You are viewing a plain text version of this content. The canonical link for it is here.
Posted to github@datafusion.apache.org by "rluvaton (via GitHub)" <gi...@apache.org> on 2026/09/07 08:52:51 UTC
[PR] perf: defer nulls creation until needed in `ArrowBytesViewMap` [datafusion]
rluvaton opened a new pull request, #25014:
URL: https://github.com/apache/datafusion/pull/25014
## Which issue does this PR close?
N/A
## Rationale for this change
No need to hold `NullBufferBuilder` and keep appending to it when we can create it once much faster
## What changes are included in this PR?
remove `NullBufferBuilder` from `ArrowBytesViewMap` and create when converting to state
## What is the testing strategy for this PR?
existing tests
## Are there any user-facing changes?
no
--
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: defer nulls creation until needed in `ArrowBytesViewMap` [datafusion]
Posted by "rluvaton (via GitHub)" <gi...@apache.org>.
rluvaton commented on PR #25014:
URL: https://github.com/apache/datafusion/pull/25014#issuecomment-5568002473
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: defer nulls creation until needed in `ArrowBytesViewMap` [datafusion]
Posted by "adriangbot (via GitHub)" <gi...@apache.org>.
adriangbot commented on PR #25014:
URL: https://github.com/apache/datafusion/pull/25014#issuecomment-5568250198
π€ Benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/25014#issuecomment-5568002473)
**Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB)
Comparing avoid-holding-nulls (ff2201a3cdaf6103c78098c2fcee67b8c9bb972b) to cc29ea1 (merge-base) [diff](https://github.com/apache/datafusion/compare/cc29ea12ae9c19640d98e43f5d3676aa3b334431..ff2201a3cdaf6103c78098c2fcee67b8c9bb972b)
<details><summary>Run configuration</summary>
```yaml
run benchmark tpch
```
</details>
<details><summary>CPU Details (lscpu)</summary>
```
Architecture: aarch64
CPU op-mode(s): 64-bit
Byte Order: Little Endian
CPU(s): 16
On-line CPU(s) list: 0-15
Vendor ID: ARM
Model name: Neoverse-V2
Model: 1
Thread(s) per core: 1
Core(s) per cluster: 16
Socket(s): -
Cluster(s): 1
Stepping: r0p1
BogoMIPS: 2000.00
Flags: fp asimd evtstrm aes pmull sha1 sha2 crc32 atomics fphp asimdhp cpuid asimdrdm jscvt fcma lrcpc dcpop sha3 sm3 sm4 asimddp sha512 sve asimdfhm dit uscat ilrcpc flagm sb paca pacg dcpodp sve2 sveaes svepmull svebitperm svesha3 svesm4 flagm2 frint svei8mm svebf16 i8mm bf16 dgh rng bti
L1d cache: 1 MiB (16 instances)
L1i cache: 1 MiB (16 instances)
L2 cache: 32 MiB (16 instances)
L3 cache: 80 MiB (1 instance)
NUMA node(s): 1
NUMA node0 CPU(s): 0-15
Vulnerability Gather data sampling: Not affected
Vulnerability Indirect target selection: Not affected
Vulnerability Itlb multihit: Not affected
Vulnerability L1tf: Not affected
Vulnerability Mds: Not affected
Vulnerability Meltdown: Not affected
Vulnerability Mmio stale data: Not affected
Vulnerability Reg file data sampling: Not affected
Vulnerability Retbleed: Not affected
Vulnerability Spec rstack overflow: Not affected
Vulnerability Spec store bypass: Mitigation; Speculative Store Bypass disabled via prctl
Vulnerability Spectre v1: Mitigation; __user pointer sanitization
Vulnerability Spectre v2: Mitigation; CSV2, BHB
Vulnerability Srbds: Not affected
Vulnerability Tsa: Not affected
Vulnerability Tsx async abort: Not affected
Vulnerability Vmscape: Not affected
```
</details>
<details><summary>Details</summary>
<p>
```
Comparing HEAD and avoid-holding-nulls
--------------------
Benchmark tpch_sf1.json
--------------------
βββββββββββββ³βββββββββββ³ββββββββββββββββββββββ³ββββββββββββ
β Query β HEAD β avoid-holding-nulls β Change β
β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββ©
β QQuery 1 β 38.78 ms β 38.60 ms β no change β
β QQuery 2 β 18.89 ms β 18.97 ms β no change β
β QQuery 3 β 28.82 ms β 28.67 ms β no change β
β QQuery 4 β 17.92 ms β 17.61 ms β no change β
β QQuery 5 β 35.79 ms β 35.72 ms β no change β
β QQuery 6 β 16.28 ms β 16.27 ms β no change β
β QQuery 7 β 39.78 ms β 41.35 ms β no change β
β QQuery 8 β 41.08 ms β 41.13 ms β no change β
β QQuery 9 β 50.07 ms β 50.02 ms β no change β
β QQuery 10 β 42.42 ms β 42.48 ms β no change β
β QQuery 11 β 13.95 ms β 13.79 ms β no change β
β QQuery 12 β 24.19 ms β 23.82 ms β no change β
β QQuery 13 β 39.68 ms β 39.51 ms β no change β
β QQuery 14 β 24.46 ms β 24.54 ms β no change β
β QQuery 15 β 31.02 ms β 30.93 ms β no change β
β QQuery 16 β 14.32 ms β 13.99 ms β no change β
β QQuery 17 β 71.18 ms β 70.75 ms β no change β
β QQuery 18 β 59.58 ms β 59.65 ms β no change β
β QQuery 19 β 32.86 ms β 32.60 ms β no change β
β QQuery 20 β 31.11 ms β 31.00 ms β no change β
β QQuery 21 β 55.93 ms β 55.43 ms β no change β
β QQuery 22 β 14.16 ms β 14.08 ms β no change β
βββββββββββββ΄βββββββββββ΄ββββββββββββββββββββββ΄ββββββββββββ
ββββββββββββββββββββββββββββββββββββββ³βββββββββββ
β Benchmark Summary β β
β‘ββββββββββββββββββββββββββββββββββββββββββββββββ©
β Total Time (HEAD) β 742.29ms β
β Total Time (avoid-holding-nulls) β 740.91ms β
β Average Time (HEAD) β 33.74ms β
β Average Time (avoid-holding-nulls) β 33.68ms β
β Queries Faster β 0 β
β Queries Slower β 0 β
β Queries with No Change β 22 β
β Queries with Failure β 0 β
ββββββββββββββββββββββββββββββββββββββ΄βββββββββββ
Distribution per query (min / mean Β±stddev / max):
Comparing HEAD and avoid-holding-nulls
--------------------
Benchmark tpch_sf1.json
--------------------
βββββββββββββ³βββββββββββββββββββββββββββββββββ³βββββββββββββββββββββββββββββββββ³ββββββββββββ
β Query β HEAD β avoid-holding-nulls β Change β
β‘ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ©
β QQuery 1 β 38.78 / 40.36 Β±1.17 / 41.92 ms β 38.60 / 39.59 Β±0.90 / 41.19 ms β no change β
β QQuery 2 β 18.89 / 19.53 Β±0.69 / 20.83 ms β 18.97 / 19.52 Β±0.63 / 20.71 ms β no change β
β QQuery 3 β 28.82 / 29.93 Β±1.68 / 33.21 ms β 28.67 / 28.86 Β±0.15 / 29.08 ms β no change β
β QQuery 4 β 17.92 / 18.47 Β±0.63 / 19.25 ms β 17.61 / 17.79 Β±0.13 / 18.02 ms β no change β
β QQuery 5 β 35.79 / 36.72 Β±1.12 / 38.92 ms β 35.72 / 36.10 Β±0.28 / 36.57 ms β no change β
β QQuery 6 β 16.28 / 16.45 Β±0.31 / 17.07 ms β 16.27 / 17.08 Β±0.87 / 18.67 ms β no change β
β QQuery 7 β 39.78 / 41.98 Β±1.41 / 43.96 ms β 41.35 / 43.37 Β±2.14 / 47.52 ms β no change β
β QQuery 8 β 41.08 / 41.62 Β±0.35 / 42.06 ms β 41.13 / 41.57 Β±0.24 / 41.77 ms β no change β
β QQuery 9 β 50.07 / 51.53 Β±1.17 / 53.59 ms β 50.02 / 50.74 Β±0.67 / 51.57 ms β no change β
β QQuery 10 β 42.42 / 42.84 Β±0.22 / 42.98 ms β 42.48 / 42.87 Β±0.43 / 43.66 ms β no change β
β QQuery 11 β 13.95 / 14.05 Β±0.11 / 14.26 ms β 13.79 / 14.03 Β±0.19 / 14.33 ms β no change β
β QQuery 12 β 24.19 / 25.13 Β±1.63 / 28.39 ms β 23.82 / 24.91 Β±1.16 / 27.12 ms β no change β
β QQuery 13 β 39.68 / 41.71 Β±1.45 / 43.06 ms β 39.51 / 40.28 Β±0.85 / 41.83 ms β no change β
β QQuery 14 β 24.46 / 24.56 Β±0.10 / 24.74 ms β 24.54 / 24.76 Β±0.40 / 25.56 ms β no change β
β QQuery 15 β 31.02 / 31.56 Β±0.70 / 32.90 ms β 30.93 / 31.15 Β±0.26 / 31.65 ms β no change β
β QQuery 16 β 14.32 / 14.44 Β±0.07 / 14.52 ms β 13.99 / 14.18 Β±0.19 / 14.50 ms β no change β
β QQuery 17 β 71.18 / 72.88 Β±1.18 / 74.60 ms β 70.75 / 72.55 Β±1.04 / 73.66 ms β no change β
β QQuery 18 β 59.58 / 61.42 Β±1.11 / 62.88 ms β 59.65 / 61.97 Β±3.03 / 67.87 ms β no change β
β QQuery 19 β 32.86 / 33.06 Β±0.26 / 33.56 ms β 32.60 / 33.63 Β±0.94 / 35.05 ms β no change β
β QQuery 20 β 31.11 / 32.08 Β±0.95 / 33.90 ms β 31.00 / 31.48 Β±0.34 / 32.01 ms β no change β
β QQuery 21 β 55.93 / 56.58 Β±0.54 / 57.27 ms β 55.43 / 55.95 Β±0.49 / 56.81 ms β no change β
β QQuery 22 β 14.16 / 14.54 Β±0.22 / 14.79 ms β 14.08 / 14.28 Β±0.15 / 14.50 ms β no change β
βββββββββββββ΄βββββββββββββββββββββββββββββββββ΄βββββββββββββββββββββββββββββββββ΄ββββββββββββ
ββββββββββββββββββββββββββββββββββββββ³βββββββββββ
β Benchmark Summary β β
β‘ββββββββββββββββββββββββββββββββββββββββββββββββ©
β Total Time (HEAD) β 761.45ms β
β Total Time (avoid-holding-nulls) β 756.66ms β
β Average Time (HEAD) β 34.61ms β
β Average Time (avoid-holding-nulls) β 34.39ms β
β Queries Faster β 0 β
β Queries Slower β 0 β
β Queries with No Change β 22 β
β Queries with Failure β 0 β
ββββββββββββββββββββββββββββββββββββββ΄βββββββββββ
```
</p>
</details>
<details><summary>Resource Usage</summary>
**tpch β base (merge-base)**
| Metric | Value |
|--------|-------|
| Wall time | 5.0s |
| Peak memory | 1.3 GiB |
| Avg memory | 509.8 MiB |
| CPU user | 21.5s |
| CPU sys | 1.6s |
| Peak spill | 0 B |
**tpch β branch**
| Metric | Value |
|--------|-------|
| Wall time | 5.0s |
| Peak memory | 1.2 GiB |
| Avg memory | 494.1 MiB |
| CPU user | 21.0s |
| CPU sys | 1.6s |
| 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: defer nulls creation until needed in `ArrowBytesViewMap` [datafusion]
Posted by "adriangbot (via GitHub)" <gi...@apache.org>.
adriangbot commented on PR #25014:
URL: https://github.com/apache/datafusion/pull/25014#issuecomment-5568040136
π€ Benchmark running (GKE) | [trigger](https://github.com/apache/datafusion/pull/25014#issuecomment-5568002473)
**Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) | `Linux bench-c5568002473-2199-ch8x2 6.12.94+ #1 SMP Fri Jul 17 09:42:57 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 avoid-holding-nulls (ff2201a3cdaf6103c78098c2fcee67b8c9bb972b) to cc29ea1 (merge-base) [diff](https://github.com/apache/datafusion/compare/cc29ea12ae9c19640d98e43f5d3676aa3b334431..ff2201a3cdaf6103c78098c2fcee67b8c9bb972b)
<details><summary>Run configuration</summary>
```yaml
run benchmark clickbench_partitioned
```
</details>
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: defer nulls creation until needed in `ArrowBytesViewMap` [datafusion]
Posted by "adriangbot (via GitHub)" <gi...@apache.org>.
adriangbot commented on PR #25014:
URL: https://github.com/apache/datafusion/pull/25014#issuecomment-5568040320
π€ Benchmark running (GKE) | [trigger](https://github.com/apache/datafusion/pull/25014#issuecomment-5568002473)
**Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) | `Linux bench-c5568002473-2201-pm99v 6.12.94+ #1 SMP Fri Jul 17 09:42:57 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 avoid-holding-nulls (ff2201a3cdaf6103c78098c2fcee67b8c9bb972b) to cc29ea1 (merge-base) [diff](https://github.com/apache/datafusion/compare/cc29ea12ae9c19640d98e43f5d3676aa3b334431..ff2201a3cdaf6103c78098c2fcee67b8c9bb972b)
<details><summary>Run configuration</summary>
```yaml
run benchmark tpch
```
</details>
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: defer nulls creation until needed in `ArrowBytesViewMap` [datafusion]
Posted by "adriangbot (via GitHub)" <gi...@apache.org>.
adriangbot commented on PR #25014:
URL: https://github.com/apache/datafusion/pull/25014#issuecomment-5568041836
π€ Benchmark running (GKE) | [trigger](https://github.com/apache/datafusion/pull/25014#issuecomment-5568002473)
**Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) | `Linux bench-c5568002473-2200-lwlfk 6.12.94+ #1 SMP Fri Jul 17 09:42:57 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 avoid-holding-nulls (ff2201a3cdaf6103c78098c2fcee67b8c9bb972b) to cc29ea1 (merge-base) [diff](https://github.com/apache/datafusion/compare/cc29ea12ae9c19640d98e43f5d3676aa3b334431..ff2201a3cdaf6103c78098c2fcee67b8c9bb972b)
<details><summary>Run configuration</summary>
```yaml
run benchmark tpcds
```
</details>
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: defer nulls creation until needed in `ArrowBytesViewMap` [datafusion]
Posted by "adriangbot (via GitHub)" <gi...@apache.org>.
adriangbot commented on PR #25014:
URL: https://github.com/apache/datafusion/pull/25014#issuecomment-5568334627
π€ Benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/25014#issuecomment-5568002473)
**Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB)
Comparing avoid-holding-nulls (ff2201a3cdaf6103c78098c2fcee67b8c9bb972b) to cc29ea1 (merge-base) [diff](https://github.com/apache/datafusion/compare/cc29ea12ae9c19640d98e43f5d3676aa3b334431..ff2201a3cdaf6103c78098c2fcee67b8c9bb972b)
<details><summary>Run configuration</summary>
```yaml
run benchmark clickbench_partitioned
```
</details>
<details><summary>CPU Details (lscpu)</summary>
```
Architecture: aarch64
CPU op-mode(s): 64-bit
Byte Order: Little Endian
CPU(s): 16
On-line CPU(s) list: 0-15
Vendor ID: ARM
Model name: Neoverse-V2
Model: 1
Thread(s) per core: 1
Core(s) per cluster: 16
Socket(s): -
Cluster(s): 1
Stepping: r0p1
BogoMIPS: 2000.00
Flags: fp asimd evtstrm aes pmull sha1 sha2 crc32 atomics fphp asimdhp cpuid asimdrdm jscvt fcma lrcpc dcpop sha3 sm3 sm4 asimddp sha512 sve asimdfhm dit uscat ilrcpc flagm sb paca pacg dcpodp sve2 sveaes svepmull svebitperm svesha3 svesm4 flagm2 frint svei8mm svebf16 i8mm bf16 dgh rng bti
L1d cache: 1 MiB (16 instances)
L1i cache: 1 MiB (16 instances)
L2 cache: 32 MiB (16 instances)
L3 cache: 80 MiB (1 instance)
NUMA node(s): 1
NUMA node0 CPU(s): 0-15
Vulnerability Gather data sampling: Not affected
Vulnerability Indirect target selection: Not affected
Vulnerability Itlb multihit: Not affected
Vulnerability L1tf: Not affected
Vulnerability Mds: Not affected
Vulnerability Meltdown: Not affected
Vulnerability Mmio stale data: Not affected
Vulnerability Reg file data sampling: Not affected
Vulnerability Retbleed: Not affected
Vulnerability Spec rstack overflow: Not affected
Vulnerability Spec store bypass: Mitigation; Speculative Store Bypass disabled via prctl
Vulnerability Spectre v1: Mitigation; __user pointer sanitization
Vulnerability Spectre v2: Mitigation; CSV2, BHB
Vulnerability Srbds: Not affected
Vulnerability Tsa: Not affected
Vulnerability Tsx async abort: Not affected
Vulnerability Vmscape: Not affected
```
</details>
<details><summary>Details</summary>
<p>
```
Comparing HEAD and avoid-holding-nulls
--------------------
Benchmark clickbench_partitioned.json
--------------------
βββββββββββββ³βββββββββββββ³ββββββββββββββββββββββ³ββββββββββββββββ
β Query β HEAD β avoid-holding-nulls β Change β
β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ©
β QQuery 0 β 1.23 ms β 1.22 ms β no change β
β QQuery 1 β 12.32 ms β 12.12 ms β no change β
β QQuery 2 β 36.83 ms β 37.08 ms β no change β
β QQuery 3 β 31.10 ms β 31.21 ms β no change β
β QQuery 4 β 230.59 ms β 221.64 ms β no change β
β QQuery 5 β 271.64 ms β 272.90 ms β no change β
β QQuery 6 β 1.29 ms β 1.26 ms β no change β
β QQuery 7 β 13.53 ms β 13.43 ms β no change β
β QQuery 8 β 337.48 ms β 328.30 ms β no change β
β QQuery 9 β 457.53 ms β 463.83 ms β no change β
β QQuery 10 β 70.80 ms β 70.03 ms β no change β
β QQuery 11 β 81.71 ms β 80.93 ms β no change β
β QQuery 12 β 275.98 ms β 269.12 ms β no change β
β QQuery 13 β 377.49 ms β 374.98 ms β no change β
β QQuery 14 β 288.53 ms β 287.99 ms β no change β
β QQuery 15 β 274.08 ms β 279.96 ms β no change β
β QQuery 16 β 637.83 ms β 623.60 ms β no change β
β QQuery 17 β 613.85 ms β 618.04 ms β no change β
β QQuery 18 β 1259.89 ms β 1272.96 ms β no change β
β QQuery 19 β 27.46 ms β 27.78 ms β no change β
β QQuery 20 β 518.49 ms β 517.10 ms β no change β
β QQuery 21 β 518.17 ms β 521.17 ms β no change β
β QQuery 22 β 991.79 ms β 991.75 ms β no change β
β QQuery 23 β 3009.70 ms β 3070.45 ms β no change β
β QQuery 24 β 41.15 ms β 41.96 ms β no change β
β QQuery 25 β 110.25 ms β 111.44 ms β no change β
β QQuery 26 β 41.63 ms β 41.78 ms β no change β
β QQuery 27 β 508.08 ms β 524.17 ms β no change β
β QQuery 28 β 2925.36 ms β 2945.02 ms β no change β
β QQuery 29 β 41.51 ms β 42.19 ms β no change β
β QQuery 30 β 303.98 ms β 308.30 ms β no change β
β QQuery 31 β 281.83 ms β 293.08 ms β no change β
β QQuery 32 β 929.72 ms β 967.59 ms β no change β
β QQuery 33 β 1489.21 ms β 1487.47 ms β no change β
β QQuery 34 β 1493.98 ms β 1496.27 ms β no change β
β QQuery 35 β 285.02 ms β 290.70 ms β no change β
β QQuery 36 β 67.16 ms β 66.54 ms β no change β
β QQuery 37 β 35.75 ms β 36.40 ms β no change β
β QQuery 38 β 43.58 ms β 40.52 ms β +1.08x faster β
β QQuery 39 β 141.42 ms β 157.68 ms β 1.12x slower β
β QQuery 40 β 13.98 ms β 14.54 ms β no change β
β QQuery 41 β 13.62 ms β 14.00 ms β no change β
β QQuery 42 β 13.57 ms β 13.80 ms β no change β
βββββββββββββ΄βββββββββββββ΄ββββββββββββββββββββββ΄ββββββββββββββββ
ββββββββββββββββββββββββββββββββββββββ³βββββββββββββ
β Benchmark Summary β β
β‘ββββββββββββββββββββββββββββββββββββββββββββββββββ©
β Total Time (HEAD) β 19120.10ms β
β Total Time (avoid-holding-nulls) β 19282.33ms β
β Average Time (HEAD) β 444.65ms β
β Average Time (avoid-holding-nulls) β 448.43ms β
β Queries Faster β 1 β
β Queries Slower β 1 β
β Queries with No Change β 41 β
β Queries with Failure β 0 β
ββββββββββββββββββββββββββββββββββββββ΄βββββββββββββ
Distribution per query (min / mean Β±stddev / max):
Comparing HEAD and avoid-holding-nulls
--------------------
Benchmark clickbench_partitioned.json
--------------------
βββββββββββββ³ββββββββββββββββββββββββββββββββββββββββ³ββββββββββββββββββββββββββββββββββββββββ³ββββββββββββββββ
β Query β HEAD β avoid-holding-nulls β Change β
β‘ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ©
β QQuery 0 β 1.23 / 4.02 Β±5.48 / 14.99 ms β 1.22 / 4.01 Β±5.47 / 14.94 ms β no change β
β QQuery 1 β 12.32 / 12.51 Β±0.12 / 12.65 ms β 12.12 / 12.21 Β±0.07 / 12.35 ms β no change β
β QQuery 2 β 36.83 / 37.31 Β±0.39 / 38.01 ms β 37.08 / 37.29 Β±0.14 / 37.49 ms β no change β
β QQuery 3 β 31.10 / 32.20 Β±0.95 / 33.96 ms β 31.21 / 31.44 Β±0.27 / 31.91 ms β no change β
β QQuery 4 β 230.59 / 236.77 Β±4.67 / 240.75 ms β 221.64 / 227.27 Β±4.12 / 231.79 ms β no change β
β QQuery 5 β 271.64 / 280.54 Β±9.66 / 299.06 ms β 272.90 / 277.77 Β±2.53 / 279.89 ms β no change β
β QQuery 6 β 1.29 / 1.44 Β±0.23 / 1.90 ms β 1.26 / 1.39 Β±0.20 / 1.78 ms β no change β
β QQuery 7 β 13.53 / 13.70 Β±0.11 / 13.81 ms β 13.43 / 13.61 Β±0.10 / 13.73 ms β no change β
β QQuery 8 β 337.48 / 344.19 Β±3.61 / 348.04 ms β 328.30 / 332.20 Β±3.22 / 336.23 ms β no change β
β QQuery 9 β 457.53 / 472.60 Β±9.22 / 484.23 ms β 463.83 / 470.78 Β±5.22 / 479.73 ms β no change β
β QQuery 10 β 70.80 / 74.46 Β±6.22 / 86.89 ms β 70.03 / 73.61 Β±6.08 / 85.74 ms β no change β
β QQuery 11 β 81.71 / 83.22 Β±1.01 / 84.80 ms β 80.93 / 88.13 Β±9.42 / 106.05 ms β 1.06x slower β
β QQuery 12 β 275.98 / 278.53 Β±2.64 / 282.18 ms β 269.12 / 275.54 Β±3.75 / 279.71 ms β no change β
β QQuery 13 β 377.49 / 390.60 Β±11.16 / 409.48 ms β 374.98 / 395.90 Β±15.24 / 414.63 ms β no change β
β QQuery 14 β 288.53 / 296.38 Β±7.06 / 308.67 ms β 287.99 / 293.57 Β±4.23 / 298.95 ms β no change β
β QQuery 15 β 274.08 / 285.58 Β±5.91 / 290.79 ms β 279.96 / 286.73 Β±7.89 / 301.64 ms β no change β
β QQuery 16 β 637.83 / 671.75 Β±22.46 / 696.87 ms β 623.60 / 635.55 Β±10.00 / 651.12 ms β +1.06x faster β
β QQuery 17 β 613.85 / 637.67 Β±20.10 / 671.60 ms β 618.04 / 631.69 Β±7.41 / 639.33 ms β no change β
β QQuery 18 β 1259.89 / 1298.94 Β±33.18 / 1346.69 ms β 1272.96 / 1298.47 Β±27.87 / 1348.28 ms β no change β
β QQuery 19 β 27.46 / 31.44 Β±7.32 / 46.08 ms β 27.78 / 28.72 Β±0.67 / 29.50 ms β +1.09x faster β
β QQuery 20 β 518.49 / 536.24 Β±14.15 / 556.33 ms β 517.10 / 521.31 Β±3.98 / 528.52 ms β no change β
β QQuery 21 β 518.17 / 524.34 Β±5.03 / 531.73 ms β 521.17 / 524.61 Β±2.72 / 528.84 ms β no change β
β QQuery 22 β 991.79 / 999.23 Β±7.38 / 1011.81 ms β 991.75 / 1007.84 Β±9.17 / 1018.00 ms β no change β
β QQuery 23 β 3009.70 / 3080.19 Β±42.36 / 3133.48 ms β 3070.45 / 3128.85 Β±48.46 / 3202.29 ms β no change β
β QQuery 24 β 41.15 / 44.42 Β±3.01 / 49.81 ms β 41.96 / 42.80 Β±0.75 / 43.93 ms β no change β
β QQuery 25 β 110.25 / 112.54 Β±3.51 / 119.51 ms β 111.44 / 114.29 Β±3.65 / 121.12 ms β no change β
β QQuery 26 β 41.63 / 42.11 Β±0.50 / 43.05 ms β 41.78 / 42.99 Β±0.78 / 43.82 ms β no change β
β QQuery 27 β 508.08 / 521.28 Β±7.21 / 527.69 ms β 524.17 / 531.21 Β±4.60 / 537.52 ms β no change β
β QQuery 28 β 2925.36 / 2937.63 Β±10.39 / 2952.10 ms β 2945.02 / 2952.18 Β±4.66 / 2959.43 ms β no change β
β QQuery 29 β 41.51 / 42.89 Β±1.45 / 45.44 ms β 42.19 / 48.44 Β±10.19 / 68.64 ms β 1.13x slower β
β QQuery 30 β 303.98 / 309.77 Β±3.96 / 313.79 ms β 308.30 / 326.29 Β±18.78 / 359.75 ms β 1.05x slower β
β QQuery 31 β 281.83 / 291.14 Β±11.80 / 314.14 ms β 293.08 / 298.98 Β±7.99 / 313.46 ms β no change β
β QQuery 32 β 929.72 / 961.23 Β±29.10 / 1013.82 ms β 967.59 / 1051.01 Β±53.07 / 1128.21 ms β 1.09x slower β
β QQuery 33 β 1489.21 / 1505.15 Β±25.78 / 1556.32 ms β 1487.47 / 1529.75 Β±62.16 / 1653.01 ms β no change β
β QQuery 34 β 1493.98 / 1523.65 Β±28.21 / 1573.39 ms β 1496.27 / 1526.27 Β±21.34 / 1552.34 ms β no change β
β QQuery 35 β 285.02 / 317.17 Β±38.97 / 388.75 ms β 290.70 / 339.42 Β±71.31 / 476.71 ms β 1.07x slower β
β QQuery 36 β 67.16 / 70.51 Β±3.14 / 76.00 ms β 66.54 / 72.73 Β±4.83 / 79.86 ms β no change β
β QQuery 37 β 35.75 / 42.27 Β±8.07 / 55.26 ms β 36.40 / 44.03 Β±13.29 / 70.56 ms β no change β
β QQuery 38 β 43.58 / 47.92 Β±6.23 / 60.30 ms β 40.52 / 44.15 Β±1.91 / 45.50 ms β +1.09x faster β
β QQuery 39 β 141.42 / 147.77 Β±6.01 / 158.89 ms β 157.68 / 163.04 Β±3.52 / 167.53 ms β 1.10x slower β
β QQuery 40 β 13.98 / 16.62 Β±4.81 / 26.23 ms β 14.54 / 14.74 Β±0.13 / 14.94 ms β +1.13x faster β
β QQuery 41 β 13.62 / 15.50 Β±2.37 / 20.05 ms β 14.00 / 14.16 Β±0.09 / 14.25 ms β +1.09x faster β
β QQuery 42 β 13.57 / 13.98 Β±0.69 / 15.36 ms β 13.80 / 15.90 Β±3.54 / 22.94 ms β 1.14x slower β
βββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββ
ββββββββββββββββββββββββββββββββββββββ³βββββββββββββ
β Benchmark Summary β β
β‘ββββββββββββββββββββββββββββββββββββββββββββββββββ©
β Total Time (HEAD) β 19587.39ms β
β Total Time (avoid-holding-nulls) β 19770.89ms β
β Average Time (HEAD) β 455.52ms β
β Average Time (avoid-holding-nulls) β 459.79ms β
β Queries Faster β 5 β
β Queries Slower β 7 β
β Queries with No Change β 31 β
β Queries with Failure β 0 β
ββββββββββββββββββββββββββββββββββββββ΄βββββββββββββ
```
</p>
</details>
<details><summary>Resource Usage</summary>
**clickbench_partitioned β base (merge-base)**
| Metric | Value |
|--------|-------|
| Wall time | 100.0s |
| Peak memory | 10.4 GiB |
| Avg memory | 4.5 GiB |
| CPU user | 1002.2s |
| CPU sys | 72.2s |
| Peak spill | 0 B |
**clickbench_partitioned β branch**
| Metric | Value |
|--------|-------|
| Wall time | 100.0s |
| Peak memory | 12.3 GiB |
| Avg memory | 4.4 GiB |
| CPU user | 1004.5s |
| CPU sys | 75.1s |
| 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: defer nulls creation until needed in `ArrowBytesViewMap` [datafusion]
Posted by "codecov-commenter (via GitHub)" <gi...@apache.org>.
codecov-commenter commented on PR #25014:
URL: https://github.com/apache/datafusion/pull/25014#issuecomment-5568663383
## [Codecov](https://app.codecov.io/gh/apache/datafusion/pull/25014?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache) Report
:white_check_mark: All modified and coverable lines are covered by tests.
:white_check_mark: Project coverage is 81.70%. Comparing base ([`cc29ea1`](https://app.codecov.io/gh/apache/datafusion/commit/cc29ea12ae9c19640d98e43f5d3676aa3b334431?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)) to head ([`ff2201a`](https://app.codecov.io/gh/apache/datafusion/commit/ff2201a3cdaf6103c78098c2fcee67b8c9bb972b?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
<details><summary>Additional details and impacted files</summary>
```diff
@@ Coverage Diff @@
## main #25014 +/- ##
==========================================
- Coverage 81.70% 81.70% -0.01%
==========================================
Files 1127 1127
Lines 415654 415648 -6
Branches 415654 415648 -6
==========================================
- Hits 339614 339590 -24
- Misses 56101 56115 +14
- Partials 19939 19943 +4
```
</details>
[:umbrella: View full report in Codecov by Harness](https://app.codecov.io/gh/apache/datafusion/pull/25014?dropdown=coverage&src=pr&el=continue&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache).
:loudspeaker: Have feedback on the report? [Share it here](https://about.codecov.io/codecov-pr-comment-feedback/?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache).
<details><summary> :rocket: New features to boost your workflow: </summary>
- :snowflake: [Test Analytics](https://docs.codecov.com/docs/test-analytics): Detect flaky tests, report on failures, and find test suite problems.
- :package: [JS Bundle Analysis](https://docs.codecov.com/docs/javascript-bundle-analysis): Save yourself from yourself by tracking and limiting bundle sizes in JS merges.
</details>
--
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: defer nulls creation until needed in `ArrowBytesViewMap` [datafusion]
Posted by "adriangbot (via GitHub)" <gi...@apache.org>.
adriangbot commented on PR #25014:
URL: https://github.com/apache/datafusion/pull/25014#issuecomment-5568274446
π€ Benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/25014#issuecomment-5568002473)
**Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB)
Comparing avoid-holding-nulls (ff2201a3cdaf6103c78098c2fcee67b8c9bb972b) to cc29ea1 (merge-base) [diff](https://github.com/apache/datafusion/compare/cc29ea12ae9c19640d98e43f5d3676aa3b334431..ff2201a3cdaf6103c78098c2fcee67b8c9bb972b)
<details><summary>Run configuration</summary>
```yaml
run benchmark tpcds
```
</details>
<details><summary>CPU Details (lscpu)</summary>
```
Architecture: aarch64
CPU op-mode(s): 64-bit
Byte Order: Little Endian
CPU(s): 16
On-line CPU(s) list: 0-15
Vendor ID: ARM
Model name: Neoverse-V2
Model: 1
Thread(s) per core: 1
Core(s) per cluster: 16
Socket(s): -
Cluster(s): 1
Stepping: r0p1
BogoMIPS: 2000.00
Flags: fp asimd evtstrm aes pmull sha1 sha2 crc32 atomics fphp asimdhp cpuid asimdrdm jscvt fcma lrcpc dcpop sha3 sm3 sm4 asimddp sha512 sve asimdfhm dit uscat ilrcpc flagm sb paca pacg dcpodp sve2 sveaes svepmull svebitperm svesha3 svesm4 flagm2 frint svei8mm svebf16 i8mm bf16 dgh rng bti
L1d cache: 1 MiB (16 instances)
L1i cache: 1 MiB (16 instances)
L2 cache: 32 MiB (16 instances)
L3 cache: 80 MiB (1 instance)
NUMA node(s): 1
NUMA node0 CPU(s): 0-15
Vulnerability Gather data sampling: Not affected
Vulnerability Indirect target selection: Not affected
Vulnerability Itlb multihit: Not affected
Vulnerability L1tf: Not affected
Vulnerability Mds: Not affected
Vulnerability Meltdown: Not affected
Vulnerability Mmio stale data: Not affected
Vulnerability Reg file data sampling: Not affected
Vulnerability Retbleed: Not affected
Vulnerability Spec rstack overflow: Not affected
Vulnerability Spec store bypass: Mitigation; Speculative Store Bypass disabled via prctl
Vulnerability Spectre v1: Mitigation; __user pointer sanitization
Vulnerability Spectre v2: Mitigation; CSV2, BHB
Vulnerability Srbds: Not affected
Vulnerability Tsa: Not affected
Vulnerability Tsx async abort: Not affected
Vulnerability Vmscape: Not affected
```
</details>
<details><summary>Details</summary>
<p>
```
Comparing HEAD and avoid-holding-nulls
--------------------
Benchmark tpcds_sf1.json
--------------------
βββββββββββββ³βββββββββββββ³ββββββββββββββββββββββ³ββββββββββββββββ
β Query β HEAD β avoid-holding-nulls β Change β
β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ©
β QQuery 1 β 5.99 ms β 5.72 ms β no change β
β QQuery 2 β 81.75 ms β 80.04 ms β no change β
β QQuery 3 β 29.30 ms β 29.04 ms β no change β
β QQuery 4 β 498.18 ms β 502.67 ms β no change β
β QQuery 5 β 53.11 ms β 52.53 ms β no change β
β QQuery 6 β 36.44 ms β 36.29 ms β no change β
β QQuery 7 β 75.11 ms β 74.66 ms β no change β
β QQuery 8 β 36.84 ms β 37.06 ms β no change β
β QQuery 9 β 52.82 ms β 53.85 ms β no change β
β QQuery 10 β 63.37 ms β 63.25 ms β no change β
β QQuery 11 β 316.58 ms β 316.56 ms β no change β
β QQuery 12 β 29.58 ms β 29.27 ms β no change β
β QQuery 13 β 119.02 ms β 118.60 ms β no change β
β QQuery 14 β 421.98 ms β 415.68 ms β no change β
β QQuery 15 β 58.17 ms β 57.68 ms β no change β
β QQuery 16 β 7.00 ms β 6.90 ms β no change β
β QQuery 17 β 80.85 ms β 80.25 ms β no change β
β QQuery 18 β 105.35 ms β 105.21 ms β no change β
β QQuery 19 β 41.70 ms β 41.37 ms β no change β
β QQuery 20 β 37.13 ms β 35.75 ms β no change β
β QQuery 21 β 17.55 ms β 17.24 ms β no change β
β QQuery 22 β 65.03 ms β 63.84 ms β no change β
β QQuery 23 β 318.29 ms β 316.12 ms β no change β
β QQuery 24 β 202.02 ms β 198.57 ms β no change β
β QQuery 25 β 110.41 ms β 110.44 ms β no change β
β QQuery 26 β 48.95 ms β 49.31 ms β no change β
β QQuery 27 β 6.20 ms β 6.37 ms β no change β
β QQuery 28 β 60.95 ms β 59.91 ms β no change β
β QQuery 29 β 97.94 ms β 97.05 ms β no change β
β QQuery 30 β 33.13 ms β 32.41 ms β no change β
β QQuery 31 β 112.60 ms β 112.40 ms β no change β
β QQuery 32 β 21.06 ms β 20.89 ms β no change β
β QQuery 33 β 38.34 ms β 38.05 ms β no change β
β QQuery 34 β 10.16 ms β 10.10 ms β no change β
β QQuery 35 β 73.92 ms β 73.51 ms β no change β
β QQuery 36 β 6.01 ms β 5.95 ms β no change β
β QQuery 37 β 7.06 ms β 6.97 ms β no change β
β QQuery 38 β 62.69 ms β 63.14 ms β no change β
β QQuery 39 β 91.36 ms β 90.55 ms β no change β
β QQuery 40 β 24.97 ms β 24.13 ms β no change β
β QQuery 41 β 11.42 ms β 11.29 ms β no change β
β QQuery 42 β 24.17 ms β 23.87 ms β no change β
β QQuery 43 β 5.41 ms β 5.43 ms β no change β
β QQuery 44 β 9.72 ms β 9.41 ms β no change β
β QQuery 45 β 39.80 ms β 39.05 ms β no change β
β QQuery 46 β 12.27 ms β 12.10 ms β no change β
β QQuery 47 β 234.36 ms β 230.82 ms β no change β
β QQuery 48 β 97.02 ms β 96.08 ms β no change β
β QQuery 49 β 72.25 ms β 71.99 ms β no change β
β QQuery 50 β 59.51 ms β 60.07 ms β no change β
β QQuery 51 β 92.27 ms β 92.33 ms β no change β
β QQuery 52 β 24.28 ms β 24.77 ms β no change β
β QQuery 53 β 29.34 ms β 29.52 ms β no change β
β QQuery 54 β 55.42 ms β 55.30 ms β no change β
β QQuery 55 β 23.92 ms β 23.53 ms β no change β
β QQuery 56 β 40.00 ms β 39.14 ms β no change β
β QQuery 57 β 177.17 ms β 177.15 ms β no change β
β QQuery 58 β 114.11 ms β 112.65 ms β no change β
β QQuery 59 β 118.67 ms β 117.07 ms β no change β
β QQuery 60 β 40.07 ms β 39.74 ms β no change β
β QQuery 61 β 13.15 ms β 12.50 ms β no change β
β QQuery 62 β 46.72 ms β 46.19 ms β no change β
β QQuery 63 β 30.47 ms β 29.82 ms β no change β
β QQuery 64 β 370.19 ms β 371.48 ms β no change β
β QQuery 65 β 126.69 ms β 126.71 ms β no change β
β QQuery 66 β 81.57 ms β 82.29 ms β no change β
β QQuery 67 β 248.19 ms β 256.61 ms β no change β
β QQuery 68 β 12.44 ms β 12.52 ms β no change β
β QQuery 69 β 57.71 ms β 57.34 ms β no change β
β QQuery 70 β 107.44 ms β 106.12 ms β no change β
β QQuery 71 β 35.98 ms β 35.55 ms β no change β
β QQuery 72 β 1874.64 ms β 1779.75 ms β +1.05x faster β
β QQuery 73 β 10.32 ms β 10.09 ms β no change β
β QQuery 74 β 175.78 ms β 180.65 ms β no change β
β QQuery 75 β 148.23 ms β 148.87 ms β no change β
β QQuery 76 β 35.51 ms β 35.96 ms β no change β
β QQuery 77 β 62.45 ms β 61.90 ms β no change β
β QQuery 78 β 224.72 ms β 222.91 ms β no change β
β QQuery 79 β 66.96 ms β 67.52 ms β no change β
β QQuery 80 β 99.59 ms β 100.30 ms β no change β
β QQuery 81 β 26.15 ms β 26.30 ms β no change β
β QQuery 82 β 16.82 ms β 16.65 ms β no change β
β QQuery 83 β 34.56 ms β 34.28 ms β no change β
β QQuery 84 β 30.02 ms β 29.73 ms β no change β
β QQuery 85 β 104.42 ms β 103.35 ms β no change β
β QQuery 86 β 25.57 ms β 25.87 ms β no change β
β QQuery 87 β 63.04 ms β 63.71 ms β no change β
β QQuery 88 β 64.11 ms β 63.45 ms β no change β
β QQuery 89 β 36.46 ms β 35.91 ms β no change β
β QQuery 90 β 17.47 ms β 17.41 ms β no change β
β QQuery 91 β 45.56 ms β 44.66 ms β no change β
β QQuery 92 β 29.97 ms β 30.03 ms β no change β
β QQuery 93 β 51.22 ms β 50.43 ms β no change β
β QQuery 94 β 39.40 ms β 38.77 ms β no change β
β QQuery 95 β 82.75 ms β 81.91 ms β no change β
β QQuery 96 β 24.26 ms β 24.37 ms β no change β
β QQuery 97 β 53.25 ms β 52.37 ms β no change β
β QQuery 98 β 43.39 ms β 42.30 ms β no change β
β QQuery 99 β 70.46 ms β 70.47 ms β no change β
βββββββββββββ΄βββββββββββββ΄ββββββββββββββββββββββ΄ββββββββββββββββ
ββββββββββββββββββββββββββββββββββββββ³ββββββββββββ
β Benchmark Summary β β
β‘βββββββββββββββββββββββββββββββββββββββββββββββββ©
β Total Time (HEAD) β 9527.73ms β
β Total Time (avoid-holding-nulls) β 9407.72ms β
β Average Time (HEAD) β 96.24ms β
β Average Time (avoid-holding-nulls) β 95.03ms β
β Queries Faster β 1 β
β Queries Slower β 0 β
β Queries with No Change β 98 β
β Queries with Failure β 0 β
ββββββββββββββββββββββββββββββββββββββ΄ββββββββββββ
Distribution per query (min / mean Β±stddev / max):
Comparing HEAD and avoid-holding-nulls
--------------------
Benchmark tpcds_sf1.json
--------------------
βββββββββββββ³ββββββββββββββββββββββββββββββββββββββββ³ββββββββββββββββββββββββββββββββββββββββ³ββββββββββββββββ
β Query β HEAD β avoid-holding-nulls β Change β
β‘ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ©
β QQuery 1 β 5.99 / 6.52 Β±0.92 / 8.37 ms β 5.72 / 6.37 Β±1.02 / 8.40 ms β no change β
β QQuery 2 β 81.75 / 82.26 Β±0.48 / 83.13 ms β 80.04 / 80.61 Β±0.41 / 81.16 ms β no change β
β QQuery 3 β 29.30 / 29.52 Β±0.16 / 29.77 ms β 29.04 / 29.39 Β±0.20 / 29.62 ms β no change β
β QQuery 4 β 498.18 / 501.23 Β±2.20 / 504.10 ms β 502.67 / 506.07 Β±2.65 / 510.39 ms β no change β
β QQuery 5 β 53.11 / 53.31 Β±0.29 / 53.87 ms β 52.53 / 53.36 Β±0.54 / 54.22 ms β no change β
β QQuery 6 β 36.44 / 36.80 Β±0.22 / 37.01 ms β 36.29 / 36.95 Β±0.40 / 37.36 ms β no change β
β QQuery 7 β 75.11 / 75.70 Β±0.31 / 75.99 ms β 74.66 / 75.09 Β±0.61 / 76.30 ms β no change β
β QQuery 8 β 36.84 / 38.91 Β±3.53 / 45.95 ms β 37.06 / 38.63 Β±2.27 / 43.09 ms β no change β
β QQuery 9 β 52.82 / 54.47 Β±1.79 / 57.95 ms β 53.85 / 54.81 Β±1.25 / 57.07 ms β no change β
β QQuery 10 β 63.37 / 63.63 Β±0.24 / 63.98 ms β 63.25 / 63.53 Β±0.23 / 63.89 ms β no change β
β QQuery 11 β 316.58 / 322.42 Β±4.38 / 328.27 ms β 316.56 / 322.81 Β±4.02 / 326.79 ms β no change β
β QQuery 12 β 29.58 / 30.21 Β±0.33 / 30.49 ms β 29.27 / 29.65 Β±0.32 / 30.22 ms β no change β
β QQuery 13 β 119.02 / 119.75 Β±0.56 / 120.63 ms β 118.60 / 119.77 Β±1.45 / 122.61 ms β no change β
β QQuery 14 β 421.98 / 425.04 Β±1.98 / 427.99 ms β 415.68 / 420.70 Β±3.54 / 425.33 ms β no change β
β QQuery 15 β 58.17 / 58.56 Β±0.46 / 59.37 ms β 57.68 / 58.60 Β±0.75 / 59.98 ms β no change β
β QQuery 16 β 7.00 / 7.21 Β±0.25 / 7.68 ms β 6.90 / 7.11 Β±0.23 / 7.55 ms β no change β
β QQuery 17 β 80.85 / 82.30 Β±2.11 / 86.49 ms β 80.25 / 81.50 Β±1.42 / 84.16 ms β no change β
β QQuery 18 β 105.35 / 107.11 Β±1.35 / 109.04 ms β 105.21 / 106.22 Β±0.96 / 107.95 ms β no change β
β QQuery 19 β 41.70 / 41.95 Β±0.31 / 42.50 ms β 41.37 / 42.61 Β±1.63 / 45.80 ms β no change β
β QQuery 20 β 37.13 / 37.62 Β±0.88 / 39.37 ms β 35.75 / 36.63 Β±0.83 / 38.18 ms β no change β
β QQuery 21 β 17.55 / 17.90 Β±0.32 / 18.49 ms β 17.24 / 17.51 Β±0.18 / 17.78 ms β no change β
β QQuery 22 β 65.03 / 65.34 Β±0.36 / 65.93 ms β 63.84 / 64.76 Β±0.74 / 66.09 ms β no change β
β QQuery 23 β 318.29 / 321.35 Β±4.56 / 330.13 ms β 316.12 / 320.30 Β±3.04 / 325.30 ms β no change β
β QQuery 24 β 202.02 / 204.45 Β±2.78 / 209.55 ms β 198.57 / 201.74 Β±3.11 / 206.67 ms β no change β
β QQuery 25 β 110.41 / 112.49 Β±1.96 / 115.76 ms β 110.44 / 112.54 Β±1.21 / 114.18 ms β no change β
β QQuery 26 β 48.95 / 49.32 Β±0.29 / 49.79 ms β 49.31 / 50.50 Β±1.81 / 54.09 ms β no change β
β QQuery 27 β 6.20 / 6.45 Β±0.20 / 6.79 ms β 6.37 / 6.49 Β±0.18 / 6.85 ms β no change β
β QQuery 28 β 60.95 / 62.05 Β±1.02 / 63.89 ms β 59.91 / 61.42 Β±1.67 / 64.61 ms β no change β
β QQuery 29 β 97.94 / 99.13 Β±1.77 / 102.60 ms β 97.05 / 99.41 Β±3.72 / 106.80 ms β no change β
β QQuery 30 β 33.13 / 33.32 Β±0.10 / 33.41 ms β 32.41 / 33.58 Β±1.23 / 35.88 ms β no change β
β QQuery 31 β 112.60 / 114.73 Β±3.35 / 121.40 ms β 112.40 / 112.99 Β±0.80 / 114.57 ms β no change β
β QQuery 32 β 21.06 / 21.11 Β±0.06 / 21.22 ms β 20.89 / 21.12 Β±0.21 / 21.49 ms β no change β
β QQuery 33 β 38.34 / 38.70 Β±0.21 / 38.98 ms β 38.05 / 38.45 Β±0.27 / 38.80 ms β no change β
β QQuery 34 β 10.16 / 10.32 Β±0.21 / 10.75 ms β 10.10 / 10.30 Β±0.22 / 10.71 ms β no change β
β QQuery 35 β 73.92 / 74.76 Β±0.65 / 75.42 ms β 73.51 / 74.57 Β±1.49 / 77.53 ms β no change β
β QQuery 36 β 6.01 / 6.70 Β±1.06 / 8.81 ms β 5.95 / 6.09 Β±0.15 / 6.35 ms β +1.10x faster β
β QQuery 37 β 7.06 / 7.18 Β±0.13 / 7.42 ms β 6.97 / 7.12 Β±0.12 / 7.32 ms β no change β
β QQuery 38 β 62.69 / 63.24 Β±0.39 / 63.77 ms β 63.14 / 64.67 Β±1.93 / 68.40 ms β no change β
β QQuery 39 β 91.36 / 92.28 Β±0.94 / 93.92 ms β 90.55 / 92.20 Β±2.64 / 97.46 ms β no change β
β QQuery 40 β 24.97 / 25.64 Β±0.58 / 26.45 ms β 24.13 / 24.67 Β±0.59 / 25.72 ms β no change β
β QQuery 41 β 11.42 / 11.85 Β±0.40 / 12.56 ms β 11.29 / 11.48 Β±0.12 / 11.66 ms β no change β
β QQuery 42 β 24.17 / 24.88 Β±0.39 / 25.37 ms β 23.87 / 24.61 Β±0.64 / 25.72 ms β no change β
β QQuery 43 β 5.41 / 5.54 Β±0.16 / 5.84 ms β 5.43 / 5.53 Β±0.19 / 5.90 ms β no change β
β QQuery 44 β 9.72 / 9.79 Β±0.04 / 9.83 ms β 9.41 / 9.69 Β±0.19 / 9.93 ms β no change β
β QQuery 45 β 39.80 / 40.72 Β±0.49 / 41.28 ms β 39.05 / 40.45 Β±0.81 / 41.33 ms β no change β
β QQuery 46 β 12.27 / 12.30 Β±0.02 / 12.32 ms β 12.10 / 12.35 Β±0.24 / 12.79 ms β no change β
β QQuery 47 β 234.36 / 237.61 Β±3.20 / 243.58 ms β 230.82 / 234.09 Β±3.39 / 240.39 ms β no change β
β QQuery 48 β 97.02 / 98.21 Β±1.85 / 101.89 ms β 96.08 / 98.02 Β±1.95 / 101.58 ms β no change β
β QQuery 49 β 72.25 / 72.80 Β±0.31 / 73.19 ms β 71.99 / 73.66 Β±1.57 / 76.12 ms β no change β
β QQuery 50 β 59.51 / 59.70 Β±0.14 / 59.92 ms β 60.07 / 61.06 Β±1.59 / 64.21 ms β no change β
β QQuery 51 β 92.27 / 95.43 Β±2.28 / 98.20 ms β 92.33 / 94.13 Β±1.07 / 95.22 ms β no change β
β QQuery 52 β 24.28 / 24.86 Β±0.59 / 25.99 ms β 24.77 / 25.50 Β±1.26 / 28.02 ms β no change β
β QQuery 53 β 29.34 / 29.64 Β±0.17 / 29.82 ms β 29.52 / 29.75 Β±0.27 / 30.20 ms β no change β
β QQuery 54 β 55.42 / 57.58 Β±3.60 / 64.77 ms β 55.30 / 57.04 Β±2.48 / 61.93 ms β no change β
β QQuery 55 β 23.92 / 24.24 Β±0.27 / 24.56 ms β 23.53 / 23.89 Β±0.23 / 24.19 ms β no change β
β QQuery 56 β 40.00 / 40.47 Β±0.28 / 40.74 ms β 39.14 / 39.60 Β±0.32 / 39.98 ms β no change β
β QQuery 57 β 177.17 / 180.22 Β±2.00 / 182.47 ms β 177.15 / 179.11 Β±1.39 / 180.98 ms β no change β
β QQuery 58 β 114.11 / 114.38 Β±0.28 / 114.74 ms β 112.65 / 115.03 Β±1.86 / 117.68 ms β no change β
β QQuery 59 β 118.67 / 120.24 Β±1.38 / 121.93 ms β 117.07 / 118.95 Β±1.63 / 121.87 ms β no change β
β QQuery 60 β 40.07 / 40.58 Β±0.51 / 41.51 ms β 39.74 / 40.23 Β±0.34 / 40.70 ms β no change β
β QQuery 61 β 13.15 / 13.28 Β±0.08 / 13.37 ms β 12.50 / 12.73 Β±0.16 / 12.97 ms β no change β
β QQuery 62 β 46.72 / 47.34 Β±0.51 / 48.03 ms β 46.19 / 47.14 Β±1.38 / 49.89 ms β no change β
β QQuery 63 β 30.47 / 31.79 Β±2.44 / 36.67 ms β 29.82 / 30.41 Β±0.64 / 31.62 ms β no change β
β QQuery 64 β 370.19 / 373.35 Β±2.25 / 377.04 ms β 371.48 / 374.92 Β±4.12 / 383.00 ms β no change β
β QQuery 65 β 126.69 / 131.78 Β±6.30 / 144.08 ms β 126.71 / 128.18 Β±1.49 / 130.38 ms β no change β
β QQuery 66 β 81.57 / 84.22 Β±3.75 / 91.62 ms β 82.29 / 84.57 Β±1.95 / 87.83 ms β no change β
β QQuery 67 β 248.19 / 256.59 Β±5.66 / 261.82 ms β 256.61 / 257.74 Β±1.10 / 259.68 ms β no change β
β QQuery 68 β 12.44 / 12.54 Β±0.06 / 12.62 ms β 12.52 / 13.31 Β±1.49 / 16.28 ms β 1.06x slower β
β QQuery 69 β 57.71 / 58.05 Β±0.30 / 58.53 ms β 57.34 / 59.74 Β±2.95 / 65.56 ms β no change β
β QQuery 70 β 107.44 / 112.37 Β±4.18 / 117.37 ms β 106.12 / 109.72 Β±2.67 / 112.04 ms β no change β
β QQuery 71 β 35.98 / 36.14 Β±0.13 / 36.32 ms β 35.55 / 36.22 Β±0.86 / 37.91 ms β no change β
β QQuery 72 β 1874.64 / 1943.94 Β±55.45 / 2021.91 ms β 1779.75 / 1845.58 Β±58.00 / 1940.76 ms β +1.05x faster β
β QQuery 73 β 10.32 / 10.69 Β±0.23 / 10.97 ms β 10.09 / 10.27 Β±0.15 / 10.47 ms β no change β
β QQuery 74 β 175.78 / 179.18 Β±3.87 / 186.62 ms β 180.65 / 181.57 Β±1.28 / 184.08 ms β no change β
β QQuery 75 β 148.23 / 150.82 Β±2.64 / 155.36 ms β 148.87 / 151.64 Β±3.53 / 158.20 ms β no change β
β QQuery 76 β 35.51 / 35.93 Β±0.29 / 36.26 ms β 35.96 / 36.26 Β±0.23 / 36.66 ms β no change β
β QQuery 77 β 62.45 / 64.90 Β±3.37 / 71.54 ms β 61.90 / 62.31 Β±0.28 / 62.76 ms β no change β
β QQuery 78 β 224.72 / 229.42 Β±4.05 / 234.93 ms β 222.91 / 230.55 Β±4.99 / 237.28 ms β no change β
β QQuery 79 β 66.96 / 68.08 Β±1.37 / 70.53 ms β 67.52 / 67.88 Β±0.28 / 68.21 ms β no change β
β QQuery 80 β 99.59 / 101.04 Β±1.71 / 104.32 ms β 100.30 / 104.16 Β±4.51 / 111.81 ms β no change β
β QQuery 81 β 26.15 / 26.49 Β±0.18 / 26.70 ms β 26.30 / 27.53 Β±1.39 / 30.10 ms β no change β
β QQuery 82 β 16.82 / 16.98 Β±0.12 / 17.17 ms β 16.65 / 16.85 Β±0.27 / 17.36 ms β no change β
β QQuery 83 β 34.56 / 34.78 Β±0.21 / 35.18 ms β 34.28 / 34.74 Β±0.41 / 35.32 ms β no change β
β QQuery 84 β 30.02 / 30.16 Β±0.11 / 30.26 ms β 29.73 / 31.32 Β±2.37 / 36.01 ms β no change β
β QQuery 85 β 104.42 / 107.58 Β±3.30 / 113.62 ms β 103.35 / 105.73 Β±3.33 / 112.34 ms β no change β
β QQuery 86 β 25.57 / 26.24 Β±0.53 / 26.98 ms β 25.87 / 26.93 Β±1.13 / 29.05 ms β no change β
β QQuery 87 β 63.04 / 63.49 Β±0.35 / 64.10 ms β 63.71 / 64.59 Β±0.87 / 66.23 ms β no change β
β QQuery 88 β 64.11 / 66.57 Β±4.12 / 74.78 ms β 63.45 / 64.30 Β±0.75 / 65.67 ms β no change β
β QQuery 89 β 36.46 / 37.40 Β±1.12 / 39.57 ms β 35.91 / 37.18 Β±2.13 / 41.43 ms β no change β
β QQuery 90 β 17.47 / 17.59 Β±0.12 / 17.75 ms β 17.41 / 18.10 Β±1.07 / 20.23 ms β no change β
β QQuery 91 β 45.56 / 45.79 Β±0.21 / 46.15 ms β 44.66 / 45.17 Β±0.37 / 45.62 ms β no change β
β QQuery 92 β 29.97 / 30.44 Β±0.42 / 31.01 ms β 30.03 / 30.83 Β±0.94 / 32.64 ms β no change β
β QQuery 93 β 51.22 / 52.37 Β±1.64 / 55.58 ms β 50.43 / 51.09 Β±0.48 / 51.88 ms β no change β
β QQuery 94 β 39.40 / 40.51 Β±1.05 / 41.85 ms β 38.77 / 39.10 Β±0.26 / 39.58 ms β no change β
β QQuery 95 β 82.75 / 83.55 Β±0.77 / 84.77 ms β 81.91 / 82.42 Β±0.42 / 83.10 ms β no change β
β QQuery 96 β 24.26 / 24.36 Β±0.06 / 24.41 ms β 24.37 / 24.58 Β±0.16 / 24.78 ms β no change β
β QQuery 97 β 53.25 / 54.72 Β±0.88 / 55.61 ms β 52.37 / 54.49 Β±2.61 / 59.61 ms β no change β
β QQuery 98 β 43.39 / 44.26 Β±1.05 / 46.29 ms β 42.30 / 43.29 Β±1.18 / 45.46 ms β no change β
β QQuery 99 β 70.46 / 70.68 Β±0.21 / 70.95 ms β 70.47 / 71.42 Β±1.24 / 73.86 ms β no change β
βββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββ
ββββββββββββββββββββββββββββββββββββββ³ββββββββββββ
β Benchmark Summary β β
β‘βββββββββββββββββββββββββββββββββββββββββββββββββ©
β Total Time (HEAD) β 9717.42ms β
β Total Time (avoid-holding-nulls) β 9599.63ms β
β Average Time (HEAD) β 98.16ms β
β Average Time (avoid-holding-nulls) β 96.97ms β
β Queries Faster β 2 β
β Queries Slower β 1 β
β Queries with No Change β 96 β
β Queries with Failure β 0 β
ββββββββββββββββββββββββββββββββββββββ΄ββββββββββββ
```
</p>
</details>
<details><summary>Resource Usage</summary>
**tpcds β base (merge-base)**
| Metric | Value |
|--------|-------|
| Wall time | 50.0s |
| Peak memory | 2.2 GiB |
| Avg memory | 1.5 GiB |
| CPU user | 208.8s |
| CPU sys | 5.7s |
| Peak spill | 0 B |
**tpcds β branch**
| Metric | Value |
|--------|-------|
| Wall time | 50.0s |
| Peak memory | 2.3 GiB |
| Avg memory | 1.6 GiB |
| CPU user | 204.0s |
| CPU sys | 5.9s |
| 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: defer nulls creation until needed in `ArrowBytesViewMap` [datafusion]
Posted by "rluvaton (via GitHub)" <gi...@apache.org>.
rluvaton merged PR #25014:
URL: https://github.com/apache/datafusion/pull/25014
--
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