Re: [PR] chore: use bench array helpers from Arrow bench_util [datafusion]
theirix commented on code in PR #21544:
URL: https://github.com/apache/datafusion/pull/21544#discussion_r3133196539
##
datafusion/functions-nested/benches/array_remove.rs:
##
@@ -348,66 +373,6 @@ fn create_args(list_array: ArrayRef, element: ScalarValue)
-> Vec
]
}
-fn create_int64_list_array(
-num_rows: usize,
-array_size: usize,
-null_density: f64,
-) -> ArrayRef {
-let mut rng = StdRng::seed_from_u64(SEED);
-let values = (0..num_rows * array_size)
-.map(|_| {
-if rng.random::() < null_density {
-None
-} else {
-Some(rng.random_range(0..array_size as i64))
-}
-})
-.collect::();
-let offsets = (0..=num_rows)
-.map(|i| (i * array_size) as i32)
-.collect::>();
-
-Arc::new(
-ListArray::try_new(
-Arc::new(Field::new("item", DataType::Int64, true)),
-OffsetBuffer::new(offsets.into()),
-Arc::new(values),
-None,
-)
-.unwrap(),
-)
-}
-
-fn create_f64_list_array(
-num_rows: usize,
-array_size: usize,
-null_density: f64,
-) -> ArrayRef {
-let mut rng = StdRng::seed_from_u64(SEED);
-let values = (0..num_rows * array_size)
-.map(|_| {
-if rng.random::() < null_density {
-None
-} else {
-Some(rng.random_range(0..array_size as i64) as f64)
Review Comment:
I agree, we should be careful. For this reason, I avoided migrating most
candidate helpers. Good catch about `array_remove` - I removed it in the linked
PR @21810
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Re: [PR] chore: use bench array helpers from Arrow bench_util [datafusion]
Jefffrey commented on code in PR #21544:
URL: https://github.com/apache/datafusion/pull/21544#discussion_r3129631052
##
datafusion/functions-nested/benches/array_remove.rs:
##
@@ -348,66 +373,6 @@ fn create_args(list_array: ArrayRef, element: ScalarValue)
-> Vec
]
}
-fn create_int64_list_array(
-num_rows: usize,
-array_size: usize,
-null_density: f64,
-) -> ArrayRef {
-let mut rng = StdRng::seed_from_u64(SEED);
-let values = (0..num_rows * array_size)
-.map(|_| {
-if rng.random::() < null_density {
-None
-} else {
-Some(rng.random_range(0..array_size as i64))
-}
-})
-.collect::();
-let offsets = (0..=num_rows)
-.map(|i| (i * array_size) as i32)
-.collect::>();
-
-Arc::new(
-ListArray::try_new(
-Arc::new(Field::new("item", DataType::Int64, true)),
-OffsetBuffer::new(offsets.into()),
-Arc::new(values),
-None,
-)
-.unwrap(),
-)
-}
-
-fn create_f64_list_array(
-num_rows: usize,
-array_size: usize,
-null_density: f64,
-) -> ArrayRef {
-let mut rng = StdRng::seed_from_u64(SEED);
-let values = (0..num_rows * array_size)
-.map(|_| {
-if rng.random::() < null_density {
-None
-} else {
-Some(rng.random_range(0..array_size as i64) as f64)
Review Comment:
Looking back at this, I think we lost some functionality, specifically in
being able to set a range of values to generate, which can affect some of these
benchmarks 🤔
Might need to revisit this PR to see if we should revert some of these
changes @theirix
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Re: [PR] chore: use bench array helpers from Arrow bench_util [datafusion]
theirix commented on PR #21544: URL: https://github.com/apache/datafusion/pull/21544#issuecomment-4275902908 Thank you for the reviews! -- 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: [email protected] For queries about this service, please contact Infrastructure at: [email protected] - To unsubscribe, e-mail: [email protected] For additional commands, e-mail: [email protected]
Re: [PR] chore: use bench array helpers from Arrow bench_util [datafusion]
Jefffrey merged PR #21544: URL: https://github.com/apache/datafusion/pull/21544 -- 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: [email protected] For queries about this service, please contact Infrastructure at: [email protected] - To unsubscribe, e-mail: [email protected] For additional commands, e-mail: [email protected]
Re: [PR] chore: use bench array helpers from Arrow bench_util [datafusion]
Jefffrey commented on PR #21544: URL: https://github.com/apache/datafusion/pull/21544#issuecomment-4275854238 Thanks @theirix -- 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: [email protected] For queries about this service, please contact Infrastructure at: [email protected] - To unsubscribe, e-mail: [email protected] For additional commands, e-mail: [email protected]
Re: [PR] chore: use bench array helpers from Arrow bench_util [datafusion]
theirix commented on PR #21544: URL: https://github.com/apache/datafusion/pull/21544#issuecomment-4263283323 > run benchmark array_repeat Ah, now I remember. When I tried to run this benchmark on main, it was already broken since REPEAT_COUNTS was unsigned. I changed it in this PR so the benchmarks can run. I can't recall whether there is any GHA to run all 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: [email protected] For queries about this service, please contact Infrastructure at: [email protected] - To unsubscribe, e-mail: [email protected] For additional commands, e-mail: [email protected]
Re: [PR] chore: use bench array helpers from Arrow bench_util [datafusion]
adriangbot commented on PR #21544:
URL: https://github.com/apache/datafusion/pull/21544#issuecomment-4262748084
Benchmark for [this
request](https://github.com/apache/datafusion/pull/21544#issuecomment-4262700896)
failed.
Last 20 lines of output:
Click to expand
```
* [new ref] refs/pull/21544/head -> use-bench-utils
* branchmain -> FETCH_HEAD
Switched to branch 'use-bench-utils'
1f0faf92cc4437ddb806a027a5ea15ebd27effba
Cloning into '/workspace/datafusion-base'...
HEAD is now at 1f0faf9 perf : Optimize count distinct using bitmaps instead
of hashsets for smaller datatypes (#21456)
rustc 1.94.1 (e408947bf 2026-03-25)
1d943793b97de9760863f7f0e925a8e09fd55a87
1f0faf92cc4437ddb806a027a5ea15ebd27effba
Finished `bench` profile [optimized] target(s) in 0.28s
Running benches/array_repeat.rs
(target/release/deps/array_repeat-07830ea8f6c1c365)
Gnuplot not found, using plotters backend
Benchmarking array_repeat_int64/repeat_5_count/100
Benchmarking array_repeat_int64/repeat_5_count/100: Warming up for 3. s
thread 'main' (31316) panicked at
datafusion/functions-nested/benches/array_repeat.rs:88:30:
called `Result::unwrap()` on an `Err` value: Internal("could not cast array
of type UInt64 to
arrow_array::array::primitive_array::PrimitiveArray")
note: run with `RUST_BACKTRACE=1` environment variable to display a backtrace
error: bench failed, to rerun pass `-p datafusion-functions-nested --bench
array_repeat`
```
---
[File an issue](https://github.com/adriangb/datafusion-benchmarking/issues)
against this benchmark runner
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Re: [PR] chore: use bench array helpers from Arrow bench_util [datafusion]
adriangbot commented on PR #21544: URL: https://github.com/apache/datafusion/pull/21544#issuecomment-4262719415 🤖 Criterion benchmark running (GKE) | [trigger](https://github.com/apache/datafusion/pull/21544#issuecomment-4262700896) **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) | `Linux bench-c4262700896-1397-gscxw 6.12.55+ #1 SMP Sun Feb 1 08:59:41 UTC 2026 aarch64 GNU/Linux` CPU Details (lscpu) ``` Architecture:aarch64 CPU op-mode(s): 64-bit Byte Order: Little Endian CPU(s): 16 On-line CPU(s) list: 0-15 Vendor ID: ARM Model name: Neoverse-V2 Model: 1 Thread(s) per core: 1 Core(s) per cluster: 16 Socket(s): - Cluster(s): 1 Stepping:r0p1 BogoMIPS:2000.00 Flags: fp asimd evtstrm aes pmull sha1 sha2 crc32 atomics fphp asimdhp cpuid asimdrdm jscvt fcma lrcpc dcpop sha3 sm3 sm4 asimddp sha512 sve asimdfhm dit uscat ilrcpc flagm sb paca pacg dcpodp sve2 sveaes svepmull svebitperm svesha3 svesm4 flagm2 frint svei8mm svebf16 i8mm bf16 dgh rng bti L1d cache: 1 MiB (16 instances) L1i cache: 1 MiB (16 instances) L2 cache:32 MiB (16 instances) L3 cache:80 MiB (1 instance) NUMA node(s):1 NUMA node0 CPU(s): 0-15 Vulnerability Gather data sampling: Not affected Vulnerability Indirect target selection: Not affected Vulnerability Itlb multihit: Not affected Vulnerability L1tf: Not affected Vulnerability Mds: Not affected Vulnerability Meltdown: Not affected Vulnerability Mmio stale data: Not affected Vulnerability Reg file data sampling:Not affected Vulnerability Retbleed: Not affected Vulnerability Spec rstack overflow: Not affected Vulnerability Spec store bypass: Mitigation; Speculative Store Bypass disabled via prctl Vulnerability Spectre v1:Mitigation; __user pointer sanitization Vulnerability Spectre v2:Mitigation; CSV2, BHB Vulnerability Srbds: Not affected Vulnerability Tsa: Not affected Vulnerability Tsx async abort: Not affected Vulnerability Vmscape: Not affected ``` Comparing use-bench-utils (1d943793b97de9760863f7f0e925a8e09fd55a87) to 1f0faf9 (merge-base) [diff](https://github.com/apache/datafusion/compare/1f0faf92cc4437ddb806a027a5ea15ebd27effba..1d943793b97de9760863f7f0e925a8e09fd55a87) BENCH_NAME=array_repeat BENCH_COMMAND=cargo bench --features=parquet --bench array_repeat BENCH_FILTER= 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: [email protected] For queries about this service, please contact Infrastructure at: [email protected] - To unsubscribe, e-mail: [email protected] For additional commands, e-mail: [email protected]
Re: [PR] chore: use bench array helpers from Arrow bench_util [datafusion]
alamb commented on PR #21544: URL: https://github.com/apache/datafusion/pull/21544#issuecomment-4262700896 run benchmark array_repeat -- 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: [email protected] For queries about this service, please contact Infrastructure at: [email protected] - To unsubscribe, e-mail: [email protected] For additional commands, e-mail: [email protected]
Re: [PR] chore: use bench array helpers from Arrow bench_util [datafusion]
alamb commented on PR #21544: URL: https://github.com/apache/datafusion/pull/21544#issuecomment-4262698839 I think github merges to main when possible, but the bot does not I'll rerun -- 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: [email protected] For queries about this service, please contact Infrastructure at: [email protected] - To unsubscribe, e-mail: [email protected] For additional commands, e-mail: [email protected]
Re: [PR] chore: use bench array helpers from Arrow bench_util [datafusion]
theirix commented on PR #21544: URL: https://github.com/apache/datafusion/pull/21544#issuecomment-4262387792 > > Benchmark for [this request](https://github.com/apache/datafusion/pull/21544#issuecomment-4259453514) failed. > > Last 20 lines of output: > > Click to expand > > [File an issue](https://github.com/adriangb/datafusion-benchmarking/issues?q=sort%3Aupdated-desc+is%3Aissue+is%3Aopen) against this benchmark runner > > @theirix could you look into this, if this failure is related? that's strange, because running `cargo bench --bench array_repeat` on this branch `use-bench-utils` (211214403dd8b172ebbeb80cd52078b7fd07fe36) works well on my computer. -- 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: [email protected] For queries about this service, please contact Infrastructure at: [email protected] - To unsubscribe, e-mail: [email protected] For additional commands, e-mail: [email protected]
Re: [PR] chore: use bench array helpers from Arrow bench_util [datafusion]
adriangbot commented on PR #21544: URL: https://github.com/apache/datafusion/pull/21544#issuecomment-4259526950 🤖 Criterion benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/21544#issuecomment-4259453514) **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) CPU Details (lscpu) ``` Architecture:aarch64 CPU op-mode(s): 64-bit Byte Order: Little Endian CPU(s): 16 On-line CPU(s) list: 0-15 Vendor ID: ARM Model name: Neoverse-V2 Model: 1 Thread(s) per core: 1 Core(s) per cluster: 16 Socket(s): - Cluster(s): 1 Stepping:r0p1 BogoMIPS:2000.00 Flags: fp asimd evtstrm aes pmull sha1 sha2 crc32 atomics fphp asimdhp cpuid asimdrdm jscvt fcma lrcpc dcpop sha3 sm3 sm4 asimddp sha512 sve asimdfhm dit uscat ilrcpc flagm sb paca pacg dcpodp sve2 sveaes svepmull svebitperm svesha3 svesm4 flagm2 frint svei8mm svebf16 i8mm bf16 dgh rng bti L1d cache: 1 MiB (16 instances) L1i cache: 1 MiB (16 instances) L2 cache:32 MiB (16 instances) L3 cache:80 MiB (1 instance) NUMA node(s):1 NUMA node0 CPU(s): 0-15 Vulnerability Gather data sampling: Not affected Vulnerability Indirect target selection: Not affected Vulnerability Itlb multihit: Not affected Vulnerability L1tf: Not affected Vulnerability Mds: Not affected Vulnerability Meltdown: Not affected Vulnerability Mmio stale data: Not affected Vulnerability Reg file data sampling:Not affected Vulnerability Retbleed: Not affected Vulnerability Spec rstack overflow: Not affected Vulnerability Spec store bypass: Mitigation; Speculative Store Bypass disabled via prctl Vulnerability Spectre v1:Mitigation; __user pointer sanitization Vulnerability Spectre v2:Mitigation; CSV2, BHB Vulnerability Srbds: Not affected Vulnerability Tsa: Not affected Vulnerability Tsx async abort: Not affected Vulnerability Vmscape: Not affected ``` Details ``` groupmain use-bench-utils - --- array_remove_binary/remove/101.00 4.8±0.03ms? ?/sec1.00 4.8±0.02ms? ?/sec array_remove_binary/remove/100 1.00 10.3±0.08ms? ?/sec1.01 10.4±0.08ms? ?/sec array_remove_binary/remove/500 1.01 40.0±0.52ms? ?/sec1.00 39.7±0.81ms? ?/sec array_remove_boolean/remove/10 1.00 3.5±0.02ms? ?/sec1.00 3.5±0.08ms? ?/sec array_remove_boolean/remove/100 1.00 5.7±0.03ms? ?/sec1.00 5.7±0.06ms? ?/sec array_remove_boolean/remove/500 1.00 14.0±0.03ms? ?/sec1.00 14.0±0.05ms? ?/sec array_remove_decimal64/remove/10 1.14 4.2±0.03ms? ?/sec1.00 3.7±0.02ms? ?/sec array_remove_decimal64/remove/1001.38 8.8±0.11ms? ?/sec1.00 6.3±0.06ms? ?/sec array_remove_decimal64/remove/5001.82 39.4±1.17ms? ?/sec1.00 21.6±0.16ms? ?/sec array_remove_f64/remove/10 1.12 4.0±0.02ms? ?/sec1.00 3.6±0.02ms? ?/sec array_remove_f64/remove/100 1.35 6.6±0.07ms? ?/sec1.00 4.9±0.05ms? ?/sec array_remove_f64/remove/500 2.88 24.4±0.18ms? ?/sec1.00 8.5±0.09ms? ?/sec array_remove_fixed_size_binary/remove/10 1.00 3.9±0.05ms? ?/sec1.03 4.1±0.12ms? ?/sec array_remove_fixed_size_binary/remove/1001.00 8.8±0.12ms? ?/sec1.03 9.1±0.14ms? ?/sec array_remove_fixed_size_binary/remove/5001.00 42.9±0.28ms? ?/sec1.06 45.4±0.27ms? ?/sec array_remove_int64/remove/10 1.13 4.1±0.02ms? ?/sec1.00 3.6±0.02ms? ?
Re: [PR] chore: use bench array helpers from Arrow bench_util [datafusion]
Jefffrey commented on PR #21544: URL: https://github.com/apache/datafusion/pull/21544#issuecomment-4259520104 > Benchmark for [this request](https://github.com/apache/datafusion/pull/21544#issuecomment-4259453514) failed. > > Last 20 lines of output: > Click to expand > > [File an issue](https://github.com/adriangb/datafusion-benchmarking/issues) against this benchmark runner @theirix could you look into this, if this failure is related? -- 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: [email protected] For queries about this service, please contact Infrastructure at: [email protected] - To unsubscribe, e-mail: [email protected] For additional commands, e-mail: [email protected]
Re: [PR] chore: use bench array helpers from Arrow bench_util [datafusion]
adriangbot commented on PR #21544: URL: https://github.com/apache/datafusion/pull/21544#issuecomment-4259509997 🤖 Criterion benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/21544#issuecomment-4259453514) **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) CPU Details (lscpu) ``` Architecture:aarch64 CPU op-mode(s): 64-bit Byte Order: Little Endian CPU(s): 16 On-line CPU(s) list: 0-15 Vendor ID: ARM Model name: Neoverse-V2 Model: 1 Thread(s) per core: 1 Core(s) per cluster: 16 Socket(s): - Cluster(s): 1 Stepping:r0p1 BogoMIPS:2000.00 Flags: fp asimd evtstrm aes pmull sha1 sha2 crc32 atomics fphp asimdhp cpuid asimdrdm jscvt fcma lrcpc dcpop sha3 sm3 sm4 asimddp sha512 sve asimdfhm dit uscat ilrcpc flagm sb paca pacg dcpodp sve2 sveaes svepmull svebitperm svesha3 svesm4 flagm2 frint svei8mm svebf16 i8mm bf16 dgh rng bti L1d cache: 1 MiB (16 instances) L1i cache: 1 MiB (16 instances) L2 cache:32 MiB (16 instances) L3 cache:80 MiB (1 instance) NUMA node(s):1 NUMA node0 CPU(s): 0-15 Vulnerability Gather data sampling: Not affected Vulnerability Indirect target selection: Not affected Vulnerability Itlb multihit: Not affected Vulnerability L1tf: Not affected Vulnerability Mds: Not affected Vulnerability Meltdown: Not affected Vulnerability Mmio stale data: Not affected Vulnerability Reg file data sampling:Not affected Vulnerability Retbleed: Not affected Vulnerability Spec rstack overflow: Not affected Vulnerability Spec store bypass: Mitigation; Speculative Store Bypass disabled via prctl Vulnerability Spectre v1:Mitigation; __user pointer sanitization Vulnerability Spectre v2:Mitigation; CSV2, BHB Vulnerability Srbds: Not affected Vulnerability Tsa: Not affected Vulnerability Tsx async abort: Not affected Vulnerability Vmscape: Not affected ``` Details ``` group main use-bench-utils - --- array_to_string_float64/100 2.34 6.8±0.01ms? ?/sec 1.00 2.9±0.00ms? ?/sec array_to_string_float64/20 2.07 1464.1±5.67µs? ?/sec 1.00706.3±1.21µs? ?/sec array_to_string_float64/5 1.69443.7±0.73µs? ?/sec 1.00263.3±0.50µs? ?/sec array_to_string_int64/100 1.13819.1±3.75µs? ?/sec 1.00727.2±1.44µs? ?/sec array_to_string_int64/201.11258.9±0.76µs? ?/sec 1.00234.2±0.83µs? ?/sec array_to_string_int64/5 1.02147.1±0.56µs? ?/sec 1.00143.6±3.15µs? ?/sec array_to_string_nested_int64/1001.13851.4±4.27µs? ?/sec 1.00755.0±2.57µs? ?/sec array_to_string_nested_int64/20 1.07287.0±0.72µs? ?/sec 1.00267.4±0.71µs? ?/sec array_to_string_nested_int64/5 1.01177.4±1.22µs? ?/sec 1.00174.9±0.52µs? ?/sec array_to_string_string/100 1.00622.2±1.15µs? ?/sec 1.00624.9±0.79µs? ?/sec array_to_string_string/20 1.00225.4±0.80µs? ?/sec 1.01228.4±0.66µs? ?/sec array_to_string_string/51.00144.2±0.56µs? ?/sec 1.00144.0±0.49µs? ?/sec ``` Resource Usage **base (merge-base)** | Metric | Value | ||---| | Wall time | 127.6s | | Peak memory | 3.6 GiB | | Avg memory | 3.6 GiB | | CPU user | 156.8s | | CPU sys | 0.8s | | Peak spill | 0 B | **branch** | Metric | Value | ||---| | Wall time | 133.3s | | Peak memory | 3.6 GiB | | Avg memory | 3.6 GiB | | CPU user | 163.0s | | CPU sys | 0.3s | | Peak spill | 0 B | --- [File an issue](https://github.com/adriangb/datafusion-benchmarking/issues) against this benchmark runner --
Re: [PR] chore: use bench array helpers from Arrow bench_util [datafusion]
adriangbot commented on PR #21544:
URL: https://github.com/apache/datafusion/pull/21544#issuecomment-4259505022
🤖 Criterion benchmark completed (GKE) |
[trigger](https://github.com/apache/datafusion/pull/21544#issuecomment-4259453514)
**Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB)
CPU Details (lscpu)
```
Architecture:aarch64
CPU op-mode(s): 64-bit
Byte Order: Little Endian
CPU(s): 16
On-line CPU(s) list: 0-15
Vendor ID: ARM
Model name: Neoverse-V2
Model: 1
Thread(s) per core: 1
Core(s) per cluster: 16
Socket(s): -
Cluster(s): 1
Stepping:r0p1
BogoMIPS:2000.00
Flags: fp asimd evtstrm aes pmull sha1
sha2 crc32 atomics fphp asimdhp cpuid asimdrdm jscvt fcma lrcpc dcpop sha3 sm3
sm4 asimddp sha512 sve asimdfhm dit uscat ilrcpc flagm sb paca pacg dcpodp sve2
sveaes svepmull svebitperm svesha3 svesm4 flagm2 frint svei8mm svebf16 i8mm
bf16 dgh rng bti
L1d cache: 1 MiB (16 instances)
L1i cache: 1 MiB (16 instances)
L2 cache:32 MiB (16 instances)
L3 cache:80 MiB (1 instance)
NUMA node(s):1
NUMA node0 CPU(s): 0-15
Vulnerability Gather data sampling: Not affected
Vulnerability Indirect target selection: Not affected
Vulnerability Itlb multihit: Not affected
Vulnerability L1tf: Not affected
Vulnerability Mds: Not affected
Vulnerability Meltdown: Not affected
Vulnerability Mmio stale data: Not affected
Vulnerability Reg file data sampling:Not affected
Vulnerability Retbleed: Not affected
Vulnerability Spec rstack overflow: Not affected
Vulnerability Spec store bypass: Mitigation; Speculative Store
Bypass disabled via prctl
Vulnerability Spectre v1:Mitigation; __user pointer
sanitization
Vulnerability Spectre v2:Mitigation; CSV2, BHB
Vulnerability Srbds: Not affected
Vulnerability Tsa: Not affected
Vulnerability Tsx async abort: Not affected
Vulnerability Vmscape: Not affected
```
Details
```
group
main use-bench-utils
-
---
array_agg i64 merge_batch 30% nulls, 0% of nulls point to a zero length
array 1.00499.0±5.38µs? ?/sec1.01503.7±5.81µs?
?/sec
array_agg i64 merge_batch 30% nulls, 100% of nulls point to a zero length
array1.00 4.6±0.00µs? ?/sec1.00 4.6±0.00µs?
?/sec
array_agg i64 merge_batch 30% nulls, 50% of nulls point to a zero length
array 1.00499.3±5.57µs? ?/sec1.01504.3±5.71µs?
?/sec
array_agg i64 merge_batch 30% nulls, 90% of nulls point to a zero length
array 1.00504.6±5.95µs? ?/sec1.00504.2±6.07µs?
?/sec
array_agg i64 merge_batch 30% nulls, 99% of nulls point to a zero length
array 1.02508.6±5.89µs? ?/sec1.00500.0±5.76µs?
?/sec
array_agg i64 merge_batch 70% nulls, 0% of nulls point to a zero length
array 1.00213.6±2.41µs? ?/sec1.01216.6±2.62µs?
?/sec
array_agg i64 merge_batch 70% nulls, 100% of nulls point to a zero length
array1.00 4.4±0.00µs? ?/sec1.00 4.4±0.00µs?
?/sec
array_agg i64 merge_batch 70% nulls, 50% of nulls point to a zero length
array 1.00217.0±2.48µs? ?/sec1.00218.1±2.48µs?
?/sec
array_agg i64 merge_batch 70% nulls, 90% of nulls point to a zero length
array 1.12242.7±2.15µs? ?/sec1.00217.4±2.47µs?
?/sec
array_agg i64 merge_batch 70% nulls, 99% of nulls point to a zero length
array 1.00217.3±2.47µs? ?/sec1.00217.2±2.47µs?
?/sec
array_agg i64 merge_batch all nulls, 100% of nulls point to a zero length
array1.00 70.8±1.60ns? ?/sec1.11 78.7±4.62ns?
?/sec
array_agg i64 merge_batch all nulls, 90% of nulls point to a zero length
array 1.00 70.8±1.54ns
Re: [PR] chore: use bench array helpers from Arrow bench_util [datafusion]
adriangbot commented on PR #21544: URL: https://github.com/apache/datafusion/pull/21544#issuecomment-4259496116 🤖 Criterion benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/21544#issuecomment-4259453514) **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) CPU Details (lscpu) ``` Architecture:aarch64 CPU op-mode(s): 64-bit Byte Order: Little Endian CPU(s): 16 On-line CPU(s) list: 0-15 Vendor ID: ARM Model name: Neoverse-V2 Model: 1 Thread(s) per core: 1 Core(s) per cluster: 16 Socket(s): - Cluster(s): 1 Stepping:r0p1 BogoMIPS:2000.00 Flags: fp asimd evtstrm aes pmull sha1 sha2 crc32 atomics fphp asimdhp cpuid asimdrdm jscvt fcma lrcpc dcpop sha3 sm3 sm4 asimddp sha512 sve asimdfhm dit uscat ilrcpc flagm sb paca pacg dcpodp sve2 sveaes svepmull svebitperm svesha3 svesm4 flagm2 frint svei8mm svebf16 i8mm bf16 dgh rng bti L1d cache: 1 MiB (16 instances) L1i cache: 1 MiB (16 instances) L2 cache:32 MiB (16 instances) L3 cache:80 MiB (1 instance) NUMA node(s):1 NUMA node0 CPU(s): 0-15 Vulnerability Gather data sampling: Not affected Vulnerability Indirect target selection: Not affected Vulnerability Itlb multihit: Not affected Vulnerability L1tf: Not affected Vulnerability Mds: Not affected Vulnerability Meltdown: Not affected Vulnerability Mmio stale data: Not affected Vulnerability Reg file data sampling:Not affected Vulnerability Retbleed: Not affected Vulnerability Spec rstack overflow: Not affected Vulnerability Spec store bypass: Mitigation; Speculative Store Bypass disabled via prctl Vulnerability Spectre v1:Mitigation; __user pointer sanitization Vulnerability Spectre v2:Mitigation; CSV2, BHB Vulnerability Srbds: Not affected Vulnerability Tsa: Not affected Vulnerability Tsx async abort: Not affected Vulnerability Vmscape: Not affected ``` Details ``` groupmain use-bench-utils - --- array_max/no_nulls/list_size=10 1.00 43.6±0.23µs? ?/sec 1.50 65.6±0.72µs? ?/sec array_max/no_nulls/list_size=100 1.69 412.3±12.11µs? ?/sec 1.00244.6±0.92µs? ?/sec array_max/no_nulls/list_size=10002.29 3.3±0.27ms? ?/sec 1.00 1438.3±33.34µs? ?/sec array_max/nulls/list_size=10 1.47135.9±0.55µs? ?/sec 1.00 92.4±0.70µs? ?/sec array_max/nulls/list_size=1001.68 1256.6±5.67µs? ?/sec 1.00749.9±1.59µs? ?/sec array_max/nulls/list_size=1000 1.94 8.4±0.18ms? ?/sec 1.00 4.4±0.10ms? ?/sec ``` Resource Usage **base (merge-base)** | Metric | Value | ||---| | Wall time | 63.7s | | Peak memory | 3.7 GiB | | Avg memory | 3.6 GiB | | CPU user | 77.2s | | CPU sys | 0.9s | | Peak spill | 0 B | **branch** | Metric | Value | ||---| | Wall time | 63.7s | | Peak memory | 3.6 GiB | | Avg memory | 3.6 GiB | | CPU user | 78.6s | | CPU sys | 0.2s | | Peak spill | 0 B | --- [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: [email protected] For queries about this service, please contact Infrastructure at: [email protected] - To unsubscribe, e-mail: [email protected] For additional commands, e-mail: [email protected]
Re: [PR] chore: use bench array helpers from Arrow bench_util [datafusion]
adriangbot commented on PR #21544:
URL: https://github.com/apache/datafusion/pull/21544#issuecomment-4259482872
Benchmark for [this
request](https://github.com/apache/datafusion/pull/21544#issuecomment-4259453514)
failed.
Last 20 lines of output:
Click to expand
```
* [new ref] refs/pull/21544/head -> use-bench-utils
* branchmain -> FETCH_HEAD
Switched to branch 'use-bench-utils'
3911f0cc089a347434cf07202b340b1475df88cc
Cloning into '/workspace/datafusion-base'...
HEAD is now at 3911f0c chore: Add array_slice tests for overlapping nulls
across inputs (#21540)
rustc 1.94.1 (e408947bf 2026-03-25)
211214403dd8b172ebbeb80cd52078b7fd07fe36
3911f0cc089a347434cf07202b340b1475df88cc
Finished `bench` profile [optimized] target(s) in 0.24s
Running benches/array_repeat.rs
(target/release/deps/array_repeat-720dc2b8b22510f7)
Gnuplot not found, using plotters backend
Benchmarking array_repeat_int64/repeat_5_count/100
Benchmarking array_repeat_int64/repeat_5_count/100: Warming up for 3. s
thread 'main' (30730) panicked at
datafusion/functions-nested/benches/array_repeat.rs:88:30:
called `Result::unwrap()` on an `Err` value: Internal("could not cast array
of type UInt64 to
arrow_array::array::primitive_array::PrimitiveArray")
note: run with `RUST_BACKTRACE=1` environment variable to display a backtrace
error: bench failed, to rerun pass `-p datafusion-functions-nested --bench
array_repeat`
```
---
[File an issue](https://github.com/adriangb/datafusion-benchmarking/issues)
against this benchmark runner
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Re: [PR] chore: use bench array helpers from Arrow bench_util [datafusion]
adriangbot commented on PR #21544: URL: https://github.com/apache/datafusion/pull/21544#issuecomment-4259465308 🤖 Criterion benchmark running (GKE) | [trigger](https://github.com/apache/datafusion/pull/21544#issuecomment-4259453514) **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) | `Linux bench-c4259453514-1356-bxxkq 6.12.55+ #1 SMP Sun Feb 1 08:59:41 UTC 2026 aarch64 GNU/Linux` CPU Details (lscpu) ``` Architecture:aarch64 CPU op-mode(s): 64-bit Byte Order: Little Endian CPU(s): 16 On-line CPU(s) list: 0-15 Vendor ID: ARM Model name: Neoverse-V2 Model: 1 Thread(s) per core: 1 Core(s) per cluster: 16 Socket(s): - Cluster(s): 1 Stepping:r0p1 BogoMIPS:2000.00 Flags: fp asimd evtstrm aes pmull sha1 sha2 crc32 atomics fphp asimdhp cpuid asimdrdm jscvt fcma lrcpc dcpop sha3 sm3 sm4 asimddp sha512 sve asimdfhm dit uscat ilrcpc flagm sb paca pacg dcpodp sve2 sveaes svepmull svebitperm svesha3 svesm4 flagm2 frint svei8mm svebf16 i8mm bf16 dgh rng bti L1d cache: 1 MiB (16 instances) L1i cache: 1 MiB (16 instances) L2 cache:32 MiB (16 instances) L3 cache:80 MiB (1 instance) NUMA node(s):1 NUMA node0 CPU(s): 0-15 Vulnerability Gather data sampling: Not affected Vulnerability Indirect target selection: Not affected Vulnerability Itlb multihit: Not affected Vulnerability L1tf: Not affected Vulnerability Mds: Not affected Vulnerability Meltdown: Not affected Vulnerability Mmio stale data: Not affected Vulnerability Reg file data sampling:Not affected Vulnerability Retbleed: Not affected Vulnerability Spec rstack overflow: Not affected Vulnerability Spec store bypass: Mitigation; Speculative Store Bypass disabled via prctl Vulnerability Spectre v1:Mitigation; __user pointer sanitization Vulnerability Spectre v2:Mitigation; CSV2, BHB Vulnerability Srbds: Not affected Vulnerability Tsa: Not affected Vulnerability Tsx async abort: Not affected Vulnerability Vmscape: Not affected ``` Comparing use-bench-utils (211214403dd8b172ebbeb80cd52078b7fd07fe36) to 3911f0c (merge-base) [diff](https://github.com/apache/datafusion/compare/3911f0cc089a347434cf07202b340b1475df88cc..211214403dd8b172ebbeb80cd52078b7fd07fe36) BENCH_NAME=array_min_max BENCH_COMMAND=cargo bench --features=parquet --bench array_min_max BENCH_FILTER= 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: [email protected] For queries about this service, please contact Infrastructure at: [email protected] - To unsubscribe, e-mail: [email protected] For additional commands, e-mail: [email protected]
Re: [PR] chore: use bench array helpers from Arrow bench_util [datafusion]
adriangbot commented on PR #21544: URL: https://github.com/apache/datafusion/pull/21544#issuecomment-4259465980 🤖 Criterion benchmark running (GKE) | [trigger](https://github.com/apache/datafusion/pull/21544#issuecomment-4259453514) **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) | `Linux bench-c4259453514-1358-v4bsg 6.12.55+ #1 SMP Sun Feb 1 08:59:41 UTC 2026 aarch64 GNU/Linux` CPU Details (lscpu) ``` Architecture:aarch64 CPU op-mode(s): 64-bit Byte Order: Little Endian CPU(s): 16 On-line CPU(s) list: 0-15 Vendor ID: ARM Model name: Neoverse-V2 Model: 1 Thread(s) per core: 1 Core(s) per cluster: 16 Socket(s): - Cluster(s): 1 Stepping:r0p1 BogoMIPS:2000.00 Flags: fp asimd evtstrm aes pmull sha1 sha2 crc32 atomics fphp asimdhp cpuid asimdrdm jscvt fcma lrcpc dcpop sha3 sm3 sm4 asimddp sha512 sve asimdfhm dit uscat ilrcpc flagm sb paca pacg dcpodp sve2 sveaes svepmull svebitperm svesha3 svesm4 flagm2 frint svei8mm svebf16 i8mm bf16 dgh rng bti L1d cache: 1 MiB (16 instances) L1i cache: 1 MiB (16 instances) L2 cache:32 MiB (16 instances) L3 cache:80 MiB (1 instance) NUMA node(s):1 NUMA node0 CPU(s): 0-15 Vulnerability Gather data sampling: Not affected Vulnerability Indirect target selection: Not affected Vulnerability Itlb multihit: Not affected Vulnerability L1tf: Not affected Vulnerability Mds: Not affected Vulnerability Meltdown: Not affected Vulnerability Mmio stale data: Not affected Vulnerability Reg file data sampling:Not affected Vulnerability Retbleed: Not affected Vulnerability Spec rstack overflow: Not affected Vulnerability Spec store bypass: Mitigation; Speculative Store Bypass disabled via prctl Vulnerability Spectre v1:Mitigation; __user pointer sanitization Vulnerability Spectre v2:Mitigation; CSV2, BHB Vulnerability Srbds: Not affected Vulnerability Tsa: Not affected Vulnerability Tsx async abort: Not affected Vulnerability Vmscape: Not affected ``` Comparing use-bench-utils (211214403dd8b172ebbeb80cd52078b7fd07fe36) to 3911f0c (merge-base) [diff](https://github.com/apache/datafusion/compare/3911f0cc089a347434cf07202b340b1475df88cc..211214403dd8b172ebbeb80cd52078b7fd07fe36) BENCH_NAME=array_repeat BENCH_COMMAND=cargo bench --features=parquet --bench array_repeat BENCH_FILTER= 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: [email protected] For queries about this service, please contact Infrastructure at: [email protected] - To unsubscribe, e-mail: [email protected] For additional commands, e-mail: [email protected]
Re: [PR] chore: use bench array helpers from Arrow bench_util [datafusion]
adriangbot commented on PR #21544: URL: https://github.com/apache/datafusion/pull/21544#issuecomment-4259467283 🤖 Criterion benchmark running (GKE) | [trigger](https://github.com/apache/datafusion/pull/21544#issuecomment-4259453514) **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) | `Linux bench-c4259453514-1357-mzxvb 6.12.55+ #1 SMP Sun Feb 1 08:59:41 UTC 2026 aarch64 GNU/Linux` CPU Details (lscpu) ``` Architecture:aarch64 CPU op-mode(s): 64-bit Byte Order: Little Endian CPU(s): 16 On-line CPU(s) list: 0-15 Vendor ID: ARM Model name: Neoverse-V2 Model: 1 Thread(s) per core: 1 Core(s) per cluster: 16 Socket(s): - Cluster(s): 1 Stepping:r0p1 BogoMIPS:2000.00 Flags: fp asimd evtstrm aes pmull sha1 sha2 crc32 atomics fphp asimdhp cpuid asimdrdm jscvt fcma lrcpc dcpop sha3 sm3 sm4 asimddp sha512 sve asimdfhm dit uscat ilrcpc flagm sb paca pacg dcpodp sve2 sveaes svepmull svebitperm svesha3 svesm4 flagm2 frint svei8mm svebf16 i8mm bf16 dgh rng bti L1d cache: 1 MiB (16 instances) L1i cache: 1 MiB (16 instances) L2 cache:32 MiB (16 instances) L3 cache:80 MiB (1 instance) NUMA node(s):1 NUMA node0 CPU(s): 0-15 Vulnerability Gather data sampling: Not affected Vulnerability Indirect target selection: Not affected Vulnerability Itlb multihit: Not affected Vulnerability L1tf: Not affected Vulnerability Mds: Not affected Vulnerability Meltdown: Not affected Vulnerability Mmio stale data: Not affected Vulnerability Reg file data sampling:Not affected Vulnerability Retbleed: Not affected Vulnerability Spec rstack overflow: Not affected Vulnerability Spec store bypass: Mitigation; Speculative Store Bypass disabled via prctl Vulnerability Spectre v1:Mitigation; __user pointer sanitization Vulnerability Spectre v2:Mitigation; CSV2, BHB Vulnerability Srbds: Not affected Vulnerability Tsa: Not affected Vulnerability Tsx async abort: Not affected Vulnerability Vmscape: Not affected ``` Comparing use-bench-utils (211214403dd8b172ebbeb80cd52078b7fd07fe36) to 3911f0c (merge-base) [diff](https://github.com/apache/datafusion/compare/3911f0cc089a347434cf07202b340b1475df88cc..211214403dd8b172ebbeb80cd52078b7fd07fe36) BENCH_NAME=array_remove BENCH_COMMAND=cargo bench --features=parquet --bench array_remove BENCH_FILTER= 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: [email protected] For queries about this service, please contact Infrastructure at: [email protected] - To unsubscribe, e-mail: [email protected] For additional commands, e-mail: [email protected]
Re: [PR] chore: use bench array helpers from Arrow bench_util [datafusion]
adriangbot commented on PR #21544: URL: https://github.com/apache/datafusion/pull/21544#issuecomment-4259467307 🤖 Criterion benchmark running (GKE) | [trigger](https://github.com/apache/datafusion/pull/21544#issuecomment-4259453514) **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) | `Linux bench-c4259453514-1355-tzh8v 6.12.55+ #1 SMP Sun Feb 1 08:59:41 UTC 2026 aarch64 GNU/Linux` CPU Details (lscpu) ``` Architecture:aarch64 CPU op-mode(s): 64-bit Byte Order: Little Endian CPU(s): 16 On-line CPU(s) list: 0-15 Vendor ID: ARM Model name: Neoverse-V2 Model: 1 Thread(s) per core: 1 Core(s) per cluster: 16 Socket(s): - Cluster(s): 1 Stepping:r0p1 BogoMIPS:2000.00 Flags: fp asimd evtstrm aes pmull sha1 sha2 crc32 atomics fphp asimdhp cpuid asimdrdm jscvt fcma lrcpc dcpop sha3 sm3 sm4 asimddp sha512 sve asimdfhm dit uscat ilrcpc flagm sb paca pacg dcpodp sve2 sveaes svepmull svebitperm svesha3 svesm4 flagm2 frint svei8mm svebf16 i8mm bf16 dgh rng bti L1d cache: 1 MiB (16 instances) L1i cache: 1 MiB (16 instances) L2 cache:32 MiB (16 instances) L3 cache:80 MiB (1 instance) NUMA node(s):1 NUMA node0 CPU(s): 0-15 Vulnerability Gather data sampling: Not affected Vulnerability Indirect target selection: Not affected Vulnerability Itlb multihit: Not affected Vulnerability L1tf: Not affected Vulnerability Mds: Not affected Vulnerability Meltdown: Not affected Vulnerability Mmio stale data: Not affected Vulnerability Reg file data sampling:Not affected Vulnerability Retbleed: Not affected Vulnerability Spec rstack overflow: Not affected Vulnerability Spec store bypass: Mitigation; Speculative Store Bypass disabled via prctl Vulnerability Spectre v1:Mitigation; __user pointer sanitization Vulnerability Spectre v2:Mitigation; CSV2, BHB Vulnerability Srbds: Not affected Vulnerability Tsa: Not affected Vulnerability Tsx async abort: Not affected Vulnerability Vmscape: Not affected ``` Comparing use-bench-utils (211214403dd8b172ebbeb80cd52078b7fd07fe36) to 3911f0c (merge-base) [diff](https://github.com/apache/datafusion/compare/3911f0cc089a347434cf07202b340b1475df88cc..211214403dd8b172ebbeb80cd52078b7fd07fe36) BENCH_NAME=array_agg BENCH_COMMAND=cargo bench --features=parquet --bench array_agg BENCH_FILTER= 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: [email protected] For queries about this service, please contact Infrastructure at: [email protected] - To unsubscribe, e-mail: [email protected] For additional commands, e-mail: [email protected]
Re: [PR] chore: use bench array helpers from Arrow bench_util [datafusion]
adriangbot commented on PR #21544: URL: https://github.com/apache/datafusion/pull/21544#issuecomment-4259464865 🤖 Criterion benchmark running (GKE) | [trigger](https://github.com/apache/datafusion/pull/21544#issuecomment-4259453514) **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) | `Linux bench-c4259453514-1359-d4bxd 6.12.55+ #1 SMP Sun Feb 1 08:59:41 UTC 2026 aarch64 GNU/Linux` CPU Details (lscpu) ``` Architecture:aarch64 CPU op-mode(s): 64-bit Byte Order: Little Endian CPU(s): 16 On-line CPU(s) list: 0-15 Vendor ID: ARM Model name: Neoverse-V2 Model: 1 Thread(s) per core: 1 Core(s) per cluster: 16 Socket(s): - Cluster(s): 1 Stepping:r0p1 BogoMIPS:2000.00 Flags: fp asimd evtstrm aes pmull sha1 sha2 crc32 atomics fphp asimdhp cpuid asimdrdm jscvt fcma lrcpc dcpop sha3 sm3 sm4 asimddp sha512 sve asimdfhm dit uscat ilrcpc flagm sb paca pacg dcpodp sve2 sveaes svepmull svebitperm svesha3 svesm4 flagm2 frint svei8mm svebf16 i8mm bf16 dgh rng bti L1d cache: 1 MiB (16 instances) L1i cache: 1 MiB (16 instances) L2 cache:32 MiB (16 instances) L3 cache:80 MiB (1 instance) NUMA node(s):1 NUMA node0 CPU(s): 0-15 Vulnerability Gather data sampling: Not affected Vulnerability Indirect target selection: Not affected Vulnerability Itlb multihit: Not affected Vulnerability L1tf: Not affected Vulnerability Mds: Not affected Vulnerability Meltdown: Not affected Vulnerability Mmio stale data: Not affected Vulnerability Reg file data sampling:Not affected Vulnerability Retbleed: Not affected Vulnerability Spec rstack overflow: Not affected Vulnerability Spec store bypass: Mitigation; Speculative Store Bypass disabled via prctl Vulnerability Spectre v1:Mitigation; __user pointer sanitization Vulnerability Spectre v2:Mitigation; CSV2, BHB Vulnerability Srbds: Not affected Vulnerability Tsa: Not affected Vulnerability Tsx async abort: Not affected Vulnerability Vmscape: Not affected ``` Comparing use-bench-utils (211214403dd8b172ebbeb80cd52078b7fd07fe36) to 3911f0c (merge-base) [diff](https://github.com/apache/datafusion/compare/3911f0cc089a347434cf07202b340b1475df88cc..211214403dd8b172ebbeb80cd52078b7fd07fe36) BENCH_NAME=array_to_string BENCH_COMMAND=cargo bench --features=parquet --bench array_to_string BENCH_FILTER= 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: [email protected] For queries about this service, please contact Infrastructure at: [email protected] - To unsubscribe, e-mail: [email protected] For additional commands, e-mail: [email protected]
Re: [PR] chore: use bench array helpers from Arrow bench_util [datafusion]
Jefffrey commented on PR #21544: URL: https://github.com/apache/datafusion/pull/21544#issuecomment-4259453514 run benchmarks array_agg array_min_max array_remove array_repeat array_to_string -- 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: [email protected] For queries about this service, please contact Infrastructure at: [email protected] - To unsubscribe, e-mail: [email protected] For additional commands, e-mail: [email protected]
