusion.apache.org

For queries about this service, please contact Infrastructure at:
users@infra.apache.org


---------------------------------------------------------------------
To unsubscribe, e-mail: github-unsubscribe@datafusion.apache.org
For additional commands, e-mail: github-help@datafusion.apache.org


Re: [PR] perf: generic literal-prefix fast path for regexp_replace `${1}` [datafusion]

Posted by "Dandandan (via GitHub)" <gi...@apache.org>.
Dandandan commented on PR #22354:
URL: https://github.com/apache/datafusion/pull/22354#issuecomment-4488403055

   dropping this for implementing something generic in the regex crate (I hope)


-- 
This is an automated message from the Apache Git Service.
To respond to the message, please log on to GitHub and use the
URL above to go to the specific comment.

To unsubscribe, e-mail: github-unsubscribe@datafusion.apache.org

For queries about this service, please contact Infrastructure at:
users@infra.apache.org


---------------------------------------------------------------------
To unsubscribe, e-mail: github-unsubscribe@datafusion.apache.org
For additional commands, e-mail: github-help@datafusion.apache.org


Re: [PR] perf: generic literal-prefix fast path for regexp_replace `${1}` [datafusion]

Posted by "adriangbot (via GitHub)" <gi...@apache.org>.
adriangbot commented on PR #22354:
URL: https://github.com/apache/datafusion/pull/22354#issuecomment-4485183582

   🤖 Benchmark running (GKE) | [trigger](https://github.com/apache/datafusion/pull/22354#issuecomment-4485166233)
   **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) | `Linux bench-c4485166233-209-gglpb 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/generic-regexpreplace-prefix-capture (b140b80f439ba817982fd220223d16d01143a11e) to c8b784a (merge-base) [diff](https://github.com/apache/datafusion/compare/c8b784a01f5d0bcbe0dac806730fb61afc0be8ef..b140b80f439ba817982fd220223d16d01143a11e) using: tpch
   Results will be posted here when complete
   
   ---
   [File an issue](https://github.com/adriangb/datafusion-benchmarking/issues) against this benchmark runner


-- 
This is an automated message from the Apache Git Service.
To respond to the message, please log on to GitHub and use the
URL above to go to the specific comment.

To unsubscribe, e-mail: github-unsubscribe@datafusion.apache.org

For queries about this service, please contact Infrastructure at:
users@infra.apache.org


---------------------------------------------------------------------
To unsubscribe, e-mail: github-unsubscribe@datafusion.apache.org
For additional commands, e-mail: github-help@datafusion.apache.org


Re: [PR] perf: generic literal-prefix fast path for regexp_replace `${1}` [datafusion]

Posted by "adriangbot (via GitHub)" <gi...@apache.org>.
adriangbot commented on PR #22354:
URL: https://github.com/apache/datafusion/pull/22354#issuecomment-4485190923

   🤖 Benchmark running (GKE) | [trigger](https://github.com/apache/datafusion/pull/22354#issuecomment-4485166233)
   **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) | `Linux bench-c4485166233-208-nmxdn 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/generic-regexpreplace-prefix-capture (b140b80f439ba817982fd220223d16d01143a11e) to c8b784a (merge-base) [diff](https://github.com/apache/datafusion/compare/c8b784a01f5d0bcbe0dac806730fb61afc0be8ef..b140b80f439ba817982fd220223d16d01143a11e) using: tpcds
   Results will be posted here when complete
   
   ---
   [File an issue](https://github.com/adriangb/datafusion-benchmarking/issues) against this benchmark runner


-- 
This is an automated message from the Apache Git Service.
To respond to the message, please log on to GitHub and use the
URL above to go to the specific comment.

To unsubscribe, e-mail: github-unsubscribe@datafusion.apache.org

For queries about this service, please contact Infrastructure at:
users@infra.apache.org


---------------------------------------------------------------------
To unsubscribe, e-mail: github-unsubscribe@datafusion.apache.org
For additional commands, e-mail: github-help@datafusion.apache.org


Re: [PR] perf: generic literal-prefix fast path for regexp_replace `${1}` [datafusion]

Posted by "Dandandan (via GitHub)" <gi...@apache.org>.
Dandandan closed pull request #22354: perf: generic literal-prefix fast path for regexp_replace `${1}`
URL: https://github.com/apache/datafusion/pull/22354


-- 
This is an automated message from the Apache Git Service.
To respond to the message, please log on to GitHub and use the
URL above to go to the specific comment.

To unsubscribe, e-mail: github-unsubscribe@datafusion.apache.org

For queries about this service, please contact Infrastructure at:
users@infra.apache.org


---------------------------------------------------------------------
To unsubscribe, e-mail: github-unsubscribe@datafusion.apache.org
For additional commands, e-mail: github-help@datafusion.apache.org


Re: [PR] perf: generic literal-prefix fast path for regexp_replace `${1}` [datafusion]

Posted by "adriangbot (via GitHub)" <gi...@apache.org>.
adriangbot commented on PR #22354:
URL: https://github.com/apache/datafusion/pull/22354#issuecomment-4485279826

   🤖 Benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/22354#issuecomment-4485166233)
   
   **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>
   
   ```
   Comparing HEAD and perf_generic-regexpreplace-prefix-capture
   --------------------
   Benchmark tpch_sf1.json
   --------------------
   ┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┓
   ┃ Query     ┃                           HEAD ┃ perf_generic-regexpreplace-prefix-capture ┃    Change ┃
   ┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━┩
   │ QQuery 1  │ 38.68 / 39.89 ±0.97 / 41.30 ms │            38.82 / 39.41 ±0.95 / 41.29 ms │ no change │
   │ QQuery 2  │ 20.40 / 20.59 ±0.26 / 21.09 ms │            20.20 / 20.79 ±0.47 / 21.64 ms │ no change │
   │ QQuery 3  │ 33.37 / 35.20 ±1.03 / 35.98 ms │            33.88 / 35.16 ±1.23 / 36.74 ms │ no change │
   │ QQuery 4  │ 17.24 / 17.66 ±0.24 / 17.96 ms │            17.45 / 17.96 ±0.65 / 19.24 ms │ no change │
   │ QQuery 5  │ 42.06 / 42.52 ±0.36 / 42.99 ms │            39.70 / 41.94 ±1.26 / 43.25 ms │ no change │
   │ QQuery 6  │ 16.50 / 17.01 ±0.93 / 18.87 ms │            16.47 / 17.09 ±0.61 / 17.97 ms │ no change │
   │ QQuery 7  │ 47.11 / 48.36 ±1.25 / 50.76 ms │            47.25 / 49.14 ±1.28 / 51.26 ms │ no change │
   │ QQuery 8  │ 45.37 / 45.53 ±0.12 / 45.73 ms │            45.10 / 45.80 ±1.01 / 47.82 ms │ no change │
   │ QQuery 9  │ 49.77 / 50.98 ±1.02 / 52.53 ms │            49.95 / 50.62 ±0.43 / 51.25 ms │ no change │
   │ QQuery 10 │ 63.89 / 64.20 ±0.25 / 64.57 ms │            63.99 / 64.32 ±0.27 / 64.72 ms │ no change │
   │ QQuery 11 │ 13.51 / 14.02 ±0.48 / 14.86 ms │            13.32 / 13.87 ±0.70 / 15.24 ms │ no change │
   │ QQuery 12 │ 24.29 / 24.61 ±0.22 / 24.85 ms │            24.38 / 24.77 ±0.35 / 25.42 ms │ no change │
   │ QQuery 13 │ 34.01 / 35.78 ±1.25 / 37.85 ms │            33.54 / 34.85 ±1.28 / 37.15 ms │ no change │
   │ QQuery 14 │ 25.63 / 25.90 ±0.19 / 26.20 ms │            25.55 / 25.76 ±0.19 / 26.05 ms │ no change │
   │ QQuery 15 │ 31.67 / 31.75 ±0.07 / 31.86 ms │            31.52 / 31.87 ±0.24 / 32.26 ms │ no change │
   │ QQuery 16 │ 14.95 / 15.18 ±0.13 / 15.34 ms │            14.88 / 15.16 ±0.32 / 15.77 ms │ no change │
   │ QQuery 17 │ 74.77 / 75.89 ±0.99 / 77.34 ms │            75.40 / 75.61 ±0.19 / 75.86 ms │ no change │
   │ QQuery 18 │ 62.27 / 63.67 ±0.83 / 64.77 ms │            62.98 / 63.95 ±0.57 / 64.74 ms │ no change │
   │ QQuery 19 │ 35.56 / 36.00 ±0.64 / 37.25 ms │            35.27 / 35.60 ±0.22 / 35.93 ms │ no change │
   │ QQuery 20 │ 37.79 / 38.09 ±0.25 / 38.41 ms │            38.06 / 38.32 ±0.26 / 38.76 ms │ no change │
   │ QQuery 21 │ 55.81 / 56.86 ±0.65 / 57.83 ms │            56.25 / 57.91 ±1.43 / 59.92 ms │ no change │
   │ QQuery 22 │ 23.46 / 24.03 ±0.71 / 25.38 ms │            23.45 / 23.91 ±0.37 / 24.44 ms │ no change │
   └───────────┴────────────────────────────────┴───────────────────────────────────────────┴───────────┘
   ┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━┓
   ┃ Benchmark Summary                                        ┃          ┃
   ┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━┩
   │ Total Time (HEAD)                                        │ 823.72ms │
   │ Total Time (perf_generic-regexpreplace-prefix-capture)   │ 823.81ms │
   │ Average Time (HEAD)                                      │  37.44ms │
   │ Average Time (perf_generic-regexpreplace-prefix-capture) │  37.45ms │
   │ Queries Faster                                           │        0 │
   │ Queries Slower                                           │        0 │
   │ Queries with No Change                                   │       22 │
   │ Queries with Failure                                     │        0 │
   └──────────────────────────────────────────────────────────┴──────────┘
   ```
   
   </p>
   </details>
   
   <details><summary>Resource Usage</summary>
   
   **tpch — base (merge-base)**
   | Metric | Value |
   |--------|-------|
   | Wall time | 5.0s |
   | Peak memory | 5.5 GiB |
   | Avg memory | 5.0 GiB |
   | CPU user | 29.7s |
   | CPU sys | 2.1s |
   | Peak spill | 0 B |
   
   **tpch — branch**
   | Metric | Value |
   |--------|-------|
   | Wall time | 5.0s |
   | Peak memory | 5.5 GiB |
   | Avg memory | 5.0 GiB |
   | CPU user | 29.6s |
   | CPU sys | 2.4s |
   | Peak spill | 0 B |
   
   </details>
   
   
   ---
   [File an issue](https://github.com/adriangb/datafusion-benchmarking/issues) against this benchmark runner


-- 
This is an automated message from the Apache Git Service.
To respond to the message, please log on to GitHub and use the
URL above to go to the specific comment.

To unsubscribe, e-mail: github-unsubscribe@datafusion.apache.org

For queries about this service, please contact Infrastructure at:
users@infra.apache.org


---------------------------------------------------------------------
To unsubscribe, e-mail: github-unsubscribe@datafusion.apache.org
For additional commands, e-mail: github-help@datafusion.apache.org


Re: [PR] perf: generic literal-prefix fast path for regexp_replace `${1}` [datafusion]

Posted by "Dandandan (via GitHub)" <gi...@apache.org>.
Dandandan commented on PR #22354:
URL: https://github.com/apache/datafusion/pull/22354#issuecomment-4485988729

   nice, there is still quite some potential
   
   ```
   │ QQuery 28 │ 3017.53 / 3060.89 ±36.06 / 3119.43 ms │     1304.85 / 1356.92 ±46.92 / 1435.35 ms │ +2.26x faster │
   ```


-- 
This is an automated message from the Apache Git Service.
To respond to the message, please log on to GitHub and use the
URL above to go to the specific comment.

To unsubscribe, e-mail: github-unsubscribe@datafusion.apache.org

For queries about this service, please contact Infrastructure at:
users@infra.apache.org


---------------------------------------------------------------------
To unsubscribe, e-mail: github-unsubscribe@datafusion.apache.org
For additional commands, e-mail: github-help@datafusion.apache.org


Re: [PR] perf: generic literal-prefix fast path for regexp_replace `${1}` [datafusion]

Posted by "adriangbot (via GitHub)" <gi...@apache.org>.
adriangbot commented on PR #22354:
URL: https://github.com/apache/datafusion/pull/22354#issuecomment-4485174587

   🤖 Benchmark running (GKE) | [trigger](https://github.com/apache/datafusion/pull/22354#issuecomment-4485166233)
   **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) | `Linux bench-c4485166233-207-xdsgm 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/generic-regexpreplace-prefix-capture (b140b80f439ba817982fd220223d16d01143a11e) to c8b784a (merge-base) [diff](https://github.com/apache/datafusion/compare/c8b784a01f5d0bcbe0dac806730fb61afc0be8ef..b140b80f439ba817982fd220223d16d01143a11e) using: clickbench_partitioned
   Results will be posted here when complete
   
   ---
   [File an issue](https://github.com/adriangb/datafusion-benchmarking/issues) against this benchmark runner


-- 
This is an automated message from the Apache Git Service.
To respond to the message, please log on to GitHub and use the
URL above to go to the specific comment.

To unsubscribe, e-mail: github-unsubscribe@datafusion.apache.org

For queries about this service, please contact Infrastructure at:
users@infra.apache.org


---------------------------------------------------------------------
To unsubscribe, e-mail: github-unsubscribe@datafusion.apache.org
For additional commands, e-mail: github-help@datafusion.apache.org


Re: [PR] perf: generic literal-prefix fast path for regexp_replace `${1}` [datafusion]

Posted by "Dandandan (via GitHub)" <gi...@apache.org>.
Dandandan commented on PR #22354:
URL: https://github.com/apache/datafusion/pull/22354#issuecomment-4485166233

   run benchmarks


-- 
This is an automated message from the Apache Git Service.
To respond to the message, please log on to GitHub and use the
URL above to go to the specific comment.

To unsubscribe, e-mail: github-unsubscribe@datafusion.apache.org

For queries about this service, please contact Infrastructure at:
users@infra.apache.org


---------------------------------------------------------------------
To unsubscribe, e-mail: github-unsubscribe@datafusion.apache.org
For additional commands, e-mail: github-help@datafusion.apache.org


Re: [PR] perf: generic literal-prefix fast path for regexp_replace `${1}` [datafusion]

Posted by "adriangbot (via GitHub)" <gi...@apache.org>.
adriangbot commented on PR #22354:
URL: https://github.com/apache/datafusion/pull/22354#issuecomment-4485313711

   🤖 Benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/22354#issuecomment-4485166233)
   
   **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>
   
   ```
   Comparing HEAD and perf_generic-regexpreplace-prefix-capture
   --------------------
   Benchmark clickbench_partitioned.json
   --------------------
   ┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
   ┃ Query     ┃                                  HEAD ┃ perf_generic-regexpreplace-prefix-capture ┃        Change ┃
   ┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
   │ QQuery 0  │          1.24 / 4.75 ±6.88 / 18.50 ms │              1.25 / 4.70 ±6.84 / 18.38 ms │     no change │
   │ QQuery 1  │        12.95 / 13.36 ±0.24 / 13.68 ms │            13.26 / 13.36 ±0.06 / 13.44 ms │     no change │
   │ QQuery 2  │        36.82 / 37.20 ±0.38 / 37.83 ms │            37.08 / 37.34 ±0.19 / 37.64 ms │     no change │
   │ QQuery 3  │        30.81 / 31.90 ±1.19 / 34.14 ms │            31.03 / 31.33 ±0.31 / 31.87 ms │     no change │
   │ QQuery 4  │     221.70 / 228.07 ±5.08 / 236.43 ms │        222.37 / 236.68 ±15.38 / 262.63 ms │     no change │
   │ QQuery 5  │     272.67 / 275.06 ±3.75 / 282.51 ms │         303.85 / 305.29 ±1.48 / 308.12 ms │  1.11x slower │
   │ QQuery 6  │           1.31 / 1.46 ±0.22 / 1.91 ms │               1.40 / 1.56 ±0.23 / 2.01 ms │  1.07x slower │
   │ QQuery 7  │        14.07 / 14.30 ±0.14 / 14.52 ms │            14.98 / 15.22 ±0.15 / 15.44 ms │  1.06x slower │
   │ QQuery 8  │     318.81 / 323.42 ±2.91 / 326.14 ms │        321.56 / 342.83 ±17.20 / 364.25 ms │  1.06x slower │
   │ QQuery 9  │     451.17 / 456.99 ±5.14 / 464.03 ms │         465.39 / 469.39 ±2.44 / 472.68 ms │     no change │
   │ QQuery 10 │        71.14 / 72.80 ±1.16 / 73.92 ms │            70.03 / 71.12 ±0.97 / 72.43 ms │     no change │
   │ QQuery 11 │        82.64 / 83.41 ±0.80 / 84.93 ms │            81.20 / 81.48 ±0.34 / 82.14 ms │     no change │
   │ QQuery 12 │     265.83 / 270.31 ±3.05 / 275.17 ms │         266.35 / 272.55 ±4.06 / 278.42 ms │     no change │
   │ QQuery 13 │     360.32 / 373.92 ±8.03 / 382.45 ms │        361.95 / 377.16 ±12.08 / 398.03 ms │     no change │
   │ QQuery 14 │    280.75 / 295.98 ±10.00 / 307.95 ms │         282.39 / 286.87 ±3.41 / 291.98 ms │     no change │
   │ QQuery 15 │     286.81 / 294.51 ±5.42 / 301.56 ms │         268.57 / 273.22 ±3.31 / 278.06 ms │ +1.08x faster │
   │ QQuery 16 │     635.44 / 652.27 ±9.99 / 665.29 ms │         611.13 / 622.64 ±6.31 / 628.46 ms │     no change │
   │ QQuery 17 │     650.14 / 658.92 ±7.46 / 668.53 ms │        616.44 / 632.40 ±14.11 / 657.47 ms │     no change │
   │ QQuery 18 │ 1299.92 / 1329.84 ±19.23 / 1352.33 ms │     1258.95 / 1312.18 ±54.42 / 1408.65 ms │     no change │
   │ QQuery 19 │        28.66 / 30.47 ±2.74 / 35.92 ms │            29.54 / 29.65 ±0.13 / 29.88 ms │     no change │
   │ QQuery 20 │     538.51 / 547.02 ±7.72 / 557.88 ms │        526.27 / 545.88 ±19.13 / 579.91 ms │     no change │
   │ QQuery 21 │     607.10 / 611.58 ±4.86 / 620.37 ms │         598.59 / 608.24 ±5.54 / 613.50 ms │     no change │
   │ QQuery 22 │ 1058.41 / 1075.33 ±17.13 / 1103.97 ms │     1088.14 / 1096.72 ±11.33 / 1119.08 ms │     no change │
   │ QQuery 23 │ 3221.00 / 3292.06 ±60.36 / 3362.20 ms │     3191.33 / 3275.89 ±68.29 / 3385.18 ms │     no change │
   │ QQuery 24 │        41.61 / 43.30 ±3.11 / 49.52 ms │            44.03 / 45.88 ±2.79 / 51.33 ms │  1.06x slower │
   │ QQuery 25 │     112.44 / 114.26 ±1.87 / 117.86 ms │         113.85 / 115.08 ±1.09 / 117.09 ms │     no change │
   │ QQuery 26 │        41.78 / 43.21 ±1.37 / 45.63 ms │            42.31 / 44.73 ±4.48 / 53.69 ms │     no change │
   │ QQuery 27 │     676.27 / 680.76 ±4.81 / 689.57 ms │         673.28 / 679.12 ±5.02 / 686.49 ms │     no change │
   │ QQuery 28 │ 3017.53 / 3060.89 ±36.06 / 3119.43 ms │     1304.85 / 1356.92 ±46.92 / 1435.35 ms │ +2.26x faster │
   │ QQuery 29 │        42.86 / 44.58 ±3.04 / 50.66 ms │            41.87 / 42.05 ±0.12 / 42.20 ms │ +1.06x faster │
   │ QQuery 30 │     315.51 / 318.66 ±3.02 / 323.65 ms │        301.41 / 321.96 ±21.91 / 358.17 ms │     no change │
   │ QQuery 31 │     291.98 / 301.61 ±7.44 / 312.62 ms │         278.18 / 293.35 ±9.52 / 305.20 ms │     no change │
   │ QQuery 32 │  975.37 / 1001.33 ±30.14 / 1059.19 ms │        942.87 / 963.30 ±16.15 / 989.27 ms │     no change │
   │ QQuery 33 │ 1501.77 / 1548.06 ±44.92 / 1608.88 ms │     1415.69 / 1437.55 ±23.84 / 1477.65 ms │ +1.08x faster │
   │ QQuery 34 │ 1425.76 / 1509.14 ±79.26 / 1654.42 ms │     1420.81 / 1534.36 ±62.09 / 1605.84 ms │     no change │
   │ QQuery 35 │    306.51 / 337.69 ±28.04 / 383.15 ms │        311.68 / 339.59 ±29.13 / 395.71 ms │     no change │
   │ QQuery 36 │        65.29 / 71.15 ±6.82 / 83.82 ms │            68.03 / 74.35 ±5.10 / 81.34 ms │     no change │
   │ QQuery 37 │        35.89 / 36.46 ±0.58 / 37.48 ms │            36.92 / 40.40 ±4.32 / 48.68 ms │  1.11x slower │
   │ QQuery 38 │        40.32 / 43.74 ±5.19 / 53.98 ms │            41.47 / 46.39 ±4.86 / 55.21 ms │  1.06x slower │
   │ QQuery 39 │    129.89 / 143.47 ±10.53 / 155.86 ms │         153.57 / 160.40 ±5.33 / 168.06 ms │  1.12x slower │
   │ QQuery 40 │        14.31 / 14.69 ±0.27 / 15.04 ms │            15.27 / 15.71 ±0.29 / 16.03 ms │  1.07x slower │
   │ QQuery 41 │        13.72 / 14.00 ±0.15 / 14.15 ms │            15.06 / 17.35 ±3.68 / 24.69 ms │  1.24x slower │
   │ QQuery 42 │        13.20 / 13.40 ±0.10 / 13.48 ms │            14.14 / 16.46 ±4.31 / 25.08 ms │  1.23x slower │
   └───────────┴───────────────────────────────────────┴───────────────────────────────────────────┴───────────────┘
   ┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
   ┃ Benchmark Summary                                        ┃            ┃
   ┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
   │ Total Time (HEAD)                                        │ 20315.35ms │
   │ Total Time (perf_generic-regexpreplace-prefix-capture)   │ 18488.64ms │
   │ Average Time (HEAD)                                      │   472.45ms │
   │ Average Time (perf_generic-regexpreplace-prefix-capture) │   429.97ms │
   │ Queries Faster                                           │          4 │
   │ Queries Slower                                           │         11 │
   │ Queries with No Change                                   │         28 │
   │ Queries with Failure                                     │          0 │
   └──────────────────────────────────────────────────────────┴────────────┘
   ```
   
   </p>
   </details>
   
   <details><summary>Resource Usage</summary>
   
   **clickbench_partitioned — base (merge-base)**
   | Metric | Value |
   |--------|-------|
   | Wall time | 105.0s |
   | Peak memory | 29.5 GiB |
   | Avg memory | 22.8 GiB |
   | CPU user | 1055.4s |
   | CPU sys | 71.2s |
   | Peak spill | 0 B |
   
   **clickbench_partitioned — branch**
   | Metric | Value |
   |--------|-------|
   | Wall time | 95.0s |
   | Peak memory | 29.2 GiB |
   | Avg memory | 22.6 GiB |
   | CPU user | 950.5s |
   | CPU sys | 69.5s |
   | Peak spill | 0 B |
   
   </details>
   
   
   ---
   [File an issue](https://github.com/adriangb/datafusion-benchmarking/issues) against this benchmark runner


-- 
This is an automated message from the Apache Git Service.
To respond to the message, please log on to GitHub and use the
URL above to go to the specific comment.

To unsubscribe, e-mail: github-unsubscribe@datafusion.apache.org

For queries about this service, please contact Infrastructure at:
users@infra.apache.org


---------------------------------------------------------------------
To unsubscribe, e-mail: github-unsubscribe@datafusion.apache.org
For additional commands, e-mail: github-help@datafusion.apache.org


Re: [PR] perf: generic literal-prefix fast path for regexp_replace `${1}` [datafusion]

Posted by "adriangbot (via GitHub)" <gi...@apache.org>.
adriangbot commented on PR #22354:
URL: https://github.com/apache/datafusion/pull/22354#issuecomment-4485296986

   🤖 Benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/22354#issuecomment-4485166233)
   
   **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>
   
   ```
   Comparing HEAD and perf_generic-regexpreplace-prefix-capture
   --------------------
   Benchmark tpcds_sf1.json
   --------------------
   ┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
   ┃ Query     ┃                                  HEAD ┃ perf_generic-regexpreplace-prefix-capture ┃        Change ┃
   ┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
   │ QQuery 1  │           6.61 / 7.17 ±0.92 / 8.98 ms │               6.78 / 7.42 ±0.95 / 9.30 ms │     no change │
   │ QQuery 2  │        83.70 / 84.15 ±0.32 / 84.45 ms │            82.00 / 82.48 ±0.42 / 83.23 ms │     no change │
   │ QQuery 3  │        29.58 / 29.86 ±0.26 / 30.28 ms │            29.34 / 29.48 ±0.13 / 29.71 ms │     no change │
   │ QQuery 4  │    538.52 / 551.00 ±15.30 / 580.82 ms │         533.16 / 542.77 ±5.18 / 547.35 ms │     no change │
   │ QQuery 5  │        53.10 / 54.67 ±1.13 / 55.97 ms │            52.78 / 53.42 ±0.40 / 53.99 ms │     no change │
   │ QQuery 6  │        36.81 / 37.06 ±0.15 / 37.21 ms │            36.58 / 36.98 ±0.35 / 37.48 ms │     no change │
   │ QQuery 7  │     110.74 / 111.44 ±0.65 / 112.66 ms │         109.61 / 111.00 ±1.79 / 114.51 ms │     no change │
   │ QQuery 8  │        39.74 / 40.07 ±0.18 / 40.22 ms │            39.31 / 39.85 ±0.36 / 40.25 ms │     no change │
   │ QQuery 9  │        54.29 / 56.89 ±1.92 / 59.91 ms │            53.76 / 55.29 ±1.18 / 57.10 ms │     no change │
   │ QQuery 10 │        83.82 / 84.97 ±1.15 / 86.99 ms │            82.38 / 83.40 ±1.36 / 86.05 ms │     no change │
   │ QQuery 11 │     330.82 / 339.12 ±6.58 / 349.81 ms │         331.65 / 338.16 ±3.50 / 341.10 ms │     no change │
   │ QQuery 12 │        29.95 / 30.34 ±0.36 / 30.95 ms │            29.87 / 30.59 ±0.99 / 32.52 ms │     no change │
   │ QQuery 13 │     130.49 / 131.41 ±0.64 / 132.08 ms │         128.90 / 129.58 ±0.54 / 130.30 ms │     no change │
   │ QQuery 14 │     515.55 / 518.18 ±2.54 / 522.54 ms │        506.59 / 517.41 ±10.97 / 538.36 ms │     no change │
   │ QQuery 15 │        62.52 / 63.51 ±0.95 / 64.71 ms │            61.15 / 62.42 ±1.15 / 64.38 ms │     no change │
   │ QQuery 16 │           7.24 / 7.39 ±0.21 / 7.80 ms │               7.04 / 7.27 ±0.28 / 7.82 ms │     no change │
   │ QQuery 17 │        83.13 / 83.92 ±0.67 / 84.96 ms │            82.13 / 82.84 ±0.70 / 84.11 ms │     no change │
   │ QQuery 18 │     153.03 / 154.52 ±0.86 / 155.48 ms │         153.56 / 154.43 ±0.82 / 155.97 ms │     no change │
   │ QQuery 19 │        41.88 / 42.31 ±0.41 / 42.96 ms │            41.55 / 43.02 ±1.67 / 46.19 ms │     no change │
   │ QQuery 20 │        36.86 / 37.27 ±0.40 / 37.90 ms │            36.62 / 38.20 ±1.09 / 40.00 ms │     no change │
   │ QQuery 21 │        18.78 / 19.29 ±0.31 / 19.68 ms │            19.29 / 19.62 ±0.27 / 20.00 ms │     no change │
   │ QQuery 22 │        63.10 / 64.28 ±0.83 / 65.56 ms │            64.92 / 68.87 ±2.51 / 72.05 ms │  1.07x slower │
   │ QQuery 23 │     493.04 / 499.82 ±5.74 / 509.12 ms │        487.91 / 497.93 ±11.50 / 519.97 ms │     no change │
   │ QQuery 24 │     239.62 / 245.07 ±7.09 / 258.71 ms │         238.40 / 245.25 ±4.69 / 250.79 ms │     no change │
   │ QQuery 25 │     114.97 / 117.69 ±1.58 / 119.24 ms │         114.54 / 115.30 ±1.22 / 117.73 ms │     no change │
   │ QQuery 26 │        72.36 / 74.42 ±2.97 / 80.27 ms │            71.16 / 73.50 ±1.85 / 75.85 ms │     no change │
   │ QQuery 27 │           7.27 / 7.45 ±0.18 / 7.78 ms │               7.17 / 7.32 ±0.25 / 7.81 ms │     no change │
   │ QQuery 28 │        61.06 / 62.94 ±1.35 / 64.31 ms │            57.37 / 62.20 ±2.42 / 63.60 ms │     no change │
   │ QQuery 29 │     100.15 / 101.67 ±1.00 / 102.79 ms │          99.58 / 100.68 ±1.68 / 103.98 ms │     no change │
   │ QQuery 30 │        32.18 / 33.29 ±1.69 / 36.65 ms │            31.50 / 31.98 ±0.48 / 32.77 ms │     no change │
   │ QQuery 31 │     114.83 / 115.67 ±0.60 / 116.50 ms │         112.82 / 113.61 ±0.40 / 113.98 ms │     no change │
   │ QQuery 32 │        21.15 / 22.15 ±1.14 / 24.38 ms │            20.80 / 21.31 ±0.28 / 21.63 ms │     no change │
   │ QQuery 33 │        40.06 / 40.30 ±0.26 / 40.78 ms │            39.13 / 39.55 ±0.36 / 40.10 ms │     no change │
   │ QQuery 34 │        10.39 / 10.63 ±0.21 / 10.91 ms │            10.42 / 10.94 ±0.46 / 11.56 ms │     no change │
   │ QQuery 35 │        83.74 / 85.27 ±1.73 / 88.48 ms │            82.15 / 82.74 ±0.38 / 83.29 ms │     no change │
   │ QQuery 36 │           6.88 / 7.01 ±0.19 / 7.39 ms │               6.65 / 6.77 ±0.16 / 7.09 ms │     no change │
   │ QQuery 37 │           7.67 / 7.82 ±0.11 / 7.96 ms │               7.37 / 7.60 ±0.18 / 7.90 ms │     no change │
   │ QQuery 38 │        71.30 / 73.17 ±1.06 / 74.51 ms │            70.43 / 72.34 ±2.29 / 76.68 ms │     no change │
   │ QQuery 39 │     102.13 / 103.94 ±1.09 / 105.45 ms │         102.66 / 104.01 ±1.63 / 106.96 ms │     no change │
   │ QQuery 40 │        24.50 / 24.91 ±0.30 / 25.30 ms │            24.22 / 24.36 ±0.19 / 24.72 ms │     no change │
   │ QQuery 41 │        15.02 / 15.15 ±0.12 / 15.34 ms │            14.83 / 14.96 ±0.09 / 15.11 ms │     no change │
   │ QQuery 42 │        25.10 / 25.35 ±0.22 / 25.71 ms │            24.33 / 25.15 ±0.70 / 26.38 ms │     no change │
   │ QQuery 43 │           5.59 / 5.81 ±0.18 / 6.04 ms │               5.48 / 5.58 ±0.17 / 5.92 ms │     no change │
   │ QQuery 44 │        11.51 / 11.96 ±0.30 / 12.31 ms │            11.07 / 11.50 ±0.60 / 12.70 ms │     no change │
   │ QQuery 45 │        42.16 / 44.32 ±1.28 / 45.97 ms │            41.98 / 43.59 ±0.98 / 44.44 ms │     no change │
   │ QQuery 46 │        14.26 / 14.40 ±0.14 / 14.59 ms │            14.23 / 14.77 ±0.37 / 15.21 ms │     no change │
   │ QQuery 47 │     246.28 / 251.97 ±4.79 / 260.41 ms │        246.19 / 267.46 ±17.15 / 288.48 ms │  1.06x slower │
   │ QQuery 48 │     105.96 / 107.14 ±1.29 / 108.99 ms │         104.03 / 106.14 ±1.38 / 107.85 ms │     no change │
   │ QQuery 49 │        81.99 / 83.22 ±0.91 / 84.78 ms │            81.44 / 82.75 ±1.28 / 85.15 ms │     no change │
   │ QQuery 50 │        61.44 / 62.49 ±0.63 / 63.18 ms │            60.99 / 61.48 ±0.40 / 62.09 ms │     no change │
   │ QQuery 51 │        92.52 / 94.81 ±2.20 / 98.94 ms │           94.29 / 96.95 ±3.41 / 103.30 ms │     no change │
   │ QQuery 52 │        24.71 / 24.88 ±0.15 / 25.13 ms │            24.77 / 25.07 ±0.24 / 25.39 ms │     no change │
   │ QQuery 53 │        31.15 / 31.47 ±0.28 / 31.86 ms │            30.73 / 30.93 ±0.19 / 31.27 ms │     no change │
   │ QQuery 54 │        55.58 / 56.69 ±1.31 / 59.24 ms │            55.92 / 56.51 ±0.47 / 57.15 ms │     no change │
   │ QQuery 55 │        24.93 / 25.30 ±0.32 / 25.69 ms │            24.26 / 25.18 ±1.28 / 27.69 ms │     no change │
   │ QQuery 56 │        42.42 / 43.28 ±0.61 / 44.34 ms │            40.32 / 40.88 ±0.48 / 41.75 ms │ +1.06x faster │
   │ QQuery 57 │     190.91 / 194.44 ±3.26 / 198.81 ms │         180.84 / 183.06 ±2.19 / 185.72 ms │ +1.06x faster │
   │ QQuery 58 │     122.67 / 124.80 ±1.55 / 126.21 ms │         116.95 / 118.43 ±1.33 / 120.35 ms │ +1.05x faster │
   │ QQuery 59 │     123.40 / 124.32 ±0.87 / 125.94 ms │         119.34 / 120.44 ±1.03 / 122.21 ms │     no change │
   │ QQuery 60 │        43.01 / 43.69 ±0.46 / 44.34 ms │            41.04 / 41.88 ±0.46 / 42.45 ms │     no change │
   │ QQuery 61 │        14.27 / 14.84 ±0.49 / 15.41 ms │            14.08 / 14.23 ±0.10 / 14.38 ms │     no change │
   │ QQuery 62 │        47.79 / 48.34 ±0.30 / 48.65 ms │            46.74 / 47.03 ±0.29 / 47.54 ms │     no change │
   │ QQuery 63 │        31.54 / 31.87 ±0.18 / 32.07 ms │            30.77 / 31.70 ±1.29 / 34.26 ms │     no change │
   │ QQuery 64 │     468.50 / 478.58 ±6.78 / 487.58 ms │         464.83 / 471.89 ±6.43 / 481.94 ms │     no change │
   │ QQuery 65 │     144.61 / 150.84 ±3.29 / 153.90 ms │         146.63 / 148.24 ±0.88 / 148.89 ms │     no change │
   │ QQuery 66 │        83.95 / 85.47 ±0.77 / 86.00 ms │           85.08 / 89.47 ±5.97 / 100.99 ms │     no change │
   │ QQuery 67 │     264.14 / 267.18 ±2.38 / 270.58 ms │         263.61 / 267.70 ±4.21 / 275.81 ms │     no change │
   │ QQuery 68 │        14.27 / 14.48 ±0.18 / 14.79 ms │            14.54 / 14.63 ±0.06 / 14.71 ms │     no change │
   │ QQuery 69 │        78.76 / 80.75 ±3.37 / 87.49 ms │            78.25 / 81.62 ±4.25 / 89.26 ms │     no change │
   │ QQuery 70 │     106.52 / 111.87 ±3.21 / 115.08 ms │         105.90 / 110.77 ±6.06 / 122.63 ms │     no change │
   │ QQuery 71 │        36.66 / 36.90 ±0.19 / 37.24 ms │            36.50 / 36.85 ±0.35 / 37.42 ms │     no change │
   │ QQuery 72 │ 2186.32 / 2284.22 ±81.95 / 2411.34 ms │     2178.39 / 2262.91 ±46.26 / 2302.59 ms │     no change │
   │ QQuery 73 │        10.10 / 10.29 ±0.15 / 10.43 ms │             9.78 / 10.07 ±0.25 / 10.43 ms │     no change │
   │ QQuery 74 │     188.00 / 192.54 ±3.49 / 197.24 ms │         190.16 / 197.39 ±5.50 / 206.75 ms │     no change │
   │ QQuery 75 │     152.56 / 154.19 ±1.49 / 156.98 ms │         149.85 / 151.86 ±2.04 / 155.64 ms │     no change │
   │ QQuery 76 │        36.60 / 37.21 ±0.51 / 37.98 ms │            35.80 / 36.38 ±0.33 / 36.67 ms │     no change │
   │ QQuery 77 │        63.01 / 64.10 ±0.74 / 64.85 ms │            62.84 / 63.24 ±0.26 / 63.60 ms │     no change │
   │ QQuery 78 │     191.40 / 195.03 ±2.43 / 197.97 ms │         192.27 / 194.91 ±2.75 / 199.71 ms │     no change │
   │ QQuery 79 │        68.46 / 70.95 ±1.63 / 72.84 ms │            67.65 / 68.19 ±0.39 / 68.73 ms │     no change │
   │ QQuery 80 │     103.19 / 104.91 ±1.24 / 106.90 ms │         102.32 / 106.62 ±4.50 / 113.24 ms │     no change │
   │ QQuery 81 │        26.10 / 26.23 ±0.10 / 26.36 ms │            25.46 / 25.74 ±0.21 / 26.09 ms │     no change │
   │ QQuery 82 │        17.93 / 18.60 ±1.00 / 20.58 ms │            17.51 / 18.06 ±0.35 / 18.56 ms │     no change │
   │ QQuery 83 │        38.27 / 39.24 ±0.51 / 39.74 ms │            38.46 / 39.57 ±0.68 / 40.42 ms │     no change │
   │ QQuery 84 │        44.74 / 45.82 ±1.62 / 48.98 ms │            44.53 / 45.56 ±1.30 / 48.08 ms │     no change │
   │ QQuery 85 │     140.69 / 141.53 ±0.59 / 142.08 ms │         138.49 / 141.21 ±2.61 / 146.13 ms │     no change │
   │ QQuery 86 │        26.42 / 26.87 ±0.66 / 28.18 ms │            25.59 / 26.06 ±0.35 / 26.63 ms │     no change │
   │ QQuery 87 │        71.78 / 73.40 ±1.26 / 75.17 ms │            70.67 / 72.61 ±1.99 / 76.06 ms │     no change │
   │ QQuery 88 │        67.09 / 67.89 ±0.68 / 69.15 ms │            65.54 / 66.33 ±0.41 / 66.69 ms │     no change │
   │ QQuery 89 │        37.33 / 37.84 ±0.43 / 38.38 ms │            36.70 / 37.01 ±0.59 / 38.19 ms │     no change │
   │ QQuery 90 │        18.12 / 18.23 ±0.11 / 18.38 ms │            18.07 / 18.28 ±0.18 / 18.58 ms │     no change │
   │ QQuery 91 │        53.63 / 54.71 ±1.66 / 57.99 ms │            52.95 / 54.62 ±1.76 / 57.95 ms │     no change │
   │ QQuery 92 │        30.36 / 31.03 ±0.47 / 31.78 ms │            30.76 / 31.65 ±1.46 / 34.56 ms │     no change │
   │ QQuery 93 │        50.81 / 51.79 ±0.70 / 52.98 ms │            50.81 / 51.60 ±0.84 / 53.07 ms │     no change │
   │ QQuery 94 │        38.58 / 39.23 ±0.36 / 39.64 ms │            38.74 / 39.28 ±0.46 / 40.07 ms │     no change │
   │ QQuery 95 │        85.04 / 85.86 ±0.79 / 87.35 ms │            86.44 / 87.07 ±0.63 / 88.21 ms │     no change │
   │ QQuery 96 │        24.85 / 25.14 ±0.24 / 25.59 ms │            24.47 / 25.27 ±0.97 / 27.14 ms │     no change │
   │ QQuery 97 │        47.31 / 47.71 ±0.39 / 48.45 ms │            46.55 / 46.74 ±0.21 / 47.10 ms │     no change │
   │ QQuery 98 │        43.45 / 44.19 ±0.63 / 45.08 ms │            43.07 / 43.94 ±0.97 / 45.65 ms │     no change │
   │ QQuery 99 │        71.28 / 72.30 ±0.93 / 74.03 ms │            70.20 / 70.59 ±0.26 / 70.98 ms │     no change │
   └───────────┴───────────────────────────────────────┴───────────────────────────────────────────┴───────────────┘
   ┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
   ┃ Benchmark Summary                                        ┃            ┃
   ┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
   │ Total Time (HEAD)                                        │ 10949.75ms │
   │ Total Time (perf_generic-regexpreplace-prefix-capture)   │ 10871.47ms │
   │ Average Time (HEAD)                                      │   110.60ms │
   │ Average Time (perf_generic-regexpreplace-prefix-capture) │   109.81ms │
   │ Queries Faster                                           │          3 │
   │ Queries Slower                                           │          2 │
   │ Queries with No Change                                   │         94 │
   │ Queries with Failure                                     │          0 │
   └──────────────────────────────────────────────────────────┴────────────┘
   ```
   
   </p>
   </details>
   
   <details><summary>Resource Usage</summary>
   
   **tpcds — base (merge-base)**
   | Metric | Value |
   |--------|-------|
   | Wall time | 60.0s |
   | Peak memory | 6.9 GiB |
   | Avg memory | 6.1 GiB |
   | CPU user | 243.5s |
   | CPU sys | 5.5s |
   | Peak spill | 0 B |
   
   **tpcds — branch**
   | Metric | Value |
   |--------|-------|
   | Wall time | 55.0s |
   | Peak memory | 6.9 GiB |
   | Avg memory | 6.1 GiB |
   | CPU user | 242.1s |
   | CPU sys | 5.7s |
   | Peak spill | 0 B |
   
   </details>
   
   
   ---
   [File an issue](https://github.com/adriangb/datafusion-benchmarking/issues) against this benchmark runner


-- 
This is an automated message from the Apache Git Service.
To respond to the message, please log on to GitHub and use the
URL above to go to the specific comment.

To unsubscribe, e-mail: github-unsubscribe@datafusion.apache.org

For queries about this service, please contact Infrastructure at:
users@infra.apache.org


---------------------------------------------------------------------
To unsubscribe, e-mail: github-unsubscribe@datafusion.apache.org
For additional commands, e-mail: github-help@datafusion.apache.org