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Reuse dictionary value hashes in RepartitionExec - #26816

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Rich-T-kid wants to merge 3 commits into
apache:mainfrom
Rich-T-kid:rich-T-kid/repartition-dictionary-hash-cache

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@Rich-T-kid

@Rich-T-kid Rich-T-kid commented Oct 27, 2026 •

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Which issue does this PR close?

Closes #26814.

Depends on #26817.

Rationale for this change

Dictionary batches often share one values array while only their keys change. RepartitionExec currently hashes all dictionary values again for every batch.

What changes are included in this PR?

BatchPartitioner keeps one CachingArrayHasher per hash expression. Dictionary columns reuse value hashes while the values Arc is unchanged and replace the cache when it changes. Non-dictionary columns use the existing hashing path, and composite-key hashing keeps the same combine order.

The operator commit is 76 insertions and 8 deletions. The rest of the stacked diff is #26817.

Results

The original hosted GKE run compared 9f6f79f7 with d648959f, with RLE-to-dictionary enabled on both sides.

Suite Base Changed Delta Faster / slower / unchanged
TPC-H 806.19 ms 805.11 ms -0.13% 0 / 0 / 22
TPC-DS 9652.99 ms 9509.64 ms -1.49% 1 / 0 / 98
ClickBench partitioned 72.75 s 51.73 s -28.90% 13 / 0 / 30

ClickBench improves Q33 by 1.93x, Q18 by 1.90x, Q34 by 1.84x, Q16 by 1.62x, and Q17 by 1.59x. TPC-DS Q72 improves by 1.06x. No primary-summary query regresses.

These results predate the helper and main rebases. The operator logic is unchanged, but this is not final-head benchmark evidence.

What is the testing strategy for this PR?

One end-to-end test covers shared dictionary values across batches, null keys, and partition routing. It passes on the rebased head.

Are there any user-facing changes?

No.

@Rich-T-kid

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run benchmark tpch tpcds clickbench_partitioned

env:
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
baseline:
  ref: "5d9b7fd45ba0e27225effa91fd4e7a0ae4eeeff9"
changed:
  ref: "14d1378f2bdc9b4f64a5c43dbf189d031a706fa0"

@adriangbot

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🤖 Benchmark running (GKE) | trigger
Instance: c4a-highmem-16 (12 vCPU / 65 GiB) | Linux bench-c6449459402-3937-jmntd 6.12.105+ #1 SMP Sat Sep 19 07:55:25 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 14d1378 (14d1378) to 5d9b7fd diff

Run configuration
run benchmark tpcds
env:
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
  ref: "5d9b7fd45ba0e27225effa91fd4e7a0ae4eeeff9"
changed:
  ref: "14d1378f2bdc9b4f64a5c43dbf189d031a706fa0"

Results will be posted here when complete


File an issue against this benchmark runner

@adriangbot

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🤖 Benchmark running (GKE) | trigger
Instance: c4a-highmem-16 (12 vCPU / 65 GiB) | Linux bench-c6449459402-3936-ng9ql 6.12.105+ #1 SMP Sat Sep 19 07:55:25 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 14d1378 (14d1378) to 5d9b7fd diff

Run configuration
run benchmark tpch
env:
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
  ref: "5d9b7fd45ba0e27225effa91fd4e7a0ae4eeeff9"
changed:
  ref: "14d1378f2bdc9b4f64a5c43dbf189d031a706fa0"

Results will be posted here when complete


File an issue against this benchmark runner

@adriangbot

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🤖 Benchmark running (GKE) | trigger
Instance: c4a-highmem-16 (12 vCPU / 65 GiB) | Linux bench-c6449459402-3938-jx4bk 6.12.105+ #1 SMP Sat Sep 19 07:55:25 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 14d1378 (14d1378) to 5d9b7fd diff

Run configuration
run benchmark clickbench_partitioned
env:
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
  ref: "5d9b7fd45ba0e27225effa91fd4e7a0ae4eeeff9"
changed:
  ref: "14d1378f2bdc9b4f64a5c43dbf189d031a706fa0"

Results will be posted here when complete


File an issue against this benchmark runner

@adriangbot

Copy link
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🤖 Benchmark completed (GKE) | trigger

Instance: c4a-highmem-16 (12 vCPU / 65 GiB)

Comparing 14d1378 (14d1378) to 5d9b7fd diff

Run configuration
run benchmark tpch
env:
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
  ref: "5d9b7fd45ba0e27225effa91fd4e7a0ae4eeeff9"
changed:
  ref: "14d1378f2bdc9b4f64a5c43dbf189d031a706fa0"
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

Comparing HEAD and rich-T-kid_repartition-dictionary-hash-cache
--------------------
Benchmark tpch_sf1.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query     ┃      HEAD ┃ rich-T-kid_repartition-dictionary-hash-cache ┃        Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 1  │  42.25 ms │                                     42.34 ms │     no change │
│ QQuery 2  │  20.13 ms │                                     20.04 ms │     no change │
│ QQuery 3  │  30.85 ms │                                     30.03 ms │     no change │
│ QQuery 4  │  18.52 ms │                                     18.70 ms │     no change │
│ QQuery 5  │  39.36 ms │                                     38.75 ms │     no change │
│ QQuery 6  │  14.74 ms │                                     14.94 ms │     no change │
│ QQuery 7  │  48.35 ms │                                     44.98 ms │ +1.07x faster │
│ QQuery 8  │  44.22 ms │                                     43.45 ms │     no change │
│ QQuery 9  │  55.03 ms │                                     55.11 ms │     no change │
│ QQuery 10 │  65.34 ms │                                     65.28 ms │     no change │
│ QQuery 11 │  15.42 ms │                                     15.23 ms │     no change │
│ QQuery 12 │  23.67 ms │                                     22.45 ms │ +1.05x faster │
│ QQuery 13 │  54.03 ms │                                     53.10 ms │     no change │
│ QQuery 14 │  26.01 ms │                                     25.82 ms │     no change │
│ QQuery 15 │  34.07 ms │                                     33.87 ms │     no change │
│ QQuery 16 │  14.65 ms │                                     14.78 ms │     no change │
│ QQuery 17 │  88.61 ms │                                     87.92 ms │     no change │
│ QQuery 18 │ 127.49 ms │                                    126.43 ms │     no change │
│ QQuery 19 │  32.40 ms │                                     32.57 ms │     no change │
│ QQuery 20 │  36.85 ms │                                     36.93 ms │     no change │
│ QQuery 21 │  61.33 ms │                                     61.09 ms │     no change │
│ QQuery 22 │  17.18 ms │                                     17.25 ms │     no change │
└───────────┴───────────┴──────────────────────────────────────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━┓
┃ Benchmark Summary                                           ┃          ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━┩
│ Total Time (HEAD)                                           │ 910.49ms │
│ Total Time (rich-T-kid_repartition-dictionary-hash-cache)   │ 901.07ms │
│ Average Time (HEAD)                                         │  41.39ms │
│ Average Time (rich-T-kid_repartition-dictionary-hash-cache) │  40.96ms │
│ Queries Faster                                              │        2 │
│ Queries Slower                                              │        0 │
│ Queries with No Change                                      │       20 │
│ Queries with Failure                                        │        0 │
└─────────────────────────────────────────────────────────────┴──────────┘

Distribution per query (min / mean ±stddev / max):

Comparing HEAD and rich-T-kid_repartition-dictionary-hash-cache
--------------------
Benchmark tpch_sf1.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┓
┃ Query     ┃                              HEAD ┃ rich-T-kid_repartition-dictionary-hash-cache ┃       Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│ QQuery 1  │    42.25 / 43.95 ±1.56 / 46.09 ms │               42.34 / 43.52 ±1.81 / 47.11 ms │    no change │
│ QQuery 2  │    20.13 / 20.39 ±0.27 / 20.91 ms │               20.04 / 20.54 ±0.54 / 21.57 ms │    no change │
│ QQuery 3  │    30.85 / 31.10 ±0.21 / 31.38 ms │               30.03 / 31.07 ±0.67 / 31.90 ms │    no change │
│ QQuery 4  │    18.52 / 19.10 ±0.71 / 20.51 ms │               18.70 / 20.70 ±2.14 / 24.75 ms │ 1.08x slower │
│ QQuery 5  │    39.36 / 40.16 ±0.98 / 41.90 ms │               38.75 / 39.20 ±0.25 / 39.41 ms │    no change │
│ QQuery 6  │    14.74 / 15.16 ±0.37 / 15.81 ms │               14.94 / 15.54 ±0.59 / 16.52 ms │    no change │
│ QQuery 7  │    48.35 / 51.17 ±1.55 / 52.84 ms │               44.98 / 48.75 ±3.82 / 55.62 ms │    no change │
│ QQuery 8  │    44.22 / 44.48 ±0.26 / 44.90 ms │               43.45 / 44.02 ±0.60 / 45.14 ms │    no change │
│ QQuery 9  │    55.03 / 56.74 ±1.18 / 58.12 ms │               55.11 / 56.14 ±0.94 / 57.74 ms │    no change │
│ QQuery 10 │    65.34 / 66.05 ±0.49 / 66.86 ms │               65.28 / 65.97 ±0.45 / 66.53 ms │    no change │
│ QQuery 11 │    15.42 / 16.82 ±2.01 / 20.77 ms │               15.23 / 16.52 ±1.89 / 20.23 ms │    no change │
│ QQuery 12 │    23.67 / 23.78 ±0.16 / 24.09 ms │               22.45 / 23.01 ±0.47 / 23.88 ms │    no change │
│ QQuery 13 │    54.03 / 55.65 ±1.68 / 58.70 ms │               53.10 / 53.79 ±0.47 / 54.41 ms │    no change │
│ QQuery 14 │    26.01 / 26.55 ±0.31 / 26.96 ms │               25.82 / 26.24 ±0.34 / 26.87 ms │    no change │
│ QQuery 15 │    34.07 / 34.78 ±0.86 / 36.44 ms │               33.87 / 34.32 ±0.25 / 34.55 ms │    no change │
│ QQuery 16 │    14.65 / 14.78 ±0.09 / 14.87 ms │               14.78 / 15.03 ±0.22 / 15.38 ms │    no change │
│ QQuery 17 │    88.61 / 90.33 ±1.64 / 93.21 ms │               87.92 / 89.79 ±1.39 / 91.47 ms │    no change │
│ QQuery 18 │ 127.49 / 136.52 ±7.30 / 148.68 ms │            126.43 / 130.48 ±3.17 / 135.86 ms │    no change │
│ QQuery 19 │    32.40 / 33.90 ±1.53 / 36.68 ms │               32.57 / 34.26 ±2.88 / 40.01 ms │    no change │
│ QQuery 20 │    36.85 / 37.12 ±0.23 / 37.51 ms │               36.93 / 37.69 ±0.68 / 38.89 ms │    no change │
│ QQuery 21 │    61.33 / 63.00 ±1.09 / 64.21 ms │               61.09 / 61.99 ±0.83 / 63.18 ms │    no change │
│ QQuery 22 │    17.18 / 17.34 ±0.20 / 17.71 ms │               17.25 / 17.39 ±0.10 / 17.54 ms │    no change │
└───────────┴───────────────────────────────────┴──────────────────────────────────────────────┴──────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━┓
┃ Benchmark Summary                                           ┃          ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━┩
│ Total Time (HEAD)                                           │ 938.87ms │
│ Total Time (rich-T-kid_repartition-dictionary-hash-cache)   │ 925.95ms │
│ Average Time (HEAD)                                         │  42.68ms │
│ Average Time (rich-T-kid_repartition-dictionary-hash-cache) │  42.09ms │
│ Queries Faster                                              │        0 │
│ Queries Slower                                              │        1 │
│ Queries with No Change                                      │       21 │
│ Queries with Failure                                        │        0 │
└─────────────────────────────────────────────────────────────┴──────────┘

Memory Pool Peaks

Peak MemoryPool reservation per query — what DataFusion's accounting believes it reserved. Recorded only for benchmarks that write a results JSON (the dfbench suites, and the suites bench.sh runs through the Criterion SQL harness since #25644), and only under a memory limit: DATAFUSION_RUNTIME_MEMORY_LIMIT, or one the suite sets itself.

Base: 5d9b7fd45ba0e27225effa91fd4e7a0ae4eeeff9 | Changed: 14d1378f2bdc9b4f64a5c43dbf189d031a706fa0

tpch — tpch_sf1

Query Base Changed Change
Query 1 20.2 MiB 30.1 MiB +49.3%
Query 2 23.1 MiB 23.1 MiB +0.0%
Query 3 11.5 MiB 11.5 MiB +0.0%
Query 4 32.1 MiB 22.3 MiB -30.7%
Query 5 42.9 MiB 42.8 MiB -0.3%
Query 6 832 B 832 B +0.0%
Query 7 107.6 MiB 107.6 MiB +0.0%
Query 8 34.0 MiB 35.5 MiB +4.5%
Query 9 155.6 MiB 155.6 MiB +0.0%
Query 10 61.2 MiB 65.1 MiB +6.4%
Query 11 71.7 MiB 72.1 MiB +0.5%
Query 12 10.2 MiB 20.1 MiB +96.9%
Query 13 62.3 MiB 72.5 MiB +16.2%
Query 14 7.7 MiB 7.7 MiB +0.0%
Query 15 12.8 MiB 12.8 MiB -0.0%
Query 16 33.9 MiB 33.6 MiB -0.7%
Query 17 150.3 MiB 150.3 MiB +0.0%
Query 18 2.7 GiB 2.7 GiB +0.0%
Query 19 228.6 KiB 228.6 KiB +0.0%
Query 20 63.4 MiB 59.4 MiB -6.2%
Query 21 37.7 MiB 37.7 MiB +0.0%
Query 22 31.8 MiB 22.0 MiB -30.9%

Pool accounting vs. process RSS

Max pool peak is the largest reservation any single query in the run reached; peak RSS covers the whole invocation, including data loading and allocator retention, and the two high-water marks need not coincide in time. The gap is therefore an upper bound on what the pool did not account for, not a measurement of it.

Benchmark Side Max pool peak Peak RSS Gap RSS / pool
tpch base (5d9b7fd45ba0e27225effa91fd4e7a0ae4eeeff9) 2.7 GiB 2.0 GiB −735.6 MiB 0.7×
tpch changed (14d1378f2bdc9b4f64a5c43dbf189d031a706fa0) 2.7 GiB 2.1 GiB −654.4 MiB 0.8×
Resource Usage

tpch — base (merge-base)

Metric Value
Wall time 5.0s
Peak memory 2.0 GiB
Avg memory 792.3 MiB
CPU user 21.6s
CPU sys 1.7s
Peak spill 0 B

tpch — branch

Metric Value
Wall time 5.0s
Peak memory 2.1 GiB
Avg memory 804.2 MiB
CPU user 21.9s
CPU sys 1.7s
Peak spill 0 B

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🤖 Benchmark completed (GKE) | trigger

Instance: c4a-highmem-16 (12 vCPU / 65 GiB)

Comparing 14d1378 (14d1378) to 5d9b7fd diff

Run configuration
run benchmark tpcds
env:
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
  ref: "5d9b7fd45ba0e27225effa91fd4e7a0ae4eeeff9"
changed:
  ref: "14d1378f2bdc9b4f64a5c43dbf189d031a706fa0"
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

Comparing HEAD and rich-T-kid_repartition-dictionary-hash-cache
--------------------
Benchmark tpcds_sf1.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┓
┃ Query     ┃       HEAD ┃ rich-T-kid_repartition-dictionary-hash-cache ┃       Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│ QQuery 1  │    5.79 ms │                                      5.75 ms │    no change │
│ QQuery 2  │   78.04 ms │                                     78.11 ms │    no change │
│ QQuery 3  │   28.75 ms │                                     29.19 ms │    no change │
│ QQuery 4  │  894.66 ms │                                    894.64 ms │    no change │
│ QQuery 5  │   50.34 ms │                                     50.68 ms │    no change │
│ QQuery 6  │   34.14 ms │                                     34.58 ms │    no change │
│ QQuery 7  │   73.35 ms │                                     73.64 ms │    no change │
│ QQuery 8  │   38.97 ms │                                     38.44 ms │    no change │
│ QQuery 9  │   51.30 ms │                                     53.36 ms │    no change │
│ QQuery 10 │   62.20 ms │                                     62.57 ms │    no change │
│ QQuery 11 │  511.29 ms │                                    529.13 ms │    no change │
│ QQuery 12 │   26.09 ms │                                     26.93 ms │    no change │
│ QQuery 13 │  113.63 ms │                                    114.25 ms │    no change │
│ QQuery 14 │  392.38 ms │                                    388.80 ms │    no change │
│ QQuery 15 │   52.96 ms │                                     54.83 ms │    no change │
│ QQuery 16 │    6.74 ms │                                      6.82 ms │    no change │
│ QQuery 17 │   81.51 ms │                                     81.93 ms │    no change │
│ QQuery 18 │  110.25 ms │                                    110.66 ms │    no change │
│ QQuery 19 │   41.51 ms │                                     42.18 ms │    no change │
│ QQuery 20 │   32.08 ms │                                     32.28 ms │    no change │
│ QQuery 21 │   17.63 ms │                                     17.75 ms │    no change │
│ QQuery 22 │   73.86 ms │                                     75.95 ms │    no change │
│ QQuery 23 │  321.12 ms │                                    323.75 ms │    no change │
│ QQuery 24 │  199.80 ms │                                    199.56 ms │    no change │
│ QQuery 25 │  109.01 ms │                                    108.43 ms │    no change │
│ QQuery 26 │   47.48 ms │                                     47.84 ms │    no change │
│ QQuery 27 │    6.59 ms │                                      6.47 ms │    no change │
│ QQuery 28 │   57.40 ms │                                     61.74 ms │ 1.08x slower │
│ QQuery 29 │   97.94 ms │                                     97.68 ms │    no change │
│ QQuery 30 │   37.95 ms │                                     38.47 ms │    no change │
│ QQuery 31 │  113.88 ms │                                    114.88 ms │    no change │
│ QQuery 32 │   20.70 ms │                                     20.99 ms │    no change │
│ QQuery 33 │   38.14 ms │                                     38.69 ms │    no change │
│ QQuery 34 │   10.14 ms │                                     10.15 ms │    no change │
│ QQuery 35 │   74.23 ms │                                     76.88 ms │    no change │
│ QQuery 36 │    6.24 ms │                                      6.50 ms │    no change │
│ QQuery 37 │    7.78 ms │                                      8.01 ms │    no change │
│ QQuery 38 │   66.25 ms │                                     68.21 ms │    no change │
│ QQuery 39 │   74.21 ms │                                     75.21 ms │    no change │
│ QQuery 40 │   23.90 ms │                                     23.84 ms │    no change │
│ QQuery 41 │   14.33 ms │                                     14.62 ms │    no change │
│ QQuery 42 │   23.57 ms │                                     23.97 ms │    no change │
│ QQuery 43 │    5.16 ms │                                      5.59 ms │ 1.08x slower │
│ QQuery 44 │    8.86 ms │                                      9.29 ms │    no change │
│ QQuery 45 │   36.42 ms │                                     37.83 ms │    no change │
│ QQuery 46 │   11.92 ms │                                     11.94 ms │    no change │
│ QQuery 47 │  209.64 ms │                                    213.50 ms │    no change │
│ QQuery 48 │   91.30 ms │                                     92.05 ms │    no change │
│ QQuery 49 │   70.48 ms │                                     70.88 ms │    no change │
│ QQuery 50 │   58.70 ms │                                     58.64 ms │    no change │
│ QQuery 51 │   92.95 ms │                                     93.43 ms │    no change │
│ QQuery 52 │   24.52 ms │                                     24.37 ms │    no change │
│ QQuery 53 │   29.53 ms │                                     29.66 ms │    no change │
│ QQuery 54 │   53.48 ms │                                     53.79 ms │    no change │
│ QQuery 55 │   23.78 ms │                                     23.82 ms │    no change │
│ QQuery 56 │   39.13 ms │                                     39.81 ms │    no change │
│ QQuery 57 │  153.89 ms │                                    155.89 ms │    no change │
│ QQuery 58 │  105.20 ms │                                    105.54 ms │    no change │
│ QQuery 59 │  106.24 ms │                                    108.69 ms │    no change │
│ QQuery 60 │   43.24 ms │                                     44.01 ms │    no change │
│ QQuery 61 │    9.92 ms │                                     10.12 ms │    no change │
│ QQuery 62 │   39.32 ms │                                     39.51 ms │    no change │
│ QQuery 63 │   29.67 ms │                                     30.03 ms │    no change │
│ QQuery 64 │  372.05 ms │                                    375.69 ms │    no change │
│ QQuery 65 │  133.92 ms │                                    134.98 ms │    no change │
│ QQuery 66 │   76.33 ms │                                     76.56 ms │    no change │
│ QQuery 67 │  243.14 ms │                                    247.37 ms │    no change │
│ QQuery 68 │   11.92 ms │                                     12.14 ms │    no change │
│ QQuery 69 │   57.49 ms │                                     58.23 ms │    no change │
│ QQuery 70 │   98.54 ms │                                     99.73 ms │    no change │
│ QQuery 71 │   34.93 ms │                                     35.24 ms │    no change │
│ QQuery 72 │ 1528.11 ms │                                   1626.91 ms │ 1.06x slower │
│ QQuery 73 │   10.03 ms │                                     10.16 ms │    no change │
│ QQuery 74 │  267.02 ms │                                    282.58 ms │ 1.06x slower │
│ QQuery 75 │  140.58 ms │                                    143.09 ms │    no change │
│ QQuery 76 │   33.88 ms │                                     35.06 ms │    no change │
│ QQuery 77 │   60.50 ms │                                     61.09 ms │    no change │
│ QQuery 78 │  166.36 ms │                                    167.53 ms │    no change │
│ QQuery 79 │   68.05 ms │                                     68.94 ms │    no change │
│ QQuery 80 │   94.77 ms │                                     96.34 ms │    no change │
│ QQuery 81 │   29.23 ms │                                     29.56 ms │    no change │
│ QQuery 82 │   17.62 ms │                                     17.95 ms │    no change │
│ QQuery 83 │   33.30 ms │                                     34.18 ms │    no change │
│ QQuery 84 │   31.42 ms │                                     31.94 ms │    no change │
│ QQuery 85 │  101.23 ms │                                    100.62 ms │    no change │
│ QQuery 86 │   25.04 ms │                                     25.48 ms │    no change │
│ QQuery 87 │   66.58 ms │                                     66.89 ms │    no change │
│ QQuery 88 │   59.84 ms │                                     59.23 ms │    no change │
│ QQuery 89 │   35.98 ms │                                     36.05 ms │    no change │
│ QQuery 90 │   16.86 ms │                                     16.87 ms │    no change │
│ QQuery 91 │   41.14 ms │                                     41.93 ms │    no change │
│ QQuery 92 │   30.10 ms │                                     30.39 ms │    no change │
│ QQuery 93 │   49.37 ms │                                     50.08 ms │    no change │
│ QQuery 94 │   38.43 ms │                                     39.66 ms │    no change │
│ QQuery 95 │   80.26 ms │                                     80.92 ms │    no change │
│ QQuery 96 │   23.98 ms │                                     23.89 ms │    no change │
│ QQuery 97 │   51.25 ms │                                     51.48 ms │    no change │
│ QQuery 98 │   38.14 ms │                                     38.34 ms │    no change │
│ QQuery 99 │   57.00 ms │                                     58.45 ms │    no change │
└───────────┴────────────┴──────────────────────────────────────────────┴──────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┓
┃ Benchmark Summary                                           ┃           ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━┩
│ Total Time (HEAD)                                           │ 9595.93ms │
│ Total Time (rich-T-kid_repartition-dictionary-hash-cache)   │ 9792.32ms │
│ Average Time (HEAD)                                         │   96.93ms │
│ Average Time (rich-T-kid_repartition-dictionary-hash-cache) │   98.91ms │
│ Queries Faster                                              │         0 │
│ Queries Slower                                              │         4 │
│ Queries with No Change                                      │        95 │
│ Queries with Failure                                        │         0 │
└─────────────────────────────────────────────────────────────┴───────────┘

Distribution per query (min / mean ±stddev / max):

Comparing HEAD and rich-T-kid_repartition-dictionary-hash-cache
--------------------
Benchmark tpcds_sf1.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┓
┃ Query     ┃                                  HEAD ┃ rich-T-kid_repartition-dictionary-hash-cache ┃       Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│ QQuery 1  │           5.79 / 6.35 ±1.07 / 8.49 ms │                  5.75 / 6.27 ±0.89 / 8.04 ms │    no change │
│ QQuery 2  │        78.04 / 78.20 ±0.16 / 78.49 ms │               78.11 / 78.47 ±0.27 / 78.80 ms │    no change │
│ QQuery 3  │        28.75 / 29.10 ±0.22 / 29.42 ms │               29.19 / 29.39 ±0.22 / 29.79 ms │    no change │
│ QQuery 4  │     894.66 / 907.14 ±9.46 / 918.58 ms │            894.64 / 906.76 ±8.27 / 915.98 ms │    no change │
│ QQuery 5  │        50.34 / 51.33 ±0.70 / 52.41 ms │               50.68 / 52.25 ±2.05 / 56.31 ms │    no change │
│ QQuery 6  │        34.14 / 35.04 ±0.61 / 35.93 ms │               34.58 / 34.94 ±0.41 / 35.72 ms │    no change │
│ QQuery 7  │        73.35 / 73.92 ±0.31 / 74.25 ms │               73.64 / 74.34 ±0.47 / 74.97 ms │    no change │
│ QQuery 8  │        38.97 / 39.61 ±0.43 / 40.17 ms │               38.44 / 38.76 ±0.31 / 39.26 ms │    no change │
│ QQuery 9  │        51.30 / 54.87 ±2.69 / 59.37 ms │               53.36 / 55.85 ±1.30 / 57.07 ms │    no change │
│ QQuery 10 │        62.20 / 62.39 ±0.31 / 63.01 ms │               62.57 / 62.87 ±0.26 / 63.26 ms │    no change │
│ QQuery 11 │     511.29 / 519.95 ±5.17 / 527.26 ms │            529.13 / 534.65 ±5.72 / 542.59 ms │    no change │
│ QQuery 12 │        26.09 / 26.50 ±0.31 / 26.90 ms │               26.93 / 27.13 ±0.18 / 27.40 ms │    no change │
│ QQuery 13 │     113.63 / 114.47 ±0.73 / 115.84 ms │            114.25 / 115.05 ±0.76 / 116.33 ms │    no change │
│ QQuery 14 │     392.38 / 398.04 ±4.53 / 404.55 ms │            388.80 / 395.34 ±4.92 / 401.54 ms │    no change │
│ QQuery 15 │        52.96 / 55.95 ±3.19 / 62.03 ms │               54.83 / 56.42 ±1.37 / 58.31 ms │    no change │
│ QQuery 16 │           6.74 / 6.85 ±0.13 / 7.10 ms │                  6.82 / 6.96 ±0.08 / 7.06 ms │    no change │
│ QQuery 17 │        81.51 / 82.92 ±1.53 / 85.88 ms │               81.93 / 82.91 ±0.84 / 84.46 ms │    no change │
│ QQuery 18 │     110.25 / 111.52 ±1.03 / 112.97 ms │            110.66 / 112.36 ±1.71 / 115.11 ms │    no change │
│ QQuery 19 │        41.51 / 42.23 ±0.47 / 42.75 ms │               42.18 / 42.36 ±0.11 / 42.46 ms │    no change │
│ QQuery 20 │        32.08 / 32.17 ±0.12 / 32.39 ms │               32.28 / 32.90 ±0.48 / 33.72 ms │    no change │
│ QQuery 21 │        17.63 / 18.05 ±0.44 / 18.88 ms │               17.75 / 18.01 ±0.20 / 18.26 ms │    no change │
│ QQuery 22 │        73.86 / 75.07 ±0.87 / 76.14 ms │               75.95 / 77.65 ±1.69 / 80.68 ms │    no change │
│ QQuery 23 │     321.12 / 324.17 ±3.53 / 330.70 ms │            323.75 / 327.98 ±6.21 / 340.09 ms │    no change │
│ QQuery 24 │     199.80 / 205.73 ±4.91 / 212.32 ms │            199.56 / 204.94 ±5.33 / 214.73 ms │    no change │
│ QQuery 25 │     109.01 / 111.32 ±1.27 / 112.52 ms │            108.43 / 113.37 ±4.42 / 120.02 ms │    no change │
│ QQuery 26 │        47.48 / 48.00 ±0.39 / 48.66 ms │               47.84 / 47.99 ±0.12 / 48.15 ms │    no change │
│ QQuery 27 │           6.59 / 6.66 ±0.06 / 6.72 ms │                  6.47 / 6.57 ±0.06 / 6.67 ms │    no change │
│ QQuery 28 │        57.40 / 60.65 ±1.64 / 61.78 ms │               61.74 / 62.05 ±0.19 / 62.24 ms │    no change │
│ QQuery 29 │       97.94 / 99.86 ±1.24 / 101.61 ms │              97.68 / 99.20 ±1.53 / 102.08 ms │    no change │
│ QQuery 30 │        37.95 / 38.26 ±0.23 / 38.52 ms │               38.47 / 39.03 ±0.30 / 39.36 ms │    no change │
│ QQuery 31 │     113.88 / 116.76 ±2.91 / 121.51 ms │            114.88 / 116.14 ±1.20 / 118.44 ms │    no change │
│ QQuery 32 │        20.70 / 20.99 ±0.24 / 21.38 ms │               20.99 / 21.23 ±0.13 / 21.35 ms │    no change │
│ QQuery 33 │        38.14 / 38.66 ±0.27 / 38.86 ms │               38.69 / 39.33 ±0.37 / 39.80 ms │    no change │
│ QQuery 34 │        10.14 / 10.33 ±0.14 / 10.51 ms │               10.15 / 10.37 ±0.20 / 10.68 ms │    no change │
│ QQuery 35 │        74.23 / 75.55 ±0.71 / 76.34 ms │               76.88 / 77.60 ±1.12 / 79.82 ms │    no change │
│ QQuery 36 │           6.24 / 6.42 ±0.12 / 6.58 ms │                 6.50 / 7.38 ±1.48 / 10.32 ms │ 1.15x slower │
│ QQuery 37 │           7.78 / 7.97 ±0.16 / 8.18 ms │                  8.01 / 8.24 ±0.16 / 8.41 ms │    no change │
│ QQuery 38 │        66.25 / 66.72 ±0.34 / 67.21 ms │               68.21 / 68.43 ±0.18 / 68.71 ms │    no change │
│ QQuery 39 │        74.21 / 75.04 ±0.88 / 76.75 ms │               75.21 / 76.73 ±1.02 / 78.32 ms │    no change │
│ QQuery 40 │        23.90 / 24.18 ±0.32 / 24.70 ms │               23.84 / 25.89 ±2.17 / 30.00 ms │ 1.07x slower │
│ QQuery 41 │        14.33 / 14.84 ±0.62 / 16.07 ms │               14.62 / 14.77 ±0.20 / 15.17 ms │    no change │
│ QQuery 42 │        23.57 / 24.25 ±0.65 / 25.31 ms │               23.97 / 25.34 ±1.78 / 28.80 ms │    no change │
│ QQuery 43 │           5.16 / 5.26 ±0.13 / 5.51 ms │                  5.59 / 5.71 ±0.10 / 5.90 ms │ 1.09x slower │
│ QQuery 44 │          8.86 / 9.28 ±0.70 / 10.66 ms │                  9.29 / 9.50 ±0.13 / 9.64 ms │    no change │
│ QQuery 45 │        36.42 / 37.21 ±0.81 / 38.56 ms │               37.83 / 38.31 ±0.32 / 38.64 ms │    no change │
│ QQuery 46 │        11.92 / 12.05 ±0.08 / 12.16 ms │               11.94 / 12.30 ±0.52 / 13.30 ms │    no change │
│ QQuery 47 │     209.64 / 213.64 ±2.79 / 217.21 ms │            213.50 / 218.35 ±5.67 / 229.47 ms │    no change │
│ QQuery 48 │        91.30 / 92.00 ±0.48 / 92.70 ms │               92.05 / 93.52 ±1.02 / 94.81 ms │    no change │
│ QQuery 49 │        70.48 / 71.45 ±1.30 / 74.00 ms │               70.88 / 72.69 ±2.60 / 77.86 ms │    no change │
│ QQuery 50 │        58.70 / 59.34 ±0.43 / 59.88 ms │               58.64 / 59.19 ±0.30 / 59.56 ms │    no change │
│ QQuery 51 │       92.95 / 95.74 ±3.94 / 103.56 ms │               93.43 / 96.43 ±2.11 / 99.31 ms │    no change │
│ QQuery 52 │        24.52 / 24.97 ±0.35 / 25.46 ms │               24.37 / 24.45 ±0.08 / 24.60 ms │    no change │
│ QQuery 53 │        29.53 / 29.73 ±0.21 / 30.10 ms │               29.66 / 29.77 ±0.12 / 30.00 ms │    no change │
│ QQuery 54 │        53.48 / 53.88 ±0.23 / 54.14 ms │               53.79 / 53.98 ±0.24 / 54.44 ms │    no change │
│ QQuery 55 │        23.78 / 24.05 ±0.17 / 24.24 ms │               23.82 / 24.24 ±0.31 / 24.59 ms │    no change │
│ QQuery 56 │        39.13 / 39.28 ±0.12 / 39.49 ms │               39.81 / 40.21 ±0.30 / 40.59 ms │    no change │
│ QQuery 57 │     153.89 / 155.84 ±2.37 / 160.51 ms │            155.89 / 158.42 ±3.20 / 164.67 ms │    no change │
│ QQuery 58 │     105.20 / 106.95 ±2.16 / 110.93 ms │            105.54 / 108.21 ±2.91 / 112.98 ms │    no change │
│ QQuery 59 │     106.24 / 107.40 ±0.63 / 107.98 ms │            108.69 / 109.60 ±0.68 / 110.60 ms │    no change │
│ QQuery 60 │        43.24 / 43.67 ±0.32 / 44.17 ms │               44.01 / 45.17 ±1.39 / 47.73 ms │    no change │
│ QQuery 61 │         9.92 / 10.65 ±1.42 / 13.49 ms │               10.12 / 10.23 ±0.07 / 10.34 ms │    no change │
│ QQuery 62 │        39.32 / 40.12 ±0.56 / 41.03 ms │               39.51 / 39.73 ±0.17 / 39.94 ms │    no change │
│ QQuery 63 │        29.67 / 29.99 ±0.31 / 30.44 ms │               30.03 / 30.50 ±0.37 / 31.13 ms │    no change │
│ QQuery 64 │     372.05 / 378.36 ±3.71 / 382.58 ms │            375.69 / 385.11 ±8.04 / 399.96 ms │    no change │
│ QQuery 65 │     133.92 / 137.49 ±4.29 / 145.56 ms │            134.98 / 142.30 ±5.35 / 150.61 ms │    no change │
│ QQuery 66 │        76.33 / 78.56 ±2.08 / 81.48 ms │               76.56 / 77.23 ±0.56 / 78.23 ms │    no change │
│ QQuery 67 │     243.14 / 247.85 ±4.00 / 252.44 ms │            247.37 / 251.04 ±2.34 / 253.16 ms │    no change │
│ QQuery 68 │        11.92 / 12.15 ±0.14 / 12.34 ms │               12.14 / 12.30 ±0.11 / 12.48 ms │    no change │
│ QQuery 69 │        57.49 / 58.36 ±0.86 / 59.98 ms │               58.23 / 61.07 ±3.76 / 68.13 ms │    no change │
│ QQuery 70 │       98.54 / 99.98 ±1.29 / 102.38 ms │             99.73 / 101.09 ±0.85 / 102.05 ms │    no change │
│ QQuery 71 │        34.93 / 37.35 ±4.52 / 46.38 ms │               35.24 / 35.72 ±0.31 / 36.01 ms │    no change │
│ QQuery 72 │ 1528.11 / 1613.01 ±60.71 / 1684.03 ms │        1626.91 / 1719.67 ±60.78 / 1789.96 ms │ 1.07x slower │
│ QQuery 73 │        10.03 / 10.67 ±0.95 / 12.56 ms │               10.16 / 10.32 ±0.13 / 10.53 ms │    no change │
│ QQuery 74 │     267.02 / 273.96 ±6.57 / 283.84 ms │            282.58 / 286.50 ±3.75 / 292.56 ms │    no change │
│ QQuery 75 │     140.58 / 141.38 ±0.98 / 143.27 ms │            143.09 / 146.48 ±4.02 / 154.24 ms │    no change │
│ QQuery 76 │        33.88 / 34.52 ±0.38 / 35.06 ms │               35.06 / 35.72 ±0.44 / 36.20 ms │    no change │
│ QQuery 77 │        60.50 / 61.51 ±1.38 / 64.14 ms │               61.09 / 62.37 ±1.32 / 64.57 ms │    no change │
│ QQuery 78 │     166.36 / 173.31 ±6.12 / 183.33 ms │            167.53 / 171.60 ±4.77 / 180.24 ms │    no change │
│ QQuery 79 │        68.05 / 68.39 ±0.50 / 69.39 ms │               68.94 / 70.08 ±1.37 / 72.73 ms │    no change │
│ QQuery 80 │       94.77 / 98.88 ±5.63 / 110.06 ms │               96.34 / 97.67 ±1.03 / 99.24 ms │    no change │
│ QQuery 81 │        29.23 / 30.82 ±1.54 / 32.97 ms │               29.56 / 31.75 ±3.63 / 38.99 ms │    no change │
│ QQuery 82 │        17.62 / 18.26 ±0.43 / 18.77 ms │               17.95 / 19.18 ±1.67 / 22.44 ms │ 1.05x slower │
│ QQuery 83 │        33.30 / 33.62 ±0.24 / 33.99 ms │               34.18 / 34.50 ±0.32 / 35.08 ms │    no change │
│ QQuery 84 │        31.42 / 31.65 ±0.17 / 31.92 ms │               31.94 / 32.22 ±0.22 / 32.60 ms │    no change │
│ QQuery 85 │     101.23 / 102.62 ±2.31 / 107.20 ms │            100.62 / 101.82 ±0.66 / 102.30 ms │    no change │
│ QQuery 86 │        25.04 / 26.05 ±0.84 / 27.20 ms │               25.48 / 28.51 ±3.80 / 35.88 ms │ 1.09x slower │
│ QQuery 87 │        66.58 / 67.21 ±0.47 / 67.86 ms │               66.89 / 67.83 ±0.62 / 68.50 ms │    no change │
│ QQuery 88 │        59.84 / 60.20 ±0.32 / 60.80 ms │               59.23 / 60.84 ±0.92 / 61.90 ms │    no change │
│ QQuery 89 │        35.98 / 36.53 ±0.50 / 37.31 ms │               36.05 / 36.61 ±0.50 / 37.19 ms │    no change │
│ QQuery 90 │        16.86 / 17.68 ±1.39 / 20.46 ms │               16.87 / 17.03 ±0.13 / 17.27 ms │    no change │
│ QQuery 91 │        41.14 / 42.15 ±0.90 / 43.43 ms │               41.93 / 44.01 ±2.55 / 48.61 ms │    no change │
│ QQuery 92 │        30.10 / 30.53 ±0.47 / 31.38 ms │               30.39 / 30.97 ±0.39 / 31.58 ms │    no change │
│ QQuery 93 │        49.37 / 50.30 ±1.16 / 52.58 ms │               50.08 / 51.16 ±0.93 / 52.75 ms │    no change │
│ QQuery 94 │        38.43 / 38.79 ±0.37 / 39.49 ms │               39.66 / 39.94 ±0.26 / 40.27 ms │    no change │
│ QQuery 95 │        80.26 / 82.50 ±1.67 / 84.90 ms │               80.92 / 83.45 ±2.28 / 86.66 ms │    no change │
│ QQuery 96 │        23.98 / 24.04 ±0.06 / 24.14 ms │               23.89 / 24.14 ±0.24 / 24.54 ms │    no change │
│ QQuery 97 │        51.25 / 51.81 ±0.95 / 53.70 ms │               51.48 / 52.83 ±1.04 / 53.71 ms │    no change │
│ QQuery 98 │        38.14 / 38.38 ±0.33 / 39.04 ms │               38.34 / 38.95 ±0.37 / 39.51 ms │    no change │
│ QQuery 99 │        57.00 / 58.20 ±1.24 / 60.54 ms │               58.45 / 60.69 ±3.09 / 66.65 ms │    no change │
└───────────┴───────────────────────────────────────┴──────────────────────────────────────────────┴──────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ Benchmark Summary                                           ┃            ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ Total Time (HEAD)                                           │  9827.64ms │
│ Total Time (rich-T-kid_repartition-dictionary-hash-cache)   │ 10037.44ms │
│ Average Time (HEAD)                                         │    99.27ms │
│ Average Time (rich-T-kid_repartition-dictionary-hash-cache) │   101.39ms │
│ Queries Faster                                              │          0 │
│ Queries Slower                                              │          6 │
│ Queries with No Change                                      │         93 │
│ Queries with Failure                                        │          0 │
└─────────────────────────────────────────────────────────────┴────────────┘

Memory Pool Peaks

Peak MemoryPool reservation per query — what DataFusion's accounting believes it reserved. Recorded only for benchmarks that write a results JSON (the dfbench suites, and the suites bench.sh runs through the Criterion SQL harness since #25644), and only under a memory limit: DATAFUSION_RUNTIME_MEMORY_LIMIT, or one the suite sets itself.

Base: 5d9b7fd45ba0e27225effa91fd4e7a0ae4eeeff9 | Changed: 14d1378f2bdc9b4f64a5c43dbf189d031a706fa0

tpcds — tpcds_sf1

Query Base Changed Change
Query 1 199.1 KiB 144.9 KiB -27.2%
Query 2 102.0 MiB 82.9 MiB -18.7%
Query 3 1.4 MiB 1.9 MiB +32.0%
Query 4 79.7 MiB 79.7 MiB +0.1%
Query 5 13.5 MiB 12.5 MiB -7.5%
Query 6 4.7 MiB 4.4 MiB -6.4%
Query 7 3.6 MiB 3.6 MiB +0.5%
Query 8 1.7 MiB 1.7 MiB +0.9%
Query 9 32.1 KiB 32.1 KiB +0.0%
Query 10 2.0 MiB 2.0 MiB +0.0%
Query 11 62.0 MiB 62.0 MiB +0.0%
Query 12 114.4 MiB 114.4 MiB -0.0%
Query 13 13.0 MiB 13.0 MiB +0.0%
Query 14 170.9 MiB 171.4 MiB +0.3%
Query 15 4.2 MiB 4.2 MiB -0.1%
Query 16 118.6 KiB 118.6 KiB +0.0%
Query 17 41.5 MiB 42.0 MiB +1.1%
Query 18 21.2 MiB 21.3 MiB +0.1%
Query 19 2.3 MiB 1.9 MiB -16.4%
Query 20 114.6 MiB 114.6 MiB -0.0%
Query 21 4.0 MiB 4.0 MiB -0.0%
Query 22 61.8 MiB 61.8 MiB +0.0%
Query 23 213.3 MiB 213.3 MiB -0.0%
Query 24 38.7 MiB 38.7 MiB +0.0%
Query 25 99.9 MiB 99.9 MiB +0.0%
Query 26 3.6 MiB 3.5 MiB -1.8%
Query 27 1.6 MiB 1.6 MiB +0.0%
Query 28 1.5 MiB 1.3 MiB -9.1%
Query 29 104.7 MiB 104.7 MiB +0.0%
Query 30 3.7 MiB 3.8 MiB +3.2%
Query 31 13.4 MiB 13.4 MiB +0.0%
Query 32 2.7 MiB 2.5 MiB -8.1%
Query 33 5.6 MiB 4.2 MiB -25.0%
Query 34 6.0 MiB 6.0 MiB +0.0%
Query 35 16.6 MiB 16.6 MiB +0.0%
Query 36 10.3 MiB 10.3 MiB +0.0%
Query 37 3.3 MiB 3.3 MiB +0.0%
Query 38 10.8 MiB 10.4 MiB -3.1%
Query 39 52.4 MiB 42.1 MiB -19.6%
Query 40 12.2 MiB 12.2 MiB +0.0%
Query 41 2.1 MiB 2.1 MiB +0.0%
Query 42 1.1 MiB 1.3 MiB +13.0%
Query 43 275.0 KiB 275.0 KiB +0.0%
Query 44 233.2 KiB 233.2 KiB +0.0%
Query 45 4.5 MiB 4.5 MiB +0.0%
Query 46 6.2 MiB 6.2 MiB +0.0%
Query 47 128.5 MiB 138.7 MiB +7.9%
Query 48 11.4 MiB 11.8 MiB +3.3%
Query 49 52.8 MiB 51.1 MiB -3.1%
Query 50 17.3 MiB 17.7 MiB +2.1%
Query 51 178.0 MiB 177.7 MiB -0.2%
Query 52 1.3 MiB 1.5 MiB +16.6%
Query 53 20.6 MiB 20.6 MiB +0.0%
Query 54 2.2 MiB 2.1 MiB -4.2%
Query 55 1.5 MiB 1.4 MiB -4.9%
Query 56 2.9 MiB 3.2 MiB +9.9%
Query 57 120.8 MiB 125.3 MiB +3.7%
Query 58 4.2 MiB 4.4 MiB +5.5%
Query 59 11.7 MiB 11.7 MiB +0.0%
Query 60 7.2 MiB 7.2 MiB +0.2%
Query 61 2.4 KiB 2.5 KiB +2.6%
Query 62 3.6 MiB 3.7 MiB +0.1%
Query 63 30.6 MiB 30.6 MiB +0.0%
Query 64 94.8 MiB 82.8 MiB -12.6%
Query 65 29.7 MiB 29.7 MiB +0.0%
Query 66 14.9 MiB 14.9 MiB +0.0%
Query 67 141.3 MiB 138.2 MiB -2.2%
Query 68 6.2 MiB 6.2 MiB +0.0%
Query 69 3.8 MiB 4.1 MiB +7.5%
Query 70 44.0 MiB 44.0 MiB +0.0%
Query 71 50.4 MiB 40.4 MiB -19.8%
Query 72 97.2 MiB 97.2 MiB +0.0%
Query 73 6.0 MiB 6.0 MiB +0.0%
Query 74 34.6 MiB 34.6 MiB -0.0%
Query 75 21.9 MiB 20.8 MiB -5.1%
Query 76 7.9 MiB 7.9 MiB +0.0%
Query 77 4.1 MiB 4.1 MiB -0.0%
Query 78 111.1 MiB 109.0 MiB -1.9%
Query 79 8.7 MiB 9.3 MiB +7.5%
Query 80 41.7 MiB 41.7 MiB -0.0%
Query 81 4.1 MiB 4.1 MiB +1.5%
Query 82 4.9 MiB 4.9 MiB +0.0%
Query 83 9.0 MiB 8.9 MiB -1.0%
Query 84 11.9 MiB 11.9 MiB +0.0%
Query 85 17.0 MiB 17.0 MiB +0.0%
Query 86 82.1 MiB 82.1 MiB -0.0%
Query 87 12.9 MiB 12.9 MiB +0.0%
Query 88 1.8 MiB 1.9 MiB +4.2%
Query 89 112.2 MiB 112.2 MiB -0.0%
Query 90 363.7 KiB 351.7 KiB -3.3%
Query 91 21.1 MiB 31.1 MiB +47.0%
Query 92 2.5 MiB 2.5 MiB +0.0%
Query 93 15.2 MiB 14.9 MiB -2.0%
Query 94 3.7 MiB 3.4 MiB -7.6%
Query 95 17.0 MiB 18.8 MiB +10.7%
Query 96 224.7 KiB 224.7 KiB +0.0%
Query 97 33.1 MiB 33.1 MiB -0.0%
Query 98 114.7 MiB 114.7 MiB -0.0%
Query 99 1.6 MiB 1.6 MiB -0.5%

Pool accounting vs. process RSS

Max pool peak is the largest reservation any single query in the run reached; peak RSS covers the whole invocation, including data loading and allocator retention, and the two high-water marks need not coincide in time. The gap is therefore an upper bound on what the pool did not account for, not a measurement of it.

Benchmark Side Max pool peak Peak RSS Gap RSS / pool
tpcds base (5d9b7fd45ba0e27225effa91fd4e7a0ae4eeeff9) 213.3 MiB 2.0 GiB 1.8 GiB 9.7×
tpcds changed (14d1378f2bdc9b4f64a5c43dbf189d031a706fa0) 213.3 MiB 1.8 GiB 1.6 GiB 8.8×
Resource Usage

tpcds — base (merge-base)

Metric Value
Wall time 50.0s
Peak memory 2.0 GiB
Avg memory 1.5 GiB
CPU user 193.9s
CPU sys 5.5s
Peak spill 0 B

tpcds — branch

Metric Value
Wall time 55.0s
Peak memory 1.8 GiB
Avg memory 1.3 GiB
CPU user 202.5s
CPU sys 5.7s
Peak spill 0 B

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🤖 Benchmark completed (GKE) | trigger

Instance: c4a-highmem-16 (12 vCPU / 65 GiB)

Comparing 14d1378 (14d1378) to 5d9b7fd diff

Run configuration
run benchmark clickbench_partitioned
env:
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
  ref: "5d9b7fd45ba0e27225effa91fd4e7a0ae4eeeff9"
changed:
  ref: "14d1378f2bdc9b4f64a5c43dbf189d031a706fa0"
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

Comparing HEAD and rich-T-kid_repartition-dictionary-hash-cache
--------------------
Benchmark clickbench_partitioned.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query     ┃        HEAD ┃ rich-T-kid_repartition-dictionary-hash-cache ┃        Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 0  │     1.18 ms │                                      1.19 ms │     no change │
│ QQuery 1  │    11.28 ms │                                     11.32 ms │     no change │
│ QQuery 2  │    35.57 ms │                                     35.91 ms │     no change │
│ QQuery 3  │    31.49 ms │                                     31.57 ms │     no change │
│ QQuery 4  │   243.55 ms │                                    244.48 ms │     no change │
│ QQuery 5  │  1496.69 ms │                                   1087.23 ms │ +1.38x faster │
│ QQuery 6  │     1.26 ms │                                      1.24 ms │     no change │
│ QQuery 7  │    12.69 ms │                                     12.97 ms │     no change │
│ QQuery 8  │   358.48 ms │                                    359.77 ms │     no change │
│ QQuery 9  │   523.47 ms │                                    513.26 ms │     no change │
│ QQuery 10 │   200.89 ms │                                    202.91 ms │     no change │
│ QQuery 11 │   211.88 ms │                                    212.15 ms │     no change │
│ QQuery 12 │  1521.10 ms │                                   1123.72 ms │ +1.35x faster │
│ QQuery 13 │  2164.75 ms │                                   1581.51 ms │ +1.37x faster │
│ QQuery 14 │  1597.57 ms │                                   1226.84 ms │ +1.30x faster │
│ QQuery 15 │   289.25 ms │                                    297.41 ms │     no change │
│ QQuery 16 │  3589.95 ms │                                   2230.01 ms │ +1.61x faster │
│ QQuery 17 │  3706.30 ms │                                   2322.45 ms │ +1.60x faster │
│ QQuery 18 │  6831.35 ms │                                   3654.52 ms │ +1.87x faster │
│ QQuery 19 │    26.86 ms │                                     27.21 ms │     no change │
│ QQuery 20 │  1072.24 ms │                                   1061.23 ms │     no change │
│ QQuery 21 │  1368.10 ms │                                   1371.21 ms │     no change │
│ QQuery 22 │  3247.86 ms │                                   3243.72 ms │     no change │
│ QQuery 23 │  9261.54 ms │                                   9184.58 ms │     no change │
│ QQuery 24 │    96.83 ms │                                     95.82 ms │     no change │
│ QQuery 25 │   354.55 ms │                                    352.41 ms │     no change │
│ QQuery 26 │    96.58 ms │                                     96.71 ms │     no change │
│ QQuery 27 │  1153.06 ms │                                   1149.03 ms │     no change │
│ QQuery 28 │  2828.64 ms │                                   2616.69 ms │ +1.08x faster │
│ QQuery 29 │    39.53 ms │                                     39.48 ms │     no change │
│ QQuery 30 │   556.26 ms │                                    550.00 ms │     no change │
│ QQuery 31 │   546.34 ms │                                    540.97 ms │     no change │
│ QQuery 32 │  1103.56 ms │                                   1053.46 ms │     no change │
│ QQuery 33 │ 14548.53 ms │                                   7435.50 ms │ +1.96x faster │
│ QQuery 34 │ 13741.35 ms │                                   7740.94 ms │ +1.78x faster │
│ QQuery 35 │   303.00 ms │                                    299.54 ms │     no change │
│ QQuery 36 │   181.95 ms │                                    133.70 ms │ +1.36x faster │
│ QQuery 37 │    96.93 ms │                                     99.88 ms │     no change │
│ QQuery 38 │    81.72 ms │                                     81.02 ms │     no change │
│ QQuery 39 │   407.46 ms │                                    290.38 ms │ +1.40x faster │
│ QQuery 40 │    14.32 ms │                                     14.21 ms │     no change │
│ QQuery 41 │    13.83 ms │                                     13.76 ms │     no change │
│ QQuery 42 │    13.20 ms │                                     13.02 ms │     no change │
└───────────┴─────────────┴──────────────────────────────────────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ Benchmark Summary                                           ┃            ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ Total Time (HEAD)                                           │ 73982.95ms │
│ Total Time (rich-T-kid_repartition-dictionary-hash-cache)   │ 52654.94ms │
│ Average Time (HEAD)                                         │  1720.53ms │
│ Average Time (rich-T-kid_repartition-dictionary-hash-cache) │  1224.53ms │
│ Queries Faster                                              │         12 │
│ Queries Slower                                              │          0 │
│ Queries with No Change                                      │         31 │
│ Queries with Failure                                        │          0 │
└─────────────────────────────────────────────────────────────┴────────────┘

Distribution per query (min / mean ±stddev / max):

Comparing HEAD and rich-T-kid_repartition-dictionary-hash-cache
--------------------
Benchmark clickbench_partitioned.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query     ┃                                      HEAD ┃ rich-T-kid_repartition-dictionary-hash-cache ┃        Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 0  │              1.18 / 4.27 ±6.03 / 16.32 ms │                 1.19 / 4.35 ±6.15 / 16.64 ms │     no change │
│ QQuery 1  │            11.28 / 11.33 ±0.04 / 11.38 ms │               11.32 / 11.49 ±0.12 / 11.62 ms │     no change │
│ QQuery 2  │            35.57 / 36.30 ±0.74 / 37.71 ms │               35.91 / 36.17 ±0.24 / 36.60 ms │     no change │
│ QQuery 3  │            31.49 / 32.25 ±0.80 / 33.69 ms │               31.57 / 32.61 ±0.85 / 33.99 ms │     no change │
│ QQuery 4  │         243.55 / 250.05 ±4.22 / 255.24 ms │            244.48 / 251.29 ±6.38 / 262.25 ms │     no change │
│ QQuery 5  │     1496.69 / 1607.91 ±57.03 / 1653.84 ms │        1087.23 / 1134.67 ±30.83 / 1167.57 ms │ +1.42x faster │
│ QQuery 6  │               1.26 / 1.42 ±0.23 / 1.88 ms │                  1.24 / 1.41 ±0.25 / 1.90 ms │     no change │
│ QQuery 7  │            12.69 / 13.04 ±0.28 / 13.54 ms │               12.97 / 13.20 ±0.13 / 13.33 ms │     no change │
│ QQuery 8  │         358.48 / 372.77 ±7.53 / 378.78 ms │           359.77 / 371.76 ±11.16 / 391.78 ms │     no change │
│ QQuery 9  │         523.47 / 540.28 ±9.54 / 547.67 ms │            513.26 / 528.68 ±9.63 / 540.85 ms │     no change │
│ QQuery 10 │         200.89 / 206.07 ±9.10 / 224.25 ms │            202.91 / 207.85 ±8.41 / 224.59 ms │     no change │
│ QQuery 11 │         211.88 / 213.43 ±1.30 / 215.65 ms │            212.15 / 212.66 ±0.47 / 213.50 ms │     no change │
│ QQuery 12 │     1521.10 / 1576.12 ±38.11 / 1622.24 ms │        1123.72 / 1152.39 ±20.78 / 1177.46 ms │ +1.37x faster │
│ QQuery 13 │    2164.75 / 2339.05 ±271.40 / 2876.43 ms │        1581.51 / 1615.96 ±35.42 / 1676.12 ms │ +1.45x faster │
│ QQuery 14 │     1597.57 / 1699.11 ±68.57 / 1790.41 ms │        1226.84 / 1251.99 ±24.40 / 1297.56 ms │ +1.36x faster │
│ QQuery 15 │        289.25 / 308.31 ±17.52 / 333.51 ms │            297.41 / 306.88 ±7.05 / 318.57 ms │     no change │
│ QQuery 16 │    3589.95 / 3732.55 ±117.90 / 3889.44 ms │        2230.01 / 2295.03 ±59.79 / 2392.31 ms │ +1.63x faster │
│ QQuery 17 │    3706.30 / 3880.04 ±112.24 / 4010.86 ms │        2322.45 / 2374.62 ±32.06 / 2420.95 ms │ +1.63x faster │
│ QQuery 18 │    6831.35 / 7183.85 ±316.34 / 7660.11 ms │       3654.52 / 3863.91 ±188.54 / 4218.64 ms │ +1.86x faster │
│ QQuery 19 │            26.86 / 27.16 ±0.37 / 27.85 ms │              27.21 / 45.07 ±22.41 / 79.77 ms │  1.66x slower │
│ QQuery 20 │     1072.24 / 1081.06 ±12.16 / 1104.99 ms │         1061.23 / 1070.98 ±7.25 / 1083.59 ms │     no change │
│ QQuery 21 │      1368.10 / 1377.56 ±6.91 / 1386.51 ms │        1371.21 / 1391.52 ±20.62 / 1427.35 ms │     no change │
│ QQuery 22 │     3247.86 / 3327.03 ±60.93 / 3408.58 ms │        3243.72 / 3268.52 ±24.71 / 3308.03 ms │     no change │
│ QQuery 23 │    9261.54 / 9426.51 ±112.13 / 9541.03 ms │       9184.58 / 9499.71 ±166.58 / 9674.71 ms │     no change │
│ QQuery 24 │         96.83 / 139.09 ±51.99 / 226.34 ms │             95.82 / 101.54 ±7.94 / 116.97 ms │ +1.37x faster │
│ QQuery 25 │         354.55 / 357.69 ±2.76 / 362.38 ms │            352.41 / 355.83 ±3.40 / 362.27 ms │     no change │
│ QQuery 26 │            96.58 / 97.65 ±1.06 / 99.46 ms │               96.71 / 97.31 ±0.65 / 98.57 ms │     no change │
│ QQuery 27 │      1153.06 / 1162.45 ±5.46 / 1168.32 ms │        1149.03 / 1170.98 ±15.90 / 1194.18 ms │     no change │
│ QQuery 28 │     2828.64 / 2865.07 ±34.08 / 2924.39 ms │         2616.69 / 2627.25 ±9.23 / 2642.51 ms │ +1.09x faster │
│ QQuery 29 │            39.53 / 40.08 ±0.59 / 41.09 ms │               39.48 / 42.49 ±5.57 / 53.62 ms │  1.06x slower │
│ QQuery 30 │         556.26 / 559.99 ±4.40 / 568.43 ms │            550.00 / 556.60 ±5.54 / 565.84 ms │     no change │
│ QQuery 31 │        546.34 / 563.57 ±12.86 / 585.84 ms │           540.97 / 554.34 ±12.25 / 572.82 ms │     no change │
│ QQuery 32 │     1103.56 / 1155.62 ±31.40 / 1201.05 ms │        1053.46 / 1063.78 ±18.56 / 1100.81 ms │ +1.09x faster │
│ QQuery 33 │ 14548.53 / 14990.54 ±433.38 / 15648.87 ms │       7435.50 / 7735.45 ±289.85 / 8265.06 ms │ +1.94x faster │
│ QQuery 34 │ 13741.35 / 14584.60 ±620.70 / 15541.01 ms │       7740.94 / 7831.83 ±125.24 / 8076.66 ms │ +1.86x faster │
│ QQuery 35 │        303.00 / 357.85 ±85.75 / 528.44 ms │           299.54 / 334.28 ±38.52 / 406.54 ms │ +1.07x faster │
│ QQuery 36 │        181.95 / 201.58 ±24.39 / 249.13 ms │            133.70 / 142.03 ±6.45 / 153.62 ms │ +1.42x faster │
│ QQuery 37 │          96.93 / 101.77 ±5.34 / 111.54 ms │             99.88 / 104.20 ±5.26 / 114.44 ms │     no change │
│ QQuery 38 │            81.72 / 84.81 ±2.58 / 88.92 ms │               81.02 / 84.05 ±2.84 / 87.57 ms │     no change │
│ QQuery 39 │        407.46 / 420.77 ±16.65 / 453.14 ms │           290.38 / 303.35 ±10.97 / 316.86 ms │ +1.39x faster │
│ QQuery 40 │            14.32 / 14.95 ±0.53 / 15.65 ms │               14.21 / 15.46 ±1.89 / 19.16 ms │     no change │
│ QQuery 41 │            13.83 / 14.06 ±0.14 / 14.22 ms │               13.76 / 14.16 ±0.31 / 14.46 ms │     no change │
│ QQuery 42 │            13.20 / 13.37 ±0.12 / 13.57 ms │               13.02 / 13.20 ±0.12 / 13.37 ms │     no change │
└───────────┴───────────────────────────────────────────┴──────────────────────────────────────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ Benchmark Summary                                           ┃            ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ Total Time (HEAD)                                           │ 76973.00ms │
│ Total Time (rich-T-kid_repartition-dictionary-hash-cache)   │ 54090.86ms │
│ Average Time (HEAD)                                         │  1790.07ms │
│ Average Time (rich-T-kid_repartition-dictionary-hash-cache) │  1257.93ms │
│ Queries Faster                                              │         15 │
│ Queries Slower                                              │          2 │
│ Queries with No Change                                      │         26 │
│ Queries with Failure                                        │          0 │
└─────────────────────────────────────────────────────────────┴────────────┘

Memory Pool Peaks

Peak MemoryPool reservation per query — what DataFusion's accounting believes it reserved. Recorded only for benchmarks that write a results JSON (the dfbench suites, and the suites bench.sh runs through the Criterion SQL harness since #25644), and only under a memory limit: DATAFUSION_RUNTIME_MEMORY_LIMIT, or one the suite sets itself.

Base: 5d9b7fd45ba0e27225effa91fd4e7a0ae4eeeff9 | Changed: 14d1378f2bdc9b4f64a5c43dbf189d031a706fa0

clickbench_partitioned

Query Base Changed Change
Query 0 0 B 0 B 0.0%
Query 1 104 B 104 B +0.0%
Query 2 936 B 936 B +0.0%
Query 3 312 B 312 B +0.0%
Query 4 827.7 MiB 847.6 MiB +2.4%
Query 5 1.4 GiB 1.8 GiB +28.0%
Query 6 0 B 0 B 0.0%
Query 7 50.0 MiB 60.1 MiB +20.1%
Query 8 971.8 MiB 948.6 MiB -2.4%
Query 9 594.2 MiB 551.9 MiB -7.1%
Query 10 71.9 MiB 72.9 MiB +1.4%
Query 11 78.1 MiB 76.7 MiB -1.7%
Query 12 1.6 GiB 1.9 GiB +21.7%
Query 13 1.8 GiB 1.9 GiB +3.9%
Query 14 1.8 GiB 1.9 GiB +5.6%
Query 15 1.2 GiB 1.2 GiB -1.3%
Query 16 3.5 GiB 3.4 GiB -2.0%
Query 17 3.4 GiB 3.6 GiB +7.2%
Query 18 7.2 GiB 7.7 GiB +6.4%
Query 19 0 B 0 B 0.0%
Query 20 104 B 104 B +0.0%
Query 21 1.5 MiB 1.3 MiB -12.5%
Query 22 2.4 MiB 2.4 MiB -0.5%
Query 23 13.0 MiB 12.7 MiB -2.3%
Query 24 6.8 MiB 6.9 MiB +0.8%
Query 25 8.1 MiB 7.6 MiB -6.9%
Query 26 7.5 MiB 7.9 MiB +5.4%
Query 27 2.5 MiB 2.6 MiB +5.9%
Query 28 2.0 GiB 2.2 GiB +7.4%
Query 29 624 B 624 B +0.0%
Query 30 669.4 MiB 661.9 MiB -1.1%
Query 31 1.5 GiB 1.5 GiB -1.5%
Query 32 7.1 GiB 7.2 GiB +0.3%
Query 33 12.7 GiB 14.5 GiB +14.0%
Query 34 12.7 GiB 13.7 GiB +7.8%
Query 35 662.1 MiB 670.4 MiB +1.3%
Query 36 474.1 MiB 475.4 MiB +0.3%
Query 37 8.1 MiB 8.1 MiB -0.6%
Query 38 5.3 MiB 4.8 MiB -9.5%
Query 39 450.8 MiB 1.0 GiB +127.3%
Query 40 2.7 MiB 2.9 MiB +5.6%
Query 41 3.1 MiB 3.1 MiB +0.0%
Query 42 1.7 MiB 1.6 MiB -6.2%

Pool accounting vs. process RSS

Max pool peak is the largest reservation any single query in the run reached; peak RSS covers the whole invocation, including data loading and allocator retention, and the two high-water marks need not coincide in time. The gap is therefore an upper bound on what the pool did not account for, not a measurement of it.

Benchmark Side Max pool peak Peak RSS Gap RSS / pool
clickbench_partitioned base (5d9b7fd45ba0e27225effa91fd4e7a0ae4eeeff9) 12.7 GiB 13.8 GiB 1.0 GiB 1.1×
clickbench_partitioned changed (14d1378f2bdc9b4f64a5c43dbf189d031a706fa0) 14.5 GiB 13.7 GiB −823.7 MiB 0.9×
Resource Usage

clickbench_partitioned — base (merge-base)

Metric Value
Wall time 390.1s
Peak memory 13.8 GiB
Avg memory 6.0 GiB
CPU user 3340.7s
CPU sys 215.9s
Peak spill 0 B

clickbench_partitioned — branch

Metric Value
Wall time 275.1s
Peak memory 13.7 GiB
Avg memory 6.1 GiB
CPU user 2134.1s
CPU sys 183.3s
Peak spill 0 B

File an issue against this benchmark runner

@Rich-T-kid

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#26816 (comment) @asolimando I think I found it 😄

@Rich-T-kid

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run benchmark tpcds

env:
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
baseline:
  ref: "5d9b7fd45ba0e27225effa91fd4e7a0ae4eeeff9"
changed:
  ref: "14d1378f2bdc9b4f64a5c43dbf189d031a706fa0"

@adriangbot

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🤖 Benchmark running (GKE) | trigger
Instance: c4a-highmem-16 (12 vCPU / 65 GiB) | Linux bench-c6450137437-3945-vkj9n 6.12.105+ #1 SMP Sat Sep 19 07:55:25 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 14d1378 (14d1378) to 5d9b7fd diff

Run configuration
run benchmark tpcds
env:
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
  ref: "5d9b7fd45ba0e27225effa91fd4e7a0ae4eeeff9"
changed:
  ref: "14d1378f2bdc9b4f64a5c43dbf189d031a706fa0"

Results will be posted here when complete


File an issue against this benchmark runner

@Rich-T-kid Rich-T-kid left a comment

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this PR itself shows good promise but I think a PR that breaks apart the hash vs spreading of the keys will make the other PRs related to #26780 far smaller & simpler & non dependent on each other

#[cfg(not(feature = "force_hash_collisions"))]
use arrow::{downcast_dictionary_array, downcast_primitive_array};
use foldhash::fast::FixedState;
#[cfg(not(feature = "force_hash_collisions"))]

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we can trim this. we just need to break apart the actually hashing of values from the spreading of the keys.

@adriangbot

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🤖 Benchmark completed (GKE) | trigger

Instance: c4a-highmem-16 (12 vCPU / 65 GiB)

Comparing 14d1378 (14d1378) to 5d9b7fd diff

Run configuration
run benchmark tpcds
env:
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
  ref: "5d9b7fd45ba0e27225effa91fd4e7a0ae4eeeff9"
changed:
  ref: "14d1378f2bdc9b4f64a5c43dbf189d031a706fa0"
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

Comparing HEAD and rich-T-kid_repartition-dictionary-hash-cache
--------------------
Benchmark tpcds_sf1.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┓
┃ Query     ┃       HEAD ┃ rich-T-kid_repartition-dictionary-hash-cache ┃       Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│ QQuery 1  │    5.35 ms │                                      5.45 ms │    no change │
│ QQuery 2  │   77.31 ms │                                     77.50 ms │    no change │
│ QQuery 3  │   29.25 ms │                                     29.17 ms │    no change │
│ QQuery 4  │  888.13 ms │                                    884.33 ms │    no change │
│ QQuery 5  │   51.09 ms │                                     50.63 ms │    no change │
│ QQuery 6  │   34.36 ms │                                     34.37 ms │    no change │
│ QQuery 7  │   73.09 ms │                                     73.11 ms │    no change │
│ QQuery 8  │   38.10 ms │                                     38.23 ms │    no change │
│ QQuery 9  │   52.90 ms │                                     51.86 ms │    no change │
│ QQuery 10 │   62.24 ms │                                     61.69 ms │    no change │
│ QQuery 11 │  496.68 ms │                                    494.25 ms │    no change │
│ QQuery 12 │   26.03 ms │                                     26.48 ms │    no change │
│ QQuery 13 │  112.54 ms │                                    112.50 ms │    no change │
│ QQuery 14 │  385.17 ms │                                    391.02 ms │    no change │
│ QQuery 15 │   52.85 ms │                                     53.27 ms │    no change │
│ QQuery 16 │    6.37 ms │                                      6.30 ms │    no change │
│ QQuery 17 │   82.28 ms │                                     80.15 ms │    no change │
│ QQuery 18 │  109.50 ms │                                    109.53 ms │    no change │
│ QQuery 19 │   41.60 ms │                                     42.17 ms │    no change │
│ QQuery 20 │   31.45 ms │                                     31.71 ms │    no change │
│ QQuery 21 │   17.67 ms │                                     17.50 ms │    no change │
│ QQuery 22 │   73.98 ms │                                     72.49 ms │    no change │
│ QQuery 23 │  316.71 ms │                                    319.87 ms │    no change │
│ QQuery 24 │  202.38 ms │                                    202.81 ms │    no change │
│ QQuery 25 │  108.83 ms │                                    110.62 ms │    no change │
│ QQuery 26 │   47.53 ms │                                     47.62 ms │    no change │
│ QQuery 27 │    6.55 ms │                                      6.61 ms │    no change │
│ QQuery 28 │   57.19 ms │                                     57.80 ms │    no change │
│ QQuery 29 │   96.22 ms │                                     97.08 ms │    no change │
│ QQuery 30 │   37.40 ms │                                     37.58 ms │    no change │
│ QQuery 31 │  115.06 ms │                                    113.37 ms │    no change │
│ QQuery 32 │   20.74 ms │                                     20.93 ms │    no change │
│ QQuery 33 │   38.51 ms │                                     39.27 ms │    no change │
│ QQuery 34 │   10.28 ms │                                     10.21 ms │    no change │
│ QQuery 35 │   73.34 ms │                                     74.25 ms │    no change │
│ QQuery 36 │    6.41 ms │                                      6.38 ms │    no change │
│ QQuery 37 │    7.81 ms │                                      7.77 ms │    no change │
│ QQuery 38 │   67.25 ms │                                     66.82 ms │    no change │
│ QQuery 39 │   73.53 ms │                                     74.56 ms │    no change │
│ QQuery 40 │   23.12 ms │                                     24.05 ms │    no change │
│ QQuery 41 │   13.90 ms │                                     14.39 ms │    no change │
│ QQuery 42 │   24.23 ms │                                     24.13 ms │    no change │
│ QQuery 43 │    5.10 ms │                                      5.54 ms │ 1.09x slower │
│ QQuery 44 │    9.01 ms │                                      9.02 ms │    no change │
│ QQuery 45 │   36.62 ms │                                     36.24 ms │    no change │
│ QQuery 46 │   12.02 ms │                                     12.07 ms │    no change │
│ QQuery 47 │  208.08 ms │                                    217.91 ms │    no change │
│ QQuery 48 │   92.62 ms │                                     92.83 ms │    no change │
│ QQuery 49 │   70.91 ms │                                     70.95 ms │    no change │
│ QQuery 50 │   59.19 ms │                                     59.43 ms │    no change │
│ QQuery 51 │   91.23 ms │                                     92.63 ms │    no change │
│ QQuery 52 │   25.05 ms │                                     24.80 ms │    no change │
│ QQuery 53 │   29.70 ms │                                     30.08 ms │    no change │
│ QQuery 54 │   54.09 ms │                                     53.95 ms │    no change │
│ QQuery 55 │   24.29 ms │                                     24.15 ms │    no change │
│ QQuery 56 │   40.09 ms │                                     39.74 ms │    no change │
│ QQuery 57 │  155.01 ms │                                    154.84 ms │    no change │
│ QQuery 58 │  104.78 ms │                                    105.04 ms │    no change │
│ QQuery 59 │  107.98 ms │                                    106.57 ms │    no change │
│ QQuery 60 │   43.74 ms │                                     43.90 ms │    no change │
│ QQuery 61 │   10.00 ms │                                     10.36 ms │    no change │
│ QQuery 62 │   38.82 ms │                                     39.14 ms │    no change │
│ QQuery 63 │   29.61 ms │                                     29.64 ms │    no change │
│ QQuery 64 │  376.56 ms │                                    371.20 ms │    no change │
│ QQuery 65 │  137.04 ms │                                    136.09 ms │    no change │
│ QQuery 66 │   76.88 ms │                                     74.41 ms │    no change │
│ QQuery 67 │  238.12 ms │                                    238.71 ms │    no change │
│ QQuery 68 │   12.21 ms │                                     11.81 ms │    no change │
│ QQuery 69 │   57.46 ms │                                     57.10 ms │    no change │
│ QQuery 70 │  100.94 ms │                                    100.30 ms │    no change │
│ QQuery 71 │   35.39 ms │                                     35.56 ms │    no change │
│ QQuery 72 │ 1534.62 ms │                                   1588.06 ms │    no change │
│ QQuery 73 │    9.76 ms │                                     10.49 ms │ 1.07x slower │
│ QQuery 74 │  262.77 ms │                                    262.57 ms │    no change │
│ QQuery 75 │  141.07 ms │                                    141.93 ms │    no change │
│ QQuery 76 │   35.15 ms │                                     35.54 ms │    no change │
│ QQuery 77 │   60.37 ms │                                     60.24 ms │    no change │
│ QQuery 78 │  165.66 ms │                                    165.21 ms │    no change │
│ QQuery 79 │   67.77 ms │                                     67.64 ms │    no change │
│ QQuery 80 │   97.77 ms │                                     98.28 ms │    no change │
│ QQuery 81 │   29.78 ms │                                     29.88 ms │    no change │
│ QQuery 82 │   17.94 ms │                                     17.68 ms │    no change │
│ QQuery 83 │   33.05 ms │                                     33.39 ms │    no change │
│ QQuery 84 │   31.46 ms │                                     31.36 ms │    no change │
│ QQuery 85 │  100.14 ms │                                    100.20 ms │    no change │
│ QQuery 86 │   26.21 ms │                                     25.39 ms │    no change │
│ QQuery 87 │   65.41 ms │                                     67.69 ms │    no change │
│ QQuery 88 │   59.75 ms │                                     59.74 ms │    no change │
│ QQuery 89 │   35.91 ms │                                     36.31 ms │    no change │
│ QQuery 90 │   16.63 ms │                                     16.87 ms │    no change │
│ QQuery 91 │   41.21 ms │                                     41.79 ms │    no change │
│ QQuery 92 │   29.08 ms │                                     29.75 ms │    no change │
│ QQuery 93 │   48.54 ms │                                     49.51 ms │    no change │
│ QQuery 94 │   38.25 ms │                                     39.27 ms │    no change │
│ QQuery 95 │   80.74 ms │                                     80.67 ms │    no change │
│ QQuery 96 │   23.96 ms │                                     24.30 ms │    no change │
│ QQuery 97 │   50.29 ms │                                     51.22 ms │    no change │
│ QQuery 98 │   38.03 ms │                                     38.87 ms │    no change │
│ QQuery 99 │   57.21 ms │                                     57.09 ms │    no change │
└───────────┴────────────┴──────────────────────────────────────────────┴──────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┓
┃ Benchmark Summary                                           ┃           ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━┩
│ Total Time (HEAD)                                           │ 9576.03ms │
│ Total Time (rich-T-kid_repartition-dictionary-hash-cache)   │ 9644.75ms │
│ Average Time (HEAD)                                         │   96.73ms │
│ Average Time (rich-T-kid_repartition-dictionary-hash-cache) │   97.42ms │
│ Queries Faster                                              │         0 │
│ Queries Slower                                              │         2 │
│ Queries with No Change                                      │        97 │
│ Queries with Failure                                        │         0 │
└─────────────────────────────────────────────────────────────┴───────────┘

Distribution per query (min / mean ±stddev / max):

Comparing HEAD and rich-T-kid_repartition-dictionary-hash-cache
--------------------
Benchmark tpcds_sf1.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query     ┃                                  HEAD ┃ rich-T-kid_repartition-dictionary-hash-cache ┃        Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 1  │           5.35 / 5.96 ±1.05 / 8.05 ms │                  5.45 / 6.08 ±1.03 / 8.13 ms │     no change │
│ QQuery 2  │        77.31 / 77.94 ±0.40 / 78.51 ms │               77.50 / 77.95 ±0.47 / 78.85 ms │     no change │
│ QQuery 3  │        29.25 / 29.43 ±0.16 / 29.68 ms │               29.17 / 29.32 ±0.23 / 29.78 ms │     no change │
│ QQuery 4  │     888.13 / 903.80 ±9.58 / 915.63 ms │           884.33 / 897.03 ±11.46 / 918.19 ms │     no change │
│ QQuery 5  │        51.09 / 52.13 ±1.20 / 54.32 ms │               50.63 / 51.24 ±0.77 / 52.73 ms │     no change │
│ QQuery 6  │        34.36 / 34.66 ±0.24 / 35.06 ms │               34.37 / 34.51 ±0.12 / 34.70 ms │     no change │
│ QQuery 7  │        73.09 / 73.97 ±0.56 / 74.56 ms │               73.11 / 73.91 ±0.47 / 74.39 ms │     no change │
│ QQuery 8  │        38.10 / 40.53 ±4.06 / 48.59 ms │               38.23 / 40.11 ±3.12 / 46.27 ms │     no change │
│ QQuery 9  │        52.90 / 54.59 ±0.97 / 55.78 ms │               51.86 / 54.48 ±1.71 / 56.70 ms │     no change │
│ QQuery 10 │        62.24 / 62.97 ±0.50 / 63.55 ms │               61.69 / 61.92 ±0.16 / 62.13 ms │     no change │
│ QQuery 11 │    496.68 / 512.86 ±12.55 / 532.90 ms │           494.25 / 507.49 ±13.20 / 532.51 ms │     no change │
│ QQuery 12 │        26.03 / 26.53 ±0.49 / 27.32 ms │               26.48 / 27.11 ±0.37 / 27.49 ms │     no change │
│ QQuery 13 │     112.54 / 114.96 ±2.36 / 118.85 ms │            112.50 / 113.79 ±1.25 / 115.96 ms │     no change │
│ QQuery 14 │     385.17 / 391.48 ±4.83 / 397.52 ms │            391.02 / 393.37 ±3.75 / 400.86 ms │     no change │
│ QQuery 15 │        52.85 / 54.57 ±0.88 / 55.35 ms │               53.27 / 54.65 ±2.24 / 59.11 ms │     no change │
│ QQuery 16 │           6.37 / 6.56 ±0.26 / 7.05 ms │                  6.30 / 6.51 ±0.19 / 6.85 ms │     no change │
│ QQuery 17 │        82.28 / 83.24 ±0.84 / 84.63 ms │               80.15 / 81.31 ±1.50 / 84.27 ms │     no change │
│ QQuery 18 │     109.50 / 112.00 ±3.52 / 118.84 ms │            109.53 / 110.66 ±1.34 / 113.28 ms │     no change │
│ QQuery 19 │        41.60 / 42.05 ±0.46 / 42.65 ms │               42.17 / 42.42 ±0.14 / 42.56 ms │     no change │
│ QQuery 20 │        31.45 / 31.88 ±0.29 / 32.21 ms │               31.71 / 32.07 ±0.25 / 32.30 ms │     no change │
│ QQuery 21 │        17.67 / 17.87 ±0.15 / 18.10 ms │               17.50 / 17.65 ±0.13 / 17.83 ms │     no change │
│ QQuery 22 │        73.98 / 76.37 ±1.66 / 78.09 ms │               72.49 / 73.67 ±1.01 / 75.29 ms │     no change │
│ QQuery 23 │     316.71 / 323.07 ±4.86 / 331.22 ms │            319.87 / 321.98 ±1.75 / 325.02 ms │     no change │
│ QQuery 24 │     202.38 / 205.34 ±1.57 / 206.71 ms │            202.81 / 205.96 ±5.03 / 215.94 ms │     no change │
│ QQuery 25 │     108.83 / 112.77 ±4.53 / 121.63 ms │            110.62 / 111.64 ±0.88 / 112.71 ms │     no change │
│ QQuery 26 │        47.53 / 48.16 ±0.37 / 48.56 ms │               47.62 / 47.87 ±0.24 / 48.27 ms │     no change │
│ QQuery 27 │           6.55 / 6.67 ±0.07 / 6.77 ms │                  6.61 / 6.75 ±0.13 / 6.99 ms │     no change │
│ QQuery 28 │        57.19 / 61.93 ±3.89 / 68.21 ms │               57.80 / 61.16 ±1.88 / 63.53 ms │     no change │
│ QQuery 29 │       96.22 / 99.72 ±3.00 / 104.90 ms │             97.08 / 100.05 ±1.70 / 102.24 ms │     no change │
│ QQuery 30 │        37.40 / 37.77 ±0.39 / 38.37 ms │               37.58 / 38.12 ±0.34 / 38.57 ms │     no change │
│ QQuery 31 │     115.06 / 117.48 ±2.86 / 122.49 ms │            113.37 / 115.55 ±3.05 / 121.55 ms │     no change │
│ QQuery 32 │        20.74 / 21.02 ±0.16 / 21.23 ms │               20.93 / 21.15 ±0.18 / 21.39 ms │     no change │
│ QQuery 33 │        38.51 / 38.81 ±0.21 / 39.12 ms │               39.27 / 39.67 ±0.42 / 40.49 ms │     no change │
│ QQuery 34 │        10.28 / 10.33 ±0.06 / 10.41 ms │               10.21 / 10.46 ±0.14 / 10.58 ms │     no change │
│ QQuery 35 │        73.34 / 74.66 ±1.74 / 78.01 ms │               74.25 / 75.85 ±0.83 / 76.47 ms │     no change │
│ QQuery 36 │           6.41 / 6.49 ±0.08 / 6.62 ms │                  6.38 / 6.47 ±0.08 / 6.61 ms │     no change │
│ QQuery 37 │           7.81 / 8.19 ±0.24 / 8.49 ms │                  7.77 / 8.49 ±0.55 / 9.17 ms │     no change │
│ QQuery 38 │        67.25 / 67.75 ±0.40 / 68.25 ms │               66.82 / 67.41 ±0.71 / 68.73 ms │     no change │
│ QQuery 39 │        73.53 / 74.45 ±0.73 / 75.35 ms │               74.56 / 75.69 ±0.63 / 76.22 ms │     no change │
│ QQuery 40 │        23.12 / 23.88 ±0.72 / 24.92 ms │               24.05 / 24.46 ±0.30 / 24.93 ms │     no change │
│ QQuery 41 │        13.90 / 14.13 ±0.12 / 14.24 ms │               14.39 / 14.50 ±0.09 / 14.64 ms │     no change │
│ QQuery 42 │        24.23 / 24.99 ±0.95 / 26.81 ms │               24.13 / 25.60 ±1.81 / 29.12 ms │     no change │
│ QQuery 43 │           5.10 / 5.26 ±0.17 / 5.59 ms │                  5.54 / 5.64 ±0.07 / 5.71 ms │  1.07x slower │
│ QQuery 44 │           9.01 / 9.07 ±0.06 / 9.17 ms │                  9.02 / 9.15 ±0.09 / 9.29 ms │     no change │
│ QQuery 45 │        36.62 / 37.61 ±0.63 / 38.46 ms │               36.24 / 37.94 ±2.05 / 41.95 ms │     no change │
│ QQuery 46 │        12.02 / 12.21 ±0.18 / 12.53 ms │               12.07 / 12.18 ±0.11 / 12.32 ms │     no change │
│ QQuery 47 │     208.08 / 214.04 ±4.58 / 221.42 ms │            217.91 / 221.76 ±2.66 / 224.11 ms │     no change │
│ QQuery 48 │        92.62 / 93.51 ±0.53 / 94.25 ms │               92.83 / 93.21 ±0.40 / 93.79 ms │     no change │
│ QQuery 49 │        70.91 / 72.31 ±1.21 / 74.52 ms │               70.95 / 72.77 ±1.51 / 75.10 ms │     no change │
│ QQuery 50 │        59.19 / 60.11 ±0.60 / 60.83 ms │               59.43 / 59.72 ±0.28 / 60.18 ms │     no change │
│ QQuery 51 │       91.23 / 95.81 ±5.26 / 106.00 ms │              92.63 / 96.48 ±4.38 / 104.37 ms │     no change │
│ QQuery 52 │        25.05 / 25.21 ±0.09 / 25.31 ms │               24.80 / 25.10 ±0.24 / 25.47 ms │     no change │
│ QQuery 53 │        29.70 / 30.37 ±1.06 / 32.47 ms │               30.08 / 31.31 ±1.93 / 35.15 ms │     no change │
│ QQuery 54 │        54.09 / 54.96 ±1.09 / 57.08 ms │               53.95 / 54.22 ±0.18 / 54.47 ms │     no change │
│ QQuery 55 │        24.29 / 24.42 ±0.13 / 24.67 ms │               24.15 / 24.58 ±0.29 / 24.99 ms │     no change │
│ QQuery 56 │        40.09 / 40.50 ±0.42 / 41.14 ms │               39.74 / 40.03 ±0.21 / 40.25 ms │     no change │
│ QQuery 57 │     155.01 / 156.81 ±1.48 / 159.51 ms │            154.84 / 157.93 ±2.59 / 161.77 ms │     no change │
│ QQuery 58 │     104.78 / 107.64 ±3.09 / 113.60 ms │            105.04 / 107.17 ±1.98 / 110.90 ms │     no change │
│ QQuery 59 │     107.98 / 109.14 ±0.80 / 110.44 ms │            106.57 / 108.60 ±1.76 / 111.59 ms │     no change │
│ QQuery 60 │        43.74 / 44.89 ±1.45 / 47.53 ms │               43.90 / 45.97 ±2.40 / 49.03 ms │     no change │
│ QQuery 61 │        10.00 / 10.14 ±0.11 / 10.27 ms │               10.36 / 10.53 ±0.11 / 10.70 ms │     no change │
│ QQuery 62 │        38.82 / 39.61 ±0.65 / 40.67 ms │               39.14 / 40.18 ±1.61 / 43.39 ms │     no change │
│ QQuery 63 │        29.61 / 29.95 ±0.27 / 30.37 ms │               29.64 / 30.19 ±0.46 / 30.99 ms │     no change │
│ QQuery 64 │     376.56 / 381.10 ±6.11 / 393.01 ms │            371.20 / 375.01 ±3.14 / 379.74 ms │     no change │
│ QQuery 65 │     137.04 / 138.76 ±1.47 / 141.27 ms │            136.09 / 139.61 ±2.49 / 143.76 ms │     no change │
│ QQuery 66 │        76.88 / 77.56 ±0.61 / 78.63 ms │               74.41 / 76.16 ±1.61 / 78.34 ms │     no change │
│ QQuery 67 │     238.12 / 245.00 ±3.85 / 249.76 ms │            238.71 / 242.53 ±2.27 / 245.18 ms │     no change │
│ QQuery 68 │        12.21 / 12.36 ±0.19 / 12.72 ms │               11.81 / 12.03 ±0.21 / 12.42 ms │     no change │
│ QQuery 69 │        57.46 / 57.79 ±0.25 / 58.11 ms │               57.10 / 57.62 ±0.57 / 58.71 ms │     no change │
│ QQuery 70 │     100.94 / 103.56 ±3.57 / 110.62 ms │            100.30 / 101.85 ±1.81 / 105.29 ms │     no change │
│ QQuery 71 │        35.39 / 35.75 ±0.35 / 36.41 ms │               35.56 / 36.09 ±0.35 / 36.53 ms │     no change │
│ QQuery 72 │ 1534.62 / 1589.68 ±62.57 / 1706.22 ms │        1588.06 / 1701.25 ±80.25 / 1824.14 ms │  1.07x slower │
│ QQuery 73 │          9.76 / 9.91 ±0.12 / 10.04 ms │               10.49 / 10.50 ±0.01 / 10.51 ms │  1.06x slower │
│ QQuery 74 │     262.77 / 269.87 ±4.59 / 274.21 ms │            262.57 / 270.73 ±8.51 / 286.51 ms │     no change │
│ QQuery 75 │     141.07 / 143.36 ±1.66 / 146.03 ms │            141.93 / 144.36 ±3.43 / 151.13 ms │     no change │
│ QQuery 76 │        35.15 / 35.54 ±0.23 / 35.79 ms │               35.54 / 36.00 ±0.52 / 36.65 ms │     no change │
│ QQuery 77 │        60.37 / 60.71 ±0.29 / 61.18 ms │               60.24 / 60.38 ±0.14 / 60.64 ms │     no change │
│ QQuery 78 │     165.66 / 170.46 ±4.53 / 178.61 ms │            165.21 / 171.35 ±5.82 / 182.23 ms │     no change │
│ QQuery 79 │        67.77 / 69.55 ±2.73 / 74.94 ms │               67.64 / 68.24 ±0.55 / 69.27 ms │     no change │
│ QQuery 80 │        97.77 / 98.26 ±0.30 / 98.65 ms │             98.28 / 101.63 ±5.02 / 111.54 ms │     no change │
│ QQuery 81 │        29.78 / 30.28 ±0.36 / 30.75 ms │               29.88 / 30.23 ±0.28 / 30.67 ms │     no change │
│ QQuery 82 │        17.94 / 18.27 ±0.24 / 18.59 ms │               17.68 / 17.83 ±0.12 / 18.04 ms │     no change │
│ QQuery 83 │        33.05 / 34.30 ±1.97 / 38.21 ms │               33.39 / 33.64 ±0.21 / 33.95 ms │     no change │
│ QQuery 84 │        31.46 / 31.79 ±0.27 / 32.26 ms │               31.36 / 31.44 ±0.05 / 31.50 ms │     no change │
│ QQuery 85 │     100.14 / 101.30 ±1.07 / 102.85 ms │            100.20 / 104.43 ±3.41 / 110.03 ms │     no change │
│ QQuery 86 │        26.21 / 27.42 ±1.64 / 30.66 ms │               25.39 / 25.85 ±0.28 / 26.12 ms │ +1.06x faster │
│ QQuery 87 │        65.41 / 67.41 ±1.06 / 68.45 ms │               67.69 / 68.45 ±0.60 / 69.07 ms │     no change │
│ QQuery 88 │        59.75 / 59.99 ±0.27 / 60.52 ms │               59.74 / 61.42 ±2.59 / 66.56 ms │     no change │
│ QQuery 89 │        35.91 / 36.20 ±0.34 / 36.83 ms │               36.31 / 37.16 ±1.10 / 39.30 ms │     no change │
│ QQuery 90 │        16.63 / 17.56 ±1.63 / 20.81 ms │               16.87 / 17.00 ±0.09 / 17.09 ms │     no change │
│ QQuery 91 │        41.21 / 41.64 ±0.39 / 42.28 ms │               41.79 / 42.10 ±0.34 / 42.76 ms │     no change │
│ QQuery 92 │        29.08 / 30.23 ±0.93 / 31.22 ms │               29.75 / 30.38 ±0.51 / 31.24 ms │     no change │
│ QQuery 93 │        48.54 / 50.11 ±0.98 / 51.43 ms │               49.51 / 51.25 ±1.50 / 53.74 ms │     no change │
│ QQuery 94 │        38.25 / 38.43 ±0.18 / 38.70 ms │               39.27 / 40.96 ±1.97 / 44.68 ms │  1.07x slower │
│ QQuery 95 │        80.74 / 81.71 ±1.26 / 84.16 ms │               80.67 / 82.22 ±1.14 / 84.00 ms │     no change │
│ QQuery 96 │        23.96 / 24.51 ±0.95 / 26.41 ms │               24.30 / 24.41 ±0.12 / 24.61 ms │     no change │
│ QQuery 97 │        50.29 / 51.80 ±1.26 / 53.34 ms │               51.22 / 53.53 ±2.75 / 58.06 ms │     no change │
│ QQuery 98 │        38.03 / 38.52 ±0.59 / 39.63 ms │               38.87 / 40.17 ±1.23 / 42.33 ms │     no change │
│ QQuery 99 │        57.21 / 58.41 ±2.06 / 62.52 ms │               57.09 / 57.56 ±0.27 / 57.87 ms │     no change │
└───────────┴───────────────────────────────────────┴──────────────────────────────────────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┓
┃ Benchmark Summary                                           ┃           ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━┩
│ Total Time (HEAD)                                           │ 9796.58ms │
│ Total Time (rich-T-kid_repartition-dictionary-hash-cache)   │ 9906.12ms │
│ Average Time (HEAD)                                         │   98.96ms │
│ Average Time (rich-T-kid_repartition-dictionary-hash-cache) │  100.06ms │
│ Queries Faster                                              │         1 │
│ Queries Slower                                              │         4 │
│ Queries with No Change                                      │        94 │
│ Queries with Failure                                        │         0 │
└─────────────────────────────────────────────────────────────┴───────────┘

Memory Pool Peaks

Peak MemoryPool reservation per query — what DataFusion's accounting believes it reserved. Recorded only for benchmarks that write a results JSON (the dfbench suites, and the suites bench.sh runs through the Criterion SQL harness since #25644), and only under a memory limit: DATAFUSION_RUNTIME_MEMORY_LIMIT, or one the suite sets itself.

Base: 5d9b7fd45ba0e27225effa91fd4e7a0ae4eeeff9 | Changed: 14d1378f2bdc9b4f64a5c43dbf189d031a706fa0

tpcds — tpcds_sf1

Query Base Changed Change
Query 1 139.5 KiB 197.5 KiB +41.6%
Query 2 91.0 MiB 70.9 MiB -22.1%
Query 3 1.9 MiB 1.7 MiB -11.6%
Query 4 79.7 MiB 79.7 MiB +0.0%
Query 5 12.5 MiB 12.5 MiB +0.1%
Query 6 4.7 MiB 4.8 MiB +1.3%
Query 7 3.6 MiB 3.6 MiB +0.7%
Query 8 1.7 MiB 1.8 MiB +6.5%
Query 9 32.1 KiB 32.1 KiB +0.0%
Query 10 2.0 MiB 2.0 MiB +0.0%
Query 11 62.0 MiB 62.0 MiB -0.0%
Query 12 114.4 MiB 124.1 MiB +8.5%
Query 13 13.7 MiB 13.7 MiB +0.0%
Query 14 170.9 MiB 170.9 MiB +0.0%
Query 15 4.2 MiB 4.2 MiB +0.0%
Query 16 118.6 KiB 365.6 KiB +208.3%
Query 17 41.0 MiB 42.0 MiB +2.3%
Query 18 21.2 MiB 21.2 MiB +0.1%
Query 19 2.1 MiB 1.9 MiB -9.0%
Query 20 114.6 MiB 124.3 MiB +8.5%
Query 21 4.0 MiB 3.3 MiB -16.6%
Query 22 61.8 MiB 61.8 MiB +0.0%
Query 23 212.7 MiB 211.5 MiB -0.6%
Query 24 38.7 MiB 38.7 MiB +0.0%
Query 25 99.9 MiB 99.9 MiB +0.0%
Query 26 4.0 MiB 3.4 MiB -15.1%
Query 27 1.6 MiB 1.6 MiB +0.0%
Query 28 1.3 MiB 1.3 MiB +0.0%
Query 29 102.9 MiB 104.7 MiB +1.8%
Query 30 3.8 MiB 3.8 MiB -0.8%
Query 31 13.4 MiB 13.4 MiB +0.0%
Query 32 2.7 MiB 2.5 MiB -8.1%
Query 33 5.6 MiB 4.3 MiB -22.9%
Query 34 6.0 MiB 6.0 MiB +0.0%
Query 35 16.6 MiB 16.6 MiB +0.0%
Query 36 10.3 MiB 10.3 MiB +0.0%
Query 37 3.3 MiB 3.3 MiB +0.0%
Query 38 10.4 MiB 10.5 MiB +0.4%
Query 39 33.5 MiB 32.9 MiB -1.8%
Query 40 12.2 MiB 12.2 MiB +0.0%
Query 41 2.1 MiB 2.1 MiB +0.0%
Query 42 1.3 MiB 962.0 KiB -26.2%
Query 43 292.2 KiB 275.0 KiB -5.9%
Query 44 233.2 KiB 233.2 KiB +0.0%
Query 45 4.5 MiB 4.6 MiB +2.1%
Query 46 6.2 MiB 6.2 MiB +0.0%
Query 47 132.6 MiB 132.6 MiB +0.0%
Query 48 11.8 MiB 11.4 MiB -3.2%
Query 49 43.2 MiB 42.4 MiB -1.9%
Query 50 16.9 MiB 17.3 MiB +2.2%
Query 51 178.0 MiB 177.7 MiB -0.2%
Query 52 1.5 MiB 1.5 MiB -0.8%
Query 53 30.6 MiB 30.6 MiB +0.0%
Query 54 2.1 MiB 2.1 MiB +0.0%
Query 55 1.5 MiB 1.3 MiB -14.1%
Query 56 3.1 MiB 3.2 MiB +5.7%
Query 57 125.6 MiB 125.3 MiB -0.3%
Query 58 4.4 MiB 4.4 MiB +0.5%
Query 59 11.7 MiB 11.7 MiB +0.0%
Query 60 7.2 MiB 7.2 MiB +0.2%
Query 61 2.4 KiB 2.4 KiB +0.0%
Query 62 3.3 MiB 3.3 MiB -0.1%
Query 63 30.6 MiB 30.6 MiB +0.0%
Query 64 84.7 MiB 84.7 MiB +0.0%
Query 65 29.7 MiB 29.7 MiB -0.0%
Query 66 14.9 MiB 14.9 MiB +0.0%
Query 67 141.0 MiB 138.2 MiB -2.0%
Query 68 6.2 MiB 6.2 MiB +0.0%
Query 69 3.9 MiB 3.7 MiB -2.9%
Query 70 44.0 MiB 44.0 MiB +0.0%
Query 71 40.4 MiB 40.4 MiB +0.0%
Query 72 97.2 MiB 97.2 MiB +0.0%
Query 73 6.0 MiB 6.0 MiB +0.0%
Query 74 34.6 MiB 34.6 MiB +0.0%
Query 75 21.3 MiB 20.3 MiB -4.7%
Query 76 7.9 MiB 7.9 MiB +0.0%
Query 77 4.1 MiB 4.1 MiB -0.0%
Query 78 111.1 MiB 109.9 MiB -1.1%
Query 79 8.0 MiB 8.7 MiB +8.1%
Query 80 43.2 MiB 42.4 MiB -1.9%
Query 81 4.1 MiB 4.1 MiB -1.5%
Query 82 4.9 MiB 4.9 MiB +0.0%
Query 83 9.7 MiB 9.7 MiB +0.0%
Query 84 11.9 MiB 11.9 MiB +0.0%
Query 85 17.0 MiB 17.0 MiB +0.0%
Query 86 82.1 MiB 82.1 MiB -0.0%
Query 87 12.9 MiB 12.9 MiB +0.3%
Query 88 1.7 MiB 1.6 MiB -5.5%
Query 89 112.2 MiB 112.2 MiB -0.0%
Query 90 351.7 KiB 357.5 KiB +1.6%
Query 91 31.0 MiB 30.9 MiB -0.1%
Query 92 2.5 MiB 2.9 MiB +17.7%
Query 93 15.4 MiB 14.9 MiB -3.3%
Query 94 3.7 MiB 3.4 MiB -7.6%
Query 95 16.9 MiB 17.0 MiB +0.6%
Query 96 224.7 KiB 224.7 KiB +0.0%
Query 97 33.1 MiB 33.1 MiB +0.0%
Query 98 114.7 MiB 124.4 MiB +8.4%
Query 99 1.6 MiB 1.7 MiB +2.1%

Pool accounting vs. process RSS

Max pool peak is the largest reservation any single query in the run reached; peak RSS covers the whole invocation, including data loading and allocator retention, and the two high-water marks need not coincide in time. The gap is therefore an upper bound on what the pool did not account for, not a measurement of it.

Benchmark Side Max pool peak Peak RSS Gap RSS / pool
tpcds base (5d9b7fd45ba0e27225effa91fd4e7a0ae4eeeff9) 212.7 MiB 2.0 GiB 1.8 GiB 9.7×
tpcds changed (14d1378f2bdc9b4f64a5c43dbf189d031a706fa0) 211.5 MiB 1.9 GiB 1.6 GiB 9.0×
Resource Usage

tpcds — base (merge-base)

Metric Value
Wall time 50.0s
Peak memory 2.0 GiB
Avg memory 1.5 GiB
CPU user 194.8s
CPU sys 5.5s
Peak spill 0 B

tpcds — branch

Metric Value
Wall time 50.0s
Peak memory 1.9 GiB
Avg memory 1.4 GiB
CPU user 197.9s
CPU sys 5.6s
Peak spill 0 B

File an issue against this benchmark runner

@Rich-T-kid
Rich-T-kid force-pushed the rich-T-kid/repartition-dictionary-hash-cache branch from 14d1378 to 81d2bb6 Compare October 27, 2026 18:38
@Rich-T-kid

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run benchmark tpch tpcds clickbench_partitioned

env:
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
baseline:
  ref: "acbad1400bb75b5837a2c389ea622d5ff4b6f77c"
changed:
  ref: "81d2bb625063861415e9382ceff01df526e9e55d"

@github-actions github-actions Bot added common Related to common crate physical-plan Changes to the physical-plan crate labels Oct 27, 2026
@adriangbot

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🤖 Benchmark running (GKE) | trigger
Instance: c4a-highmem-16 (12 vCPU / 65 GiB) | Linux bench-c6450535006-3948-l48zw 6.12.105+ #1 SMP Sat Sep 19 07:55:25 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 81d2bb6 (81d2bb6) to acbad14 diff

Run configuration
run benchmark clickbench_partitioned
env:
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
  ref: "acbad1400bb75b5837a2c389ea622d5ff4b6f77c"
changed:
  ref: "81d2bb625063861415e9382ceff01df526e9e55d"

Results will be posted here when complete


File an issue against this benchmark runner

@adriangbot

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🤖 Benchmark running (GKE) | trigger
Instance: c4a-highmem-16 (12 vCPU / 65 GiB) | Linux bench-c6450535006-3946-chfdb 6.12.105+ #1 SMP Sat Sep 19 07:55:25 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 81d2bb6 (81d2bb6) to acbad14 diff

Run configuration
run benchmark tpch
env:
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
  ref: "acbad1400bb75b5837a2c389ea622d5ff4b6f77c"
changed:
  ref: "81d2bb625063861415e9382ceff01df526e9e55d"

Results will be posted here when complete


File an issue against this benchmark runner

@adriangbot

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🤖 Benchmark running (GKE) | trigger
Instance: c4a-highmem-16 (12 vCPU / 65 GiB) | Linux bench-c6450535006-3947-ndlnj 6.12.105+ #1 SMP Sat Sep 19 07:55:25 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 81d2bb6 (81d2bb6) to acbad14 diff

Run configuration
run benchmark tpcds
env:
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
  ref: "acbad1400bb75b5837a2c389ea622d5ff4b6f77c"
changed:
  ref: "81d2bb625063861415e9382ceff01df526e9e55d"

Results will be posted here when complete


File an issue against this benchmark runner

@adriangbot

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🤖 Benchmark completed (GKE) | trigger

Instance: c4a-highmem-16 (12 vCPU / 65 GiB)

Comparing 81d2bb6 (81d2bb6) to acbad14 diff

Run configuration
run benchmark tpch
env:
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
  ref: "acbad1400bb75b5837a2c389ea622d5ff4b6f77c"
changed:
  ref: "81d2bb625063861415e9382ceff01df526e9e55d"
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

Comparing HEAD and rich-T-kid_repartition-dictionary-hash-cache
--------------------
Benchmark tpch_sf1.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┓
┃ Query     ┃      HEAD ┃ rich-T-kid_repartition-dictionary-hash-cache ┃    Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━┩
│ QQuery 1  │  41.21 ms │                                     41.28 ms │ no change │
│ QQuery 2  │  19.40 ms │                                     19.45 ms │ no change │
│ QQuery 3  │  28.73 ms │                                     28.99 ms │ no change │
│ QQuery 4  │  18.01 ms │                                     17.78 ms │ no change │
│ QQuery 5  │  36.22 ms │                                     36.84 ms │ no change │
│ QQuery 6  │  13.96 ms │                                     14.14 ms │ no change │
│ QQuery 7  │  43.14 ms │                                     43.26 ms │ no change │
│ QQuery 8  │  42.44 ms │                                     41.86 ms │ no change │
│ QQuery 9  │  52.31 ms │                                     52.14 ms │ no change │
│ QQuery 10 │  61.02 ms │                                     61.26 ms │ no change │
│ QQuery 11 │  14.22 ms │                                     14.34 ms │ no change │
│ QQuery 12 │  21.75 ms │                                     21.96 ms │ no change │
│ QQuery 13 │  47.93 ms │                                     49.29 ms │ no change │
│ QQuery 14 │  24.80 ms │                                     25.01 ms │ no change │
│ QQuery 15 │  32.43 ms │                                     32.41 ms │ no change │
│ QQuery 16 │  14.01 ms │                                     14.20 ms │ no change │
│ QQuery 17 │  82.01 ms │                                     78.49 ms │ no change │
│ QQuery 18 │ 118.32 ms │                                    119.48 ms │ no change │
│ QQuery 19 │  31.09 ms │                                     30.94 ms │ no change │
│ QQuery 20 │  35.13 ms │                                     35.01 ms │ no change │
│ QQuery 21 │  57.46 ms │                                     56.79 ms │ no change │
│ QQuery 22 │  16.66 ms │                                     16.38 ms │ no change │
└───────────┴───────────┴──────────────────────────────────────────────┴───────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━┓
┃ Benchmark Summary                                           ┃          ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━┩
│ Total Time (HEAD)                                           │ 852.24ms │
│ Total Time (rich-T-kid_repartition-dictionary-hash-cache)   │ 851.31ms │
│ Average Time (HEAD)                                         │  38.74ms │
│ Average Time (rich-T-kid_repartition-dictionary-hash-cache) │  38.70ms │
│ Queries Faster                                              │        0 │
│ Queries Slower                                              │        0 │
│ Queries with No Change                                      │       22 │
│ Queries with Failure                                        │        0 │
└─────────────────────────────────────────────────────────────┴──────────┘

Distribution per query (min / mean ±stddev / max):

Comparing HEAD and rich-T-kid_repartition-dictionary-hash-cache
--------------------
Benchmark tpch_sf1.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┓
┃ Query     ┃                              HEAD ┃ rich-T-kid_repartition-dictionary-hash-cache ┃    Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━┩
│ QQuery 1  │    41.21 / 41.93 ±1.19 / 44.30 ms │               41.28 / 42.03 ±1.15 / 44.29 ms │ no change │
│ QQuery 2  │    19.40 / 19.58 ±0.23 / 20.00 ms │               19.45 / 20.04 ±0.96 / 21.93 ms │ no change │
│ QQuery 3  │    28.73 / 29.13 ±0.34 / 29.57 ms │               28.99 / 29.16 ±0.17 / 29.46 ms │ no change │
│ QQuery 4  │    18.01 / 18.73 ±0.53 / 19.51 ms │               17.78 / 18.68 ±0.64 / 19.63 ms │ no change │
│ QQuery 5  │    36.22 / 36.81 ±0.68 / 37.99 ms │               36.84 / 37.03 ±0.25 / 37.49 ms │ no change │
│ QQuery 6  │    13.96 / 14.16 ±0.28 / 14.71 ms │               14.14 / 14.64 ±0.87 / 16.38 ms │ no change │
│ QQuery 7  │    43.14 / 43.98 ±0.64 / 44.86 ms │               43.26 / 45.46 ±2.60 / 50.52 ms │ no change │
│ QQuery 8  │    42.44 / 43.20 ±1.17 / 45.50 ms │               41.86 / 42.06 ±0.13 / 42.23 ms │ no change │
│ QQuery 9  │    52.31 / 53.78 ±1.12 / 55.52 ms │               52.14 / 53.13 ±0.84 / 54.67 ms │ no change │
│ QQuery 10 │    61.02 / 61.69 ±0.50 / 62.20 ms │               61.26 / 62.34 ±0.79 / 63.65 ms │ no change │
│ QQuery 11 │    14.22 / 14.38 ±0.11 / 14.57 ms │               14.34 / 14.50 ±0.13 / 14.73 ms │ no change │
│ QQuery 12 │    21.75 / 23.14 ±2.24 / 27.58 ms │               21.96 / 23.10 ±1.85 / 26.79 ms │ no change │
│ QQuery 13 │    47.93 / 48.81 ±1.17 / 51.13 ms │               49.29 / 50.02 ±0.64 / 51.03 ms │ no change │
│ QQuery 14 │    24.80 / 24.84 ±0.03 / 24.87 ms │               25.01 / 25.15 ±0.15 / 25.40 ms │ no change │
│ QQuery 15 │    32.43 / 32.89 ±0.36 / 33.51 ms │               32.41 / 32.88 ±0.57 / 33.95 ms │ no change │
│ QQuery 16 │    14.01 / 14.18 ±0.14 / 14.42 ms │               14.20 / 14.41 ±0.20 / 14.74 ms │ no change │
│ QQuery 17 │    82.01 / 83.22 ±1.41 / 85.81 ms │               78.49 / 81.01 ±1.37 / 82.24 ms │ no change │
│ QQuery 18 │ 118.32 / 122.39 ±3.37 / 127.57 ms │            119.48 / 122.88 ±3.96 / 129.77 ms │ no change │
│ QQuery 19 │    31.09 / 31.53 ±0.41 / 32.06 ms │               30.94 / 31.08 ±0.11 / 31.24 ms │ no change │
│ QQuery 20 │    35.13 / 35.58 ±0.51 / 36.58 ms │               35.01 / 35.11 ±0.10 / 35.27 ms │ no change │
│ QQuery 21 │    57.46 / 61.14 ±4.42 / 69.12 ms │               56.79 / 60.64 ±3.49 / 65.52 ms │ no change │
│ QQuery 22 │    16.66 / 16.81 ±0.12 / 17.00 ms │               16.38 / 16.56 ±0.14 / 16.79 ms │ no change │
└───────────┴───────────────────────────────────┴──────────────────────────────────────────────┴───────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━┓
┃ Benchmark Summary                                           ┃          ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━┩
│ Total Time (HEAD)                                           │ 871.88ms │
│ Total Time (rich-T-kid_repartition-dictionary-hash-cache)   │ 871.92ms │
│ Average Time (HEAD)                                         │  39.63ms │
│ Average Time (rich-T-kid_repartition-dictionary-hash-cache) │  39.63ms │
│ Queries Faster                                              │        0 │
│ Queries Slower                                              │        0 │
│ Queries with No Change                                      │       22 │
│ Queries with Failure                                        │        0 │
└─────────────────────────────────────────────────────────────┴──────────┘

Memory Pool Peaks

Peak MemoryPool reservation per query — what DataFusion's accounting believes it reserved. Recorded only for benchmarks that write a results JSON (the dfbench suites, and the suites bench.sh runs through the Criterion SQL harness since #25644), and only under a memory limit: DATAFUSION_RUNTIME_MEMORY_LIMIT, or one the suite sets itself.

Base: acbad1400bb75b5837a2c389ea622d5ff4b6f77c | Changed: 81d2bb625063861415e9382ceff01df526e9e55d

tpch — tpch_sf1

Query Base Changed Change
Query 1 20.1 MiB 30.1 MiB +49.6%
Query 2 23.1 MiB 23.1 MiB +0.0%
Query 3 11.5 MiB 11.5 MiB +0.0%
Query 4 32.2 MiB 22.3 MiB -30.8%
Query 5 32.8 MiB 42.9 MiB +30.8%
Query 6 832 B 832 B +0.0%
Query 7 107.6 MiB 107.7 MiB +0.1%
Query 8 33.3 MiB 34.0 MiB +2.2%
Query 9 155.6 MiB 155.6 MiB +0.0%
Query 10 62.9 MiB 61.2 MiB -2.6%
Query 11 41.9 MiB 71.9 MiB +71.7%
Query 12 20.1 MiB 20.1 MiB +0.0%
Query 13 62.3 MiB 62.5 MiB +0.2%
Query 14 7.7 MiB 7.7 MiB +0.0%
Query 15 13.0 MiB 12.8 MiB -1.6%
Query 16 33.5 MiB 33.1 MiB -1.1%
Query 17 150.3 MiB 150.3 MiB +0.0%
Query 18 2.7 GiB 2.7 GiB -0.1%
Query 19 228.6 KiB 228.6 KiB +0.0%
Query 20 60.1 MiB 60.5 MiB +0.8%
Query 21 37.7 MiB 37.7 MiB +0.0%
Query 22 31.5 MiB 32.0 MiB +1.4%

Pool accounting vs. process RSS

Max pool peak is the largest reservation any single query in the run reached; peak RSS covers the whole invocation, including data loading and allocator retention, and the two high-water marks need not coincide in time. The gap is therefore an upper bound on what the pool did not account for, not a measurement of it.

Benchmark Side Max pool peak Peak RSS Gap RSS / pool
tpch base (acbad1400bb75b5837a2c389ea622d5ff4b6f77c) 2.7 GiB 2.1 GiB −640.9 MiB 0.8×
tpch changed (81d2bb625063861415e9382ceff01df526e9e55d) 2.7 GiB 2.0 GiB −701.7 MiB 0.7×
Resource Usage

tpch — base (merge-base)

Metric Value
Wall time 5.0s
Peak memory 2.1 GiB
Avg memory 819.6 MiB
CPU user 21.9s
CPU sys 1.7s
Peak spill 0 B

tpch — branch

Metric Value
Wall time 5.0s
Peak memory 2.0 GiB
Avg memory 794.3 MiB
CPU user 21.8s
CPU sys 1.7s
Peak spill 0 B

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🤖 Benchmark completed (GKE) | trigger

Instance: c4a-highmem-16 (12 vCPU / 65 GiB)

Comparing 81d2bb6 (81d2bb6) to acbad14 diff

Run configuration
run benchmark tpcds
env:
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
  ref: "acbad1400bb75b5837a2c389ea622d5ff4b6f77c"
changed:
  ref: "81d2bb625063861415e9382ceff01df526e9e55d"
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

Comparing HEAD and rich-T-kid_repartition-dictionary-hash-cache
--------------------
Benchmark tpcds_sf1.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query     ┃       HEAD ┃ rich-T-kid_repartition-dictionary-hash-cache ┃        Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 1  │    5.26 ms │                                      5.20 ms │     no change │
│ QQuery 2  │   75.86 ms │                                     76.53 ms │     no change │
│ QQuery 3  │   27.85 ms │                                     28.45 ms │     no change │
│ QQuery 4  │  762.56 ms │                                    804.18 ms │  1.05x slower │
│ QQuery 5  │   49.07 ms │                                     49.19 ms │     no change │
│ QQuery 6  │   32.48 ms │                                     33.58 ms │     no change │
│ QQuery 7  │   72.09 ms │                                     72.62 ms │     no change │
│ QQuery 8  │   37.19 ms │                                     37.81 ms │     no change │
│ QQuery 9  │   50.37 ms │                                     49.46 ms │     no change │
│ QQuery 10 │   60.56 ms │                                     61.70 ms │     no change │
│ QQuery 11 │  437.01 ms │                                    449.91 ms │     no change │
│ QQuery 12 │   24.76 ms │                                     24.83 ms │     no change │
│ QQuery 13 │  109.94 ms │                                    111.59 ms │     no change │
│ QQuery 14 │  378.74 ms │                                    378.44 ms │     no change │
│ QQuery 15 │   50.89 ms │                                     50.96 ms │     no change │
│ QQuery 16 │    5.98 ms │                                      6.07 ms │     no change │
│ QQuery 17 │   78.94 ms │                                     78.52 ms │     no change │
│ QQuery 18 │  103.51 ms │                                    103.20 ms │     no change │
│ QQuery 19 │   40.88 ms │                                     40.24 ms │     no change │
│ QQuery 20 │   31.04 ms │                                     30.67 ms │     no change │
│ QQuery 21 │   16.32 ms │                                     16.49 ms │     no change │
│ QQuery 22 │   70.06 ms │                                     69.85 ms │     no change │
│ QQuery 23 │  295.72 ms │                                    297.09 ms │     no change │
│ QQuery 24 │  183.99 ms │                                    183.95 ms │     no change │
│ QQuery 25 │  104.83 ms │                                    105.68 ms │     no change │
│ QQuery 26 │   45.92 ms │                                     46.62 ms │     no change │
│ QQuery 27 │    5.90 ms │                                      5.97 ms │     no change │
│ QQuery 28 │   60.40 ms │                                     59.87 ms │     no change │
│ QQuery 29 │   94.30 ms │                                     93.33 ms │     no change │
│ QQuery 30 │   35.79 ms │                                     35.69 ms │     no change │
│ QQuery 31 │  110.02 ms │                                    109.14 ms │     no change │
│ QQuery 32 │   19.24 ms │                                     19.37 ms │     no change │
│ QQuery 33 │   36.89 ms │                                     36.82 ms │     no change │
│ QQuery 34 │    9.43 ms │                                      9.42 ms │     no change │
│ QQuery 35 │   70.15 ms │                                     69.45 ms │     no change │
│ QQuery 36 │    5.78 ms │                                      5.72 ms │     no change │
│ QQuery 37 │    7.03 ms │                                      7.16 ms │     no change │
│ QQuery 38 │   63.69 ms │                                     63.44 ms │     no change │
│ QQuery 39 │   70.82 ms │                                     71.68 ms │     no change │
│ QQuery 40 │   22.42 ms │                                     22.88 ms │     no change │
│ QQuery 41 │   13.51 ms │                                     13.53 ms │     no change │
│ QQuery 42 │   23.05 ms │                                     22.78 ms │     no change │
│ QQuery 43 │    4.94 ms │                                      4.99 ms │     no change │
│ QQuery 44 │    8.41 ms │                                      8.24 ms │     no change │
│ QQuery 45 │   34.02 ms │                                     33.83 ms │     no change │
│ QQuery 46 │   11.01 ms │                                     10.94 ms │     no change │
│ QQuery 47 │  198.62 ms │                                    199.23 ms │     no change │
│ QQuery 48 │   89.35 ms │                                     91.02 ms │     no change │
│ QQuery 49 │   68.53 ms │                                     68.64 ms │     no change │
│ QQuery 50 │   57.50 ms │                                     57.34 ms │     no change │
│ QQuery 51 │   89.09 ms │                                     91.52 ms │     no change │
│ QQuery 52 │   23.42 ms │                                     23.24 ms │     no change │
│ QQuery 53 │   28.63 ms │                                     28.09 ms │     no change │
│ QQuery 54 │   52.62 ms │                                     51.59 ms │     no change │
│ QQuery 55 │   23.30 ms │                                     22.75 ms │     no change │
│ QQuery 56 │   38.29 ms │                                     37.65 ms │     no change │
│ QQuery 57 │  151.58 ms │                                    150.88 ms │     no change │
│ QQuery 58 │  104.09 ms │                                    101.68 ms │     no change │
│ QQuery 59 │  105.72 ms │                                    105.54 ms │     no change │
│ QQuery 60 │   42.45 ms │                                     42.00 ms │     no change │
│ QQuery 61 │    9.45 ms │                                      9.49 ms │     no change │
│ QQuery 62 │   38.07 ms │                                     37.38 ms │     no change │
│ QQuery 63 │   28.90 ms │                                     28.26 ms │     no change │
│ QQuery 64 │  364.90 ms │                                    357.25 ms │     no change │
│ QQuery 65 │  129.55 ms │                                    130.37 ms │     no change │
│ QQuery 66 │   73.91 ms │                                     72.82 ms │     no change │
│ QQuery 67 │  225.63 ms │                                    220.12 ms │     no change │
│ QQuery 68 │   11.29 ms │                                     11.10 ms │     no change │
│ QQuery 69 │   56.26 ms │                                     55.90 ms │     no change │
│ QQuery 70 │   97.13 ms │                                     97.63 ms │     no change │
│ QQuery 71 │   34.28 ms │                                     33.93 ms │     no change │
│ QQuery 72 │ 1624.55 ms │                                   1621.97 ms │     no change │
│ QQuery 73 │    9.39 ms │                                      9.01 ms │     no change │
│ QQuery 74 │  243.25 ms │                                    236.77 ms │     no change │
│ QQuery 75 │  137.90 ms │                                    136.06 ms │     no change │
│ QQuery 76 │   33.64 ms │                                     33.17 ms │     no change │
│ QQuery 77 │   59.11 ms │                                     57.97 ms │     no change │
│ QQuery 78 │  160.09 ms │                                    157.72 ms │     no change │
│ QQuery 79 │   66.49 ms │                                     65.68 ms │     no change │
│ QQuery 80 │   93.29 ms │                                     92.55 ms │     no change │
│ QQuery 81 │   28.35 ms │                                     27.72 ms │     no change │
│ QQuery 82 │   16.80 ms │                                     16.35 ms │     no change │
│ QQuery 83 │   32.11 ms │                                     31.25 ms │     no change │
│ QQuery 84 │   30.78 ms │                                     30.45 ms │     no change │
│ QQuery 85 │   98.80 ms │                                     97.68 ms │     no change │
│ QQuery 86 │   24.67 ms │                                     23.64 ms │     no change │
│ QQuery 87 │   65.45 ms │                                     64.26 ms │     no change │
│ QQuery 88 │   58.60 ms │                                     58.51 ms │     no change │
│ QQuery 89 │   35.14 ms │                                     34.48 ms │     no change │
│ QQuery 90 │   15.86 ms │                                     15.77 ms │     no change │
│ QQuery 91 │   40.28 ms │                                     39.16 ms │     no change │
│ QQuery 92 │   29.12 ms │                                     27.38 ms │ +1.06x faster │
│ QQuery 93 │   48.38 ms │                                     47.52 ms │     no change │
│ QQuery 94 │   37.35 ms │                                     36.85 ms │     no change │
│ QQuery 95 │   78.45 ms │                                     77.54 ms │     no change │
│ QQuery 96 │   23.78 ms │                                     22.94 ms │     no change │
│ QQuery 97 │   49.45 ms │                                     49.75 ms │     no change │
│ QQuery 98 │   37.58 ms │                                     37.16 ms │     no change │
│ QQuery 99 │   56.30 ms │                                     55.25 ms │     no change │
└───────────┴────────────┴──────────────────────────────────────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┓
┃ Benchmark Summary                                           ┃           ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━┩
│ Total Time (HEAD)                                           │ 9236.13ms │
│ Total Time (rich-T-kid_repartition-dictionary-hash-cache)   │ 9247.07ms │
│ Average Time (HEAD)                                         │   93.29ms │
│ Average Time (rich-T-kid_repartition-dictionary-hash-cache) │   93.40ms │
│ Queries Faster                                              │         1 │
│ Queries Slower                                              │         1 │
│ Queries with No Change                                      │        97 │
│ Queries with Failure                                        │         0 │
└─────────────────────────────────────────────────────────────┴───────────┘

Distribution per query (min / mean ±stddev / max):

Comparing HEAD and rich-T-kid_repartition-dictionary-hash-cache
--------------------
Benchmark tpcds_sf1.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query     ┃                                  HEAD ┃ rich-T-kid_repartition-dictionary-hash-cache ┃        Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 1  │           5.26 / 5.87 ±1.10 / 8.07 ms │                  5.20 / 5.87 ±1.00 / 7.85 ms │     no change │
│ QQuery 2  │        75.86 / 76.09 ±0.16 / 76.33 ms │               76.53 / 77.01 ±0.44 / 77.76 ms │     no change │
│ QQuery 3  │        27.85 / 28.18 ±0.26 / 28.57 ms │               28.45 / 28.72 ±0.22 / 29.07 ms │     no change │
│ QQuery 4  │     762.56 / 775.50 ±9.28 / 785.56 ms │            804.18 / 814.19 ±7.87 / 826.45 ms │     no change │
│ QQuery 5  │        49.07 / 49.90 ±0.57 / 50.82 ms │               49.19 / 50.24 ±0.69 / 51.30 ms │     no change │
│ QQuery 6  │        32.48 / 32.79 ±0.31 / 33.32 ms │               33.58 / 34.69 ±1.38 / 37.17 ms │  1.06x slower │
│ QQuery 7  │        72.09 / 73.43 ±2.32 / 78.07 ms │               72.62 / 73.44 ±0.92 / 75.19 ms │     no change │
│ QQuery 8  │        37.19 / 38.40 ±1.80 / 41.98 ms │               37.81 / 38.07 ±0.28 / 38.61 ms │     no change │
│ QQuery 9  │        50.37 / 52.16 ±1.57 / 55.00 ms │               49.46 / 53.06 ±3.41 / 59.14 ms │     no change │
│ QQuery 10 │        60.56 / 60.74 ±0.16 / 61.01 ms │               61.70 / 63.79 ±3.69 / 71.16 ms │  1.05x slower │
│ QQuery 11 │     437.01 / 440.73 ±2.83 / 443.79 ms │            449.91 / 464.32 ±7.27 / 468.90 ms │  1.05x slower │
│ QQuery 12 │        24.76 / 25.20 ±0.39 / 25.89 ms │               24.83 / 25.34 ±0.33 / 25.70 ms │     no change │
│ QQuery 13 │     109.94 / 110.50 ±0.42 / 110.86 ms │            111.59 / 111.82 ±0.24 / 112.28 ms │     no change │
│ QQuery 14 │     378.74 / 386.94 ±9.38 / 404.91 ms │            378.44 / 385.43 ±4.87 / 393.73 ms │     no change │
│ QQuery 15 │        50.89 / 52.68 ±2.77 / 58.16 ms │               50.96 / 52.11 ±1.50 / 55.06 ms │     no change │
│ QQuery 16 │          5.98 / 7.40 ±2.37 / 12.11 ms │                  6.07 / 6.24 ±0.21 / 6.63 ms │ +1.19x faster │
│ QQuery 17 │        78.94 / 80.37 ±1.47 / 83.11 ms │               78.52 / 78.87 ±0.41 / 79.58 ms │     no change │
│ QQuery 18 │     103.51 / 104.75 ±0.79 / 105.90 ms │            103.20 / 107.00 ±2.75 / 111.74 ms │     no change │
│ QQuery 19 │        40.88 / 42.54 ±1.83 / 46.07 ms │               40.24 / 40.99 ±1.00 / 42.96 ms │     no change │
│ QQuery 20 │        31.04 / 31.26 ±0.24 / 31.73 ms │               30.67 / 31.18 ±0.35 / 31.75 ms │     no change │
│ QQuery 21 │        16.32 / 16.64 ±0.29 / 17.14 ms │               16.49 / 16.72 ±0.26 / 17.19 ms │     no change │
│ QQuery 22 │        70.06 / 70.93 ±0.79 / 72.05 ms │               69.85 / 70.98 ±0.68 / 71.66 ms │     no change │
│ QQuery 23 │     295.72 / 299.58 ±2.82 / 302.79 ms │            297.09 / 300.62 ±3.30 / 306.51 ms │     no change │
│ QQuery 24 │     183.99 / 186.72 ±3.00 / 192.52 ms │            183.95 / 189.21 ±4.22 / 196.05 ms │     no change │
│ QQuery 25 │     104.83 / 106.18 ±1.19 / 108.36 ms │            105.68 / 108.41 ±3.27 / 114.32 ms │     no change │
│ QQuery 26 │        45.92 / 46.25 ±0.34 / 46.85 ms │               46.62 / 46.94 ±0.21 / 47.14 ms │     no change │
│ QQuery 27 │           5.90 / 6.05 ±0.17 / 6.35 ms │                  5.97 / 6.11 ±0.19 / 6.48 ms │     no change │
│ QQuery 28 │        60.40 / 60.70 ±0.32 / 61.23 ms │               59.87 / 61.28 ±0.78 / 62.15 ms │     no change │
│ QQuery 29 │        94.30 / 95.56 ±1.06 / 97.21 ms │               93.33 / 95.17 ±1.31 / 97.00 ms │     no change │
│ QQuery 30 │        35.79 / 36.06 ±0.16 / 36.24 ms │               35.69 / 36.43 ±0.49 / 37.17 ms │     no change │
│ QQuery 31 │     110.02 / 111.83 ±2.44 / 116.57 ms │            109.14 / 110.03 ±0.48 / 110.50 ms │     no change │
│ QQuery 32 │        19.24 / 19.58 ±0.24 / 19.93 ms │               19.37 / 19.62 ±0.29 / 20.16 ms │     no change │
│ QQuery 33 │        36.89 / 37.26 ±0.30 / 37.71 ms │               36.82 / 37.11 ±0.20 / 37.38 ms │     no change │
│ QQuery 34 │          9.43 / 9.66 ±0.24 / 10.10 ms │                  9.42 / 9.55 ±0.20 / 9.96 ms │     no change │
│ QQuery 35 │        70.15 / 71.70 ±1.81 / 75.25 ms │               69.45 / 70.64 ±1.58 / 73.70 ms │     no change │
│ QQuery 36 │           5.78 / 5.90 ±0.22 / 6.34 ms │                  5.72 / 5.86 ±0.21 / 6.28 ms │     no change │
│ QQuery 37 │           7.03 / 7.19 ±0.13 / 7.38 ms │                  7.16 / 7.23 ±0.07 / 7.35 ms │     no change │
│ QQuery 38 │        63.69 / 63.94 ±0.20 / 64.25 ms │               63.44 / 63.88 ±0.28 / 64.29 ms │     no change │
│ QQuery 39 │        70.82 / 71.28 ±0.44 / 72.11 ms │               71.68 / 73.04 ±1.37 / 75.50 ms │     no change │
│ QQuery 40 │        22.42 / 23.24 ±0.67 / 24.36 ms │               22.88 / 23.37 ±0.48 / 24.28 ms │     no change │
│ QQuery 41 │        13.51 / 14.63 ±2.18 / 18.99 ms │               13.53 / 13.71 ±0.20 / 14.08 ms │ +1.07x faster │
│ QQuery 42 │        23.05 / 23.92 ±0.55 / 24.41 ms │               22.78 / 23.04 ±0.23 / 23.40 ms │     no change │
│ QQuery 43 │           4.94 / 5.08 ±0.20 / 5.47 ms │                  4.99 / 5.10 ±0.17 / 5.44 ms │     no change │
│ QQuery 44 │           8.41 / 8.51 ±0.06 / 8.57 ms │                  8.24 / 8.38 ±0.12 / 8.59 ms │     no change │
│ QQuery 45 │        34.02 / 34.51 ±0.26 / 34.73 ms │               33.83 / 34.59 ±0.47 / 35.27 ms │     no change │
│ QQuery 46 │        11.01 / 11.25 ±0.27 / 11.77 ms │               10.94 / 11.07 ±0.17 / 11.41 ms │     no change │
│ QQuery 47 │     198.62 / 202.04 ±3.47 / 208.44 ms │            199.23 / 201.27 ±1.61 / 203.35 ms │     no change │
│ QQuery 48 │        89.35 / 89.82 ±0.38 / 90.44 ms │               91.02 / 91.71 ±0.67 / 92.72 ms │     no change │
│ QQuery 49 │        68.53 / 71.02 ±3.51 / 77.59 ms │               68.64 / 69.68 ±0.61 / 70.57 ms │     no change │
│ QQuery 50 │        57.50 / 57.67 ±0.13 / 57.86 ms │               57.34 / 58.37 ±1.12 / 60.46 ms │     no change │
│ QQuery 51 │        89.09 / 90.60 ±1.22 / 92.40 ms │               91.52 / 93.41 ±1.70 / 96.41 ms │     no change │
│ QQuery 52 │        23.42 / 23.82 ±0.28 / 24.22 ms │               23.24 / 23.40 ±0.11 / 23.54 ms │     no change │
│ QQuery 53 │        28.63 / 28.92 ±0.27 / 29.25 ms │               28.09 / 28.19 ±0.08 / 28.29 ms │     no change │
│ QQuery 54 │        52.62 / 53.11 ±0.39 / 53.79 ms │               51.59 / 51.91 ±0.36 / 52.59 ms │     no change │
│ QQuery 55 │        23.30 / 23.45 ±0.12 / 23.67 ms │               22.75 / 23.03 ±0.26 / 23.38 ms │     no change │
│ QQuery 56 │        38.29 / 38.72 ±0.51 / 39.69 ms │               37.65 / 39.33 ±2.69 / 44.69 ms │     no change │
│ QQuery 57 │     151.58 / 153.13 ±1.82 / 156.54 ms │            150.88 / 152.11 ±1.69 / 155.38 ms │     no change │
│ QQuery 58 │     104.09 / 105.69 ±1.63 / 108.45 ms │            101.68 / 103.44 ±2.21 / 107.59 ms │     no change │
│ QQuery 59 │     105.72 / 106.63 ±0.60 / 107.46 ms │            105.54 / 106.78 ±1.16 / 108.62 ms │     no change │
│ QQuery 60 │        42.45 / 42.71 ±0.16 / 42.93 ms │               42.00 / 43.32 ±1.36 / 45.54 ms │     no change │
│ QQuery 61 │         9.45 / 10.31 ±1.20 / 12.67 ms │                 9.49 / 9.66 ±0.21 / 10.05 ms │ +1.07x faster │
│ QQuery 62 │        38.07 / 39.33 ±1.89 / 43.08 ms │               37.38 / 37.88 ±0.32 / 38.31 ms │     no change │
│ QQuery 63 │        28.90 / 29.31 ±0.53 / 30.36 ms │               28.26 / 28.57 ±0.26 / 29.03 ms │     no change │
│ QQuery 64 │     364.90 / 370.73 ±6.91 / 383.87 ms │            357.25 / 362.13 ±5.05 / 371.40 ms │     no change │
│ QQuery 65 │     129.55 / 133.86 ±3.38 / 138.37 ms │            130.37 / 132.36 ±1.23 / 133.79 ms │     no change │
│ QQuery 66 │        73.91 / 75.75 ±2.18 / 79.90 ms │               72.82 / 74.61 ±1.97 / 78.45 ms │     no change │
│ QQuery 67 │     225.63 / 229.50 ±2.89 / 232.65 ms │            220.12 / 223.05 ±2.45 / 227.28 ms │     no change │
│ QQuery 68 │        11.29 / 11.61 ±0.25 / 12.07 ms │               11.10 / 11.28 ±0.24 / 11.76 ms │     no change │
│ QQuery 69 │        56.26 / 56.54 ±0.21 / 56.82 ms │               55.90 / 56.18 ±0.19 / 56.49 ms │     no change │
│ QQuery 70 │      97.13 / 102.07 ±7.65 / 117.29 ms │              97.63 / 99.17 ±1.87 / 101.73 ms │     no change │
│ QQuery 71 │        34.28 / 34.97 ±0.52 / 35.57 ms │               33.93 / 34.34 ±0.42 / 34.95 ms │     no change │
│ QQuery 72 │ 1624.55 / 1686.76 ±54.49 / 1767.33 ms │        1621.97 / 1648.75 ±22.90 / 1687.64 ms │     no change │
│ QQuery 73 │           9.39 / 9.59 ±0.18 / 9.88 ms │                  9.01 / 9.26 ±0.34 / 9.92 ms │     no change │
│ QQuery 74 │     243.25 / 245.92 ±2.46 / 249.36 ms │            236.77 / 242.54 ±3.30 / 246.73 ms │     no change │
│ QQuery 75 │     137.90 / 138.88 ±0.82 / 139.90 ms │            136.06 / 139.62 ±5.35 / 150.25 ms │     no change │
│ QQuery 76 │        33.64 / 34.23 ±0.48 / 34.97 ms │               33.17 / 33.31 ±0.16 / 33.61 ms │     no change │
│ QQuery 77 │        59.11 / 59.70 ±0.52 / 60.65 ms │               57.97 / 61.31 ±3.95 / 68.73 ms │     no change │
│ QQuery 78 │     160.09 / 163.08 ±3.48 / 169.84 ms │            157.72 / 161.75 ±4.83 / 171.19 ms │     no change │
│ QQuery 79 │        66.49 / 68.10 ±2.74 / 73.58 ms │               65.68 / 68.01 ±3.14 / 74.18 ms │     no change │
│ QQuery 80 │        93.29 / 95.09 ±1.75 / 97.63 ms │               92.55 / 93.89 ±1.75 / 97.25 ms │     no change │
│ QQuery 81 │        28.35 / 28.81 ±0.51 / 29.73 ms │               27.72 / 28.36 ±0.73 / 29.76 ms │     no change │
│ QQuery 82 │        16.80 / 17.01 ±0.17 / 17.23 ms │               16.35 / 16.52 ±0.13 / 16.75 ms │     no change │
│ QQuery 83 │        32.11 / 35.17 ±5.46 / 46.09 ms │               31.25 / 31.60 ±0.29 / 32.04 ms │ +1.11x faster │
│ QQuery 84 │        30.78 / 31.34 ±0.57 / 32.42 ms │               30.45 / 30.91 ±0.34 / 31.37 ms │     no change │
│ QQuery 85 │       98.80 / 99.33 ±0.63 / 100.48 ms │               97.68 / 98.09 ±0.62 / 99.31 ms │     no change │
│ QQuery 86 │        24.67 / 25.07 ±0.49 / 26.03 ms │               23.64 / 24.33 ±0.88 / 26.06 ms │     no change │
│ QQuery 87 │        65.45 / 65.74 ±0.19 / 65.98 ms │               64.26 / 65.23 ±1.20 / 67.53 ms │     no change │
│ QQuery 88 │        58.60 / 58.97 ±0.30 / 59.28 ms │               58.51 / 59.07 ±0.36 / 59.49 ms │     no change │
│ QQuery 89 │        35.14 / 35.45 ±0.24 / 35.75 ms │               34.48 / 35.05 ±0.34 / 35.51 ms │     no change │
│ QQuery 90 │        15.86 / 16.09 ±0.16 / 16.31 ms │               15.77 / 15.86 ±0.10 / 16.04 ms │     no change │
│ QQuery 91 │        40.28 / 40.79 ±0.80 / 42.39 ms │               39.16 / 39.69 ±0.59 / 40.77 ms │     no change │
│ QQuery 92 │        29.12 / 30.58 ±2.51 / 35.58 ms │               27.38 / 27.96 ±0.42 / 28.59 ms │ +1.09x faster │
│ QQuery 93 │        48.38 / 49.50 ±0.77 / 50.63 ms │               47.52 / 49.11 ±1.13 / 51.02 ms │     no change │
│ QQuery 94 │        37.35 / 37.79 ±0.24 / 38.03 ms │               36.85 / 37.46 ±0.32 / 37.72 ms │     no change │
│ QQuery 95 │        78.45 / 79.27 ±1.06 / 81.38 ms │               77.54 / 78.22 ±0.66 / 79.24 ms │     no change │
│ QQuery 96 │        23.78 / 24.58 ±1.43 / 27.45 ms │               22.94 / 23.31 ±0.29 / 23.74 ms │ +1.05x faster │
│ QQuery 97 │        49.45 / 50.77 ±1.39 / 53.43 ms │               49.75 / 52.58 ±3.46 / 59.32 ms │     no change │
│ QQuery 98 │        37.58 / 37.79 ±0.20 / 38.11 ms │               37.16 / 37.90 ±0.48 / 38.51 ms │     no change │
│ QQuery 99 │        56.30 / 56.97 ±0.63 / 58.00 ms │               55.25 / 56.21 ±0.52 / 56.72 ms │     no change │
└───────────┴───────────────────────────────────────┴──────────────────────────────────────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┓
┃ Benchmark Summary                                           ┃           ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━┩
│ Total Time (HEAD)                                           │ 9423.29ms │
│ Total Time (rich-T-kid_repartition-dictionary-hash-cache)   │ 9411.51ms │
│ Average Time (HEAD)                                         │   95.18ms │
│ Average Time (rich-T-kid_repartition-dictionary-hash-cache) │   95.07ms │
│ Queries Faster                                              │         6 │
│ Queries Slower                                              │         3 │
│ Queries with No Change                                      │        90 │
│ Queries with Failure                                        │         0 │
└─────────────────────────────────────────────────────────────┴───────────┘

Memory Pool Peaks

Peak MemoryPool reservation per query — what DataFusion's accounting believes it reserved. Recorded only for benchmarks that write a results JSON (the dfbench suites, and the suites bench.sh runs through the Criterion SQL harness since #25644), and only under a memory limit: DATAFUSION_RUNTIME_MEMORY_LIMIT, or one the suite sets itself.

Base: acbad1400bb75b5837a2c389ea622d5ff4b6f77c | Changed: 81d2bb625063861415e9382ceff01df526e9e55d

tpcds — tpcds_sf1

Query Base Changed Change
Query 1 144.9 KiB 139.5 KiB -3.7%
Query 2 82.9 MiB 71.9 MiB -13.2%
Query 3 1.5 MiB 2.1 MiB +43.2%
Query 4 79.7 MiB 79.7 MiB -0.0%
Query 5 13.0 MiB 13.0 MiB +0.0%
Query 6 4.1 MiB 4.1 MiB +0.8%
Query 7 3.8 MiB 3.7 MiB -2.6%
Query 8 1.8 MiB 2.1 MiB +14.2%
Query 9 32.1 KiB 32.1 KiB +0.0%
Query 10 2.0 MiB 2.0 MiB +0.0%
Query 11 62.0 MiB 62.0 MiB +0.1%
Query 12 114.4 MiB 114.4 MiB +0.0%
Query 13 13.7 MiB 13.7 MiB +0.0%
Query 14 171.3 MiB 172.0 MiB +0.4%
Query 15 4.1 MiB 4.2 MiB +3.2%
Query 16 118.6 KiB 118.6 KiB +0.0%
Query 17 40.6 MiB 41.0 MiB +1.0%
Query 18 21.2 MiB 21.2 MiB +0.0%
Query 19 2.1 MiB 1.9 MiB -11.9%
Query 20 114.6 MiB 114.6 MiB -0.0%
Query 21 2.9 MiB 3.0 MiB +2.2%
Query 22 61.8 MiB 61.8 MiB +0.0%
Query 23 212.5 MiB 213.4 MiB +0.4%
Query 24 38.7 MiB 38.7 MiB +0.0%
Query 25 99.9 MiB 99.9 MiB +0.0%
Query 26 3.7 MiB 4.0 MiB +10.0%
Query 27 1.6 MiB 1.6 MiB +0.0%
Query 28 1.5 MiB 1.5 MiB +0.0%
Query 29 104.7 MiB 104.7 MiB +0.0%
Query 30 3.7 MiB 3.7 MiB -0.7%
Query 31 13.4 MiB 13.4 MiB +0.0%
Query 32 2.7 MiB 2.7 MiB +0.0%
Query 33 4.8 MiB 4.2 MiB -12.7%
Query 34 6.0 MiB 6.0 MiB +0.0%
Query 35 16.6 MiB 16.6 MiB +0.0%
Query 36 10.3 MiB 10.3 MiB +0.0%
Query 37 3.3 MiB 3.3 MiB +0.0%
Query 38 10.8 MiB 10.8 MiB -0.2%
Query 39 33.2 MiB 52.6 MiB +58.5%
Query 40 12.2 MiB 12.2 MiB +0.0%
Query 41 2.1 MiB 2.1 MiB +0.0%
Query 42 1.3 MiB 1.2 MiB -2.0%
Query 43 275.0 KiB 275.0 KiB +0.0%
Query 44 233.2 KiB 233.2 KiB +0.0%
Query 45 4.5 MiB 4.5 MiB +0.0%
Query 46 6.2 MiB 6.2 MiB +0.0%
Query 47 128.5 MiB 128.5 MiB -0.0%
Query 48 11.8 MiB 11.8 MiB +0.0%
Query 49 42.1 MiB 42.8 MiB +1.5%
Query 50 16.6 MiB 16.9 MiB +2.2%
Query 51 177.7 MiB 177.7 MiB +0.0%
Query 52 1.5 MiB 1.5 MiB +0.7%
Query 53 10.6 MiB 10.6 MiB +0.0%
Query 54 2.2 MiB 2.1 MiB -4.2%
Query 55 1.6 MiB 1.3 MiB -23.3%
Query 56 3.3 MiB 3.0 MiB -7.3%
Query 57 120.9 MiB 120.8 MiB -0.1%
Query 58 4.4 MiB 4.4 MiB +0.0%
Query 59 11.7 MiB 11.7 MiB +0.0%
Query 60 7.2 MiB 7.2 MiB +0.0%
Query 61 2.4 KiB 2.4 KiB +0.0%
Query 62 3.6 MiB 3.6 MiB +0.1%
Query 63 30.4 MiB 30.6 MiB +0.5%
Query 64 85.6 MiB 85.6 MiB +0.0%
Query 65 29.7 MiB 29.7 MiB +0.0%
Query 66 18.0 MiB 14.9 MiB -17.2%
Query 67 140.9 MiB 142.0 MiB +0.7%
Query 68 6.2 MiB 6.2 MiB +0.0%
Query 69 3.6 MiB 3.6 MiB -0.1%
Query 70 44.1 MiB 44.0 MiB -0.1%
Query 71 50.4 MiB 40.4 MiB -19.8%
Query 72 97.2 MiB 97.2 MiB +0.0%
Query 73 6.0 MiB 6.0 MiB +0.0%
Query 74 34.6 MiB 34.6 MiB -0.0%
Query 75 21.3 MiB 21.3 MiB +0.0%
Query 76 7.9 MiB 7.9 MiB +0.0%
Query 77 4.1 MiB 4.1 MiB -0.0%
Query 78 109.8 MiB 111.1 MiB +1.1%
Query 79 9.3 MiB 9.3 MiB +0.0%
Query 80 41.2 MiB 42.0 MiB +2.0%
Query 81 4.0 MiB 4.1 MiB +2.2%
Query 82 4.9 MiB 4.9 MiB +0.0%
Query 83 8.9 MiB 9.0 MiB +1.0%
Query 84 11.9 MiB 11.9 MiB +0.0%
Query 85 17.0 MiB 17.0 MiB +0.0%
Query 86 82.1 MiB 82.1 MiB +0.0%
Query 87 13.4 MiB 13.3 MiB -0.6%
Query 88 1.7 MiB 1.8 MiB +6.5%
Query 89 112.2 MiB 112.2 MiB -0.0%
Query 90 351.7 KiB 351.7 KiB +0.0%
Query 91 21.0 MiB 21.1 MiB +0.2%
Query 92 2.7 MiB 2.7 MiB +0.0%
Query 93 15.1 MiB 15.1 MiB +0.0%
Query 94 3.7 MiB 3.7 MiB +0.0%
Query 95 18.4 MiB 17.0 MiB -7.6%
Query 96 224.7 KiB 224.7 KiB +0.0%
Query 97 33.1 MiB 33.1 MiB +0.2%
Query 98 114.7 MiB 114.7 MiB -0.0%
Query 99 1.6 MiB 1.4 MiB -13.3%

Pool accounting vs. process RSS

Max pool peak is the largest reservation any single query in the run reached; peak RSS covers the whole invocation, including data loading and allocator retention, and the two high-water marks need not coincide in time. The gap is therefore an upper bound on what the pool did not account for, not a measurement of it.

Benchmark Side Max pool peak Peak RSS Gap RSS / pool
tpcds base (acbad1400bb75b5837a2c389ea622d5ff4b6f77c) 212.5 MiB 1.7 GiB 1.5 GiB 8.3×
tpcds changed (81d2bb625063861415e9382ceff01df526e9e55d) 213.4 MiB 1.8 GiB 1.6 GiB 8.5×
Resource Usage

tpcds — base (merge-base)

Metric Value
Wall time 50.0s
Peak memory 1.7 GiB
Avg memory 1.2 GiB
CPU user 192.1s
CPU sys 5.0s
Peak spill 0 B

tpcds — branch

Metric Value
Wall time 50.0s
Peak memory 1.8 GiB
Avg memory 1.2 GiB
CPU user 191.9s
CPU sys 5.0s
Peak spill 0 B

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🤖 Benchmark completed (GKE) | trigger

Instance: c4a-highmem-16 (12 vCPU / 65 GiB)

Comparing 81d2bb6 (81d2bb6) to acbad14 diff

Run configuration
run benchmark clickbench_partitioned
env:
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
  ref: "acbad1400bb75b5837a2c389ea622d5ff4b6f77c"
changed:
  ref: "81d2bb625063861415e9382ceff01df526e9e55d"
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

Comparing HEAD and rich-T-kid_repartition-dictionary-hash-cache
--------------------
Benchmark clickbench_partitioned.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query     ┃        HEAD ┃ rich-T-kid_repartition-dictionary-hash-cache ┃        Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 0  │     1.16 ms │                                      1.15 ms │     no change │
│ QQuery 1  │    10.98 ms │                                     11.07 ms │     no change │
│ QQuery 2  │    35.48 ms │                                     35.98 ms │     no change │
│ QQuery 3  │    30.62 ms │                                     30.77 ms │     no change │
│ QQuery 4  │   235.04 ms │                                    233.22 ms │     no change │
│ QQuery 5  │  1416.82 ms │                                   1062.70 ms │ +1.33x faster │
│ QQuery 6  │     1.19 ms │                                      1.18 ms │     no change │
│ QQuery 7  │    12.09 ms │                                     12.68 ms │     no change │
│ QQuery 8  │   332.85 ms │                                    335.92 ms │     no change │
│ QQuery 9  │   468.39 ms │                                    472.05 ms │     no change │
│ QQuery 10 │   198.73 ms │                                    199.24 ms │     no change │
│ QQuery 11 │   209.25 ms │                                    210.57 ms │     no change │
│ QQuery 12 │  1510.83 ms │                                   1104.45 ms │ +1.37x faster │
│ QQuery 13 │  2511.82 ms │                                   1534.09 ms │ +1.64x faster │
│ QQuery 14 │  1638.21 ms │                                   1157.51 ms │ +1.42x faster │
│ QQuery 15 │   297.83 ms │                                    292.57 ms │     no change │
│ QQuery 16 │  3722.40 ms │                                   2206.70 ms │ +1.69x faster │
│ QQuery 17 │  3690.89 ms │                                   2219.97 ms │ +1.66x faster │
│ QQuery 18 │  7013.08 ms │                                   3668.26 ms │ +1.91x faster │
│ QQuery 19 │    26.86 ms │                                     26.79 ms │     no change │
│ QQuery 20 │  1048.64 ms │                                   1065.05 ms │     no change │
│ QQuery 21 │  1363.25 ms │                                   1369.00 ms │     no change │
│ QQuery 22 │  3232.65 ms │                                   3222.29 ms │     no change │
│ QQuery 23 │  9291.45 ms │                                   9295.24 ms │     no change │
│ QQuery 24 │    95.05 ms │                                     95.35 ms │     no change │
│ QQuery 25 │   352.01 ms │                                    352.06 ms │     no change │
│ QQuery 26 │    96.22 ms │                                     96.44 ms │     no change │
│ QQuery 27 │  1135.61 ms │                                   1140.95 ms │     no change │
│ QQuery 28 │  2831.89 ms │                                   2606.39 ms │ +1.09x faster │
│ QQuery 29 │    39.35 ms │                                     39.49 ms │     no change │
│ QQuery 30 │   550.78 ms │                                    545.37 ms │     no change │
│ QQuery 31 │   535.06 ms │                                    535.48 ms │     no change │
│ QQuery 32 │  1046.81 ms │                                   1022.05 ms │     no change │
│ QQuery 33 │ 13795.88 ms │                                   7525.29 ms │ +1.83x faster │
│ QQuery 34 │ 13540.33 ms │                                   7503.84 ms │ +1.80x faster │
│ QQuery 35 │   308.00 ms │                                    288.77 ms │ +1.07x faster │
│ QQuery 36 │   192.00 ms │                                    126.60 ms │ +1.52x faster │
│ QQuery 37 │    96.59 ms │                                     94.78 ms │     no change │
│ QQuery 38 │    80.27 ms │                                     78.14 ms │     no change │
│ QQuery 39 │   409.48 ms │                                    282.32 ms │ +1.45x faster │
│ QQuery 40 │    14.39 ms │                                     13.64 ms │ +1.05x faster │
│ QQuery 41 │    13.79 ms │                                     12.78 ms │ +1.08x faster │
│ QQuery 42 │    13.61 ms │                                     12.54 ms │ +1.09x faster │
└───────────┴─────────────┴──────────────────────────────────────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ Benchmark Summary                                           ┃            ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ Total Time (HEAD)                                           │ 73447.64ms │
│ Total Time (rich-T-kid_repartition-dictionary-hash-cache)   │ 52140.73ms │
│ Average Time (HEAD)                                         │  1708.08ms │
│ Average Time (rich-T-kid_repartition-dictionary-hash-cache) │  1212.58ms │
│ Queries Faster                                              │         16 │
│ Queries Slower                                              │          0 │
│ Queries with No Change                                      │         27 │
│ Queries with Failure                                        │          0 │
└─────────────────────────────────────────────────────────────┴────────────┘

Distribution per query (min / mean ±stddev / max):

Comparing HEAD and rich-T-kid_repartition-dictionary-hash-cache
--------------------
Benchmark clickbench_partitioned.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query     ┃                                      HEAD ┃ rich-T-kid_repartition-dictionary-hash-cache ┃        Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 0  │              1.16 / 4.11 ±5.85 / 15.82 ms │                 1.15 / 4.28 ±6.12 / 16.51 ms │     no change │
│ QQuery 1  │            10.98 / 11.26 ±0.26 / 11.72 ms │               11.07 / 11.58 ±0.70 / 12.95 ms │     no change │
│ QQuery 2  │            35.48 / 36.68 ±0.97 / 38.09 ms │               35.98 / 36.29 ±0.24 / 36.69 ms │     no change │
│ QQuery 3  │            30.62 / 31.52 ±0.84 / 33.01 ms │               30.77 / 31.08 ±0.21 / 31.41 ms │     no change │
│ QQuery 4  │         235.04 / 239.88 ±3.21 / 243.61 ms │            233.22 / 239.47 ±3.65 / 244.23 ms │     no change │
│ QQuery 5  │     1416.82 / 1483.91 ±45.57 / 1556.03 ms │        1062.70 / 1091.78 ±15.29 / 1106.36 ms │ +1.36x faster │
│ QQuery 6  │               1.19 / 1.35 ±0.24 / 1.81 ms │                  1.18 / 1.33 ±0.24 / 1.79 ms │     no change │
│ QQuery 7  │            12.09 / 12.24 ±0.09 / 12.35 ms │               12.68 / 17.64 ±9.10 / 35.83 ms │  1.44x slower │
│ QQuery 8  │         332.85 / 337.15 ±4.13 / 342.21 ms │           335.92 / 347.14 ±10.05 / 364.54 ms │     no change │
│ QQuery 9  │         468.39 / 479.17 ±6.52 / 487.23 ms │            472.05 / 477.90 ±5.43 / 487.38 ms │     no change │
│ QQuery 10 │         198.73 / 200.99 ±3.36 / 207.69 ms │            199.24 / 201.04 ±1.46 / 203.12 ms │     no change │
│ QQuery 11 │         209.25 / 210.09 ±0.73 / 210.98 ms │            210.57 / 211.46 ±0.58 / 212.15 ms │     no change │
│ QQuery 12 │     1510.83 / 1541.03 ±27.77 / 1586.90 ms │        1104.45 / 1132.13 ±21.44 / 1165.61 ms │ +1.36x faster │
│ QQuery 13 │    2511.82 / 2719.42 ±193.65 / 3060.24 ms │        1534.09 / 1647.44 ±75.28 / 1734.97 ms │ +1.65x faster │
│ QQuery 14 │     1638.21 / 1668.55 ±21.04 / 1703.12 ms │        1157.51 / 1202.30 ±26.84 / 1241.25 ms │ +1.39x faster │
│ QQuery 15 │         297.83 / 303.59 ±6.40 / 315.61 ms │           292.57 / 308.47 ±16.37 / 329.37 ms │     no change │
│ QQuery 16 │     3722.40 / 3773.06 ±41.17 / 3833.22 ms │        2206.70 / 2265.40 ±60.36 / 2371.41 ms │ +1.67x faster │
│ QQuery 17 │    3690.89 / 3797.12 ±126.50 / 4042.05 ms │        2219.97 / 2293.69 ±42.07 / 2347.57 ms │ +1.66x faster │
│ QQuery 18 │    7013.08 / 7380.34 ±354.84 / 7880.29 ms │       3668.26 / 3877.64 ±163.60 / 4120.42 ms │ +1.90x faster │
│ QQuery 19 │           26.86 / 32.88 ±10.18 / 53.20 ms │               26.79 / 27.22 ±0.34 / 27.72 ms │ +1.21x faster │
│ QQuery 20 │     1048.64 / 1066.22 ±21.79 / 1108.13 ms │        1065.05 / 1088.26 ±18.18 / 1112.99 ms │     no change │
│ QQuery 21 │      1363.25 / 1376.37 ±7.45 / 1385.17 ms │         1369.00 / 1381.88 ±8.54 / 1393.27 ms │     no change │
│ QQuery 22 │     3232.65 / 3292.96 ±60.03 / 3400.81 ms │        3222.29 / 3270.45 ±44.55 / 3352.92 ms │     no change │
│ QQuery 23 │    9291.45 / 9434.49 ±112.86 / 9615.10 ms │       9295.24 / 9387.60 ±117.42 / 9617.09 ms │     no change │
│ QQuery 24 │         95.05 / 103.91 ±15.64 / 135.17 ms │           95.35 / 170.71 ±149.14 / 468.98 ms │  1.64x slower │
│ QQuery 25 │        352.01 / 381.41 ±52.87 / 487.03 ms │            352.06 / 354.36 ±2.37 / 358.77 ms │ +1.08x faster │
│ QQuery 26 │            96.22 / 97.11 ±0.80 / 98.42 ms │               96.44 / 97.32 ±0.99 / 99.22 ms │     no change │
│ QQuery 27 │     1135.61 / 1151.77 ±10.51 / 1167.58 ms │         1140.95 / 1150.77 ±9.40 / 1162.47 ms │     no change │
│ QQuery 28 │     2831.89 / 2875.36 ±37.45 / 2934.97 ms │        2606.39 / 2622.31 ±18.15 / 2657.25 ms │ +1.10x faster │
│ QQuery 29 │          39.35 / 57.39 ±31.47 / 120.11 ms │             39.49 / 56.96 ±24.35 / 101.85 ms │     no change │
│ QQuery 30 │         550.78 / 557.93 ±4.35 / 562.29 ms │            545.37 / 549.94 ±4.12 / 557.70 ms │     no change │
│ QQuery 31 │         535.06 / 551.94 ±8.90 / 559.51 ms │           535.48 / 554.16 ±11.80 / 570.34 ms │     no change │
│ QQuery 32 │    1046.81 / 1127.23 ±138.01 / 1402.73 ms │       1022.05 / 1156.46 ±175.98 / 1504.38 ms │     no change │
│ QQuery 33 │ 13795.88 / 14386.91 ±328.82 / 14791.49 ms │       7525.29 / 7740.97 ±145.11 / 7944.41 ms │ +1.86x faster │
│ QQuery 34 │ 13540.33 / 14404.07 ±531.10 / 14999.16 ms │   7503.84 / 16617.99 ±17977.44 / 52572.50 ms │  1.15x slower │
│ QQuery 35 │        308.00 / 330.51 ±25.33 / 379.27 ms │           288.77 / 328.47 ±33.89 / 373.19 ms │     no change │
│ QQuery 36 │         192.00 / 197.56 ±5.18 / 206.58 ms │           126.60 / 152.74 ±39.87 / 231.71 ms │ +1.29x faster │
│ QQuery 37 │         96.59 / 106.66 ±11.57 / 122.04 ms │              94.78 / 98.88 ±6.66 / 112.13 ms │ +1.08x faster │
│ QQuery 38 │            80.27 / 82.93 ±2.33 / 86.59 ms │               78.14 / 85.14 ±6.70 / 94.78 ms │     no change │
│ QQuery 39 │        409.48 / 425.73 ±11.67 / 444.74 ms │           282.32 / 305.21 ±18.04 / 336.09 ms │ +1.39x faster │
│ QQuery 40 │            14.39 / 14.80 ±0.49 / 15.73 ms │               13.64 / 16.44 ±2.44 / 20.01 ms │  1.11x slower │
│ QQuery 41 │            13.79 / 14.03 ±0.15 / 14.21 ms │               12.78 / 13.40 ±0.46 / 14.20 ms │     no change │
│ QQuery 42 │            13.61 / 16.01 ±4.46 / 24.92 ms │               12.54 / 13.05 ±0.31 / 13.36 ms │ +1.23x faster │
└───────────┴───────────────────────────────────────────┴──────────────────────────────────────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ Benchmark Summary                                           ┃            ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ Total Time (HEAD)                                           │ 76317.65ms │
│ Total Time (rich-T-kid_repartition-dictionary-hash-cache)   │ 62638.75ms │
│ Average Time (HEAD)                                         │  1774.83ms │
│ Average Time (rich-T-kid_repartition-dictionary-hash-cache) │  1456.72ms │
│ Queries Faster                                              │         15 │
│ Queries Slower                                              │          4 │
│ Queries with No Change                                      │         24 │
│ Queries with Failure                                        │          0 │
└─────────────────────────────────────────────────────────────┴────────────┘

Memory Pool Peaks

Peak MemoryPool reservation per query — what DataFusion's accounting believes it reserved. Recorded only for benchmarks that write a results JSON (the dfbench suites, and the suites bench.sh runs through the Criterion SQL harness since #25644), and only under a memory limit: DATAFUSION_RUNTIME_MEMORY_LIMIT, or one the suite sets itself.

Base: acbad1400bb75b5837a2c389ea622d5ff4b6f77c | Changed: 81d2bb625063861415e9382ceff01df526e9e55d

clickbench_partitioned

Query Base Changed Change
Query 0 0 B 0 B 0.0%
Query 1 104 B 104 B +0.0%
Query 2 936 B 936 B +0.0%
Query 3 312 B 312 B +0.0%
Query 4 816.2 MiB 828.9 MiB +1.6%
Query 5 1.4 GiB 1.8 GiB +26.8%
Query 6 0 B 0 B 0.0%
Query 7 50.3 MiB 50.0 MiB -0.6%
Query 8 946.8 MiB 942.3 MiB -0.5%
Query 9 594.2 MiB 594.0 MiB -0.0%
Query 10 74.1 MiB 72.7 MiB -1.8%
Query 11 75.8 MiB 78.0 MiB +2.9%
Query 12 1.6 GiB 1.9 GiB +24.0%
Query 13 2.3 GiB 2.7 GiB +20.2%
Query 14 1.8 GiB 1.8 GiB +0.1%
Query 15 1.2 GiB 1.2 GiB +1.4%
Query 16 3.4 GiB 3.4 GiB -0.1%
Query 17 3.4 GiB 3.6 GiB +6.5%
Query 18 7.4 GiB 7.6 GiB +2.5%
Query 19 0 B 0 B 0.0%
Query 20 104 B 104 B +0.0%
Query 21 1.6 MiB 1.6 MiB +1.2%
Query 22 2.4 MiB 2.2 MiB -6.1%
Query 23 12.8 MiB 12.8 MiB -0.1%
Query 24 6.8 MiB 6.8 MiB -0.2%
Query 25 7.6 MiB 7.6 MiB +0.0%
Query 26 8.0 MiB 7.9 MiB -0.5%
Query 27 2.2 MiB 2.5 MiB +9.7%
Query 28 1.9 GiB 1.9 GiB +0.2%
Query 29 624 B 624 B +0.0%
Query 30 700.4 MiB 639.3 MiB -8.7%
Query 31 1.5 GiB 1.5 GiB -0.0%
Query 32 7.1 GiB 7.2 GiB +0.2%
Query 33 12.7 GiB 12.9 GiB +1.7%
Query 34 12.7 GiB 12.7 GiB -0.0%
Query 35 661.7 MiB 669.5 MiB +1.2%
Query 36 474.1 MiB 506.8 MiB +6.9%
Query 37 8.1 MiB 8.2 MiB +0.8%
Query 38 5.3 MiB 5.2 MiB -0.7%
Query 39 450.8 MiB 902.7 MiB +100.3%
Query 40 2.5 MiB 2.7 MiB +8.3%
Query 41 3.1 MiB 3.1 MiB +0.1%
Query 42 1.7 MiB 2.0 MiB +16.5%

Pool accounting vs. process RSS

Max pool peak is the largest reservation any single query in the run reached; peak RSS covers the whole invocation, including data loading and allocator retention, and the two high-water marks need not coincide in time. The gap is therefore an upper bound on what the pool did not account for, not a measurement of it.

Benchmark Side Max pool peak Peak RSS Gap RSS / pool
clickbench_partitioned base (acbad1400bb75b5837a2c389ea622d5ff4b6f77c) 12.7 GiB 13.7 GiB 1.0 GiB 1.1×
clickbench_partitioned changed (81d2bb625063861415e9382ceff01df526e9e55d) 12.9 GiB 15.5 GiB 2.6 GiB 1.2×
Resource Usage

clickbench_partitioned — base (merge-base)

Metric Value
Wall time 385.1s
Peak memory 13.7 GiB
Avg memory 6.1 GiB
CPU user 3333.9s
CPU sys 207.1s
Peak spill 0 B

clickbench_partitioned — branch

Metric Value
Wall time 315.1s
Peak memory 15.5 GiB
Avg memory 7.0 GiB
CPU user 2134.0s
CPU sys 222.3s
Peak spill 13.1 GiB

File an issue against this benchmark runner

@Rich-T-kid
Rich-T-kid force-pushed the rich-T-kid/repartition-dictionary-hash-cache branch from 81d2bb6 to d4b5712 Compare October 27, 2026 19:40
@asolimando

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#26816 (comment) @asolimando I think I found it 😄

It looks to me that you are working the same angle as @jayzhan211 in #26703 (Q18/Q33/Q34 ~ 1.8–1.9×, total −28 % vs −29 % here), maybe you two could join forces on this one?

I didn't have time to go through all the details of both PRs, but if you check and still have doubts, one quick way to check is to rebase this on #26703 and re-run clickbench_partitioned, if the improvements stack (at least partially), then the two PRs don't match exactly, otherwise I suggest to collaborate on this. WDYT?

Also, both runs compare against a baseline with enable_rle_to_dictionary=true, which is off by default. It would help to also show the branch against the default config, so we know how far dictionary reads still are from plain strings after this change.

@Rich-T-kid
Rich-T-kid force-pushed the rich-T-kid/repartition-dictionary-hash-cache branch from d4b5712 to 4b4472c Compare October 27, 2026 19:56
@Rich-T-kid Rich-T-kid changed the title Avoid rehashing shared dictionaries in RepartitionExec Reuse dictionary value hashes in RepartitionExec Oct 27, 2026
@Rich-T-kid

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run benchmark tpch tpcds clickbench_partitioned

env:
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
baseline:
  ref: "4ede5833f68dad5bc8169492dedc5749fcc4b8d5"
changed:
  ref: "4b4472c7bcc38d5b478cc7fbf64c6780efc979e4"

@adriangbot

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🤖 Benchmark running (GKE) | trigger
Instance: c4a-highmem-16 (12 vCPU / 65 GiB) | Linux bench-c6452254272-3957-kv4s4 6.12.105+ #1 SMP Sat Sep 19 07:55:25 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 4b4472c (4b4472c) to 4ede583 diff

Run configuration
run benchmark tpcds
env:
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
  ref: "4ede5833f68dad5bc8169492dedc5749fcc4b8d5"
changed:
  ref: "4b4472c7bcc38d5b478cc7fbf64c6780efc979e4"

Results will be posted here when complete


File an issue against this benchmark runner

@Rich-T-kid

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run benchmark tpch tpcds clickbench_partitioned

env:
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
baseline:
  ref: "9f6f79f717429e45575fcae6223bdc31671d3890"
changed:
  ref: "d648959fac2d32cb1daf4b0f9f4b51ff461f0829"

@adriangbot

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🤖 Benchmark running (GKE) | trigger
Instance: c4a-highmem-16 (12 vCPU / 65 GiB) | Linux bench-c6459878945-3979-zlbmk 6.12.105+ #1 SMP Sat Sep 19 07:55:25 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 d648959 (d648959) to 9f6f79f diff

Run configuration
run benchmark tpch
env:
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
  ref: "9f6f79f717429e45575fcae6223bdc31671d3890"
changed:
  ref: "d648959fac2d32cb1daf4b0f9f4b51ff461f0829"

Results will be posted here when complete


File an issue against this benchmark runner

@adriangbot

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🤖 Benchmark running (GKE) | trigger
Instance: c4a-highmem-16 (12 vCPU / 65 GiB) | Linux bench-c6459878945-3980-dh5tl 6.12.105+ #1 SMP Sat Sep 19 07:55:25 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 d648959 (d648959) to 9f6f79f diff

Run configuration
run benchmark tpcds
env:
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
  ref: "9f6f79f717429e45575fcae6223bdc31671d3890"
changed:
  ref: "d648959fac2d32cb1daf4b0f9f4b51ff461f0829"

Results will be posted here when complete


File an issue against this benchmark runner

@adriangbot

Copy link
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🤖 Benchmark completed (GKE) | trigger

Instance: c4a-highmem-16 (12 vCPU / 65 GiB)

Comparing d648959 (d648959) to 9f6f79f diff

Run configuration
run benchmark tpch
env:
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
  ref: "9f6f79f717429e45575fcae6223bdc31671d3890"
changed:
  ref: "d648959fac2d32cb1daf4b0f9f4b51ff461f0829"
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

Comparing HEAD and rich-T-kid_repartition-dictionary-hash-cache
--------------------
Benchmark tpch_sf1.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┓
┃ Query     ┃      HEAD ┃ rich-T-kid_repartition-dictionary-hash-cache ┃    Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━┩
│ QQuery 1  │  39.84 ms │                                     39.92 ms │ no change │
│ QQuery 2  │  18.25 ms │                                     18.32 ms │ no change │
│ QQuery 3  │  27.93 ms │                                     27.51 ms │ no change │
│ QQuery 4  │  16.85 ms │                                     16.60 ms │ no change │
│ QQuery 5  │  34.96 ms │                                     34.38 ms │ no change │
│ QQuery 6  │  13.63 ms │                                     13.48 ms │ no change │
│ QQuery 7  │  41.54 ms │                                     41.78 ms │ no change │
│ QQuery 8  │  41.02 ms │                                     40.41 ms │ no change │
│ QQuery 9  │  50.34 ms │                                     49.74 ms │ no change │
│ QQuery 10 │  57.92 ms │                                     57.81 ms │ no change │
│ QQuery 11 │  13.19 ms │                                     13.09 ms │ no change │
│ QQuery 12 │  21.02 ms │                                     20.46 ms │ no change │
│ QQuery 13 │  45.55 ms │                                     45.49 ms │ no change │
│ QQuery 14 │  23.78 ms │                                     23.63 ms │ no change │
│ QQuery 15 │  30.59 ms │                                     30.61 ms │ no change │
│ QQuery 16 │  12.95 ms │                                     13.06 ms │ no change │
│ QQuery 17 │  72.94 ms │                                     72.58 ms │ no change │
│ QQuery 18 │ 113.62 ms │                                    114.92 ms │ no change │
│ QQuery 19 │  29.72 ms │                                     29.53 ms │ no change │
│ QQuery 20 │  33.23 ms │                                     33.18 ms │ no change │
│ QQuery 21 │  52.05 ms │                                     52.79 ms │ no change │
│ QQuery 22 │  15.26 ms │                                     15.81 ms │ no change │
└───────────┴───────────┴──────────────────────────────────────────────┴───────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━┓
┃ Benchmark Summary                                           ┃          ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━┩
│ Total Time (HEAD)                                           │ 806.19ms │
│ Total Time (rich-T-kid_repartition-dictionary-hash-cache)   │ 805.11ms │
│ Average Time (HEAD)                                         │  36.65ms │
│ Average Time (rich-T-kid_repartition-dictionary-hash-cache) │  36.60ms │
│ Queries Faster                                              │        0 │
│ Queries Slower                                              │        0 │
│ Queries with No Change                                      │       22 │
│ Queries with Failure                                        │        0 │
└─────────────────────────────────────────────────────────────┴──────────┘

Distribution per query (min / mean ±stddev / max):

Comparing HEAD and rich-T-kid_repartition-dictionary-hash-cache
--------------------
Benchmark tpch_sf1.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┓
┃ Query     ┃                              HEAD ┃ rich-T-kid_repartition-dictionary-hash-cache ┃    Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━┩
│ QQuery 1  │    39.84 / 41.33 ±1.18 / 42.49 ms │               39.92 / 41.16 ±1.26 / 42.83 ms │ no change │
│ QQuery 2  │    18.25 / 18.54 ±0.35 / 19.23 ms │               18.32 / 18.54 ±0.27 / 19.07 ms │ no change │
│ QQuery 3  │    27.93 / 28.88 ±1.20 / 31.24 ms │               27.51 / 28.04 ±0.38 / 28.63 ms │ no change │
│ QQuery 4  │    16.85 / 17.02 ±0.12 / 17.22 ms │               16.60 / 16.83 ±0.16 / 17.08 ms │ no change │
│ QQuery 5  │    34.96 / 35.09 ±0.11 / 35.24 ms │               34.38 / 34.68 ±0.17 / 34.86 ms │ no change │
│ QQuery 6  │    13.63 / 14.12 ±0.67 / 15.37 ms │               13.48 / 13.93 ±0.74 / 15.40 ms │ no change │
│ QQuery 7  │    41.54 / 42.11 ±0.38 / 42.71 ms │               41.78 / 43.04 ±1.54 / 45.78 ms │ no change │
│ QQuery 8  │    41.02 / 41.85 ±1.57 / 44.98 ms │               40.41 / 40.80 ±0.44 / 41.56 ms │ no change │
│ QQuery 9  │    50.34 / 51.61 ±0.72 / 52.50 ms │               49.74 / 51.16 ±0.76 / 51.97 ms │ no change │
│ QQuery 10 │    57.92 / 58.79 ±0.93 / 60.52 ms │               57.81 / 58.13 ±0.25 / 58.39 ms │ no change │
│ QQuery 11 │    13.19 / 13.70 ±0.71 / 15.11 ms │               13.09 / 13.84 ±0.63 / 14.80 ms │ no change │
│ QQuery 12 │    21.02 / 21.24 ±0.23 / 21.66 ms │               20.46 / 20.77 ±0.17 / 20.98 ms │ no change │
│ QQuery 13 │    45.55 / 46.87 ±1.39 / 49.44 ms │               45.49 / 46.96 ±1.66 / 49.69 ms │ no change │
│ QQuery 14 │    23.78 / 23.86 ±0.08 / 23.98 ms │               23.63 / 23.79 ±0.11 / 23.96 ms │ no change │
│ QQuery 15 │    30.59 / 30.82 ±0.25 / 31.19 ms │               30.61 / 31.27 ±0.64 / 32.24 ms │ no change │
│ QQuery 16 │    12.95 / 13.41 ±0.38 / 14.06 ms │               13.06 / 13.30 ±0.18 / 13.51 ms │ no change │
│ QQuery 17 │    72.94 / 74.89 ±1.63 / 77.28 ms │               72.58 / 73.56 ±0.56 / 74.32 ms │ no change │
│ QQuery 18 │ 113.62 / 116.90 ±3.03 / 122.18 ms │            114.92 / 118.43 ±3.65 / 124.09 ms │ no change │
│ QQuery 19 │    29.72 / 30.76 ±1.10 / 32.69 ms │               29.53 / 30.12 ±0.72 / 31.53 ms │ no change │
│ QQuery 20 │    33.23 / 33.88 ±0.34 / 34.17 ms │               33.18 / 33.53 ±0.50 / 34.51 ms │ no change │
│ QQuery 21 │    52.05 / 55.23 ±4.02 / 63.02 ms │               52.79 / 57.03 ±4.22 / 64.36 ms │ no change │
│ QQuery 22 │    15.26 / 15.64 ±0.29 / 16.15 ms │               15.81 / 16.07 ±0.29 / 16.49 ms │ no change │
└───────────┴───────────────────────────────────┴──────────────────────────────────────────────┴───────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━┓
┃ Benchmark Summary                                           ┃          ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━┩
│ Total Time (HEAD)                                           │ 826.51ms │
│ Total Time (rich-T-kid_repartition-dictionary-hash-cache)   │ 824.97ms │
│ Average Time (HEAD)                                         │  37.57ms │
│ Average Time (rich-T-kid_repartition-dictionary-hash-cache) │  37.50ms │
│ Queries Faster                                              │        0 │
│ Queries Slower                                              │        0 │
│ Queries with No Change                                      │       22 │
│ Queries with Failure                                        │        0 │
└─────────────────────────────────────────────────────────────┴──────────┘

Memory Pool Peaks

Peak MemoryPool reservation per query — what DataFusion's accounting believes it reserved. Recorded only for benchmarks that write a results JSON (the dfbench suites, and the suites bench.sh runs through the Criterion SQL harness since #25644), and only under a memory limit: DATAFUSION_RUNTIME_MEMORY_LIMIT, or one the suite sets itself.

Base: 9f6f79f717429e45575fcae6223bdc31671d3890 | Changed: d648959fac2d32cb1daf4b0f9f4b51ff461f0829

tpch — tpch_sf1

Query Base Changed Change
Query 1 30.1 MiB 20.1 MiB -33.2%
Query 2 23.1 MiB 23.1 MiB +0.0%
Query 3 11.5 MiB 11.5 MiB +0.0%
Query 4 22.2 MiB 22.2 MiB -0.0%
Query 5 32.9 MiB 32.9 MiB -0.0%
Query 6 832 B 832 B +0.0%
Query 7 107.6 MiB 107.6 MiB +0.0%
Query 8 34.2 MiB 34.7 MiB +1.4%
Query 9 155.6 MiB 155.6 MiB +0.0%
Query 10 61.2 MiB 61.2 MiB +0.0%
Query 11 71.5 MiB 31.7 MiB -55.6%
Query 12 10.2 MiB 20.1 MiB +96.9%
Query 13 62.3 MiB 52.3 MiB -16.0%
Query 14 7.7 MiB 7.7 MiB +0.0%
Query 15 12.9 MiB 12.8 MiB -0.8%
Query 16 33.5 MiB 33.0 MiB -1.6%
Query 17 150.3 MiB 151.1 MiB +0.5%
Query 18 2.7 GiB 2.7 GiB +0.1%
Query 19 228.6 KiB 228.6 KiB +0.0%
Query 20 58.6 MiB 58.0 MiB -1.1%
Query 21 37.7 MiB 37.7 MiB +0.0%
Query 22 22.2 MiB 22.2 MiB -0.0%

Pool accounting vs. process RSS

Max pool peak is the largest reservation any single query in the run reached; peak RSS covers the whole invocation, including data loading and allocator retention, and the two high-water marks need not coincide in time. The gap is therefore an upper bound on what the pool did not account for, not a measurement of it.

Benchmark Side Max pool peak Peak RSS Gap RSS / pool
tpch base (9f6f79f717429e45575fcae6223bdc31671d3890) 2.7 GiB 1.9 GiB −792.7 MiB 0.7×
tpch changed (d648959fac2d32cb1daf4b0f9f4b51ff461f0829) 2.7 GiB 2.0 GiB −744.6 MiB 0.7×
Resource Usage

tpch — base (merge-base)

Metric Value
Wall time 5.0s
Peak memory 1.9 GiB
Avg memory 813.4 MiB
CPU user 21.6s
CPU sys 1.7s
Peak spill 0 B

tpch — branch

Metric Value
Wall time 5.0s
Peak memory 2.0 GiB
Avg memory 831.2 MiB
CPU user 21.5s
CPU sys 1.7s
Peak spill 0 B

File an issue against this benchmark runner

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🤖 Benchmark running (GKE) | trigger
Instance: c4a-highmem-16 (12 vCPU / 65 GiB) | Linux bench-c6459878945-3981-pbfbn 6.12.105+ #1 SMP Sat Sep 19 07:55:25 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 d648959 (d648959) to 9f6f79f diff

Run configuration
run benchmark clickbench_partitioned
env:
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
  ref: "9f6f79f717429e45575fcae6223bdc31671d3890"
changed:
  ref: "d648959fac2d32cb1daf4b0f9f4b51ff461f0829"

Results will be posted here when complete


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🤖 Benchmark completed (GKE) | trigger

Instance: c4a-highmem-16 (12 vCPU / 65 GiB)

Comparing d648959 (d648959) to 9f6f79f diff

Run configuration
run benchmark tpcds
env:
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
  ref: "9f6f79f717429e45575fcae6223bdc31671d3890"
changed:
  ref: "d648959fac2d32cb1daf4b0f9f4b51ff461f0829"
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

Comparing HEAD and rich-T-kid_repartition-dictionary-hash-cache
--------------------
Benchmark tpcds_sf1.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query     ┃       HEAD ┃ rich-T-kid_repartition-dictionary-hash-cache ┃        Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 1  │    5.49 ms │                                      5.51 ms │     no change │
│ QQuery 2  │   77.49 ms │                                     77.02 ms │     no change │
│ QQuery 3  │   28.89 ms │                                     28.70 ms │     no change │
│ QQuery 4  │  870.29 ms │                                    861.04 ms │     no change │
│ QQuery 5  │   51.18 ms │                                     51.23 ms │     no change │
│ QQuery 6  │   34.32 ms │                                     34.00 ms │     no change │
│ QQuery 7  │   73.34 ms │                                     73.15 ms │     no change │
│ QQuery 8  │   38.34 ms │                                     38.38 ms │     no change │
│ QQuery 9  │   51.57 ms │                                     52.48 ms │     no change │
│ QQuery 10 │   61.63 ms │                                     61.63 ms │     no change │
│ QQuery 11 │  498.78 ms │                                    499.43 ms │     no change │
│ QQuery 12 │   26.41 ms │                                     26.97 ms │     no change │
│ QQuery 13 │  113.15 ms │                                    113.01 ms │     no change │
│ QQuery 14 │  385.60 ms │                                    385.60 ms │     no change │
│ QQuery 15 │   52.98 ms │                                     52.56 ms │     no change │
│ QQuery 16 │    6.38 ms │                                      6.54 ms │     no change │
│ QQuery 17 │   80.41 ms │                                     80.42 ms │     no change │
│ QQuery 18 │  106.80 ms │                                    106.52 ms │     no change │
│ QQuery 19 │   41.94 ms │                                     41.40 ms │     no change │
│ QQuery 20 │   31.82 ms │                                     31.75 ms │     no change │
│ QQuery 21 │   17.45 ms │                                     17.44 ms │     no change │
│ QQuery 22 │   73.41 ms │                                     72.48 ms │     no change │
│ QQuery 23 │  315.80 ms │                                    308.55 ms │     no change │
│ QQuery 24 │  200.81 ms │                                    198.47 ms │     no change │
│ QQuery 25 │  108.54 ms │                                    108.26 ms │     no change │
│ QQuery 26 │   47.61 ms │                                     47.24 ms │     no change │
│ QQuery 27 │    6.62 ms │                                      6.39 ms │     no change │
│ QQuery 28 │   57.61 ms │                                     56.37 ms │     no change │
│ QQuery 29 │   96.85 ms │                                     95.50 ms │     no change │
│ QQuery 30 │   38.03 ms │                                     36.71 ms │     no change │
│ QQuery 31 │  115.49 ms │                                    113.19 ms │     no change │
│ QQuery 32 │   20.88 ms │                                     20.52 ms │     no change │
│ QQuery 33 │   39.33 ms │                                     38.37 ms │     no change │
│ QQuery 34 │   10.01 ms │                                      9.95 ms │     no change │
│ QQuery 35 │   73.59 ms │                                     72.88 ms │     no change │
│ QQuery 36 │    6.36 ms │                                      6.21 ms │     no change │
│ QQuery 37 │    7.85 ms │                                      7.68 ms │     no change │
│ QQuery 38 │   66.43 ms │                                     65.06 ms │     no change │
│ QQuery 39 │   74.03 ms │                                     72.81 ms │     no change │
│ QQuery 40 │   24.02 ms │                                     23.41 ms │     no change │
│ QQuery 41 │   14.30 ms │                                     14.29 ms │     no change │
│ QQuery 42 │   24.46 ms │                                     24.17 ms │     no change │
│ QQuery 43 │    5.39 ms │                                      5.37 ms │     no change │
│ QQuery 44 │    8.98 ms │                                      9.10 ms │     no change │
│ QQuery 45 │   36.19 ms │                                     35.83 ms │     no change │
│ QQuery 46 │   11.89 ms │                                     11.54 ms │     no change │
│ QQuery 47 │  210.99 ms │                                    209.44 ms │     no change │
│ QQuery 48 │   93.23 ms │                                     92.05 ms │     no change │
│ QQuery 49 │   71.83 ms │                                     70.36 ms │     no change │
│ QQuery 50 │   59.09 ms │                                     58.11 ms │     no change │
│ QQuery 51 │   92.63 ms │                                     90.31 ms │     no change │
│ QQuery 52 │   24.67 ms │                                     24.30 ms │     no change │
│ QQuery 53 │   29.59 ms │                                     29.19 ms │     no change │
│ QQuery 54 │   53.83 ms │                                     53.38 ms │     no change │
│ QQuery 55 │   23.86 ms │                                     23.62 ms │     no change │
│ QQuery 56 │   39.28 ms │                                     39.16 ms │     no change │
│ QQuery 57 │  153.83 ms │                                    153.96 ms │     no change │
│ QQuery 58 │  103.46 ms │                                    103.97 ms │     no change │
│ QQuery 59 │  108.37 ms │                                    107.39 ms │     no change │
│ QQuery 60 │   42.95 ms │                                     43.52 ms │     no change │
│ QQuery 61 │    9.89 ms │                                      9.86 ms │     no change │
│ QQuery 62 │   38.57 ms │                                     38.77 ms │     no change │
│ QQuery 63 │   29.38 ms │                                     29.59 ms │     no change │
│ QQuery 64 │  371.42 ms │                                    370.88 ms │     no change │
│ QQuery 65 │  135.28 ms │                                    133.12 ms │     no change │
│ QQuery 66 │   74.12 ms │                                     75.75 ms │     no change │
│ QQuery 67 │  237.33 ms │                                    236.97 ms │     no change │
│ QQuery 68 │   11.88 ms │                                     11.80 ms │     no change │
│ QQuery 69 │   56.99 ms │                                     57.21 ms │     no change │
│ QQuery 70 │   99.05 ms │                                     98.73 ms │     no change │
│ QQuery 71 │   35.64 ms │                                     35.13 ms │     no change │
│ QQuery 72 │ 1655.38 ms │                                   1566.36 ms │ +1.06x faster │
│ QQuery 73 │    9.62 ms │                                      9.61 ms │     no change │
│ QQuery 74 │  256.75 ms │                                    253.43 ms │     no change │
│ QQuery 75 │  140.36 ms │                                    139.23 ms │     no change │
│ QQuery 76 │   34.58 ms │                                     34.57 ms │     no change │
│ QQuery 77 │   60.20 ms │                                     60.14 ms │     no change │
│ QQuery 78 │  162.23 ms │                                    162.86 ms │     no change │
│ QQuery 79 │   67.77 ms │                                     67.94 ms │     no change │
│ QQuery 80 │   95.89 ms │                                     95.22 ms │     no change │
│ QQuery 81 │   29.11 ms │                                     28.98 ms │     no change │
│ QQuery 82 │   17.58 ms │                                     17.41 ms │     no change │
│ QQuery 83 │   32.78 ms │                                     32.83 ms │     no change │
│ QQuery 84 │   31.10 ms │                                     31.60 ms │     no change │
│ QQuery 85 │   99.52 ms │                                     99.63 ms │     no change │
│ QQuery 86 │   25.40 ms │                                     24.99 ms │     no change │
│ QQuery 87 │   66.18 ms │                                     65.23 ms │     no change │
│ QQuery 88 │   59.38 ms │                                     59.46 ms │     no change │
│ QQuery 89 │   36.19 ms │                                     35.61 ms │     no change │
│ QQuery 90 │   16.65 ms │                                     16.40 ms │     no change │
│ QQuery 91 │   41.33 ms │                                     40.74 ms │     no change │
│ QQuery 92 │   29.36 ms │                                     29.57 ms │     no change │
│ QQuery 93 │   49.47 ms │                                     48.38 ms │     no change │
│ QQuery 94 │   38.85 ms │                                     38.43 ms │     no change │
│ QQuery 95 │   81.07 ms │                                     79.96 ms │     no change │
│ QQuery 96 │   24.00 ms │                                     24.01 ms │     no change │
│ QQuery 97 │   50.56 ms │                                     50.50 ms │     no change │
│ QQuery 98 │   38.51 ms │                                     38.23 ms │     no change │
│ QQuery 99 │   57.22 ms │                                     56.64 ms │     no change │
└───────────┴────────────┴──────────────────────────────────────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┓
┃ Benchmark Summary                                           ┃           ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━┩
│ Total Time (HEAD)                                           │ 9652.99ms │
│ Total Time (rich-T-kid_repartition-dictionary-hash-cache)   │ 9509.64ms │
│ Average Time (HEAD)                                         │   97.50ms │
│ Average Time (rich-T-kid_repartition-dictionary-hash-cache) │   96.06ms │
│ Queries Faster                                              │         1 │
│ Queries Slower                                              │         0 │
│ Queries with No Change                                      │        98 │
│ Queries with Failure                                        │         0 │
└─────────────────────────────────────────────────────────────┴───────────┘

Distribution per query (min / mean ±stddev / max):

Comparing HEAD and rich-T-kid_repartition-dictionary-hash-cache
--------------------
Benchmark tpcds_sf1.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query     ┃                                  HEAD ┃ rich-T-kid_repartition-dictionary-hash-cache ┃        Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 1  │           5.49 / 6.09 ±0.99 / 8.07 ms │                  5.51 / 6.22 ±1.05 / 8.30 ms │     no change │
│ QQuery 2  │        77.49 / 77.83 ±0.25 / 78.16 ms │               77.02 / 77.44 ±0.35 / 77.88 ms │     no change │
│ QQuery 3  │        28.89 / 29.08 ±0.12 / 29.21 ms │               28.70 / 29.05 ±0.25 / 29.46 ms │     no change │
│ QQuery 4  │     870.29 / 875.00 ±3.36 / 879.37 ms │            861.04 / 871.83 ±8.54 / 882.79 ms │     no change │
│ QQuery 5  │        51.18 / 51.71 ±0.55 / 52.49 ms │               51.23 / 53.10 ±2.28 / 57.40 ms │     no change │
│ QQuery 6  │        34.32 / 34.79 ±0.29 / 35.11 ms │               34.00 / 34.35 ±0.29 / 34.69 ms │     no change │
│ QQuery 7  │        73.34 / 73.82 ±0.42 / 74.57 ms │               73.15 / 73.95 ±0.46 / 74.53 ms │     no change │
│ QQuery 8  │        38.34 / 38.71 ±0.28 / 39.07 ms │               38.38 / 39.02 ±0.37 / 39.33 ms │     no change │
│ QQuery 9  │        51.57 / 55.15 ±2.27 / 58.58 ms │               52.48 / 53.02 ±0.43 / 53.69 ms │     no change │
│ QQuery 10 │        61.63 / 61.86 ±0.15 / 62.05 ms │               61.63 / 62.18 ±0.41 / 62.81 ms │     no change │
│ QQuery 11 │     498.78 / 502.87 ±3.34 / 507.74 ms │            499.43 / 506.35 ±4.42 / 511.07 ms │     no change │
│ QQuery 12 │        26.41 / 26.55 ±0.12 / 26.73 ms │               26.97 / 27.36 ±0.36 / 27.86 ms │     no change │
│ QQuery 13 │     113.15 / 113.66 ±0.33 / 114.15 ms │            113.01 / 114.60 ±0.98 / 115.98 ms │     no change │
│ QQuery 14 │     385.60 / 388.26 ±2.71 / 393.09 ms │            385.60 / 388.91 ±1.93 / 391.09 ms │     no change │
│ QQuery 15 │        52.98 / 55.06 ±2.10 / 59.10 ms │               52.56 / 53.10 ±0.53 / 54.06 ms │     no change │
│ QQuery 16 │           6.38 / 6.51 ±0.18 / 6.88 ms │                  6.54 / 6.68 ±0.18 / 7.05 ms │     no change │
│ QQuery 17 │        80.41 / 81.16 ±0.76 / 82.61 ms │               80.42 / 80.68 ±0.25 / 81.14 ms │     no change │
│ QQuery 18 │     106.80 / 108.02 ±1.10 / 109.94 ms │            106.52 / 107.72 ±1.24 / 110.07 ms │     no change │
│ QQuery 19 │        41.94 / 42.36 ±0.50 / 43.32 ms │               41.40 / 42.42 ±0.93 / 44.11 ms │     no change │
│ QQuery 20 │        31.82 / 32.25 ±0.27 / 32.61 ms │               31.75 / 32.14 ±0.23 / 32.37 ms │     no change │
│ QQuery 21 │        17.45 / 17.68 ±0.17 / 17.88 ms │               17.44 / 17.62 ±0.16 / 17.89 ms │     no change │
│ QQuery 22 │        73.41 / 74.30 ±0.56 / 74.88 ms │               72.48 / 73.75 ±0.84 / 74.74 ms │     no change │
│ QQuery 23 │     315.80 / 319.09 ±2.89 / 323.93 ms │            308.55 / 313.12 ±2.49 / 315.40 ms │     no change │
│ QQuery 24 │     200.81 / 205.82 ±2.89 / 209.33 ms │            198.47 / 199.83 ±1.42 / 202.34 ms │     no change │
│ QQuery 25 │     108.54 / 110.95 ±1.89 / 113.88 ms │            108.26 / 109.18 ±1.43 / 112.02 ms │     no change │
│ QQuery 26 │        47.61 / 48.71 ±1.02 / 50.53 ms │               47.24 / 47.85 ±0.93 / 49.69 ms │     no change │
│ QQuery 27 │           6.62 / 6.73 ±0.08 / 6.85 ms │                  6.39 / 6.52 ±0.13 / 6.75 ms │     no change │
│ QQuery 28 │        57.61 / 60.57 ±2.28 / 63.00 ms │               56.37 / 60.70 ±2.18 / 62.18 ms │     no change │
│ QQuery 29 │      96.85 / 100.90 ±3.74 / 107.78 ms │               95.50 / 97.60 ±1.50 / 99.69 ms │     no change │
│ QQuery 30 │        38.03 / 39.27 ±1.41 / 41.93 ms │               36.71 / 38.01 ±1.50 / 40.91 ms │     no change │
│ QQuery 31 │     115.49 / 117.32 ±2.92 / 123.12 ms │            113.19 / 114.63 ±2.04 / 118.57 ms │     no change │
│ QQuery 32 │        20.88 / 21.29 ±0.32 / 21.81 ms │               20.52 / 20.62 ±0.12 / 20.82 ms │     no change │
│ QQuery 33 │        39.33 / 40.50 ±1.28 / 42.88 ms │               38.37 / 38.71 ±0.22 / 38.93 ms │     no change │
│ QQuery 34 │        10.01 / 10.14 ±0.13 / 10.38 ms │                9.95 / 10.06 ±0.07 / 10.15 ms │     no change │
│ QQuery 35 │        73.59 / 74.31 ±0.63 / 75.28 ms │               72.88 / 73.81 ±0.70 / 75.02 ms │     no change │
│ QQuery 36 │           6.36 / 6.51 ±0.13 / 6.73 ms │                  6.21 / 6.29 ±0.11 / 6.50 ms │     no change │
│ QQuery 37 │           7.85 / 8.02 ±0.14 / 8.28 ms │                  7.68 / 7.78 ±0.10 / 7.95 ms │     no change │
│ QQuery 38 │        66.43 / 66.90 ±0.51 / 67.83 ms │               65.06 / 65.64 ±0.34 / 66.06 ms │     no change │
│ QQuery 39 │        74.03 / 75.81 ±1.23 / 77.76 ms │               72.81 / 74.00 ±1.02 / 75.41 ms │     no change │
│ QQuery 40 │        24.02 / 24.20 ±0.29 / 24.77 ms │               23.41 / 24.11 ±0.51 / 24.87 ms │     no change │
│ QQuery 41 │        14.30 / 14.60 ±0.34 / 15.26 ms │               14.29 / 14.41 ±0.08 / 14.50 ms │     no change │
│ QQuery 42 │        24.46 / 24.60 ±0.14 / 24.86 ms │               24.17 / 24.55 ±0.52 / 25.54 ms │     no change │
│ QQuery 43 │           5.39 / 5.64 ±0.16 / 5.89 ms │                  5.37 / 5.49 ±0.14 / 5.75 ms │     no change │
│ QQuery 44 │           8.98 / 9.06 ±0.06 / 9.16 ms │                  9.10 / 9.17 ±0.09 / 9.34 ms │     no change │
│ QQuery 45 │        36.19 / 37.62 ±1.71 / 40.81 ms │               35.83 / 37.10 ±1.49 / 40.01 ms │     no change │
│ QQuery 46 │        11.89 / 12.10 ±0.11 / 12.24 ms │               11.54 / 11.72 ±0.12 / 11.86 ms │     no change │
│ QQuery 47 │     210.99 / 213.74 ±2.03 / 216.10 ms │            209.44 / 211.18 ±1.68 / 214.07 ms │     no change │
│ QQuery 48 │        93.23 / 94.33 ±1.12 / 96.19 ms │               92.05 / 93.33 ±1.94 / 97.18 ms │     no change │
│ QQuery 49 │        71.83 / 74.78 ±4.56 / 83.83 ms │               70.36 / 71.41 ±0.65 / 72.28 ms │     no change │
│ QQuery 50 │        59.09 / 61.48 ±2.66 / 66.67 ms │               58.11 / 58.35 ±0.24 / 58.79 ms │ +1.05x faster │
│ QQuery 51 │        92.63 / 94.95 ±2.14 / 97.87 ms │               90.31 / 93.34 ±2.54 / 97.30 ms │     no change │
│ QQuery 52 │        24.67 / 24.83 ±0.18 / 25.05 ms │               24.30 / 24.49 ±0.13 / 24.66 ms │     no change │
│ QQuery 53 │        29.59 / 32.06 ±3.51 / 38.98 ms │               29.19 / 31.22 ±3.67 / 38.55 ms │     no change │
│ QQuery 54 │        53.83 / 54.73 ±1.12 / 56.94 ms │               53.38 / 54.01 ±0.44 / 54.71 ms │     no change │
│ QQuery 55 │        23.86 / 24.30 ±0.67 / 25.62 ms │               23.62 / 23.91 ±0.22 / 24.24 ms │     no change │
│ QQuery 56 │        39.28 / 39.86 ±0.40 / 40.40 ms │               39.16 / 39.95 ±0.74 / 41.20 ms │     no change │
│ QQuery 57 │     153.83 / 156.63 ±2.73 / 161.78 ms │            153.96 / 156.10 ±1.77 / 158.28 ms │     no change │
│ QQuery 58 │     103.46 / 105.60 ±2.01 / 109.24 ms │            103.97 / 104.71 ±0.61 / 105.46 ms │     no change │
│ QQuery 59 │     108.37 / 108.95 ±0.81 / 110.56 ms │            107.39 / 108.29 ±0.91 / 110.04 ms │     no change │
│ QQuery 60 │        42.95 / 44.17 ±0.80 / 45.18 ms │               43.52 / 44.20 ±0.43 / 44.69 ms │     no change │
│ QQuery 61 │           9.89 / 9.93 ±0.03 / 9.98 ms │                 9.86 / 9.97 ±0.12 / 10.19 ms │     no change │
│ QQuery 62 │        38.57 / 39.57 ±1.79 / 43.14 ms │               38.77 / 39.33 ±0.78 / 40.86 ms │     no change │
│ QQuery 63 │        29.38 / 29.86 ±0.27 / 30.14 ms │               29.59 / 30.95 ±2.14 / 35.22 ms │     no change │
│ QQuery 64 │     371.42 / 376.34 ±3.20 / 380.08 ms │            370.88 / 373.92 ±4.63 / 383.13 ms │     no change │
│ QQuery 65 │     135.28 / 136.01 ±0.82 / 137.46 ms │            133.12 / 138.10 ±4.29 / 143.81 ms │     no change │
│ QQuery 66 │        74.12 / 76.71 ±3.82 / 84.31 ms │               75.75 / 75.89 ±0.10 / 76.04 ms │     no change │
│ QQuery 67 │     237.33 / 241.32 ±3.15 / 246.17 ms │            236.97 / 243.22 ±3.43 / 246.50 ms │     no change │
│ QQuery 68 │        11.88 / 12.09 ±0.11 / 12.20 ms │               11.80 / 11.95 ±0.16 / 12.24 ms │     no change │
│ QQuery 69 │        56.99 / 57.48 ±0.41 / 58.05 ms │               57.21 / 58.33 ±1.15 / 60.53 ms │     no change │
│ QQuery 70 │      99.05 / 102.62 ±5.99 / 114.55 ms │             98.73 / 100.82 ±3.43 / 107.67 ms │     no change │
│ QQuery 71 │        35.64 / 36.65 ±1.32 / 39.16 ms │               35.13 / 35.75 ±0.51 / 36.44 ms │     no change │
│ QQuery 72 │ 1655.38 / 1721.33 ±39.11 / 1761.70 ms │        1566.36 / 1657.20 ±66.56 / 1751.38 ms │     no change │
│ QQuery 73 │         9.62 / 10.63 ±1.53 / 13.68 ms │                 9.61 / 9.97 ±0.31 / 10.40 ms │ +1.07x faster │
│ QQuery 74 │     256.75 / 263.42 ±4.45 / 269.04 ms │            253.43 / 259.77 ±5.35 / 267.39 ms │     no change │
│ QQuery 75 │     140.36 / 142.71 ±3.43 / 149.26 ms │            139.23 / 140.93 ±1.10 / 141.87 ms │     no change │
│ QQuery 76 │        34.58 / 35.04 ±0.49 / 35.85 ms │               34.57 / 34.76 ±0.15 / 34.97 ms │     no change │
│ QQuery 77 │        60.20 / 60.92 ±0.50 / 61.53 ms │               60.14 / 62.54 ±3.53 / 69.50 ms │     no change │
│ QQuery 78 │     162.23 / 171.74 ±9.44 / 188.78 ms │            162.86 / 166.76 ±3.62 / 172.97 ms │     no change │
│ QQuery 79 │        67.77 / 68.14 ±0.29 / 68.46 ms │               67.94 / 69.21 ±1.58 / 72.32 ms │     no change │
│ QQuery 80 │       95.89 / 98.97 ±3.96 / 106.78 ms │               95.22 / 96.82 ±0.96 / 98.06 ms │     no change │
│ QQuery 81 │        29.11 / 29.71 ±0.58 / 30.70 ms │               28.98 / 29.14 ±0.14 / 29.36 ms │     no change │
│ QQuery 82 │        17.58 / 17.76 ±0.17 / 18.08 ms │               17.41 / 17.57 ±0.10 / 17.71 ms │     no change │
│ QQuery 83 │        32.78 / 33.13 ±0.38 / 33.81 ms │               32.83 / 34.78 ±3.37 / 41.51 ms │     no change │
│ QQuery 84 │        31.10 / 31.21 ±0.10 / 31.40 ms │               31.60 / 31.87 ±0.26 / 32.20 ms │     no change │
│ QQuery 85 │      99.52 / 103.56 ±5.19 / 113.50 ms │             99.63 / 101.46 ±1.43 / 104.04 ms │     no change │
│ QQuery 86 │        25.40 / 26.29 ±0.97 / 28.13 ms │               24.99 / 25.40 ±0.23 / 25.68 ms │     no change │
│ QQuery 87 │        66.18 / 66.76 ±0.41 / 67.47 ms │               65.23 / 67.31 ±1.69 / 70.39 ms │     no change │
│ QQuery 88 │        59.38 / 61.15 ±2.68 / 66.48 ms │               59.46 / 60.61 ±1.40 / 63.31 ms │     no change │
│ QQuery 89 │        36.19 / 36.66 ±0.46 / 37.43 ms │               35.61 / 36.09 ±0.38 / 36.72 ms │     no change │
│ QQuery 90 │        16.65 / 16.77 ±0.11 / 16.94 ms │               16.40 / 16.63 ±0.16 / 16.87 ms │     no change │
│ QQuery 91 │        41.33 / 41.61 ±0.42 / 42.44 ms │               40.74 / 41.95 ±1.91 / 45.74 ms │     no change │
│ QQuery 92 │        29.36 / 29.68 ±0.26 / 30.05 ms │               29.57 / 30.28 ±0.61 / 31.16 ms │     no change │
│ QQuery 93 │        49.47 / 50.11 ±0.55 / 50.98 ms │               48.38 / 50.42 ±1.17 / 51.61 ms │     no change │
│ QQuery 94 │        38.85 / 39.74 ±1.34 / 42.40 ms │               38.43 / 38.86 ±0.35 / 39.46 ms │     no change │
│ QQuery 95 │        81.07 / 82.15 ±0.74 / 83.36 ms │               79.96 / 80.91 ±0.57 / 81.54 ms │     no change │
│ QQuery 96 │        24.00 / 24.15 ±0.11 / 24.27 ms │               24.01 / 24.80 ±1.25 / 27.29 ms │     no change │
│ QQuery 97 │        50.56 / 51.32 ±0.68 / 52.46 ms │               50.50 / 51.98 ±1.18 / 53.35 ms │     no change │
│ QQuery 98 │        38.51 / 39.07 ±0.54 / 39.96 ms │               38.23 / 38.73 ±0.38 / 39.39 ms │     no change │
│ QQuery 99 │        57.22 / 58.37 ±1.20 / 60.57 ms │               56.64 / 57.36 ±0.60 / 58.12 ms │     no change │
└───────────┴───────────────────────────────────────┴──────────────────────────────────────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┓
┃ Benchmark Summary                                           ┃           ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━┩
│ Total Time (HEAD)                                           │ 9854.49ms │
│ Total Time (rich-T-kid_repartition-dictionary-hash-cache)   │ 9729.21ms │
│ Average Time (HEAD)                                         │   99.54ms │
│ Average Time (rich-T-kid_repartition-dictionary-hash-cache) │   98.27ms │
│ Queries Faster                                              │         2 │
│ Queries Slower                                              │         0 │
│ Queries with No Change                                      │        97 │
│ Queries with Failure                                        │         0 │
└─────────────────────────────────────────────────────────────┴───────────┘

Memory Pool Peaks

Peak MemoryPool reservation per query — what DataFusion's accounting believes it reserved. Recorded only for benchmarks that write a results JSON (the dfbench suites, and the suites bench.sh runs through the Criterion SQL harness since #25644), and only under a memory limit: DATAFUSION_RUNTIME_MEMORY_LIMIT, or one the suite sets itself.

Base: 9f6f79f717429e45575fcae6223bdc31671d3890 | Changed: d648959fac2d32cb1daf4b0f9f4b51ff461f0829

tpcds — tpcds_sf1

Query Base Changed Change
Query 1 137.4 KiB 150.3 KiB +9.3%
Query 2 71.9 MiB 92.9 MiB +29.2%
Query 3 1.9 MiB 1.8 MiB -4.4%
Query 4 79.7 MiB 79.7 MiB -0.0%
Query 5 13.0 MiB 13.0 MiB -0.0%
Query 6 4.4 MiB 4.7 MiB +6.5%
Query 7 3.7 MiB 3.7 MiB +0.3%
Query 8 2.3 MiB 2.0 MiB -12.2%
Query 9 32.1 KiB 32.1 KiB +0.0%
Query 10 2.0 MiB 2.0 MiB +0.0%
Query 11 62.0 MiB 62.0 MiB -0.0%
Query 12 114.4 MiB 114.4 MiB -0.0%
Query 13 13.0 MiB 13.7 MiB +5.1%
Query 14 170.9 MiB 171.9 MiB +0.6%
Query 15 4.2 MiB 4.2 MiB +0.4%
Query 16 118.6 KiB 431.4 KiB +263.8%
Query 17 41.5 MiB 41.5 MiB +0.0%
Query 18 21.3 MiB 21.2 MiB -0.1%
Query 19 2.1 MiB 2.1 MiB +0.0%
Query 20 114.6 MiB 114.6 MiB +0.0%
Query 21 3.3 MiB 3.7 MiB +11.5%
Query 22 61.8 MiB 61.8 MiB +0.0%
Query 23 213.3 MiB 211.7 MiB -0.8%
Query 24 38.7 MiB 38.7 MiB +0.0%
Query 25 99.9 MiB 99.9 MiB +0.0%
Query 26 3.7 MiB 3.8 MiB +2.9%
Query 27 1.7 MiB 1.6 MiB -7.4%
Query 28 1.3 MiB 1.3 MiB +0.0%
Query 29 104.7 MiB 104.7 MiB +0.0%
Query 30 3.9 MiB 3.8 MiB -2.0%
Query 31 13.4 MiB 13.4 MiB +0.0%
Query 32 2.7 MiB 2.7 MiB -0.1%
Query 33 4.2 MiB 4.4 MiB +3.0%
Query 34 6.0 MiB 6.0 MiB +0.0%
Query 35 17.5 MiB 17.5 MiB +0.0%
Query 36 10.3 MiB 10.3 MiB +0.0%
Query 37 3.3 MiB 3.3 MiB +0.0%
Query 38 10.9 MiB 10.4 MiB -4.2%
Query 39 42.0 MiB 42.9 MiB +2.1%
Query 40 12.2 MiB 12.2 MiB +0.0%
Query 41 2.1 MiB 2.1 MiB +0.0%
Query 42 1.3 MiB 1.5 MiB +16.5%
Query 43 257.8 KiB 275.0 KiB +6.7%
Query 44 233.2 KiB 233.2 KiB +0.0%
Query 45 4.5 MiB 4.5 MiB +0.0%
Query 46 6.2 MiB 6.2 MiB +0.0%
Query 47 128.5 MiB 138.2 MiB +7.6%
Query 48 11.8 MiB 11.8 MiB +0.0%
Query 49 52.0 MiB 42.8 MiB -17.7%
Query 50 17.6 MiB 17.3 MiB -1.9%
Query 51 177.9 MiB 177.7 MiB -0.1%
Query 52 1.5 MiB 1.3 MiB -14.9%
Query 53 20.4 MiB 20.6 MiB +0.8%
Query 54 2.2 MiB 2.1 MiB -4.2%
Query 55 1.5 MiB 1.7 MiB +15.4%
Query 56 3.2 MiB 3.0 MiB -5.9%
Query 57 120.8 MiB 120.8 MiB +0.0%
Query 58 4.2 MiB 4.2 MiB +0.0%
Query 59 11.7 MiB 11.7 MiB +0.0%
Query 60 7.2 MiB 7.2 MiB +0.0%
Query 61 2.5 KiB 2.4 KiB -3.2%
Query 62 3.3 MiB 3.3 MiB -0.0%
Query 63 30.6 MiB 30.6 MiB +0.0%
Query 64 83.8 MiB 85.6 MiB +2.1%
Query 65 29.7 MiB 29.7 MiB +0.0%
Query 66 14.9 MiB 14.9 MiB -0.0%
Query 67 138.7 MiB 145.4 MiB +4.8%
Query 68 6.2 MiB 6.2 MiB +0.0%
Query 69 3.6 MiB 3.6 MiB -0.7%
Query 70 44.0 MiB 44.0 MiB -0.0%
Query 71 40.4 MiB 40.4 MiB -0.0%
Query 72 97.2 MiB 97.2 MiB +0.0%
Query 73 6.0 MiB 6.0 MiB +0.0%
Query 74 34.6 MiB 34.6 MiB -0.0%
Query 75 20.7 MiB 20.8 MiB +0.3%
Query 76 7.9 MiB 7.9 MiB +0.0%
Query 77 4.1 MiB 4.1 MiB -0.0%
Query 78 111.1 MiB 109.9 MiB -1.1%
Query 79 8.7 MiB 8.7 MiB -0.0%
Query 80 41.7 MiB 41.6 MiB -0.3%
Query 81 4.1 MiB 4.1 MiB -0.0%
Query 82 4.9 MiB 4.9 MiB +0.0%
Query 83 9.0 MiB 9.0 MiB +0.0%
Query 84 11.9 MiB 11.9 MiB +0.0%
Query 85 17.0 MiB 17.0 MiB +0.0%
Query 86 82.1 MiB 82.1 MiB +0.0%
Query 87 12.9 MiB 12.9 MiB +0.0%
Query 88 1.7 MiB 1.6 MiB -10.0%
Query 89 112.2 MiB 112.2 MiB +0.0%
Query 90 356.5 KiB 348.6 KiB -2.2%
Query 91 21.2 MiB 31.0 MiB +46.5%
Query 92 2.5 MiB 2.7 MiB +8.9%
Query 93 15.6 MiB 15.1 MiB -3.2%
Query 94 3.7 MiB 3.4 MiB -7.6%
Query 95 17.8 MiB 17.4 MiB -2.2%
Query 96 224.7 KiB 224.7 KiB +0.0%
Query 97 33.1 MiB 33.1 MiB +0.0%
Query 98 114.7 MiB 114.7 MiB -0.0%
Query 99 1.6 MiB 1.4 MiB -12.8%

Pool accounting vs. process RSS

Max pool peak is the largest reservation any single query in the run reached; peak RSS covers the whole invocation, including data loading and allocator retention, and the two high-water marks need not coincide in time. The gap is therefore an upper bound on what the pool did not account for, not a measurement of it.

Benchmark Side Max pool peak Peak RSS Gap RSS / pool
tpcds base (9f6f79f717429e45575fcae6223bdc31671d3890) 213.3 MiB 1.8 GiB 1.6 GiB 8.8×
tpcds changed (d648959fac2d32cb1daf4b0f9f4b51ff461f0829) 211.7 MiB 1.8 GiB 1.6 GiB 8.6×
Resource Usage

tpcds — base (merge-base)

Metric Value
Wall time 50.0s
Peak memory 1.8 GiB
Avg memory 1.3 GiB
CPU user 196.0s
CPU sys 5.7s
Peak spill 0 B

tpcds — branch

Metric Value
Wall time 50.0s
Peak memory 1.8 GiB
Avg memory 1.3 GiB
CPU user 197.1s
CPU sys 5.8s
Peak spill 0 B

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🤖 Benchmark completed (GKE) | trigger

Instance: c4a-highmem-16 (12 vCPU / 65 GiB)

Comparing d648959 (d648959) to 9f6f79f diff

Run configuration
run benchmark clickbench_partitioned
env:
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
  ref: "9f6f79f717429e45575fcae6223bdc31671d3890"
changed:
  ref: "d648959fac2d32cb1daf4b0f9f4b51ff461f0829"
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

Comparing HEAD and rich-T-kid_repartition-dictionary-hash-cache
--------------------
Benchmark clickbench_partitioned.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query     ┃        HEAD ┃ rich-T-kid_repartition-dictionary-hash-cache ┃        Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 0  │     1.20 ms │                                      1.12 ms │ +1.07x faster │
│ QQuery 1  │    11.37 ms │                                     10.95 ms │     no change │
│ QQuery 2  │    36.51 ms │                                     35.45 ms │     no change │
│ QQuery 3  │    32.12 ms │                                     30.87 ms │     no change │
│ QQuery 4  │   244.12 ms │                                    233.93 ms │     no change │
│ QQuery 5  │  1475.64 ms │                                   1066.64 ms │ +1.38x faster │
│ QQuery 6  │     1.22 ms │                                      1.19 ms │     no change │
│ QQuery 7  │    12.38 ms │                                     11.99 ms │     no change │
│ QQuery 8  │   343.56 ms │                                    338.35 ms │     no change │
│ QQuery 9  │   501.03 ms │                                    482.68 ms │     no change │
│ QQuery 10 │   198.44 ms │                                    198.29 ms │     no change │
│ QQuery 11 │   209.68 ms │                                    208.95 ms │     no change │
│ QQuery 12 │  1485.98 ms │                                   1082.17 ms │ +1.37x faster │
│ QQuery 13 │  2157.12 ms │                                   1530.82 ms │ +1.41x faster │
│ QQuery 14 │  1642.37 ms │                                   1193.89 ms │ +1.38x faster │
│ QQuery 15 │   296.09 ms │                                    295.09 ms │     no change │
│ QQuery 16 │  3546.70 ms │                                   2187.07 ms │ +1.62x faster │
│ QQuery 17 │  3605.58 ms │                                   2260.68 ms │ +1.59x faster │
│ QQuery 18 │  6939.61 ms │                                   3655.39 ms │ +1.90x faster │
│ QQuery 19 │    26.85 ms │                                     26.82 ms │     no change │
│ QQuery 20 │  1039.94 ms │                                   1050.65 ms │     no change │
│ QQuery 21 │  1363.19 ms │                                   1362.01 ms │     no change │
│ QQuery 22 │  3228.72 ms │                                   3220.02 ms │     no change │
│ QQuery 23 │  9195.69 ms │                                   9262.92 ms │     no change │
│ QQuery 24 │    95.18 ms │                                     94.53 ms │     no change │
│ QQuery 25 │   350.78 ms │                                    349.63 ms │     no change │
│ QQuery 26 │    96.63 ms │                                     97.09 ms │     no change │
│ QQuery 27 │  1129.05 ms │                                   1133.17 ms │     no change │
│ QQuery 28 │  2786.42 ms │                                   2587.75 ms │ +1.08x faster │
│ QQuery 29 │    38.91 ms │                                     39.01 ms │     no change │
│ QQuery 30 │   545.40 ms │                                    546.73 ms │     no change │
│ QQuery 31 │   527.38 ms │                                    539.49 ms │     no change │
│ QQuery 32 │  1019.61 ms │                                   1065.35 ms │     no change │
│ QQuery 33 │ 13993.66 ms │                                   7247.21 ms │ +1.93x faster │
│ QQuery 34 │ 13477.90 ms │                                   7334.34 ms │ +1.84x faster │
│ QQuery 35 │   296.04 ms │                                    299.18 ms │     no change │
│ QQuery 36 │   177.15 ms │                                    135.39 ms │ +1.31x faster │
│ QQuery 37 │    96.28 ms │                                     96.63 ms │     no change │
│ QQuery 38 │    80.54 ms │                                     79.03 ms │     no change │
│ QQuery 39 │   402.41 ms │                                    294.61 ms │ +1.37x faster │
│ QQuery 40 │    14.39 ms │                                     13.94 ms │     no change │
│ QQuery 41 │    13.25 ms │                                     13.50 ms │     no change │
│ QQuery 42 │    12.73 ms │                                     12.95 ms │     no change │
└───────────┴─────────────┴──────────────────────────────────────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ Benchmark Summary                                           ┃            ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ Total Time (HEAD)                                           │ 72748.79ms │
│ Total Time (rich-T-kid_repartition-dictionary-hash-cache)   │ 51727.47ms │
│ Average Time (HEAD)                                         │  1691.83ms │
│ Average Time (rich-T-kid_repartition-dictionary-hash-cache) │  1202.96ms │
│ Queries Faster                                              │         13 │
│ Queries Slower                                              │          0 │
│ Queries with No Change                                      │         30 │
│ Queries with Failure                                        │          0 │
└─────────────────────────────────────────────────────────────┴────────────┘

Distribution per query (min / mean ±stddev / max):

Comparing HEAD and rich-T-kid_repartition-dictionary-hash-cache
--------------------
Benchmark clickbench_partitioned.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query     ┃                                      HEAD ┃ rich-T-kid_repartition-dictionary-hash-cache ┃        Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 0  │              1.20 / 4.40 ±6.25 / 16.90 ms │                 1.12 / 4.20 ±6.04 / 16.28 ms │     no change │
│ QQuery 1  │            11.37 / 11.49 ±0.08 / 11.63 ms │               10.95 / 11.13 ±0.12 / 11.29 ms │     no change │
│ QQuery 2  │            36.51 / 36.86 ±0.40 / 37.38 ms │               35.45 / 35.78 ±0.22 / 36.07 ms │     no change │
│ QQuery 3  │            32.12 / 32.70 ±0.61 / 33.75 ms │               30.87 / 31.29 ±0.38 / 31.83 ms │     no change │
│ QQuery 4  │         244.12 / 247.67 ±3.00 / 253.08 ms │            233.93 / 239.31 ±3.82 / 245.43 ms │     no change │
│ QQuery 5  │     1475.64 / 1549.04 ±83.37 / 1710.48 ms │        1066.64 / 1103.48 ±20.07 / 1126.43 ms │ +1.40x faster │
│ QQuery 6  │               1.22 / 1.36 ±0.23 / 1.81 ms │                 1.19 / 5.52 ±8.23 / 21.97 ms │  4.05x slower │
│ QQuery 7  │            12.38 / 17.39 ±9.59 / 36.56 ms │               11.99 / 12.33 ±0.24 / 12.71 ms │ +1.41x faster │
│ QQuery 8  │         343.56 / 347.84 ±2.86 / 352.04 ms │            338.35 / 341.00 ±3.63 / 348.10 ms │     no change │
│ QQuery 9  │        501.03 / 516.22 ±12.12 / 535.98 ms │            482.68 / 494.36 ±7.44 / 504.81 ms │     no change │
│ QQuery 10 │         198.44 / 201.48 ±3.37 / 207.96 ms │           198.29 / 204.25 ±10.02 / 224.20 ms │     no change │
│ QQuery 11 │         209.68 / 211.03 ±0.74 / 211.73 ms │            208.95 / 210.39 ±1.02 / 211.52 ms │     no change │
│ QQuery 12 │     1485.98 / 1558.47 ±59.54 / 1644.12 ms │        1082.17 / 1142.46 ±36.69 / 1197.21 ms │ +1.36x faster │
│ QQuery 13 │    2157.12 / 2626.21 ±292.40 / 3034.44 ms │        1530.82 / 1615.25 ±43.58 / 1651.15 ms │ +1.63x faster │
│ QQuery 14 │     1642.37 / 1690.66 ±29.78 / 1724.58 ms │        1193.89 / 1223.37 ±21.08 / 1256.58 ms │ +1.38x faster │
│ QQuery 15 │        296.09 / 312.22 ±15.94 / 340.27 ms │           295.09 / 311.87 ±13.15 / 333.54 ms │     no change │
│ QQuery 16 │     3546.70 / 3654.32 ±81.42 / 3752.49 ms │        2187.07 / 2246.98 ±45.12 / 2305.57 ms │ +1.63x faster │
│ QQuery 17 │     3605.58 / 3756.56 ±96.37 / 3870.76 ms │        2260.68 / 2359.04 ±60.01 / 2435.76 ms │ +1.59x faster │
│ QQuery 18 │    6939.61 / 7135.94 ±134.32 / 7281.66 ms │        3655.39 / 3788.71 ±85.53 / 3893.38 ms │ +1.88x faster │
│ QQuery 19 │            26.85 / 27.38 ±0.41 / 28.09 ms │               26.82 / 27.08 ±0.20 / 27.44 ms │     no change │
│ QQuery 20 │      1039.94 / 1057.46 ±9.21 / 1065.64 ms │        1050.65 / 1076.87 ±17.08 / 1096.63 ms │     no change │
│ QQuery 21 │      1363.19 / 1378.92 ±9.60 / 1390.04 ms │         1362.01 / 1368.09 ±6.85 / 1380.14 ms │     no change │
│ QQuery 22 │     3228.72 / 3275.73 ±38.52 / 3342.78 ms │        3220.02 / 3280.72 ±67.47 / 3411.19 ms │     no change │
│ QQuery 23 │    9195.69 / 9443.03 ±133.32 / 9600.97 ms │        9262.92 / 9356.67 ±56.89 / 9421.03 ms │     no change │
│ QQuery 24 │            95.18 / 96.55 ±1.08 / 98.44 ms │            94.53 / 112.73 ±20.68 / 141.91 ms │  1.17x slower │
│ QQuery 25 │         350.78 / 354.10 ±3.48 / 360.70 ms │            349.63 / 351.58 ±2.52 / 356.43 ms │     no change │
│ QQuery 26 │           96.63 / 98.04 ±1.25 / 100.36 ms │              97.09 / 98.90 ±1.67 / 101.50 ms │     no change │
│ QQuery 27 │     1129.05 / 1145.24 ±15.94 / 1175.38 ms │        1133.17 / 1155.59 ±15.58 / 1178.37 ms │     no change │
│ QQuery 28 │     2786.42 / 2822.04 ±50.73 / 2920.44 ms │        2587.75 / 2600.75 ±15.34 / 2627.55 ms │ +1.09x faster │
│ QQuery 29 │           38.91 / 48.89 ±10.06 / 66.17 ms │               39.01 / 46.49 ±9.13 / 60.12 ms │     no change │
│ QQuery 30 │         545.40 / 551.58 ±6.17 / 562.22 ms │            546.73 / 553.51 ±6.13 / 563.71 ms │     no change │
│ QQuery 31 │        527.38 / 543.46 ±10.17 / 558.33 ms │           539.49 / 559.17 ±12.69 / 574.24 ms │     no change │
│ QQuery 32 │     1019.61 / 1035.34 ±10.80 / 1049.93 ms │        1065.35 / 1108.21 ±33.80 / 1148.07 ms │  1.07x slower │
│ QQuery 33 │ 13993.66 / 14461.17 ±429.98 / 15276.24 ms │       7247.21 / 7476.01 ±157.93 / 7651.45 ms │ +1.93x faster │
│ QQuery 34 │ 13477.90 / 13761.18 ±212.02 / 14045.28 ms │       7334.34 / 7555.56 ±181.65 / 7869.30 ms │ +1.82x faster │
│ QQuery 35 │        296.04 / 346.04 ±55.78 / 433.14 ms │           299.18 / 330.55 ±37.81 / 402.39 ms │     no change │
│ QQuery 36 │        177.15 / 192.80 ±13.36 / 217.57 ms │           135.39 / 148.75 ±10.46 / 165.80 ms │ +1.30x faster │
│ QQuery 37 │          96.28 / 100.58 ±3.84 / 105.77 ms │             96.63 / 100.85 ±5.47 / 111.21 ms │     no change │
│ QQuery 38 │            80.54 / 87.56 ±6.55 / 98.59 ms │               79.03 / 82.44 ±2.60 / 87.09 ms │ +1.06x faster │
│ QQuery 39 │        402.41 / 417.02 ±10.36 / 430.98 ms │            294.61 / 303.93 ±6.30 / 310.46 ms │ +1.37x faster │
│ QQuery 40 │            14.39 / 14.98 ±0.54 / 15.80 ms │               13.94 / 15.57 ±1.18 / 17.55 ms │     no change │
│ QQuery 41 │            13.25 / 13.67 ±0.26 / 13.90 ms │               13.50 / 13.72 ±0.16 / 13.95 ms │     no change │
│ QQuery 42 │            12.73 / 12.96 ±0.16 / 13.22 ms │               12.95 / 13.12 ±0.12 / 13.24 ms │     no change │
└───────────┴───────────────────────────────────────────┴──────────────────────────────────────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ Benchmark Summary                                           ┃            ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ Total Time (HEAD)                                           │ 75197.60ms │
│ Total Time (rich-T-kid_repartition-dictionary-hash-cache)   │ 53117.59ms │
│ Average Time (HEAD)                                         │  1748.78ms │
│ Average Time (rich-T-kid_repartition-dictionary-hash-cache) │  1235.29ms │
│ Queries Faster                                              │         14 │
│ Queries Slower                                              │          3 │
│ Queries with No Change                                      │         26 │
│ Queries with Failure                                        │          0 │
└─────────────────────────────────────────────────────────────┴────────────┘

Memory Pool Peaks

Peak MemoryPool reservation per query — what DataFusion's accounting believes it reserved. Recorded only for benchmarks that write a results JSON (the dfbench suites, and the suites bench.sh runs through the Criterion SQL harness since #25644), and only under a memory limit: DATAFUSION_RUNTIME_MEMORY_LIMIT, or one the suite sets itself.

Base: 9f6f79f717429e45575fcae6223bdc31671d3890 | Changed: d648959fac2d32cb1daf4b0f9f4b51ff461f0829

clickbench_partitioned

Query Base Changed Change
Query 0 0 B 0 B 0.0%
Query 1 104 B 104 B +0.0%
Query 2 936 B 936 B +0.0%
Query 3 312 B 312 B +0.0%
Query 4 820.2 MiB 841.6 MiB +2.6%
Query 5 1.5 GiB 1.6 GiB +11.6%
Query 6 0 B 0 B 0.0%
Query 7 50.3 MiB 50.1 MiB -0.3%
Query 8 944.0 MiB 968.8 MiB +2.6%
Query 9 678.1 MiB 593.9 MiB -12.4%
Query 10 71.8 MiB 71.7 MiB -0.2%
Query 11 77.2 MiB 77.2 MiB -0.0%
Query 12 1.6 GiB 1.9 GiB +22.5%
Query 13 1.9 GiB 1.9 GiB +2.1%
Query 14 1.9 GiB 2.0 GiB +7.9%
Query 15 1.2 GiB 1.2 GiB +1.0%
Query 16 3.4 GiB 3.6 GiB +6.0%
Query 17 3.3 GiB 3.5 GiB +7.0%
Query 18 7.4 GiB 7.7 GiB +3.7%
Query 19 0 B 0 B 0.0%
Query 20 104 B 104 B +0.0%
Query 21 1.3 MiB 1.5 MiB +16.6%
Query 22 2.4 MiB 2.4 MiB -0.4%
Query 23 12.6 MiB 12.3 MiB -2.3%
Query 24 6.9 MiB 6.0 MiB -13.4%
Query 25 8.1 MiB 8.1 MiB +0.0%
Query 26 7.8 MiB 7.1 MiB -9.8%
Query 27 2.5 MiB 2.5 MiB +0.0%
Query 28 2.0 GiB 2.0 GiB -1.3%
Query 29 624 B 624 B +0.0%
Query 30 674.8 MiB 681.9 MiB +1.1%
Query 31 1.5 GiB 1.5 GiB -1.5%
Query 32 7.1 GiB 7.1 GiB -0.2%
Query 33 12.7 GiB 15.9 GiB +25.0%
Query 34 12.7 GiB 12.7 GiB -0.1%
Query 35 675.8 MiB 668.7 MiB -1.1%
Query 36 474.1 MiB 474.1 MiB +0.0%
Query 37 8.1 MiB 8.1 MiB +0.1%
Query 38 5.3 MiB 5.3 MiB +0.0%
Query 39 450.8 MiB 844.2 MiB +87.3%
Query 40 2.6 MiB 2.3 MiB -8.9%
Query 41 3.1 MiB 3.1 MiB +0.1%
Query 42 1.8 MiB 1.7 MiB -6.1%

Pool accounting vs. process RSS

Max pool peak is the largest reservation any single query in the run reached; peak RSS covers the whole invocation, including data loading and allocator retention, and the two high-water marks need not coincide in time. The gap is therefore an upper bound on what the pool did not account for, not a measurement of it.

Benchmark Side Max pool peak Peak RSS Gap RSS / pool
clickbench_partitioned base (9f6f79f717429e45575fcae6223bdc31671d3890) 12.7 GiB 13.6 GiB 952.5 MiB 1.1×
clickbench_partitioned changed (d648959fac2d32cb1daf4b0f9f4b51ff461f0829) 15.9 GiB 15.5 GiB −413.9 MiB 1.0×
Resource Usage

clickbench_partitioned — base (merge-base)

Metric Value
Wall time 380.1s
Peak memory 13.6 GiB
Avg memory 6.1 GiB
CPU user 3319.8s
CPU sys 195.6s
Peak spill 0 B

clickbench_partitioned — branch

Metric Value
Wall time 270.1s
Peak memory 15.5 GiB
Avg memory 6.2 GiB
CPU user 2114.4s
CPU sys 171.1s
Peak spill 0 B

File an issue against this benchmark runner

@Rich-T-kid
Rich-T-kid force-pushed the rich-T-kid/repartition-dictionary-hash-cache branch from d648959 to 887fb88 Compare October 28, 2026 04:40
@Rich-T-kid

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run benchmark tpch tpcds clickbench_partitioned
env:
DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
ref: "12840651e7e6736f6eb055b3206622397308891b"
changed:
ref: "887fb88c3cce6152dc2399f608458b7bffad1965"

Reuse dictionary value hashes while the values Arc is unchanged so operators do not rehash the same dictionary for every batch.
@adriangbot

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🤖 Benchmark running (GKE) | trigger
Instance: c4a-highmem-16 (12 vCPU / 65 GiB) | Linux bench-c6460838851-4002-hlhnf 6.12.105+ #1 SMP Sat Sep 19 07:55:25 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 887fb88 (887fb88) to 1284065 diff

Run configuration
run benchmark tpch
env:
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
  ref: "12840651e7e6736f6eb055b3206622397308891b"
changed:
  ref: "887fb88c3cce6152dc2399f608458b7bffad1965"

Results will be posted here when complete


File an issue against this benchmark runner

@adriangbot

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🤖 Benchmark running (GKE) | trigger
Instance: c4a-highmem-16 (12 vCPU / 65 GiB) | Linux bench-c6460838851-4003-wqqr8 6.12.105+ #1 SMP Sat Sep 19 07:55:25 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 887fb88 (887fb88) to 1284065 diff

Run configuration
run benchmark tpcds
env:
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
  ref: "12840651e7e6736f6eb055b3206622397308891b"
changed:
  ref: "887fb88c3cce6152dc2399f608458b7bffad1965"

Results will be posted here when complete


File an issue against this benchmark runner

@adriangbot

Copy link
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🤖 Benchmark running (GKE) | trigger
Instance: c4a-highmem-16 (12 vCPU / 65 GiB) | Linux bench-c6460838851-4004-jgw7f 6.12.105+ #1 SMP Sat Sep 19 07:55:25 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 887fb88 (887fb88) to 1284065 diff

Run configuration
run benchmark clickbench_partitioned
env:
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
  ref: "12840651e7e6736f6eb055b3206622397308891b"
changed:
  ref: "887fb88c3cce6152dc2399f608458b7bffad1965"

Results will be posted here when complete


File an issue against this benchmark runner

@Rich-T-kid
Rich-T-kid force-pushed the rich-T-kid/repartition-dictionary-hash-cache branch from 887fb88 to ffec3be Compare October 28, 2026 04:52
@adriangbot

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🤖 Benchmark completed (GKE) | trigger

Instance: c4a-highmem-16 (12 vCPU / 65 GiB)

Comparing 887fb88 (887fb88) to 1284065 diff

Run configuration
run benchmark tpch
env:
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
  ref: "12840651e7e6736f6eb055b3206622397308891b"
changed:
  ref: "887fb88c3cce6152dc2399f608458b7bffad1965"
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

Comparing HEAD and rich-T-kid_repartition-dictionary-hash-cache
--------------------
Benchmark tpch_sf1.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┓
┃ Query     ┃      HEAD ┃ rich-T-kid_repartition-dictionary-hash-cache ┃       Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│ QQuery 1  │  40.64 ms │                                     41.24 ms │    no change │
│ QQuery 2  │  18.62 ms │                                     19.15 ms │    no change │
│ QQuery 3  │  28.57 ms │                                     28.76 ms │    no change │
│ QQuery 4  │  17.67 ms │                                     17.38 ms │    no change │
│ QQuery 5  │  35.79 ms │                                     34.70 ms │    no change │
│ QQuery 6  │  13.78 ms │                                     14.03 ms │    no change │
│ QQuery 7  │  43.43 ms │                                     41.66 ms │    no change │
│ QQuery 8  │  40.97 ms │                                     40.62 ms │    no change │
│ QQuery 9  │  51.82 ms │                                     53.74 ms │    no change │
│ QQuery 10 │  60.01 ms │                                     59.68 ms │    no change │
│ QQuery 11 │  14.12 ms │                                     14.13 ms │    no change │
│ QQuery 12 │  21.60 ms │                                     20.74 ms │    no change │
│ QQuery 13 │  47.05 ms │                                     45.62 ms │    no change │
│ QQuery 14 │  23.74 ms │                                     24.16 ms │    no change │
│ QQuery 15 │  31.00 ms │                                     33.02 ms │ 1.07x slower │
│ QQuery 16 │  13.29 ms │                                     13.67 ms │    no change │
│ QQuery 17 │  73.51 ms │                                     74.78 ms │    no change │
│ QQuery 18 │ 113.18 ms │                                    112.97 ms │    no change │
│ QQuery 19 │  29.76 ms │                                     31.01 ms │    no change │
│ QQuery 20 │  33.09 ms │                                     33.03 ms │    no change │
│ QQuery 21 │  55.68 ms │                                     53.77 ms │    no change │
│ QQuery 22 │  16.57 ms │                                     16.16 ms │    no change │
└───────────┴───────────┴──────────────────────────────────────────────┴──────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━┓
┃ Benchmark Summary                                           ┃          ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━┩
│ Total Time (HEAD)                                           │ 823.90ms │
│ Total Time (rich-T-kid_repartition-dictionary-hash-cache)   │ 824.01ms │
│ Average Time (HEAD)                                         │  37.45ms │
│ Average Time (rich-T-kid_repartition-dictionary-hash-cache) │  37.45ms │
│ Queries Faster                                              │        0 │
│ Queries Slower                                              │        1 │
│ Queries with No Change                                      │       21 │
│ Queries with Failure                                        │        0 │
└─────────────────────────────────────────────────────────────┴──────────┘

Distribution per query (min / mean ±stddev / max):

Comparing HEAD and rich-T-kid_repartition-dictionary-hash-cache
--------------------
Benchmark tpch_sf1.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query     ┃                              HEAD ┃ rich-T-kid_repartition-dictionary-hash-cache ┃        Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 1  │    40.64 / 42.20 ±1.36 / 44.18 ms │               41.24 / 43.06 ±1.69 / 45.59 ms │     no change │
│ QQuery 2  │    18.62 / 18.97 ±0.36 / 19.66 ms │               19.15 / 19.66 ±0.50 / 20.59 ms │     no change │
│ QQuery 3  │    28.57 / 28.89 ±0.30 / 29.36 ms │               28.76 / 29.38 ±0.52 / 30.34 ms │     no change │
│ QQuery 4  │    17.67 / 18.26 ±0.56 / 19.10 ms │               17.38 / 17.63 ±0.14 / 17.79 ms │     no change │
│ QQuery 5  │    35.79 / 38.10 ±2.16 / 41.51 ms │               34.70 / 35.33 ±0.48 / 36.02 ms │ +1.08x faster │
│ QQuery 6  │    13.78 / 14.57 ±0.84 / 15.87 ms │               14.03 / 14.10 ±0.10 / 14.27 ms │     no change │
│ QQuery 7  │    43.43 / 45.67 ±1.63 / 48.30 ms │               41.66 / 43.06 ±1.36 / 45.56 ms │ +1.06x faster │
│ QQuery 8  │    40.97 / 41.74 ±0.68 / 42.94 ms │               40.62 / 41.98 ±1.25 / 43.74 ms │     no change │
│ QQuery 9  │    51.82 / 52.35 ±0.58 / 53.29 ms │               53.74 / 54.46 ±0.54 / 55.36 ms │     no change │
│ QQuery 10 │    60.01 / 60.75 ±0.73 / 61.89 ms │               59.68 / 61.70 ±1.32 / 63.83 ms │     no change │
│ QQuery 11 │    14.12 / 14.66 ±0.62 / 15.87 ms │               14.13 / 14.50 ±0.27 / 14.85 ms │     no change │
│ QQuery 12 │    21.60 / 22.15 ±0.56 / 23.18 ms │               20.74 / 21.53 ±0.67 / 22.73 ms │     no change │
│ QQuery 13 │    47.05 / 48.65 ±1.71 / 51.75 ms │               45.62 / 48.04 ±1.31 / 49.26 ms │     no change │
│ QQuery 14 │    23.74 / 24.09 ±0.29 / 24.51 ms │               24.16 / 24.41 ±0.24 / 24.85 ms │     no change │
│ QQuery 15 │    31.00 / 31.92 ±0.97 / 33.41 ms │               33.02 / 33.71 ±0.53 / 34.24 ms │  1.06x slower │
│ QQuery 16 │    13.29 / 13.47 ±0.13 / 13.66 ms │               13.67 / 13.84 ±0.11 / 14.00 ms │     no change │
│ QQuery 17 │    73.51 / 75.13 ±1.08 / 76.82 ms │               74.78 / 77.60 ±1.90 / 79.72 ms │     no change │
│ QQuery 18 │ 113.18 / 118.87 ±4.67 / 124.84 ms │            112.97 / 117.22 ±2.85 / 120.26 ms │     no change │
│ QQuery 19 │    29.76 / 30.49 ±0.58 / 31.25 ms │               31.01 / 32.87 ±2.75 / 38.33 ms │  1.08x slower │
│ QQuery 20 │    33.09 / 33.38 ±0.20 / 33.67 ms │               33.03 / 33.62 ±0.65 / 34.79 ms │     no change │
│ QQuery 21 │    55.68 / 59.87 ±4.07 / 67.06 ms │               53.77 / 56.12 ±1.81 / 58.56 ms │ +1.07x faster │
│ QQuery 22 │    16.57 / 16.94 ±0.27 / 17.26 ms │               16.16 / 16.46 ±0.15 / 16.60 ms │     no change │
└───────────┴───────────────────────────────────┴──────────────────────────────────────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━┓
┃ Benchmark Summary                                           ┃          ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━┩
│ Total Time (HEAD)                                           │ 851.14ms │
│ Total Time (rich-T-kid_repartition-dictionary-hash-cache)   │ 850.24ms │
│ Average Time (HEAD)                                         │  38.69ms │
│ Average Time (rich-T-kid_repartition-dictionary-hash-cache) │  38.65ms │
│ Queries Faster                                              │        3 │
│ Queries Slower                                              │        2 │
│ Queries with No Change                                      │       17 │
│ Queries with Failure                                        │        0 │
└─────────────────────────────────────────────────────────────┴──────────┘

Memory Pool Peaks

Peak MemoryPool reservation per query — what DataFusion's accounting believes it reserved. Recorded only for benchmarks that write a results JSON (the dfbench suites, and the suites bench.sh runs through the Criterion SQL harness since #25644), and only under a memory limit: DATAFUSION_RUNTIME_MEMORY_LIMIT, or one the suite sets itself.

Base: 12840651e7e6736f6eb055b3206622397308891b | Changed: 887fb88c3cce6152dc2399f608458b7bffad1965

tpch — tpch_sf1

Query Base Changed Change
Query 1 30.1 MiB 20.2 MiB -33.0%
Query 2 23.1 MiB 23.1 MiB +0.0%
Query 3 11.5 MiB 11.5 MiB +0.0%
Query 4 32.1 MiB 22.2 MiB -30.9%
Query 5 42.8 MiB 42.8 MiB +0.0%
Query 6 832 B 832 B +0.0%
Query 7 107.6 MiB 107.6 MiB +0.0%
Query 8 34.0 MiB 33.3 MiB -2.2%
Query 9 155.6 MiB 155.6 MiB +0.0%
Query 10 61.2 MiB 61.2 MiB +0.0%
Query 11 61.9 MiB 41.5 MiB -32.9%
Query 12 20.1 MiB 10.2 MiB -49.2%
Query 13 43.1 MiB 62.3 MiB +44.6%
Query 14 7.7 MiB 7.7 MiB +0.0%
Query 15 12.9 MiB 12.8 MiB -0.8%
Query 16 33.3 MiB 33.2 MiB -0.3%
Query 17 150.3 MiB 150.3 MiB +0.0%
Query 18 2.7 GiB 2.7 GiB +0.1%
Query 19 228.6 KiB 228.6 KiB +0.0%
Query 20 60.5 MiB 62.0 MiB +2.5%
Query 21 37.7 MiB 37.7 MiB +0.0%
Query 22 22.2 MiB 31.8 MiB +43.3%

Pool accounting vs. process RSS

Max pool peak is the largest reservation any single query in the run reached; peak RSS covers the whole invocation, including data loading and allocator retention, and the two high-water marks need not coincide in time. The gap is therefore an upper bound on what the pool did not account for, not a measurement of it.

Benchmark Side Max pool peak Peak RSS Gap RSS / pool
tpch base (12840651e7e6736f6eb055b3206622397308891b) 2.7 GiB 2.1 GiB −629.3 MiB 0.8×
tpch changed (887fb88c3cce6152dc2399f608458b7bffad1965) 2.7 GiB 1.3 GiB −1.4 GiB 0.5×
Resource Usage

tpch — base (merge-base)

Metric Value
Wall time 5.0s
Peak memory 2.1 GiB
Avg memory 816.0 MiB
CPU user 22.0s
CPU sys 1.5s
Peak spill 0 B

tpch — branch

Metric Value
Wall time 5.0s
Peak memory 1.3 GiB
Avg memory 694.0 MiB
CPU user 21.6s
CPU sys 1.7s
Peak spill 0 B

File an issue against this benchmark runner

@Rich-T-kid

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Contributor Author

run benchmark tpch
env:
DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
ref: "887fb88c3cce6152dc2399f608458b7bffad1965"
changed:
ref: "12840651e7e6736f6eb055b3206622397308891b"

@adriangbot

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🤖 Benchmark completed (GKE) | trigger

Instance: c4a-highmem-16 (12 vCPU / 65 GiB)

Comparing 887fb88 (887fb88) to 1284065 diff

Run configuration
run benchmark tpcds
env:
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
  ref: "12840651e7e6736f6eb055b3206622397308891b"
changed:
  ref: "887fb88c3cce6152dc2399f608458b7bffad1965"
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

Comparing HEAD and rich-T-kid_repartition-dictionary-hash-cache
--------------------
Benchmark tpcds_sf1.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┓
┃ Query     ┃       HEAD ┃ rich-T-kid_repartition-dictionary-hash-cache ┃       Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│ QQuery 1  │    5.31 ms │                                      5.39 ms │    no change │
│ QQuery 2  │   76.31 ms │                                     75.95 ms │    no change │
│ QQuery 3  │   28.18 ms │                                     28.05 ms │    no change │
│ QQuery 4  │  777.16 ms │                                    774.99 ms │    no change │
│ QQuery 5  │   49.57 ms │                                     49.78 ms │    no change │
│ QQuery 6  │   32.93 ms │                                     32.51 ms │    no change │
│ QQuery 7  │   72.20 ms │                                     72.82 ms │    no change │
│ QQuery 8  │   37.23 ms │                                     37.06 ms │    no change │
│ QQuery 9  │   51.91 ms │                                     51.49 ms │    no change │
│ QQuery 10 │   60.81 ms │                                     60.77 ms │    no change │
│ QQuery 11 │  445.60 ms │                                    440.33 ms │    no change │
│ QQuery 12 │   25.46 ms │                                     25.24 ms │    no change │
│ QQuery 13 │  111.61 ms │                                    111.04 ms │    no change │
│ QQuery 14 │  379.59 ms │                                    382.71 ms │    no change │
│ QQuery 15 │   50.98 ms │                                     51.42 ms │    no change │
│ QQuery 16 │    6.26 ms │                                      6.14 ms │    no change │
│ QQuery 17 │   79.67 ms │                                     78.94 ms │    no change │
│ QQuery 18 │  103.20 ms │                                    103.22 ms │    no change │
│ QQuery 19 │   40.81 ms │                                     40.24 ms │    no change │
│ QQuery 20 │   30.89 ms │                                     30.43 ms │    no change │
│ QQuery 21 │   16.45 ms │                                     16.35 ms │    no change │
│ QQuery 22 │   70.05 ms │                                     69.64 ms │    no change │
│ QQuery 23 │  300.56 ms │                                    298.12 ms │    no change │
│ QQuery 24 │  184.58 ms │                                    185.20 ms │    no change │
│ QQuery 25 │  104.95 ms │                                    105.27 ms │    no change │
│ QQuery 26 │   45.50 ms │                                     45.62 ms │    no change │
│ QQuery 27 │    5.99 ms │                                      6.03 ms │    no change │
│ QQuery 28 │   60.65 ms │                                     60.33 ms │    no change │
│ QQuery 29 │   93.91 ms │                                     93.79 ms │    no change │
│ QQuery 30 │   35.90 ms │                                     35.78 ms │    no change │
│ QQuery 31 │  110.25 ms │                                    109.38 ms │    no change │
│ QQuery 32 │   19.35 ms │                                     19.09 ms │    no change │
│ QQuery 33 │   37.17 ms │                                     36.73 ms │    no change │
│ QQuery 34 │    9.32 ms │                                      9.37 ms │    no change │
│ QQuery 35 │   70.21 ms │                                     70.57 ms │    no change │
│ QQuery 36 │    5.74 ms │                                      6.01 ms │    no change │
│ QQuery 37 │    7.08 ms │                                      7.23 ms │    no change │
│ QQuery 38 │   63.68 ms │                                     63.48 ms │    no change │
│ QQuery 39 │   71.24 ms │                                     70.96 ms │    no change │
│ QQuery 40 │   22.93 ms │                                     22.32 ms │    no change │
│ QQuery 41 │   13.64 ms │                                     13.44 ms │    no change │
│ QQuery 42 │   22.99 ms │                                     23.29 ms │    no change │
│ QQuery 43 │    5.15 ms │                                      4.97 ms │    no change │
│ QQuery 44 │    8.56 ms │                                      8.39 ms │    no change │
│ QQuery 45 │   34.18 ms │                                     34.33 ms │    no change │
│ QQuery 46 │   10.91 ms │                                     11.00 ms │    no change │
│ QQuery 47 │  198.81 ms │                                    198.67 ms │    no change │
│ QQuery 48 │   90.70 ms │                                     90.09 ms │    no change │
│ QQuery 49 │   69.04 ms │                                     69.28 ms │    no change │
│ QQuery 50 │   57.49 ms │                                     57.19 ms │    no change │
│ QQuery 51 │   90.52 ms │                                     91.39 ms │    no change │
│ QQuery 52 │   23.41 ms │                                     23.46 ms │    no change │
│ QQuery 53 │   28.28 ms │                                     28.45 ms │    no change │
│ QQuery 54 │   51.81 ms │                                     51.83 ms │    no change │
│ QQuery 55 │   22.73 ms │                                     22.88 ms │    no change │
│ QQuery 56 │   38.01 ms │                                     38.42 ms │    no change │
│ QQuery 57 │  150.84 ms │                                    150.15 ms │    no change │
│ QQuery 58 │  102.63 ms │                                    101.36 ms │    no change │
│ QQuery 59 │  106.14 ms │                                    106.04 ms │    no change │
│ QQuery 60 │   42.34 ms │                                     42.69 ms │    no change │
│ QQuery 61 │    9.37 ms │                                      9.30 ms │    no change │
│ QQuery 62 │   38.22 ms │                                     37.57 ms │    no change │
│ QQuery 63 │   28.45 ms │                                     28.53 ms │    no change │
│ QQuery 64 │  360.82 ms │                                    359.07 ms │    no change │
│ QQuery 65 │  131.04 ms │                                    130.37 ms │    no change │
│ QQuery 66 │   73.47 ms │                                     73.56 ms │    no change │
│ QQuery 67 │  218.98 ms │                                    218.62 ms │    no change │
│ QQuery 68 │   11.07 ms │                                     11.21 ms │    no change │
│ QQuery 69 │   55.71 ms │                                     56.10 ms │    no change │
│ QQuery 70 │   97.68 ms │                                     97.96 ms │    no change │
│ QQuery 71 │   34.37 ms │                                     34.42 ms │    no change │
│ QQuery 72 │ 1406.05 ms │                                   1592.45 ms │ 1.13x slower │
│ QQuery 73 │    8.99 ms │                                      9.01 ms │    no change │
│ QQuery 74 │  237.31 ms │                                    239.50 ms │    no change │
│ QQuery 75 │  136.47 ms │                                    136.25 ms │    no change │
│ QQuery 76 │   33.56 ms │                                     33.19 ms │    no change │
│ QQuery 77 │   58.74 ms │                                     58.46 ms │    no change │
│ QQuery 78 │  158.32 ms │                                    155.13 ms │    no change │
│ QQuery 79 │   66.00 ms │                                     65.64 ms │    no change │
│ QQuery 80 │   93.04 ms │                                     93.12 ms │    no change │
│ QQuery 81 │   27.76 ms │                                     27.77 ms │    no change │
│ QQuery 82 │   16.62 ms │                                     16.61 ms │    no change │
│ QQuery 83 │   31.46 ms │                                     31.33 ms │    no change │
│ QQuery 84 │   30.45 ms │                                     30.46 ms │    no change │
│ QQuery 85 │   97.71 ms │                                     98.67 ms │    no change │
│ QQuery 86 │   24.29 ms │                                     23.94 ms │    no change │
│ QQuery 87 │   64.34 ms │                                     63.82 ms │    no change │
│ QQuery 88 │   58.64 ms │                                     58.01 ms │    no change │
│ QQuery 89 │   34.99 ms │                                     34.87 ms │    no change │
│ QQuery 90 │   15.83 ms │                                     15.56 ms │    no change │
│ QQuery 91 │   39.91 ms │                                     39.30 ms │    no change │
│ QQuery 92 │   28.40 ms │                                     28.16 ms │    no change │
│ QQuery 93 │   48.23 ms │                                     48.02 ms │    no change │
│ QQuery 94 │   36.79 ms │                                     36.54 ms │    no change │
│ QQuery 95 │   78.13 ms │                                     77.64 ms │    no change │
│ QQuery 96 │   23.05 ms │                                     23.22 ms │    no change │
│ QQuery 97 │   49.84 ms │                                     49.22 ms │    no change │
│ QQuery 98 │   37.10 ms │                                     37.10 ms │    no change │
│ QQuery 99 │   55.64 ms │                                     55.75 ms │    no change │
└───────────┴────────────┴──────────────────────────────────────────────┴──────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┓
┃ Benchmark Summary                                           ┃           ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━┩
│ Total Time (HEAD)                                           │ 9026.20ms │
│ Total Time (rich-T-kid_repartition-dictionary-hash-cache)   │ 9192.56ms │
│ Average Time (HEAD)                                         │   91.17ms │
│ Average Time (rich-T-kid_repartition-dictionary-hash-cache) │   92.85ms │
│ Queries Faster                                              │         0 │
│ Queries Slower                                              │         1 │
│ Queries with No Change                                      │        98 │
│ Queries with Failure                                        │         0 │
└─────────────────────────────────────────────────────────────┴───────────┘

Distribution per query (min / mean ±stddev / max):

Comparing HEAD and rich-T-kid_repartition-dictionary-hash-cache
--------------------
Benchmark tpcds_sf1.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query     ┃                                  HEAD ┃ rich-T-kid_repartition-dictionary-hash-cache ┃        Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 1  │           5.31 / 5.91 ±1.11 / 8.13 ms │                  5.39 / 6.08 ±1.07 / 8.22 ms │     no change │
│ QQuery 2  │        76.31 / 76.67 ±0.24 / 77.01 ms │               75.95 / 76.46 ±0.41 / 77.21 ms │     no change │
│ QQuery 3  │        28.18 / 28.53 ±0.20 / 28.71 ms │               28.05 / 28.57 ±0.30 / 28.94 ms │     no change │
│ QQuery 4  │     777.16 / 783.04 ±5.31 / 789.95 ms │            774.99 / 778.46 ±2.35 / 780.57 ms │     no change │
│ QQuery 5  │        49.57 / 50.18 ±0.42 / 50.77 ms │               49.78 / 50.16 ±0.43 / 50.93 ms │     no change │
│ QQuery 6  │        32.93 / 33.34 ±0.40 / 34.05 ms │               32.51 / 33.18 ±0.44 / 33.83 ms │     no change │
│ QQuery 7  │        72.20 / 72.97 ±0.53 / 73.74 ms │               72.82 / 74.00 ±1.34 / 76.40 ms │     no change │
│ QQuery 8  │        37.23 / 37.56 ±0.26 / 37.98 ms │               37.06 / 37.56 ±0.38 / 38.19 ms │     no change │
│ QQuery 9  │        51.91 / 53.21 ±1.39 / 55.36 ms │               51.49 / 53.03 ±1.05 / 54.03 ms │     no change │
│ QQuery 10 │        60.81 / 61.94 ±1.96 / 65.85 ms │               60.77 / 61.22 ±0.28 / 61.59 ms │     no change │
│ QQuery 11 │     445.60 / 454.97 ±6.29 / 464.28 ms │            440.33 / 451.23 ±8.86 / 466.76 ms │     no change │
│ QQuery 12 │        25.46 / 25.97 ±0.33 / 26.45 ms │               25.24 / 25.85 ±0.54 / 26.71 ms │     no change │
│ QQuery 13 │     111.61 / 112.00 ±0.41 / 112.60 ms │            111.04 / 111.31 ±0.25 / 111.64 ms │     no change │
│ QQuery 14 │     379.59 / 384.09 ±3.56 / 390.32 ms │            382.71 / 385.56 ±1.91 / 388.62 ms │     no change │
│ QQuery 15 │        50.98 / 51.98 ±1.60 / 55.15 ms │               51.42 / 54.19 ±2.91 / 58.73 ms │     no change │
│ QQuery 16 │           6.26 / 6.46 ±0.28 / 7.01 ms │                  6.14 / 6.35 ±0.27 / 6.88 ms │     no change │
│ QQuery 17 │        79.67 / 80.80 ±1.81 / 84.41 ms │               78.94 / 80.06 ±1.66 / 83.35 ms │     no change │
│ QQuery 18 │     103.20 / 104.79 ±2.20 / 109.15 ms │            103.22 / 104.66 ±0.81 / 105.69 ms │     no change │
│ QQuery 19 │        40.81 / 41.35 ±0.35 / 41.84 ms │               40.24 / 41.81 ±1.63 / 44.96 ms │     no change │
│ QQuery 20 │        30.89 / 31.17 ±0.20 / 31.43 ms │               30.43 / 30.72 ±0.34 / 31.35 ms │     no change │
│ QQuery 21 │        16.45 / 16.59 ±0.14 / 16.80 ms │               16.35 / 16.84 ±0.31 / 17.29 ms │     no change │
│ QQuery 22 │        70.05 / 70.42 ±0.40 / 71.14 ms │               69.64 / 71.21 ±0.81 / 71.86 ms │     no change │
│ QQuery 23 │     300.56 / 303.83 ±1.91 / 306.43 ms │            298.12 / 302.42 ±2.71 / 306.29 ms │     no change │
│ QQuery 24 │     184.58 / 187.71 ±3.48 / 194.37 ms │            185.20 / 187.68 ±3.80 / 195.14 ms │     no change │
│ QQuery 25 │     104.95 / 106.43 ±0.88 / 107.57 ms │            105.27 / 106.70 ±1.24 / 109.02 ms │     no change │
│ QQuery 26 │        45.50 / 47.70 ±2.07 / 51.44 ms │               45.62 / 46.50 ±0.89 / 48.21 ms │     no change │
│ QQuery 27 │           5.99 / 6.09 ±0.18 / 6.45 ms │                  6.03 / 6.12 ±0.12 / 6.35 ms │     no change │
│ QQuery 28 │        60.65 / 61.09 ±0.34 / 61.55 ms │               60.33 / 62.48 ±3.07 / 68.47 ms │     no change │
│ QQuery 29 │        93.91 / 95.09 ±1.09 / 97.10 ms │               93.79 / 95.37 ±1.36 / 97.57 ms │     no change │
│ QQuery 30 │        35.90 / 36.63 ±1.16 / 38.93 ms │               35.78 / 37.30 ±2.50 / 42.29 ms │     no change │
│ QQuery 31 │     110.25 / 112.18 ±3.23 / 118.61 ms │            109.38 / 112.05 ±2.88 / 117.65 ms │     no change │
│ QQuery 32 │        19.35 / 19.65 ±0.36 / 20.31 ms │               19.09 / 19.34 ±0.34 / 19.99 ms │     no change │
│ QQuery 33 │        37.17 / 37.55 ±0.30 / 37.97 ms │               36.73 / 37.30 ±0.35 / 37.68 ms │     no change │
│ QQuery 34 │           9.32 / 9.46 ±0.18 / 9.81 ms │                 9.37 / 9.60 ±0.23 / 10.05 ms │     no change │
│ QQuery 35 │        70.21 / 72.35 ±1.46 / 74.48 ms │               70.57 / 72.30 ±1.23 / 74.32 ms │     no change │
│ QQuery 36 │           5.74 / 5.86 ±0.20 / 6.26 ms │                  6.01 / 6.14 ±0.15 / 6.43 ms │     no change │
│ QQuery 37 │           7.08 / 7.27 ±0.10 / 7.36 ms │                  7.23 / 7.33 ±0.08 / 7.43 ms │     no change │
│ QQuery 38 │        63.68 / 64.03 ±0.28 / 64.43 ms │               63.48 / 64.18 ±0.44 / 64.56 ms │     no change │
│ QQuery 39 │        71.24 / 72.10 ±0.55 / 72.74 ms │               70.96 / 72.37 ±1.84 / 76.00 ms │     no change │
│ QQuery 40 │        22.93 / 24.75 ±1.99 / 28.63 ms │               22.32 / 24.12 ±2.05 / 27.95 ms │     no change │
│ QQuery 41 │        13.64 / 13.83 ±0.23 / 14.27 ms │               13.44 / 13.61 ±0.16 / 13.87 ms │     no change │
│ QQuery 42 │        22.99 / 23.66 ±0.50 / 24.37 ms │               23.29 / 23.52 ±0.22 / 23.81 ms │     no change │
│ QQuery 43 │           5.15 / 5.25 ±0.13 / 5.50 ms │                  4.97 / 5.08 ±0.18 / 5.44 ms │     no change │
│ QQuery 44 │           8.56 / 8.66 ±0.08 / 8.78 ms │                  8.39 / 8.50 ±0.08 / 8.61 ms │     no change │
│ QQuery 45 │        34.18 / 34.90 ±0.75 / 36.26 ms │               34.33 / 34.66 ±0.43 / 35.47 ms │     no change │
│ QQuery 46 │        10.91 / 11.06 ±0.09 / 11.15 ms │               11.00 / 11.09 ±0.14 / 11.37 ms │     no change │
│ QQuery 47 │     198.81 / 201.67 ±2.24 / 205.70 ms │            198.67 / 201.85 ±2.37 / 204.26 ms │     no change │
│ QQuery 48 │        90.70 / 91.44 ±0.81 / 92.97 ms │               90.09 / 90.88 ±0.95 / 92.56 ms │     no change │
│ QQuery 49 │        69.04 / 70.10 ±1.09 / 72.09 ms │               69.28 / 70.72 ±1.25 / 72.93 ms │     no change │
│ QQuery 50 │        57.49 / 58.10 ±0.44 / 58.65 ms │               57.19 / 57.54 ±0.38 / 58.15 ms │     no change │
│ QQuery 51 │        90.52 / 92.20 ±2.16 / 96.30 ms │               91.39 / 92.14 ±0.68 / 93.35 ms │     no change │
│ QQuery 52 │        23.41 / 23.72 ±0.27 / 24.19 ms │               23.46 / 23.86 ±0.40 / 24.52 ms │     no change │
│ QQuery 53 │        28.28 / 28.63 ±0.32 / 29.22 ms │               28.45 / 28.57 ±0.11 / 28.73 ms │     no change │
│ QQuery 54 │        51.81 / 52.51 ±0.43 / 53.17 ms │               51.83 / 52.32 ±0.33 / 52.75 ms │     no change │
│ QQuery 55 │        22.73 / 23.16 ±0.27 / 23.45 ms │               22.88 / 23.21 ±0.18 / 23.40 ms │     no change │
│ QQuery 56 │        38.01 / 38.33 ±0.22 / 38.58 ms │               38.42 / 39.42 ±1.59 / 42.60 ms │     no change │
│ QQuery 57 │     150.84 / 152.90 ±2.99 / 158.77 ms │            150.15 / 151.25 ±1.77 / 154.77 ms │     no change │
│ QQuery 58 │     102.63 / 104.20 ±2.18 / 108.49 ms │            101.36 / 103.46 ±1.12 / 104.54 ms │     no change │
│ QQuery 59 │     106.14 / 106.66 ±0.39 / 107.20 ms │            106.04 / 106.35 ±0.31 / 106.85 ms │     no change │
│ QQuery 60 │        42.34 / 42.81 ±0.61 / 43.98 ms │               42.69 / 43.20 ±0.60 / 44.21 ms │     no change │
│ QQuery 61 │         9.37 / 10.35 ±1.88 / 14.11 ms │                9.30 / 10.40 ±1.75 / 13.88 ms │     no change │
│ QQuery 62 │        38.22 / 38.46 ±0.19 / 38.71 ms │               37.57 / 37.68 ±0.09 / 37.81 ms │     no change │
│ QQuery 63 │        28.45 / 28.84 ±0.38 / 29.55 ms │               28.53 / 28.71 ±0.26 / 29.21 ms │     no change │
│ QQuery 64 │     360.82 / 363.03 ±2.16 / 366.47 ms │            359.07 / 364.05 ±5.00 / 373.46 ms │     no change │
│ QQuery 65 │     131.04 / 133.08 ±1.87 / 136.48 ms │            130.37 / 132.51 ±1.51 / 134.98 ms │     no change │
│ QQuery 66 │        73.47 / 75.52 ±2.01 / 79.17 ms │               73.56 / 74.04 ±0.37 / 74.53 ms │     no change │
│ QQuery 67 │     218.98 / 221.30 ±1.64 / 223.21 ms │            218.62 / 222.21 ±3.60 / 228.75 ms │     no change │
│ QQuery 68 │        11.07 / 11.35 ±0.25 / 11.75 ms │               11.21 / 11.62 ±0.37 / 12.28 ms │     no change │
│ QQuery 69 │        55.71 / 55.87 ±0.17 / 56.18 ms │               56.10 / 56.38 ±0.24 / 56.72 ms │     no change │
│ QQuery 70 │       97.68 / 98.81 ±1.25 / 101.17 ms │             97.96 / 101.88 ±4.03 / 109.44 ms │     no change │
│ QQuery 71 │        34.37 / 35.46 ±1.38 / 38.10 ms │               34.42 / 34.84 ±0.44 / 35.64 ms │     no change │
│ QQuery 72 │ 1406.05 / 1482.22 ±98.23 / 1663.19 ms │        1592.45 / 1629.81 ±39.84 / 1703.61 ms │  1.10x slower │
│ QQuery 73 │           8.99 / 9.16 ±0.24 / 9.63 ms │                  9.01 / 9.24 ±0.32 / 9.85 ms │     no change │
│ QQuery 74 │     237.31 / 243.08 ±3.95 / 249.11 ms │            239.50 / 243.58 ±2.70 / 247.94 ms │     no change │
│ QQuery 75 │     136.47 / 138.07 ±1.53 / 140.86 ms │            136.25 / 138.10 ±1.80 / 141.55 ms │     no change │
│ QQuery 76 │        33.56 / 33.89 ±0.24 / 34.14 ms │               33.19 / 33.89 ±0.43 / 34.42 ms │     no change │
│ QQuery 77 │        58.74 / 60.98 ±2.32 / 64.98 ms │               58.46 / 58.65 ±0.17 / 58.91 ms │     no change │
│ QQuery 78 │     158.32 / 162.49 ±3.59 / 168.07 ms │            155.13 / 161.67 ±7.41 / 174.07 ms │     no change │
│ QQuery 79 │        66.00 / 67.94 ±1.90 / 71.45 ms │               65.64 / 67.15 ±1.64 / 70.34 ms │     no change │
│ QQuery 80 │        93.04 / 94.18 ±0.83 / 95.44 ms │               93.12 / 93.89 ±0.81 / 95.46 ms │     no change │
│ QQuery 81 │        27.76 / 28.36 ±0.41 / 29.00 ms │               27.77 / 27.96 ±0.20 / 28.27 ms │     no change │
│ QQuery 82 │        16.62 / 17.22 ±0.40 / 17.87 ms │               16.61 / 16.74 ±0.14 / 17.01 ms │     no change │
│ QQuery 83 │        31.46 / 32.82 ±2.14 / 37.09 ms │               31.33 / 31.84 ±0.35 / 32.34 ms │     no change │
│ QQuery 84 │        30.45 / 30.70 ±0.26 / 31.13 ms │               30.46 / 31.31 ±1.20 / 33.69 ms │     no change │
│ QQuery 85 │        97.71 / 98.44 ±0.60 / 99.52 ms │             98.67 / 100.62 ±2.84 / 106.20 ms │     no change │
│ QQuery 86 │        24.29 / 24.55 ±0.30 / 25.12 ms │               23.94 / 24.25 ±0.28 / 24.73 ms │     no change │
│ QQuery 87 │        64.34 / 66.11 ±1.86 / 68.71 ms │               63.82 / 64.48 ±0.52 / 65.27 ms │     no change │
│ QQuery 88 │        58.64 / 58.93 ±0.27 / 59.34 ms │               58.01 / 60.10 ±3.75 / 67.59 ms │     no change │
│ QQuery 89 │        34.99 / 35.27 ±0.17 / 35.48 ms │               34.87 / 35.29 ±0.44 / 35.92 ms │     no change │
│ QQuery 90 │        15.83 / 15.99 ±0.13 / 16.23 ms │               15.56 / 15.89 ±0.25 / 16.23 ms │     no change │
│ QQuery 91 │        39.91 / 40.54 ±0.63 / 41.73 ms │               39.30 / 39.73 ±0.41 / 40.30 ms │     no change │
│ QQuery 92 │        28.40 / 30.44 ±3.30 / 36.99 ms │               28.16 / 28.39 ±0.20 / 28.68 ms │ +1.07x faster │
│ QQuery 93 │        48.23 / 48.84 ±0.72 / 50.24 ms │               48.02 / 49.78 ±2.03 / 53.63 ms │     no change │
│ QQuery 94 │        36.79 / 37.36 ±0.43 / 38.12 ms │               36.54 / 37.16 ±0.38 / 37.59 ms │     no change │
│ QQuery 95 │        78.13 / 79.00 ±0.89 / 80.60 ms │               77.64 / 78.69 ±0.68 / 79.66 ms │     no change │
│ QQuery 96 │        23.05 / 24.09 ±1.52 / 27.07 ms │               23.22 / 23.46 ±0.23 / 23.88 ms │     no change │
│ QQuery 97 │        49.84 / 50.60 ±1.21 / 53.00 ms │               49.22 / 50.76 ±1.44 / 53.27 ms │     no change │
│ QQuery 98 │        37.10 / 38.35 ±1.32 / 40.85 ms │               37.10 / 37.77 ±0.58 / 38.80 ms │     no change │
│ QQuery 99 │        55.64 / 56.19 ±0.34 / 56.64 ms │               55.75 / 56.11 ±0.24 / 56.40 ms │     no change │
└───────────┴───────────────────────────────────────┴──────────────────────────────────────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┓
┃ Benchmark Summary                                           ┃           ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━┩
│ Total Time (HEAD)                                           │ 9215.42ms │
│ Total Time (rich-T-kid_repartition-dictionary-hash-cache)   │ 9349.65ms │
│ Average Time (HEAD)                                         │   93.09ms │
│ Average Time (rich-T-kid_repartition-dictionary-hash-cache) │   94.44ms │
│ Queries Faster                                              │         1 │
│ Queries Slower                                              │         1 │
│ Queries with No Change                                      │        97 │
│ Queries with Failure                                        │         0 │
└─────────────────────────────────────────────────────────────┴───────────┘

Memory Pool Peaks

Peak MemoryPool reservation per query — what DataFusion's accounting believes it reserved. Recorded only for benchmarks that write a results JSON (the dfbench suites, and the suites bench.sh runs through the Criterion SQL harness since #25644), and only under a memory limit: DATAFUSION_RUNTIME_MEMORY_LIMIT, or one the suite sets itself.

Base: 12840651e7e6736f6eb055b3206622397308891b | Changed: 887fb88c3cce6152dc2399f608458b7bffad1965

tpcds — tpcds_sf1

Query Base Changed Change
Query 1 141.5 KiB 197.5 KiB +39.6%
Query 2 78.9 MiB 92.8 MiB +17.6%
Query 3 1.9 MiB 1.9 MiB -1.5%
Query 4 79.7 MiB 79.7 MiB +0.0%
Query 5 13.0 MiB 13.0 MiB +0.1%
Query 6 4.7 MiB 4.4 MiB -5.6%
Query 7 3.7 MiB 3.9 MiB +5.5%
Query 8 1.8 MiB 1.8 MiB +0.0%
Query 9 32.1 KiB 32.1 KiB +0.0%
Query 10 2.0 MiB 2.0 MiB +0.0%
Query 11 62.0 MiB 62.0 MiB -0.0%
Query 12 114.4 MiB 114.4 MiB +0.0%
Query 13 13.7 MiB 13.7 MiB +0.0%
Query 14 171.2 MiB 170.9 MiB -0.2%
Query 15 4.1 MiB 4.1 MiB +0.9%
Query 16 118.6 KiB 118.6 KiB +0.0%
Query 17 41.0 MiB 40.6 MiB -1.2%
Query 18 21.2 MiB 21.3 MiB +0.1%
Query 19 2.1 MiB 1.9 MiB -8.7%
Query 20 114.6 MiB 114.6 MiB +0.0%
Query 21 2.9 MiB 2.6 MiB -12.1%
Query 22 61.8 MiB 61.8 MiB +0.0%
Query 23 213.3 MiB 212.2 MiB -0.5%
Query 24 38.7 MiB 38.7 MiB +0.0%
Query 25 99.9 MiB 99.9 MiB +0.0%
Query 26 3.5 MiB 3.7 MiB +5.8%
Query 27 1.6 MiB 1.6 MiB +0.0%
Query 28 1.5 MiB 1.5 MiB -0.0%
Query 29 104.7 MiB 104.7 MiB +0.0%
Query 30 3.7 MiB 3.8 MiB +3.6%
Query 31 13.4 MiB 13.4 MiB +0.0%
Query 32 2.7 MiB 2.7 MiB +0.0%
Query 33 4.4 MiB 4.2 MiB -4.9%
Query 34 6.0 MiB 6.0 MiB +0.0%
Query 35 17.5 MiB 17.5 MiB +0.0%
Query 36 10.3 MiB 10.3 MiB +0.0%
Query 37 3.3 MiB 3.3 MiB +0.0%
Query 38 10.8 MiB 10.8 MiB +0.2%
Query 39 43.7 MiB 53.0 MiB +21.2%
Query 40 12.2 MiB 12.2 MiB +0.0%
Query 41 2.1 MiB 2.1 MiB +0.0%
Query 42 1.3 MiB 1.2 MiB -4.0%
Query 43 257.8 KiB 275.0 KiB +6.7%
Query 44 233.2 KiB 233.2 KiB +0.0%
Query 45 4.5 MiB 4.5 MiB +0.0%
Query 46 6.2 MiB 6.2 MiB +0.0%
Query 47 132.6 MiB 128.5 MiB -3.1%
Query 48 11.8 MiB 11.8 MiB +0.0%
Query 49 43.2 MiB 51.6 MiB +19.4%
Query 50 17.3 MiB 16.9 MiB -2.1%
Query 51 177.7 MiB 177.7 MiB +0.0%
Query 52 1.3 MiB 1.7 MiB +31.7%
Query 53 30.6 MiB 10.6 MiB -65.4%
Query 54 2.1 MiB 2.1 MiB +0.0%
Query 55 1.4 MiB 1.5 MiB +4.4%
Query 56 3.3 MiB 3.0 MiB -7.0%
Query 57 128.1 MiB 120.8 MiB -5.7%
Query 58 4.4 MiB 4.4 MiB +0.0%
Query 59 11.7 MiB 11.7 MiB +0.0%
Query 60 7.2 MiB 7.2 MiB +0.0%
Query 61 2.4 KiB 2.4 KiB +0.0%
Query 62 3.6 MiB 3.6 MiB +0.0%
Query 63 30.6 MiB 30.6 MiB +0.0%
Query 64 84.8 MiB 82.8 MiB -2.3%
Query 65 29.7 MiB 29.7 MiB -0.0%
Query 66 11.9 MiB 14.9 MiB +26.1%
Query 67 141.2 MiB 140.8 MiB -0.3%
Query 68 6.2 MiB 6.2 MiB +0.0%
Query 69 3.6 MiB 3.6 MiB -0.2%
Query 70 44.0 MiB 44.0 MiB +0.0%
Query 71 40.6 MiB 40.4 MiB -0.5%
Query 72 97.2 MiB 97.2 MiB +0.0%
Query 73 6.0 MiB 6.0 MiB +0.0%
Query 74 34.6 MiB 34.6 MiB +0.0%
Query 75 19.7 MiB 19.6 MiB -0.3%
Query 76 7.9 MiB 7.9 MiB +0.0%
Query 77 4.1 MiB 4.1 MiB +0.0%
Query 78 109.4 MiB 111.1 MiB +1.6%
Query 79 9.3 MiB 9.3 MiB -0.0%
Query 80 41.7 MiB 41.6 MiB -0.3%
Query 81 4.1 MiB 4.0 MiB -0.5%
Query 82 4.9 MiB 4.9 MiB +0.0%
Query 83 9.7 MiB 8.6 MiB -11.9%
Query 84 11.9 MiB 11.9 MiB +0.0%
Query 85 17.0 MiB 17.0 MiB +0.0%
Query 86 82.1 MiB 82.1 MiB -0.0%
Query 87 12.9 MiB 13.2 MiB +2.3%
Query 88 1.6 MiB 1.6 MiB +2.6%
Query 89 112.2 MiB 112.2 MiB +0.0%
Query 90 363.7 KiB 351.7 KiB -3.3%
Query 91 31.0 MiB 31.0 MiB -0.0%
Query 92 2.7 MiB 2.7 MiB +0.0%
Query 93 15.4 MiB 15.1 MiB -1.6%
Query 94 3.7 MiB 3.7 MiB -0.0%
Query 95 18.8 MiB 17.9 MiB -4.9%
Query 96 224.7 KiB 224.7 KiB +0.0%
Query 97 33.1 MiB 33.1 MiB -0.2%
Query 98 114.7 MiB 114.7 MiB -0.0%
Query 99 1.6 MiB 1.6 MiB +1.7%

Pool accounting vs. process RSS

Max pool peak is the largest reservation any single query in the run reached; peak RSS covers the whole invocation, including data loading and allocator retention, and the two high-water marks need not coincide in time. The gap is therefore an upper bound on what the pool did not account for, not a measurement of it.

Benchmark Side Max pool peak Peak RSS Gap RSS / pool
tpcds base (12840651e7e6736f6eb055b3206622397308891b) 213.3 MiB 2.0 GiB 1.8 GiB 9.6×
tpcds changed (887fb88c3cce6152dc2399f608458b7bffad1965) 212.2 MiB 1.8 GiB 1.6 GiB 8.9×
Resource Usage

tpcds — base (merge-base)

Metric Value
Wall time 50.0s
Peak memory 2.0 GiB
Avg memory 1.4 GiB
CPU user 182.6s
CPU sys 5.1s
Peak spill 0 B

tpcds — branch

Metric Value
Wall time 50.0s
Peak memory 1.8 GiB
Avg memory 1.3 GiB
CPU user 190.9s
CPU sys 5.5s
Peak spill 0 B

File an issue against this benchmark runner

@Rich-T-kid

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Contributor Author

run benchmark tpcds
env:
DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
ref: "887fb88c3cce6152dc2399f608458b7bffad1965"
changed:
ref: "12840651e7e6736f6eb055b3206622397308891b"

@adriangbot

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Benchmark for this request failed before finishing (Kubernetes reason: BackoffLimitExceeded).

Benchmarks requested: tpch

Runner log (last 40 lines)
2026-10-28T04:55:25.839989Z  INFO runner starting benchmark runner bench_type=Datafusion, pr_url=https://github.com/apache/datafusion/pull/26816, benchmarks=tpch
2026-10-28T04:55:25.891291Z  INFO benchmark_controller::runner::bench_datafusion === Cloning PR branch ===
2026-10-28T04:55:25.891313Z  INFO benchmark_controller::runner::shell running command cmd=git, args=["clone", "--depth=200", "https://github.com/apache/datafusion.git", "/workspace/datafusion-branch"], cwd="/"
2026-10-28T04:55:30.896170Z  INFO benchmark_controller::runner::shell running command cmd=git, args=["fetch", "origin", "refs/pull/26816/head:rich-T-kid/repartition-dictionary-hash-cache", "main"], cwd="/workspace/datafusion-branch"
2026-10-28T04:55:35.899399Z  INFO benchmark_controller::runner::shell running command cmd=git, args=["checkout", "rich-T-kid/repartition-dictionary-hash-cache"], cwd="/workspace/datafusion-branch"
2026-10-28T04:55:40.900671Z  INFO benchmark_controller::runner::shell running command cmd=git, args=["merge-base", "HEAD", "origin/main"], cwd="/workspace/datafusion-branch"
2026-10-28T04:55:45.903105Z  INFO benchmark_controller::runner::bench_datafusion === Checking out custom changed ref === changed_ref=12840651e7e6736f6eb055b3206622397308891b
2026-10-28T04:55:45.903120Z  INFO benchmark_controller::runner::shell running command cmd=git, args=["fetch", "origin", "refs/pull/26816/head"], cwd="/workspace/datafusion-branch"
2026-10-28T04:55:50.905286Z  INFO benchmark_controller::runner::shell running command cmd=git, args=["fetch", "origin"], cwd="/workspace/datafusion-branch"
2026-10-28T04:55:55.906590Z  INFO benchmark_controller::runner::shell running command cmd=git, args=["-c", "advice.detachedHead=false", "checkout", "12840651e7e6736f6eb055b3206622397308891b"], cwd="/workspace/datafusion-branch"
2026-10-28T04:56:00.909381Z ERROR runner benchmark failed error=git checkout: git -c advice.detachedHead=false checkout 12840651e7e6736f6eb055b3206622397308891b exited with code 128
stdout:

stderr:
fatal: reference is not a tree: 12840651e7e6736f6eb055b3206622397308891b
Kubernetes message
Job has reached the specified backoff limit

File an issue against this benchmark runner

@adriangbot

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Benchmark for this request failed before finishing (Kubernetes reason: BackoffLimitExceeded).

Benchmarks requested: tpcds

Runner log (last 40 lines)
2026-10-28T04:56:23.134882Z  INFO runner starting benchmark runner bench_type=Datafusion, pr_url=https://github.com/apache/datafusion/pull/26816, benchmarks=tpcds
2026-10-28T04:56:23.185816Z  INFO benchmark_controller::runner::bench_datafusion === Cloning PR branch ===
2026-10-28T04:56:23.185833Z  INFO benchmark_controller::runner::shell running command cmd=git, args=["clone", "--depth=200", "https://github.com/apache/datafusion.git", "/workspace/datafusion-branch"], cwd="/"
2026-10-28T04:56:28.190837Z  INFO benchmark_controller::runner::shell running command cmd=git, args=["fetch", "origin", "refs/pull/26816/head:rich-T-kid/repartition-dictionary-hash-cache", "main"], cwd="/workspace/datafusion-branch"
2026-10-28T04:56:33.192922Z  INFO benchmark_controller::runner::shell running command cmd=git, args=["checkout", "rich-T-kid/repartition-dictionary-hash-cache"], cwd="/workspace/datafusion-branch"
2026-10-28T04:56:38.195909Z  INFO benchmark_controller::runner::shell running command cmd=git, args=["merge-base", "HEAD", "origin/main"], cwd="/workspace/datafusion-branch"
2026-10-28T04:56:43.198415Z  INFO benchmark_controller::runner::bench_datafusion === Checking out custom changed ref === changed_ref=12840651e7e6736f6eb055b3206622397308891b
2026-10-28T04:56:43.198431Z  INFO benchmark_controller::runner::shell running command cmd=git, args=["fetch", "origin", "refs/pull/26816/head"], cwd="/workspace/datafusion-branch"
2026-10-28T04:56:48.200105Z  INFO benchmark_controller::runner::shell running command cmd=git, args=["fetch", "origin"], cwd="/workspace/datafusion-branch"
2026-10-28T04:56:53.202352Z  INFO benchmark_controller::runner::shell running command cmd=git, args=["-c", "advice.detachedHead=false", "checkout", "12840651e7e6736f6eb055b3206622397308891b"], cwd="/workspace/datafusion-branch"
2026-10-28T04:56:58.205000Z ERROR runner benchmark failed error=git checkout: git -c advice.detachedHead=false checkout 12840651e7e6736f6eb055b3206622397308891b exited with code 128
stdout:

stderr:
fatal: reference is not a tree: 12840651e7e6736f6eb055b3206622397308891b
Kubernetes message
Job has reached the specified backoff limit

File an issue against this benchmark runner

@adriangbot

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🤖 Benchmark completed (GKE) | trigger

Instance: c4a-highmem-16 (12 vCPU / 65 GiB)

Comparing 887fb88 (887fb88) to 1284065 diff

Run configuration
run benchmark clickbench_partitioned
env:
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
  ref: "12840651e7e6736f6eb055b3206622397308891b"
changed:
  ref: "887fb88c3cce6152dc2399f608458b7bffad1965"
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

Comparing HEAD and rich-T-kid_repartition-dictionary-hash-cache
--------------------
Benchmark clickbench_partitioned.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query     ┃        HEAD ┃ rich-T-kid_repartition-dictionary-hash-cache ┃        Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 0  │     1.14 ms │                                      1.13 ms │     no change │
│ QQuery 1  │    11.02 ms │                                     10.95 ms │     no change │
│ QQuery 2  │    35.48 ms │                                     36.02 ms │     no change │
│ QQuery 3  │    31.09 ms │                                     31.08 ms │     no change │
│ QQuery 4  │   231.76 ms │                                    237.57 ms │     no change │
│ QQuery 5  │  1511.20 ms │                                   1044.28 ms │ +1.45x faster │
│ QQuery 6  │     1.21 ms │                                      1.22 ms │     no change │
│ QQuery 7  │    12.31 ms │                                     12.37 ms │     no change │
│ QQuery 8  │   335.48 ms │                                    333.97 ms │     no change │
│ QQuery 9  │   483.60 ms │                                    475.98 ms │     no change │
│ QQuery 10 │   197.21 ms │                                    199.64 ms │     no change │
│ QQuery 11 │   208.15 ms │                                    210.93 ms │     no change │
│ QQuery 12 │  1503.23 ms │                                   1088.22 ms │ +1.38x faster │
│ QQuery 13 │  2084.72 ms │                                   1544.75 ms │ +1.35x faster │
│ QQuery 14 │  1623.36 ms │                                   1179.02 ms │ +1.38x faster │
│ QQuery 15 │   290.24 ms │                                    288.27 ms │     no change │
│ QQuery 16 │  3527.56 ms │                                   2145.09 ms │ +1.64x faster │
│ QQuery 17 │  3676.94 ms │                                   2216.45 ms │ +1.66x faster │
│ QQuery 18 │  6743.36 ms │                                   3546.55 ms │ +1.90x faster │
│ QQuery 19 │    26.67 ms │                                     26.57 ms │     no change │
│ QQuery 20 │  1054.78 ms │                                   1045.83 ms │     no change │
│ QQuery 21 │  1355.11 ms │                                   1358.35 ms │     no change │
│ QQuery 22 │  3187.71 ms │                                   3216.45 ms │     no change │
│ QQuery 23 │  9132.22 ms │                                   9140.05 ms │     no change │
│ QQuery 24 │    95.89 ms │                                     95.60 ms │     no change │
│ QQuery 25 │   352.12 ms │                                    351.52 ms │     no change │
│ QQuery 26 │    95.70 ms │                                     96.88 ms │     no change │
│ QQuery 27 │  1122.81 ms │                                   1142.37 ms │     no change │
│ QQuery 28 │  2737.84 ms │                                   2598.55 ms │ +1.05x faster │
│ QQuery 29 │    38.80 ms │                                     38.98 ms │     no change │
│ QQuery 30 │   545.40 ms │                                    553.00 ms │     no change │
│ QQuery 31 │   528.20 ms │                                    534.80 ms │     no change │
│ QQuery 32 │  1029.96 ms │                                   1048.37 ms │     no change │
│ QQuery 33 │ 13157.37 ms │                                   7156.04 ms │ +1.84x faster │
│ QQuery 34 │ 13542.85 ms │                                   7308.09 ms │ +1.85x faster │
│ QQuery 35 │   291.73 ms │                                    301.62 ms │     no change │
│ QQuery 36 │   162.41 ms │                                    135.56 ms │ +1.20x faster │
│ QQuery 37 │    95.93 ms │                                     96.95 ms │     no change │
│ QQuery 38 │    82.21 ms │                                     79.80 ms │     no change │
│ QQuery 39 │   400.86 ms │                                    294.65 ms │ +1.36x faster │
│ QQuery 40 │    14.45 ms │                                     14.01 ms │     no change │
│ QQuery 41 │    13.51 ms │                                     13.77 ms │     no change │
│ QQuery 42 │    13.07 ms │                                     13.38 ms │     no change │
└───────────┴─────────────┴──────────────────────────────────────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ Benchmark Summary                                           ┃            ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ Total Time (HEAD)                                           │ 71586.64ms │
│ Total Time (rich-T-kid_repartition-dictionary-hash-cache)   │ 51264.70ms │
│ Average Time (HEAD)                                         │  1664.81ms │
│ Average Time (rich-T-kid_repartition-dictionary-hash-cache) │  1192.20ms │
│ Queries Faster                                              │         12 │
│ Queries Slower                                              │          0 │
│ Queries with No Change                                      │         31 │
│ Queries with Failure                                        │          0 │
└─────────────────────────────────────────────────────────────┴────────────┘

Distribution per query (min / mean ±stddev / max):

Comparing HEAD and rich-T-kid_repartition-dictionary-hash-cache
--------------------
Benchmark clickbench_partitioned.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query     ┃                                      HEAD ┃ rich-T-kid_repartition-dictionary-hash-cache ┃        Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 0  │              1.14 / 4.19 ±5.96 / 16.11 ms │                 1.13 / 4.16 ±5.97 / 16.10 ms │     no change │
│ QQuery 1  │            11.02 / 11.17 ±0.13 / 11.39 ms │               10.95 / 11.16 ±0.14 / 11.35 ms │     no change │
│ QQuery 2  │            35.48 / 35.72 ±0.19 / 36.05 ms │               36.02 / 36.81 ±0.85 / 38.41 ms │     no change │
│ QQuery 3  │            31.09 / 31.67 ±0.71 / 33.07 ms │               31.08 / 31.53 ±0.28 / 31.81 ms │     no change │
│ QQuery 4  │         231.76 / 237.20 ±3.45 / 242.58 ms │            237.57 / 241.80 ±3.07 / 246.87 ms │     no change │
│ QQuery 5  │     1511.20 / 1550.24 ±35.84 / 1605.99 ms │        1044.28 / 1080.79 ±27.95 / 1114.33 ms │ +1.43x faster │
│ QQuery 6  │               1.21 / 1.38 ±0.25 / 1.87 ms │                  1.22 / 1.37 ±0.23 / 1.83 ms │     no change │
│ QQuery 7  │            12.31 / 12.53 ±0.12 / 12.67 ms │               12.37 / 12.47 ±0.05 / 12.54 ms │     no change │
│ QQuery 8  │         335.48 / 340.05 ±4.90 / 347.33 ms │           333.97 / 346.43 ±11.52 / 366.73 ms │     no change │
│ QQuery 9  │         483.60 / 492.56 ±8.39 / 504.53 ms │           475.98 / 487.59 ±10.10 / 504.45 ms │     no change │
│ QQuery 10 │         197.21 / 201.44 ±7.50 / 216.42 ms │            199.64 / 200.79 ±1.13 / 202.81 ms │     no change │
│ QQuery 11 │         208.15 / 209.27 ±1.06 / 211.11 ms │            210.93 / 211.75 ±0.94 / 213.55 ms │     no change │
│ QQuery 12 │     1503.23 / 1528.44 ±28.19 / 1580.44 ms │        1088.22 / 1118.42 ±25.32 / 1162.14 ms │ +1.37x faster │
│ QQuery 13 │    2084.72 / 2460.05 ±235.97 / 2820.72 ms │        1544.75 / 1662.31 ±61.51 / 1712.12 ms │ +1.48x faster │
│ QQuery 14 │     1623.36 / 1691.84 ±61.01 / 1794.33 ms │        1179.02 / 1204.80 ±21.14 / 1242.93 ms │ +1.40x faster │
│ QQuery 15 │         290.24 / 298.72 ±5.43 / 307.23 ms │            288.27 / 297.02 ±8.09 / 310.61 ms │     no change │
│ QQuery 16 │    3527.56 / 3700.42 ±108.55 / 3856.92 ms │        2145.09 / 2164.72 ±15.84 / 2187.92 ms │ +1.71x faster │
│ QQuery 17 │     3676.94 / 3745.01 ±72.16 / 3880.45 ms │        2216.45 / 2282.73 ±67.52 / 2411.05 ms │ +1.64x faster │
│ QQuery 18 │    6743.36 / 6917.90 ±155.87 / 7152.76 ms │       3546.55 / 3693.67 ±124.50 / 3909.89 ms │ +1.87x faster │
│ QQuery 19 │           26.67 / 38.79 ±23.25 / 85.28 ms │               26.57 / 27.00 ±0.43 / 27.80 ms │ +1.44x faster │
│ QQuery 20 │      1054.78 / 1062.81 ±6.97 / 1074.04 ms │         1045.83 / 1051.41 ±4.85 / 1057.51 ms │     no change │
│ QQuery 21 │      1355.11 / 1358.51 ±3.11 / 1363.53 ms │        1358.35 / 1369.32 ±10.59 / 1387.80 ms │     no change │
│ QQuery 22 │     3187.71 / 3242.94 ±34.76 / 3284.70 ms │        3216.45 / 3273.77 ±48.37 / 3336.30 ms │     no change │
│ QQuery 23 │    9132.22 / 9396.38 ±174.88 / 9610.74 ms │       9140.05 / 9338.82 ±117.36 / 9506.06 ms │     no change │
│ QQuery 24 │         95.89 / 156.73 ±93.21 / 337.34 ms │              95.60 / 99.77 ±4.03 / 106.72 ms │ +1.57x faster │
│ QQuery 25 │         352.12 / 355.07 ±3.72 / 361.98 ms │           351.52 / 374.45 ±42.19 / 458.81 ms │  1.05x slower │
│ QQuery 26 │            95.70 / 96.84 ±0.89 / 98.17 ms │               96.88 / 97.38 ±0.37 / 97.91 ms │     no change │
│ QQuery 27 │      1122.81 / 1141.02 ±9.84 / 1150.69 ms │         1142.37 / 1150.99 ±9.21 / 1168.81 ms │     no change │
│ QQuery 28 │     2737.84 / 2777.17 ±22.81 / 2797.10 ms │        2598.55 / 2616.49 ±13.04 / 2633.32 ms │ +1.06x faster │
│ QQuery 29 │            38.80 / 39.13 ±0.29 / 39.57 ms │               38.98 / 46.47 ±9.36 / 61.86 ms │  1.19x slower │
│ QQuery 30 │        545.40 / 561.28 ±20.16 / 601.11 ms │            553.00 / 560.45 ±4.58 / 565.02 ms │     no change │
│ QQuery 31 │         528.20 / 538.57 ±7.55 / 546.61 ms │           534.80 / 552.69 ±14.97 / 573.61 ms │     no change │
│ QQuery 32 │     1029.96 / 1097.24 ±69.20 / 1189.24 ms │        1048.37 / 1071.46 ±18.55 / 1100.16 ms │     no change │
│ QQuery 33 │ 13157.37 / 13813.19 ±360.28 / 14260.67 ms │       7156.04 / 7360.79 ±106.32 / 7451.58 ms │ +1.88x faster │
│ QQuery 34 │ 13542.85 / 14097.57 ±554.92 / 15007.83 ms │       7308.09 / 7538.80 ±157.28 / 7715.71 ms │ +1.87x faster │
│ QQuery 35 │        291.73 / 339.17 ±70.88 / 479.31 ms │           301.62 / 351.77 ±61.04 / 466.22 ms │     no change │
│ QQuery 36 │        162.41 / 180.71 ±15.49 / 207.44 ms │            135.56 / 147.36 ±8.48 / 159.38 ms │ +1.23x faster │
│ QQuery 37 │          95.93 / 100.20 ±3.80 / 106.02 ms │             96.95 / 103.09 ±4.59 / 110.95 ms │     no change │
│ QQuery 38 │            82.21 / 86.58 ±3.52 / 91.59 ms │               79.80 / 84.19 ±5.14 / 93.69 ms │     no change │
│ QQuery 39 │         400.86 / 406.28 ±5.65 / 413.96 ms │            294.65 / 305.57 ±7.62 / 317.99 ms │ +1.33x faster │
│ QQuery 40 │            14.45 / 14.95 ±0.61 / 16.14 ms │               14.01 / 19.16 ±8.15 / 35.40 ms │  1.28x slower │
│ QQuery 41 │            13.51 / 15.10 ±2.68 / 20.43 ms │               13.77 / 14.08 ±0.22 / 14.34 ms │ +1.07x faster │
│ QQuery 42 │            13.07 / 15.77 ±5.13 / 26.04 ms │               13.38 / 14.26 ±0.78 / 15.64 ms │ +1.11x faster │
└───────────┴───────────────────────────────────────────┴──────────────────────────────────────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ Benchmark Summary                                           ┃            ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ Total Time (HEAD)                                           │ 74401.75ms │
│ Total Time (rich-T-kid_repartition-dictionary-hash-cache)   │ 52659.88ms │
│ Average Time (HEAD)                                         │  1730.27ms │
│ Average Time (rich-T-kid_repartition-dictionary-hash-cache) │  1224.65ms │
│ Queries Faster                                              │         16 │
│ Queries Slower                                              │          3 │
│ Queries with No Change                                      │         24 │
│ Queries with Failure                                        │          0 │
└─────────────────────────────────────────────────────────────┴────────────┘

Memory Pool Peaks

Peak MemoryPool reservation per query — what DataFusion's accounting believes it reserved. Recorded only for benchmarks that write a results JSON (the dfbench suites, and the suites bench.sh runs through the Criterion SQL harness since #25644), and only under a memory limit: DATAFUSION_RUNTIME_MEMORY_LIMIT, or one the suite sets itself.

Base: 12840651e7e6736f6eb055b3206622397308891b | Changed: 887fb88c3cce6152dc2399f608458b7bffad1965

clickbench_partitioned

Query Base Changed Change
Query 0 0 B 0 B 0.0%
Query 1 104 B 104 B +0.0%
Query 2 936 B 936 B +0.0%
Query 3 312 B 312 B +0.0%
Query 4 842.2 MiB 830.9 MiB -1.3%
Query 5 1.4 GiB 1.9 GiB +32.7%
Query 6 0 B 0 B 0.0%
Query 7 50.3 MiB 40.4 MiB -19.7%
Query 8 948.4 MiB 942.9 MiB -0.6%
Query 9 552.2 MiB 594.0 MiB +7.6%
Query 10 71.7 MiB 73.0 MiB +1.8%
Query 11 78.0 MiB 77.9 MiB -0.1%
Query 12 1.6 GiB 2.0 GiB +26.9%
Query 13 1.8 GiB 2.5 GiB +44.0%
Query 14 1.9 GiB 2.0 GiB +5.8%
Query 15 1.2 GiB 1.2 GiB -1.1%
Query 16 3.6 GiB 3.4 GiB -3.2%
Query 17 3.3 GiB 3.5 GiB +7.3%
Query 18 7.4 GiB 7.5 GiB +2.4%
Query 19 0 B 0 B 0.0%
Query 20 104 B 104 B +0.0%
Query 21 1.5 MiB 1.4 MiB -10.6%
Query 22 2.4 MiB 2.4 MiB +1.2%
Query 23 12.8 MiB 12.5 MiB -1.8%
Query 24 6.8 MiB 5.6 MiB -17.9%
Query 25 8.1 MiB 8.1 MiB +0.0%
Query 26 8.0 MiB 7.9 MiB -2.1%
Query 27 2.4 MiB 2.5 MiB +1.3%
Query 28 2.0 GiB 1.9 GiB -4.9%
Query 29 624 B 624 B +0.0%
Query 30 671.2 MiB 628.0 MiB -6.4%
Query 31 1.5 GiB 1.5 GiB +3.2%
Query 32 7.1 GiB 7.1 GiB -0.1%
Query 33 12.7 GiB 12.7 GiB +0.1%
Query 34 12.7 GiB 17.9 GiB +40.6%
Query 35 674.4 MiB 660.7 MiB -2.0%
Query 36 474.1 MiB 474.1 MiB +0.0%
Query 37 8.1 MiB 8.1 MiB +0.1%
Query 38 5.3 MiB 5.2 MiB -1.7%
Query 39 450.8 MiB 1013.3 MiB +124.8%
Query 40 2.3 MiB 2.5 MiB +8.9%
Query 41 3.1 MiB 3.1 MiB +0.0%
Query 42 1.6 MiB 1.6 MiB -1.8%

Pool accounting vs. process RSS

Max pool peak is the largest reservation any single query in the run reached; peak RSS covers the whole invocation, including data loading and allocator retention, and the two high-water marks need not coincide in time. The gap is therefore an upper bound on what the pool did not account for, not a measurement of it.

Benchmark Side Max pool peak Peak RSS Gap RSS / pool
clickbench_partitioned base (12840651e7e6736f6eb055b3206622397308891b) 12.7 GiB 12.9 GiB 194.7 MiB 1.0×
clickbench_partitioned changed (887fb88c3cce6152dc2399f608458b7bffad1965) 17.9 GiB 16.8 GiB −1.1 GiB 0.9×
Resource Usage

clickbench_partitioned — base (merge-base)

Metric Value
Wall time 375.1s
Peak memory 12.9 GiB
Avg memory 5.9 GiB
CPU user 3268.0s
CPU sys 200.7s
Peak spill 0 B

clickbench_partitioned — branch

Metric Value
Wall time 265.1s
Peak memory 16.8 GiB
Avg memory 6.4 GiB
CPU user 2104.1s
CPU sys 172.0s
Peak spill 0 B

File an issue against this benchmark runner

@Rich-T-kid

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run benchmark tpch tpcds clickbench_partitioned
env:
DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
ref: "af752e5d5620b13e759e1713c6c0b72c43b4fb9b"
changed:
ref: "ffec3beac0409b03770b0e5449ebf41aef6bda02"

@adriangbot

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🤖 Benchmark running (GKE) | trigger
Instance: c4a-highmem-16 (12 vCPU / 65 GiB) | Linux bench-c6461274069-4016-dhkw9 6.12.105+ #1 SMP Sat Sep 19 07:55:25 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 ffec3be (ffec3be) to af752e5 diff

Run configuration
run benchmark tpch
env:
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
  ref: "af752e5d5620b13e759e1713c6c0b72c43b4fb9b"
changed:
  ref: "ffec3beac0409b03770b0e5449ebf41aef6bda02"

Results will be posted here when complete


File an issue against this benchmark runner

@adriangbot

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🤖 Benchmark running (GKE) | trigger
Instance: c4a-highmem-16 (12 vCPU / 65 GiB) | Linux bench-c6461274069-4017-69wg2 6.12.105+ #1 SMP Sat Sep 19 07:55:25 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 ffec3be (ffec3be) to af752e5 diff

Run configuration
run benchmark tpcds
env:
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
  ref: "af752e5d5620b13e759e1713c6c0b72c43b4fb9b"
changed:
  ref: "ffec3beac0409b03770b0e5449ebf41aef6bda02"

Results will be posted here when complete


File an issue against this benchmark runner

@adriangbot

Copy link
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🤖 Benchmark completed (GKE) | trigger

Instance: c4a-highmem-16 (12 vCPU / 65 GiB)

Comparing ffec3be (ffec3be) to af752e5 diff

Run configuration
run benchmark tpch
env:
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
  ref: "af752e5d5620b13e759e1713c6c0b72c43b4fb9b"
changed:
  ref: "ffec3beac0409b03770b0e5449ebf41aef6bda02"
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

Comparing HEAD and rich-T-kid_repartition-dictionary-hash-cache
--------------------
Benchmark tpch_sf1.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┓
┃ Query     ┃      HEAD ┃ rich-T-kid_repartition-dictionary-hash-cache ┃    Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━┩
│ QQuery 1  │  40.07 ms │                                     40.11 ms │ no change │
│ QQuery 2  │  18.53 ms │                                     18.62 ms │ no change │
│ QQuery 3  │  28.10 ms │                                     27.85 ms │ no change │
│ QQuery 4  │  17.11 ms │                                     16.92 ms │ no change │
│ QQuery 5  │  35.04 ms │                                     34.51 ms │ no change │
│ QQuery 6  │  13.61 ms │                                     13.54 ms │ no change │
│ QQuery 7  │  41.80 ms │                                     41.33 ms │ no change │
│ QQuery 8  │  41.01 ms │                                     40.71 ms │ no change │
│ QQuery 9  │  50.51 ms │                                     50.35 ms │ no change │
│ QQuery 10 │  59.23 ms │                                     58.43 ms │ no change │
│ QQuery 11 │  13.39 ms │                                     13.32 ms │ no change │
│ QQuery 12 │  21.06 ms │                                     20.78 ms │ no change │
│ QQuery 13 │  45.74 ms │                                     45.50 ms │ no change │
│ QQuery 14 │  23.84 ms │                                     23.91 ms │ no change │
│ QQuery 15 │  30.81 ms │                                     30.79 ms │ no change │
│ QQuery 16 │  13.36 ms │                                     13.21 ms │ no change │
│ QQuery 17 │  73.61 ms │                                     73.87 ms │ no change │
│ QQuery 18 │ 114.10 ms │                                    111.36 ms │ no change │
│ QQuery 19 │  29.57 ms │                                     29.80 ms │ no change │
│ QQuery 20 │  33.24 ms │                                     33.08 ms │ no change │
│ QQuery 21 │  52.80 ms │                                     52.66 ms │ no change │
│ QQuery 22 │  15.56 ms │                                     15.34 ms │ no change │
└───────────┴───────────┴──────────────────────────────────────────────┴───────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━┓
┃ Benchmark Summary                                           ┃          ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━┩
│ Total Time (HEAD)                                           │ 812.09ms │
│ Total Time (rich-T-kid_repartition-dictionary-hash-cache)   │ 805.97ms │
│ Average Time (HEAD)                                         │  36.91ms │
│ Average Time (rich-T-kid_repartition-dictionary-hash-cache) │  36.64ms │
│ Queries Faster                                              │        0 │
│ Queries Slower                                              │        0 │
│ Queries with No Change                                      │       22 │
│ Queries with Failure                                        │        0 │
└─────────────────────────────────────────────────────────────┴──────────┘

Distribution per query (min / mean ±stddev / max):

Comparing HEAD and rich-T-kid_repartition-dictionary-hash-cache
--------------------
Benchmark tpch_sf1.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┓
┃ Query     ┃                              HEAD ┃ rich-T-kid_repartition-dictionary-hash-cache ┃    Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━┩
│ QQuery 1  │    40.07 / 42.04 ±1.46 / 43.76 ms │               40.11 / 41.40 ±1.20 / 42.93 ms │ no change │
│ QQuery 2  │    18.53 / 19.13 ±0.55 / 20.07 ms │               18.62 / 18.86 ±0.28 / 19.41 ms │ no change │
│ QQuery 3  │    28.10 / 28.54 ±0.71 / 29.95 ms │               27.85 / 28.02 ±0.16 / 28.28 ms │ no change │
│ QQuery 4  │    17.11 / 17.68 ±0.51 / 18.60 ms │               16.92 / 17.14 ±0.17 / 17.33 ms │ no change │
│ QQuery 5  │    35.04 / 35.37 ±0.28 / 35.82 ms │               34.51 / 35.08 ±0.46 / 35.88 ms │ no change │
│ QQuery 6  │    13.61 / 13.68 ±0.04 / 13.74 ms │               13.54 / 14.10 ±0.76 / 15.59 ms │ no change │
│ QQuery 7  │    41.80 / 43.73 ±2.56 / 48.80 ms │               41.33 / 42.67 ±1.42 / 44.86 ms │ no change │
│ QQuery 8  │    41.01 / 42.35 ±0.99 / 43.75 ms │               40.71 / 41.80 ±1.49 / 44.67 ms │ no change │
│ QQuery 9  │    50.51 / 51.85 ±0.92 / 52.93 ms │               50.35 / 50.98 ±0.35 / 51.36 ms │ no change │
│ QQuery 10 │    59.23 / 59.71 ±0.56 / 60.80 ms │               58.43 / 58.76 ±0.24 / 59.10 ms │ no change │
│ QQuery 11 │    13.39 / 13.63 ±0.27 / 14.16 ms │               13.32 / 13.50 ±0.17 / 13.81 ms │ no change │
│ QQuery 12 │    21.06 / 21.34 ±0.15 / 21.49 ms │               20.78 / 21.04 ±0.23 / 21.32 ms │ no change │
│ QQuery 13 │    45.74 / 46.28 ±0.50 / 47.16 ms │               45.50 / 46.76 ±1.12 / 48.73 ms │ no change │
│ QQuery 14 │    23.84 / 23.98 ±0.11 / 24.10 ms │               23.91 / 24.22 ±0.34 / 24.71 ms │ no change │
│ QQuery 15 │    30.81 / 31.21 ±0.60 / 32.41 ms │               30.79 / 31.51 ±0.74 / 32.41 ms │ no change │
│ QQuery 16 │    13.36 / 13.48 ±0.10 / 13.64 ms │               13.21 / 13.36 ±0.14 / 13.61 ms │ no change │
│ QQuery 17 │    73.61 / 75.77 ±1.84 / 77.93 ms │               73.87 / 74.81 ±0.95 / 76.56 ms │ no change │
│ QQuery 18 │ 114.10 / 116.88 ±2.27 / 120.00 ms │            111.36 / 117.92 ±5.32 / 126.22 ms │ no change │
│ QQuery 19 │    29.57 / 30.13 ±0.39 / 30.69 ms │               29.80 / 30.80 ±1.22 / 33.10 ms │ no change │
│ QQuery 20 │    33.24 / 33.68 ±0.26 / 34.05 ms │               33.08 / 33.42 ±0.22 / 33.68 ms │ no change │
│ QQuery 21 │    52.80 / 56.91 ±4.25 / 64.06 ms │               52.66 / 56.17 ±4.15 / 63.38 ms │ no change │
│ QQuery 22 │    15.56 / 16.04 ±0.44 / 16.56 ms │               15.34 / 15.94 ±0.47 / 16.75 ms │ no change │
└───────────┴───────────────────────────────────┴──────────────────────────────────────────────┴───────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━┓
┃ Benchmark Summary                                           ┃          ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━┩
│ Total Time (HEAD)                                           │ 833.42ms │
│ Total Time (rich-T-kid_repartition-dictionary-hash-cache)   │ 828.27ms │
│ Average Time (HEAD)                                         │  37.88ms │
│ Average Time (rich-T-kid_repartition-dictionary-hash-cache) │  37.65ms │
│ Queries Faster                                              │        0 │
│ Queries Slower                                              │        0 │
│ Queries with No Change                                      │       22 │
│ Queries with Failure                                        │        0 │
└─────────────────────────────────────────────────────────────┴──────────┘

Memory Pool Peaks

Peak MemoryPool reservation per query — what DataFusion's accounting believes it reserved. Recorded only for benchmarks that write a results JSON (the dfbench suites, and the suites bench.sh runs through the Criterion SQL harness since #25644), and only under a memory limit: DATAFUSION_RUNTIME_MEMORY_LIMIT, or one the suite sets itself.

Base: af752e5d5620b13e759e1713c6c0b72c43b4fb9b | Changed: ffec3beac0409b03770b0e5449ebf41aef6bda02

tpch — tpch_sf1

Query Base Changed Change
Query 1 30.2 MiB 30.1 MiB -0.1%
Query 2 23.1 MiB 23.1 MiB +0.0%
Query 3 11.5 MiB 11.5 MiB +0.0%
Query 4 22.2 MiB 22.2 MiB +0.0%
Query 5 32.8 MiB 42.7 MiB +30.3%
Query 6 832 B 832 B +0.0%
Query 7 107.6 MiB 107.6 MiB +0.0%
Query 8 32.4 MiB 33.9 MiB +4.7%
Query 9 155.6 MiB 155.6 MiB +0.0%
Query 10 61.2 MiB 61.2 MiB +0.0%
Query 11 51.1 MiB 41.5 MiB -18.8%
Query 12 20.0 MiB 20.1 MiB +0.1%
Query 13 43.0 MiB 62.3 MiB +45.1%
Query 14 7.7 MiB 7.7 MiB +0.0%
Query 15 12.8 MiB 12.9 MiB +0.9%
Query 16 33.4 MiB 33.3 MiB -0.3%
Query 17 150.3 MiB 150.3 MiB +0.0%
Query 18 2.7 GiB 2.7 GiB -0.0%
Query 19 228.6 KiB 228.6 KiB +0.0%
Query 20 59.3 MiB 59.2 MiB -0.2%
Query 21 37.7 MiB 37.7 MiB +0.0%
Query 22 31.9 MiB 22.0 MiB -31.3%

Pool accounting vs. process RSS

Max pool peak is the largest reservation any single query in the run reached; peak RSS covers the whole invocation, including data loading and allocator retention, and the two high-water marks need not coincide in time. The gap is therefore an upper bound on what the pool did not account for, not a measurement of it.

Benchmark Side Max pool peak Peak RSS Gap RSS / pool
tpch base (af752e5d5620b13e759e1713c6c0b72c43b4fb9b) 2.7 GiB 1.9 GiB −819.9 MiB 0.7×
tpch changed (ffec3beac0409b03770b0e5449ebf41aef6bda02) 2.7 GiB 1.9 GiB −779.4 MiB 0.7×
Resource Usage

tpch — base (merge-base)

Metric Value
Wall time 5.0s
Peak memory 1.9 GiB
Avg memory 815.0 MiB
CPU user 21.7s
CPU sys 1.6s
Peak spill 0 B

tpch — branch

Metric Value
Wall time 5.0s
Peak memory 1.9 GiB
Avg memory 791.8 MiB
CPU user 21.8s
CPU sys 1.6s
Peak spill 0 B

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🤖 Benchmark running (GKE) | trigger
Instance: c4a-highmem-16 (12 vCPU / 65 GiB) | Linux bench-c6461274069-4018-kr94p 6.12.105+ #1 SMP Sat Sep 19 07:55:25 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 ffec3be (ffec3be) to af752e5 diff

Run configuration
run benchmark clickbench_partitioned
env:
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
  ref: "af752e5d5620b13e759e1713c6c0b72c43b4fb9b"
changed:
  ref: "ffec3beac0409b03770b0e5449ebf41aef6bda02"

Results will be posted here when complete


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🤖 Benchmark completed (GKE) | trigger

Instance: c4a-highmem-16 (12 vCPU / 65 GiB)

Comparing ffec3be (ffec3be) to af752e5 diff

Run configuration
run benchmark tpcds
env:
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
  ref: "af752e5d5620b13e759e1713c6c0b72c43b4fb9b"
changed:
  ref: "ffec3beac0409b03770b0e5449ebf41aef6bda02"
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

Comparing HEAD and rich-T-kid_repartition-dictionary-hash-cache
--------------------
Benchmark tpcds_sf1.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query     ┃       HEAD ┃ rich-T-kid_repartition-dictionary-hash-cache ┃        Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 1  │    5.31 ms │                                      5.43 ms │     no change │
│ QQuery 2  │   76.57 ms │                                     76.88 ms │     no change │
│ QQuery 3  │   28.68 ms │                                     28.13 ms │     no change │
│ QQuery 4  │  809.11 ms │                                    796.74 ms │     no change │
│ QQuery 5  │   50.33 ms │                                     49.65 ms │     no change │
│ QQuery 6  │   33.12 ms │                                     33.62 ms │     no change │
│ QQuery 7  │   72.90 ms │                                     72.39 ms │     no change │
│ QQuery 8  │   37.73 ms │                                     37.94 ms │     no change │
│ QQuery 9  │   50.75 ms │                                     52.06 ms │     no change │
│ QQuery 10 │   61.37 ms │                                     61.47 ms │     no change │
│ QQuery 11 │  464.57 ms │                                    461.51 ms │     no change │
│ QQuery 12 │   25.77 ms │                                     25.63 ms │     no change │
│ QQuery 13 │  112.01 ms │                                    112.60 ms │     no change │
│ QQuery 14 │  383.19 ms │                                    381.36 ms │     no change │
│ QQuery 15 │   51.41 ms │                                     51.85 ms │     no change │
│ QQuery 16 │    6.03 ms │                                      6.07 ms │     no change │
│ QQuery 17 │   79.85 ms │                                     79.63 ms │     no change │
│ QQuery 18 │  103.78 ms │                                    104.03 ms │     no change │
│ QQuery 19 │   40.77 ms │                                     40.85 ms │     no change │
│ QQuery 20 │   31.25 ms │                                     31.09 ms │     no change │
│ QQuery 21 │   17.15 ms │                                     16.87 ms │     no change │
│ QQuery 22 │   70.76 ms │                                     70.72 ms │     no change │
│ QQuery 23 │  301.57 ms │                                    299.44 ms │     no change │
│ QQuery 24 │  189.04 ms │                                    188.33 ms │     no change │
│ QQuery 25 │  106.72 ms │                                    105.39 ms │     no change │
│ QQuery 26 │   46.57 ms │                                     46.43 ms │     no change │
│ QQuery 27 │    5.94 ms │                                      5.84 ms │     no change │
│ QQuery 28 │   56.20 ms │                                     57.60 ms │     no change │
│ QQuery 29 │   94.57 ms │                                     94.72 ms │     no change │
│ QQuery 30 │   36.91 ms │                                     36.30 ms │     no change │
│ QQuery 31 │  111.58 ms │                                    110.26 ms │     no change │
│ QQuery 32 │   19.37 ms │                                     19.76 ms │     no change │
│ QQuery 33 │   36.92 ms │                                     36.89 ms │     no change │
│ QQuery 34 │    9.23 ms │                                      9.32 ms │     no change │
│ QQuery 35 │   70.64 ms │                                     70.02 ms │     no change │
│ QQuery 36 │    5.75 ms │                                      5.65 ms │     no change │
│ QQuery 37 │    7.13 ms │                                      7.12 ms │     no change │
│ QQuery 38 │   64.94 ms │                                     63.81 ms │     no change │
│ QQuery 39 │   71.84 ms │                                     71.02 ms │     no change │
│ QQuery 40 │   22.49 ms │                                     22.27 ms │     no change │
│ QQuery 41 │   13.77 ms │                                     13.43 ms │     no change │
│ QQuery 42 │   23.64 ms │                                     23.38 ms │     no change │
│ QQuery 43 │    5.06 ms │                                      5.03 ms │     no change │
│ QQuery 44 │    8.59 ms │                                      8.65 ms │     no change │
│ QQuery 45 │   35.17 ms │                                     34.83 ms │     no change │
│ QQuery 46 │   11.05 ms │                                     10.85 ms │     no change │
│ QQuery 47 │  202.17 ms │                                    200.40 ms │     no change │
│ QQuery 48 │   90.51 ms │                                     91.04 ms │     no change │
│ QQuery 49 │   69.46 ms │                                     69.43 ms │     no change │
│ QQuery 50 │   57.90 ms │                                     57.55 ms │     no change │
│ QQuery 51 │   90.59 ms │                                     89.48 ms │     no change │
│ QQuery 52 │   24.07 ms │                                     23.87 ms │     no change │
│ QQuery 53 │   29.12 ms │                                     29.01 ms │     no change │
│ QQuery 54 │   52.53 ms │                                     52.44 ms │     no change │
│ QQuery 55 │   23.40 ms │                                     23.08 ms │     no change │
│ QQuery 56 │   38.60 ms │                                     37.89 ms │     no change │
│ QQuery 57 │  151.75 ms │                                    149.85 ms │     no change │
│ QQuery 58 │  102.58 ms │                                    102.22 ms │     no change │
│ QQuery 59 │  106.49 ms │                                    105.73 ms │     no change │
│ QQuery 60 │   42.10 ms │                                     42.46 ms │     no change │
│ QQuery 61 │    9.44 ms │                                      9.43 ms │     no change │
│ QQuery 62 │   38.43 ms │                                     37.85 ms │     no change │
│ QQuery 63 │   29.05 ms │                                     29.14 ms │     no change │
│ QQuery 64 │  363.80 ms │                                    360.27 ms │     no change │
│ QQuery 65 │  131.16 ms │                                    132.28 ms │     no change │
│ QQuery 66 │   73.11 ms │                                     73.34 ms │     no change │
│ QQuery 67 │  226.63 ms │                                    223.65 ms │     no change │
│ QQuery 68 │   11.14 ms │                                     11.25 ms │     no change │
│ QQuery 69 │   56.37 ms │                                     56.32 ms │     no change │
│ QQuery 70 │   98.04 ms │                                     97.91 ms │     no change │
│ QQuery 71 │   34.30 ms │                                     34.80 ms │     no change │
│ QQuery 72 │ 1577.80 ms │                                   1450.06 ms │ +1.09x faster │
│ QQuery 73 │    9.37 ms │                                      9.25 ms │     no change │
│ QQuery 74 │  242.91 ms │                                    238.80 ms │     no change │
│ QQuery 75 │  137.55 ms │                                    137.29 ms │     no change │
│ QQuery 76 │   34.11 ms │                                     33.92 ms │     no change │
│ QQuery 77 │   58.74 ms │                                     59.33 ms │     no change │
│ QQuery 78 │  156.98 ms │                                    158.38 ms │     no change │
│ QQuery 79 │   66.50 ms │                                     66.08 ms │     no change │
│ QQuery 80 │   93.88 ms │                                     93.75 ms │     no change │
│ QQuery 81 │   28.11 ms │                                     28.13 ms │     no change │
│ QQuery 82 │   16.59 ms │                                     16.79 ms │     no change │
│ QQuery 83 │   31.76 ms │                                     32.30 ms │     no change │
│ QQuery 84 │   30.58 ms │                                     30.66 ms │     no change │
│ QQuery 85 │   98.50 ms │                                     99.10 ms │     no change │
│ QQuery 86 │   24.20 ms │                                     24.35 ms │     no change │
│ QQuery 87 │   65.04 ms │                                     64.41 ms │     no change │
│ QQuery 88 │   58.34 ms │                                     58.78 ms │     no change │
│ QQuery 89 │   35.63 ms │                                     35.52 ms │     no change │
│ QQuery 90 │   15.84 ms │                                     15.81 ms │     no change │
│ QQuery 91 │   39.70 ms │                                     40.28 ms │     no change │
│ QQuery 92 │   28.58 ms │                                     28.48 ms │     no change │
│ QQuery 93 │   48.93 ms │                                     47.68 ms │     no change │
│ QQuery 94 │   37.55 ms │                                     37.61 ms │     no change │
│ QQuery 95 │   79.00 ms │                                     79.00 ms │     no change │
│ QQuery 96 │   23.39 ms │                                     23.20 ms │     no change │
│ QQuery 97 │   51.21 ms │                                     49.90 ms │     no change │
│ QQuery 98 │   37.57 ms │                                     37.57 ms │     no change │
│ QQuery 99 │   56.15 ms │                                     56.65 ms │     no change │
└───────────┴────────────┴──────────────────────────────────────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┓
┃ Benchmark Summary                                           ┃           ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━┩
│ Total Time (HEAD)                                           │ 9304.40ms │
│ Total Time (rich-T-kid_repartition-dictionary-hash-cache)   │ 9136.66ms │
│ Average Time (HEAD)                                         │   93.98ms │
│ Average Time (rich-T-kid_repartition-dictionary-hash-cache) │   92.29ms │
│ Queries Faster                                              │         1 │
│ Queries Slower                                              │         0 │
│ Queries with No Change                                      │        98 │
│ Queries with Failure                                        │         0 │
└─────────────────────────────────────────────────────────────┴───────────┘

Distribution per query (min / mean ±stddev / max):

Comparing HEAD and rich-T-kid_repartition-dictionary-hash-cache
--------------------
Benchmark tpcds_sf1.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query     ┃                                  HEAD ┃ rich-T-kid_repartition-dictionary-hash-cache ┃        Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 1  │           5.31 / 5.89 ±1.07 / 8.02 ms │                  5.43 / 6.11 ±1.09 / 8.28 ms │     no change │
│ QQuery 2  │        76.57 / 76.76 ±0.14 / 76.93 ms │               76.88 / 77.16 ±0.16 / 77.36 ms │     no change │
│ QQuery 3  │        28.68 / 28.92 ±0.18 / 29.17 ms │               28.13 / 28.51 ±0.23 / 28.77 ms │     no change │
│ QQuery 4  │     809.11 / 815.64 ±4.02 / 821.11 ms │            796.74 / 805.11 ±6.00 / 815.42 ms │     no change │
│ QQuery 5  │        50.33 / 50.87 ±0.42 / 51.62 ms │               49.65 / 51.32 ±1.78 / 54.67 ms │     no change │
│ QQuery 6  │        33.12 / 35.35 ±3.48 / 42.29 ms │               33.62 / 35.96 ±4.04 / 44.02 ms │     no change │
│ QQuery 7  │        72.90 / 73.83 ±1.01 / 75.52 ms │               72.39 / 73.98 ±1.52 / 76.33 ms │     no change │
│ QQuery 8  │        37.73 / 38.35 ±0.46 / 38.93 ms │               37.94 / 38.15 ±0.25 / 38.59 ms │     no change │
│ QQuery 9  │        50.75 / 52.54 ±1.09 / 53.97 ms │               52.06 / 54.15 ±2.70 / 59.38 ms │     no change │
│ QQuery 10 │        61.37 / 63.37 ±3.40 / 70.16 ms │               61.47 / 62.44 ±1.20 / 64.72 ms │     no change │
│ QQuery 11 │     464.57 / 470.43 ±5.14 / 479.21 ms │            461.51 / 465.08 ±3.22 / 470.85 ms │     no change │
│ QQuery 12 │        25.77 / 26.02 ±0.19 / 26.32 ms │               25.63 / 25.98 ±0.22 / 26.27 ms │     no change │
│ QQuery 13 │     112.01 / 114.48 ±4.22 / 122.86 ms │            112.60 / 113.32 ±0.72 / 114.64 ms │     no change │
│ QQuery 14 │     383.19 / 390.13 ±4.24 / 396.37 ms │            381.36 / 385.04 ±1.98 / 386.89 ms │     no change │
│ QQuery 15 │        51.41 / 53.29 ±2.44 / 58.01 ms │               51.85 / 52.74 ±1.23 / 55.16 ms │     no change │
│ QQuery 16 │           6.03 / 6.18 ±0.26 / 6.69 ms │                  6.07 / 6.26 ±0.25 / 6.73 ms │     no change │
│ QQuery 17 │        79.85 / 80.19 ±0.39 / 80.72 ms │               79.63 / 80.07 ±0.38 / 80.76 ms │     no change │
│ QQuery 18 │     103.78 / 106.44 ±1.85 / 109.03 ms │            104.03 / 105.81 ±1.73 / 109.10 ms │     no change │
│ QQuery 19 │        40.77 / 41.86 ±0.62 / 42.59 ms │               40.85 / 41.62 ±0.47 / 42.22 ms │     no change │
│ QQuery 20 │        31.25 / 31.56 ±0.26 / 31.98 ms │               31.09 / 31.39 ±0.16 / 31.58 ms │     no change │
│ QQuery 21 │        17.15 / 17.50 ±0.35 / 18.17 ms │               16.87 / 17.10 ±0.17 / 17.26 ms │     no change │
│ QQuery 22 │        70.76 / 71.82 ±0.96 / 73.42 ms │               70.72 / 71.73 ±1.03 / 73.68 ms │     no change │
│ QQuery 23 │     301.57 / 306.63 ±2.89 / 310.19 ms │            299.44 / 304.10 ±4.12 / 310.55 ms │     no change │
│ QQuery 24 │     189.04 / 192.45 ±2.88 / 196.27 ms │            188.33 / 190.53 ±2.25 / 194.35 ms │     no change │
│ QQuery 25 │     106.72 / 108.10 ±0.87 / 109.13 ms │            105.39 / 107.64 ±2.23 / 111.85 ms │     no change │
│ QQuery 26 │        46.57 / 48.02 ±2.29 / 52.57 ms │               46.43 / 46.65 ±0.16 / 46.86 ms │     no change │
│ QQuery 27 │           5.94 / 6.09 ±0.20 / 6.47 ms │                  5.84 / 6.04 ±0.19 / 6.38 ms │     no change │
│ QQuery 28 │        56.20 / 59.96 ±1.88 / 60.98 ms │               57.60 / 59.73 ±1.66 / 61.39 ms │     no change │
│ QQuery 29 │        94.57 / 96.30 ±1.51 / 99.07 ms │               94.72 / 97.49 ±1.51 / 98.81 ms │     no change │
│ QQuery 30 │        36.91 / 38.35 ±2.44 / 43.20 ms │               36.30 / 37.51 ±2.02 / 41.53 ms │     no change │
│ QQuery 31 │     111.58 / 112.61 ±1.03 / 114.23 ms │            110.26 / 111.13 ±0.95 / 112.94 ms │     no change │
│ QQuery 32 │        19.37 / 19.81 ±0.41 / 20.53 ms │               19.76 / 20.20 ±0.58 / 21.33 ms │     no change │
│ QQuery 33 │        36.92 / 37.34 ±0.42 / 38.06 ms │               36.89 / 37.96 ±1.43 / 40.80 ms │     no change │
│ QQuery 34 │          9.23 / 9.52 ±0.32 / 10.12 ms │                  9.32 / 9.55 ±0.23 / 9.94 ms │     no change │
│ QQuery 35 │        70.64 / 70.92 ±0.20 / 71.25 ms │               70.02 / 71.60 ±1.34 / 74.04 ms │     no change │
│ QQuery 36 │           5.75 / 5.93 ±0.24 / 6.39 ms │                  5.65 / 5.84 ±0.24 / 6.31 ms │     no change │
│ QQuery 37 │           7.13 / 7.29 ±0.09 / 7.41 ms │                  7.12 / 7.23 ±0.07 / 7.30 ms │     no change │
│ QQuery 38 │        64.94 / 65.14 ±0.23 / 65.55 ms │               63.81 / 64.36 ±0.52 / 65.33 ms │     no change │
│ QQuery 39 │        71.84 / 72.82 ±1.12 / 74.91 ms │               71.02 / 72.04 ±1.13 / 74.21 ms │     no change │
│ QQuery 40 │        22.49 / 22.92 ±0.40 / 23.59 ms │               22.27 / 22.81 ±0.51 / 23.76 ms │     no change │
│ QQuery 41 │        13.77 / 14.03 ±0.18 / 14.34 ms │               13.43 / 13.67 ±0.21 / 14.04 ms │     no change │
│ QQuery 42 │        23.64 / 24.13 ±0.49 / 24.81 ms │               23.38 / 23.80 ±0.35 / 24.43 ms │     no change │
│ QQuery 43 │           5.06 / 5.21 ±0.20 / 5.61 ms │                  5.03 / 5.20 ±0.20 / 5.60 ms │     no change │
│ QQuery 44 │           8.59 / 8.69 ±0.06 / 8.77 ms │                  8.65 / 8.74 ±0.09 / 8.87 ms │     no change │
│ QQuery 45 │        35.17 / 36.39 ±1.37 / 38.93 ms │               34.83 / 35.14 ±0.21 / 35.38 ms │     no change │
│ QQuery 46 │        11.05 / 11.23 ±0.20 / 11.60 ms │               10.85 / 11.03 ±0.15 / 11.23 ms │     no change │
│ QQuery 47 │     202.17 / 204.39 ±2.01 / 208.07 ms │            200.40 / 202.56 ±1.36 / 204.18 ms │     no change │
│ QQuery 48 │        90.51 / 92.54 ±2.83 / 98.14 ms │               91.04 / 91.61 ±0.64 / 92.40 ms │     no change │
│ QQuery 49 │        69.46 / 70.04 ±0.43 / 70.60 ms │               69.43 / 70.41 ±0.66 / 71.49 ms │     no change │
│ QQuery 50 │        57.90 / 59.12 ±0.97 / 60.87 ms │               57.55 / 58.87 ±1.15 / 61.03 ms │     no change │
│ QQuery 51 │        90.59 / 93.10 ±1.74 / 94.77 ms │               89.48 / 92.59 ±2.03 / 94.91 ms │     no change │
│ QQuery 52 │        24.07 / 24.25 ±0.13 / 24.48 ms │               23.87 / 24.06 ±0.15 / 24.24 ms │     no change │
│ QQuery 53 │        29.12 / 29.31 ±0.26 / 29.81 ms │               29.01 / 29.20 ±0.20 / 29.58 ms │     no change │
│ QQuery 54 │        52.53 / 52.91 ±0.22 / 53.12 ms │               52.44 / 53.04 ±0.80 / 54.61 ms │     no change │
│ QQuery 55 │        23.40 / 24.68 ±1.76 / 28.14 ms │               23.08 / 23.29 ±0.14 / 23.49 ms │ +1.06x faster │
│ QQuery 56 │        38.60 / 38.88 ±0.39 / 39.66 ms │               37.89 / 39.46 ±2.32 / 44.05 ms │     no change │
│ QQuery 57 │     151.75 / 153.14 ±1.82 / 156.65 ms │            149.85 / 152.05 ±1.34 / 153.89 ms │     no change │
│ QQuery 58 │     102.58 / 105.39 ±3.45 / 112.14 ms │            102.22 / 104.06 ±1.65 / 107.17 ms │     no change │
│ QQuery 59 │     106.49 / 109.48 ±1.87 / 112.41 ms │            105.73 / 107.01 ±0.85 / 108.15 ms │     no change │
│ QQuery 60 │        42.10 / 42.98 ±0.68 / 44.07 ms │               42.46 / 43.97 ±1.49 / 46.66 ms │     no change │
│ QQuery 61 │          9.44 / 9.61 ±0.23 / 10.06 ms │                  9.43 / 9.62 ±0.20 / 9.99 ms │     no change │
│ QQuery 62 │        38.43 / 38.58 ±0.10 / 38.69 ms │               37.85 / 38.22 ±0.22 / 38.47 ms │     no change │
│ QQuery 63 │        29.05 / 29.37 ±0.34 / 30.02 ms │               29.14 / 29.28 ±0.09 / 29.36 ms │     no change │
│ QQuery 64 │     363.80 / 365.63 ±1.33 / 366.91 ms │            360.27 / 361.76 ±0.79 / 362.54 ms │     no change │
│ QQuery 65 │     131.16 / 135.43 ±5.11 / 145.11 ms │            132.28 / 135.15 ±2.91 / 139.40 ms │     no change │
│ QQuery 66 │        73.11 / 74.07 ±0.52 / 74.55 ms │               73.34 / 74.09 ±0.78 / 75.53 ms │     no change │
│ QQuery 67 │     226.63 / 228.57 ±2.25 / 232.74 ms │            223.65 / 226.73 ±3.41 / 233.33 ms │     no change │
│ QQuery 68 │        11.14 / 11.33 ±0.30 / 11.94 ms │               11.25 / 11.51 ±0.21 / 11.89 ms │     no change │
│ QQuery 69 │        56.37 / 57.56 ±1.78 / 61.08 ms │               56.32 / 56.56 ±0.25 / 57.04 ms │     no change │
│ QQuery 70 │      98.04 / 100.52 ±3.56 / 107.59 ms │              97.91 / 99.79 ±2.76 / 105.27 ms │     no change │
│ QQuery 71 │        34.30 / 34.71 ±0.31 / 35.19 ms │               34.80 / 36.27 ±2.49 / 41.25 ms │     no change │
│ QQuery 72 │ 1577.80 / 1615.36 ±25.11 / 1650.44 ms │        1450.06 / 1487.29 ±42.61 / 1563.38 ms │ +1.09x faster │
│ QQuery 73 │         9.37 / 10.07 ±1.02 / 12.09 ms │                  9.25 / 9.39 ±0.26 / 9.91 ms │ +1.07x faster │
│ QQuery 74 │     242.91 / 246.64 ±3.29 / 252.01 ms │            238.80 / 242.86 ±2.50 / 246.36 ms │     no change │
│ QQuery 75 │     137.55 / 140.42 ±2.90 / 146.00 ms │            137.29 / 138.47 ±1.18 / 140.67 ms │     no change │
│ QQuery 76 │        34.11 / 34.94 ±1.02 / 36.83 ms │               33.92 / 35.40 ±2.66 / 40.72 ms │     no change │
│ QQuery 77 │        58.74 / 59.94 ±0.83 / 61.19 ms │               59.33 / 60.17 ±0.96 / 61.79 ms │     no change │
│ QQuery 78 │     156.98 / 161.99 ±3.56 / 167.63 ms │            158.38 / 162.04 ±2.45 / 165.16 ms │     no change │
│ QQuery 79 │        66.50 / 68.28 ±2.21 / 72.59 ms │               66.08 / 67.27 ±1.36 / 69.85 ms │     no change │
│ QQuery 80 │        93.88 / 95.45 ±1.54 / 98.33 ms │               93.75 / 94.93 ±0.95 / 96.27 ms │     no change │
│ QQuery 81 │        28.11 / 28.45 ±0.29 / 28.90 ms │               28.13 / 29.56 ±2.32 / 34.18 ms │     no change │
│ QQuery 82 │        16.59 / 17.81 ±2.14 / 22.09 ms │               16.79 / 17.21 ±0.56 / 18.31 ms │     no change │
│ QQuery 83 │        31.76 / 32.20 ±0.37 / 32.84 ms │               32.30 / 32.60 ±0.22 / 32.91 ms │     no change │
│ QQuery 84 │        30.58 / 30.86 ±0.31 / 31.45 ms │               30.66 / 31.15 ±0.47 / 31.82 ms │     no change │
│ QQuery 85 │       98.50 / 99.97 ±1.38 / 102.21 ms │              99.10 / 99.94 ±0.79 / 101.35 ms │     no change │
│ QQuery 86 │        24.20 / 24.52 ±0.20 / 24.85 ms │               24.35 / 25.81 ±1.56 / 28.74 ms │  1.05x slower │
│ QQuery 87 │        65.04 / 66.13 ±1.41 / 68.89 ms │               64.41 / 65.67 ±1.84 / 69.30 ms │     no change │
│ QQuery 88 │        58.34 / 59.12 ±0.51 / 59.86 ms │               58.78 / 58.96 ±0.10 / 59.06 ms │     no change │
│ QQuery 89 │        35.63 / 36.64 ±0.99 / 38.50 ms │               35.52 / 36.03 ±0.48 / 36.88 ms │     no change │
│ QQuery 90 │        15.84 / 16.06 ±0.19 / 16.40 ms │               15.81 / 16.87 ±1.65 / 20.14 ms │  1.05x slower │
│ QQuery 91 │        39.70 / 40.19 ±0.40 / 40.68 ms │               40.28 / 40.87 ±0.54 / 41.78 ms │     no change │
│ QQuery 92 │        28.58 / 29.02 ±0.59 / 30.17 ms │               28.48 / 29.11 ±0.46 / 29.69 ms │     no change │
│ QQuery 93 │        48.93 / 50.08 ±0.69 / 50.93 ms │               47.68 / 48.97 ±0.94 / 50.52 ms │     no change │
│ QQuery 94 │        37.55 / 37.87 ±0.30 / 38.42 ms │               37.61 / 38.29 ±0.70 / 39.53 ms │     no change │
│ QQuery 95 │        79.00 / 81.45 ±2.76 / 86.32 ms │               79.00 / 80.24 ±1.16 / 82.42 ms │     no change │
│ QQuery 96 │        23.39 / 23.84 ±0.30 / 24.18 ms │               23.20 / 23.85 ±0.37 / 24.35 ms │     no change │
│ QQuery 97 │        51.21 / 52.12 ±0.53 / 52.84 ms │               49.90 / 50.85 ±0.60 / 51.62 ms │     no change │
│ QQuery 98 │        37.57 / 38.43 ±0.63 / 39.17 ms │               37.57 / 37.97 ±0.33 / 38.54 ms │     no change │
│ QQuery 99 │        56.15 / 58.72 ±3.32 / 65.21 ms │               56.65 / 57.12 ±0.38 / 57.59 ms │     no change │
└───────────┴───────────────────────────────────────┴──────────────────────────────────────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┓
┃ Benchmark Summary                                           ┃           ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━┩
│ Total Time (HEAD)                                           │ 9473.50ms │
│ Total Time (rich-T-kid_repartition-dictionary-hash-cache)   │ 9289.05ms │
│ Average Time (HEAD)                                         │   95.69ms │
│ Average Time (rich-T-kid_repartition-dictionary-hash-cache) │   93.83ms │
│ Queries Faster                                              │         3 │
│ Queries Slower                                              │         2 │
│ Queries with No Change                                      │        94 │
│ Queries with Failure                                        │         0 │
└─────────────────────────────────────────────────────────────┴───────────┘

Memory Pool Peaks

Peak MemoryPool reservation per query — what DataFusion's accounting believes it reserved. Recorded only for benchmarks that write a results JSON (the dfbench suites, and the suites bench.sh runs through the Criterion SQL harness since #25644), and only under a memory limit: DATAFUSION_RUNTIME_MEMORY_LIMIT, or one the suite sets itself.

Base: af752e5d5620b13e759e1713c6c0b72c43b4fb9b | Changed: ffec3beac0409b03770b0e5449ebf41aef6bda02

tpcds — tpcds_sf1

Query Base Changed Change
Query 1 135.4 KiB 139.5 KiB +3.0%
Query 2 60.8 MiB 91.8 MiB +51.0%
Query 3 1.7 MiB 1.7 MiB +0.0%
Query 4 79.7 MiB 79.7 MiB -0.0%
Query 5 12.5 MiB 14.0 MiB +12.4%
Query 6 4.4 MiB 4.7 MiB +6.4%
Query 7 3.7 MiB 3.9 MiB +5.4%
Query 8 1.8 MiB 1.7 MiB -5.2%
Query 9 32.1 KiB 32.1 KiB +0.0%
Query 10 2.0 MiB 2.0 MiB +0.0%
Query 11 62.0 MiB 62.0 MiB +0.0%
Query 12 114.4 MiB 114.4 MiB +0.0%
Query 13 13.7 MiB 13.7 MiB +0.0%
Query 14 170.9 MiB 171.0 MiB +0.0%
Query 15 4.3 MiB 4.1 MiB -5.1%
Query 16 118.6 KiB 118.6 KiB +0.0%
Query 17 40.6 MiB 41.0 MiB +1.2%
Query 18 21.2 MiB 21.2 MiB +0.1%
Query 19 1.9 MiB 1.9 MiB -2.7%
Query 20 114.6 MiB 114.6 MiB +0.0%
Query 21 2.9 MiB 3.3 MiB +12.8%
Query 22 61.8 MiB 61.8 MiB +0.0%
Query 23 212.0 MiB 213.4 MiB +0.7%
Query 24 38.7 MiB 38.7 MiB +0.0%
Query 25 99.9 MiB 99.9 MiB +0.0%
Query 26 3.4 MiB 3.4 MiB -1.7%
Query 27 1.6 MiB 1.6 MiB +0.0%
Query 28 1.5 MiB 1.3 MiB -8.9%
Query 29 104.7 MiB 104.7 MiB +0.0%
Query 30 3.7 MiB 3.7 MiB +0.0%
Query 31 13.4 MiB 13.4 MiB -0.0%
Query 32 2.5 MiB 2.7 MiB +8.9%
Query 33 4.4 MiB 5.2 MiB +18.4%
Query 34 6.0 MiB 6.0 MiB +0.0%
Query 35 16.6 MiB 17.5 MiB +5.3%
Query 36 10.3 MiB 10.3 MiB +0.0%
Query 37 3.3 MiB 3.3 MiB +0.0%
Query 38 10.4 MiB 10.8 MiB +3.4%
Query 39 43.9 MiB 42.6 MiB -3.0%
Query 40 12.2 MiB 12.2 MiB +0.0%
Query 41 2.1 MiB 2.1 MiB +0.0%
Query 42 1.4 MiB 1.5 MiB +5.9%
Query 43 275.0 KiB 275.0 KiB +0.0%
Query 44 233.2 KiB 233.2 KiB +0.0%
Query 45 4.5 MiB 4.5 MiB +0.0%
Query 46 6.2 MiB 6.2 MiB +0.0%
Query 47 128.5 MiB 138.2 MiB +7.5%
Query 48 11.8 MiB 11.8 MiB +0.0%
Query 49 52.0 MiB 42.8 MiB -17.7%
Query 50 16.9 MiB 16.9 MiB +0.0%
Query 51 177.7 MiB 177.7 MiB +0.0%
Query 52 1.5 MiB 1.8 MiB +14.2%
Query 53 30.6 MiB 30.6 MiB +0.0%
Query 54 2.1 MiB 2.3 MiB +7.3%
Query 55 1.7 MiB 1.3 MiB -26.2%
Query 56 3.0 MiB 3.3 MiB +8.0%
Query 57 120.8 MiB 120.8 MiB -0.0%
Query 58 4.4 MiB 4.4 MiB +0.0%
Query 59 11.7 MiB 11.7 MiB +0.0%
Query 60 7.2 MiB 7.2 MiB +0.0%
Query 61 2.4 KiB 2.4 KiB -0.7%
Query 62 3.6 MiB 3.3 MiB -9.0%
Query 63 20.6 MiB 30.6 MiB +48.6%
Query 64 93.7 MiB 92.9 MiB -0.9%
Query 65 29.7 MiB 29.7 MiB -0.0%
Query 66 14.9 MiB 14.9 MiB +0.0%
Query 67 140.3 MiB 141.2 MiB +0.7%
Query 68 6.2 MiB 6.2 MiB +0.0%
Query 69 3.6 MiB 3.5 MiB -3.7%
Query 70 44.0 MiB 44.0 MiB +0.0%
Query 71 40.4 MiB 40.3 MiB -0.2%
Query 72 97.2 MiB 97.2 MiB +0.0%
Query 73 6.0 MiB 6.0 MiB +0.0%
Query 74 34.6 MiB 34.6 MiB +0.0%
Query 75 20.2 MiB 21.4 MiB +6.1%
Query 76 7.9 MiB 7.9 MiB +0.0%
Query 77 4.1 MiB 4.1 MiB +0.0%
Query 78 111.1 MiB 112.4 MiB +1.1%
Query 79 8.0 MiB 8.7 MiB +8.1%
Query 80 41.7 MiB 42.0 MiB +0.8%
Query 81 4.1 MiB 4.1 MiB +0.3%
Query 82 4.9 MiB 4.9 MiB +0.0%
Query 83 9.7 MiB 9.0 MiB -7.0%
Query 84 11.9 MiB 11.9 MiB +0.0%
Query 85 17.0 MiB 17.0 MiB +0.0%
Query 86 82.1 MiB 91.9 MiB +12.0%
Query 87 12.9 MiB 12.9 MiB -0.0%
Query 88 1.6 MiB 1.9 MiB +22.7%
Query 89 112.2 MiB 112.2 MiB -0.0%
Query 90 351.7 KiB 348.6 KiB -0.9%
Query 91 31.0 MiB 31.0 MiB -0.0%
Query 92 2.7 MiB 2.7 MiB +0.0%
Query 93 15.4 MiB 15.4 MiB +0.0%
Query 94 3.7 MiB 3.7 MiB -0.0%
Query 95 18.3 MiB 17.4 MiB -5.0%
Query 96 224.7 KiB 224.7 KiB +0.0%
Query 97 33.1 MiB 33.1 MiB -0.2%
Query 98 114.7 MiB 114.7 MiB -0.0%
Query 99 1.6 MiB 1.4 MiB -13.5%

Pool accounting vs. process RSS

Max pool peak is the largest reservation any single query in the run reached; peak RSS covers the whole invocation, including data loading and allocator retention, and the two high-water marks need not coincide in time. The gap is therefore an upper bound on what the pool did not account for, not a measurement of it.

Benchmark Side Max pool peak Peak RSS Gap RSS / pool
tpcds base (af752e5d5620b13e759e1713c6c0b72c43b4fb9b) 212.0 MiB 1.9 GiB 1.7 GiB 9.3×
tpcds changed (ffec3beac0409b03770b0e5449ebf41aef6bda02) 213.4 MiB 2.0 GiB 1.8 GiB 9.6×
Resource Usage

tpcds — base (merge-base)

Metric Value
Wall time 50.0s
Peak memory 1.9 GiB
Avg memory 1.4 GiB
CPU user 190.4s
CPU sys 5.4s
Peak spill 0 B

tpcds — branch

Metric Value
Wall time 50.0s
Peak memory 2.0 GiB
Avg memory 1.4 GiB
CPU user 183.9s
CPU sys 5.4s
Peak spill 0 B

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🤖 Benchmark completed (GKE) | trigger

Instance: c4a-highmem-16 (12 vCPU / 65 GiB)

Comparing ffec3be (ffec3be) to af752e5 diff

Run configuration
run benchmark clickbench_partitioned
env:
  DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true"
  DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G"
baseline:
  ref: "af752e5d5620b13e759e1713c6c0b72c43b4fb9b"
changed:
  ref: "ffec3beac0409b03770b0e5449ebf41aef6bda02"
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

Comparing HEAD and rich-T-kid_repartition-dictionary-hash-cache
--------------------
Benchmark clickbench_partitioned.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query     ┃        HEAD ┃ rich-T-kid_repartition-dictionary-hash-cache ┃        Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 0  │     1.14 ms │                                      1.13 ms │     no change │
│ QQuery 1  │    11.04 ms │                                     10.96 ms │     no change │
│ QQuery 2  │    35.63 ms │                                     35.82 ms │     no change │
│ QQuery 3  │    31.02 ms │                                     30.97 ms │     no change │
│ QQuery 4  │   234.36 ms │                                    237.48 ms │     no change │
│ QQuery 5  │  1462.77 ms │                                   1074.25 ms │ +1.36x faster │
│ QQuery 6  │     1.17 ms │                                      1.19 ms │     no change │
│ QQuery 7  │    12.33 ms │                                     12.20 ms │     no change │
│ QQuery 8  │   332.71 ms │                                    336.63 ms │     no change │
│ QQuery 9  │   474.31 ms │                                    479.13 ms │     no change │
│ QQuery 10 │   198.08 ms │                                    198.30 ms │     no change │
│ QQuery 11 │   208.14 ms │                                    210.08 ms │     no change │
│ QQuery 12 │  1511.67 ms │                                   1092.66 ms │ +1.38x faster │
│ QQuery 13 │  2090.91 ms │                                   1546.88 ms │ +1.35x faster │
│ QQuery 14 │  1630.24 ms │                                   1197.73 ms │ +1.36x faster │
│ QQuery 15 │   285.35 ms │                                    307.37 ms │  1.08x slower │
│ QQuery 16 │  3665.86 ms │                                   2168.81 ms │ +1.69x faster │
│ QQuery 17 │  3762.77 ms │                                   2262.78 ms │ +1.66x faster │
│ QQuery 18 │  6957.90 ms │                                   3548.31 ms │ +1.96x faster │
│ QQuery 19 │    26.80 ms │                                     27.33 ms │     no change │
│ QQuery 20 │  1056.08 ms │                                   1039.22 ms │     no change │
│ QQuery 21 │  1356.98 ms │                                   1362.80 ms │     no change │
│ QQuery 22 │  3220.55 ms │                                   3198.95 ms │     no change │
│ QQuery 23 │  9209.26 ms │                                   9147.12 ms │     no change │
│ QQuery 24 │    94.49 ms │                                     94.74 ms │     no change │
│ QQuery 25 │   350.90 ms │                                    350.24 ms │     no change │
│ QQuery 26 │    96.02 ms │                                     97.23 ms │     no change │
│ QQuery 27 │  1141.62 ms │                                   1148.01 ms │     no change │
│ QQuery 28 │  2749.69 ms │                                   2555.80 ms │ +1.08x faster │
│ QQuery 29 │    38.74 ms │                                     39.29 ms │     no change │
│ QQuery 30 │   541.61 ms │                                    551.29 ms │     no change │
│ QQuery 31 │   531.89 ms │                                    538.82 ms │     no change │
│ QQuery 32 │  1011.83 ms │                                   1071.33 ms │  1.06x slower │
│ QQuery 33 │ 13598.54 ms │                                   7527.29 ms │ +1.81x faster │
│ QQuery 34 │ 13573.95 ms │                                   7447.80 ms │ +1.82x faster │
│ QQuery 35 │   290.49 ms │                                    303.50 ms │     no change │
│ QQuery 36 │   168.35 ms │                                    130.56 ms │ +1.29x faster │
│ QQuery 37 │    94.35 ms │                                     96.70 ms │     no change │
│ QQuery 38 │    80.54 ms │                                     80.81 ms │     no change │
│ QQuery 39 │   393.87 ms │                                    288.06 ms │ +1.37x faster │
│ QQuery 40 │    13.55 ms │                                     14.40 ms │  1.06x slower │
│ QQuery 41 │    12.94 ms │                                     13.53 ms │     no change │
│ QQuery 42 │    13.06 ms │                                     13.06 ms │     no change │
└───────────┴─────────────┴──────────────────────────────────────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ Benchmark Summary                                           ┃            ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ Total Time (HEAD)                                           │ 72573.50ms │
│ Total Time (rich-T-kid_repartition-dictionary-hash-cache)   │ 51890.58ms │
│ Average Time (HEAD)                                         │  1687.76ms │
│ Average Time (rich-T-kid_repartition-dictionary-hash-cache) │  1206.76ms │
│ Queries Faster                                              │         12 │
│ Queries Slower                                              │          3 │
│ Queries with No Change                                      │         28 │
│ Queries with Failure                                        │          0 │
└─────────────────────────────────────────────────────────────┴────────────┘

Distribution per query (min / mean ±stddev / max):

Comparing HEAD and rich-T-kid_repartition-dictionary-hash-cache
--------------------
Benchmark clickbench_partitioned.json
--------------------
┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query     ┃                                      HEAD ┃ rich-T-kid_repartition-dictionary-hash-cache ┃        Change ┃
┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 0  │              1.14 / 4.25 ±6.08 / 16.41 ms │                 1.13 / 4.24 ±6.07 / 16.37 ms │     no change │
│ QQuery 1  │            11.04 / 11.17 ±0.09 / 11.28 ms │               10.96 / 11.10 ±0.09 / 11.24 ms │     no change │
│ QQuery 2  │            35.63 / 35.78 ±0.14 / 36.00 ms │               35.82 / 36.06 ±0.27 / 36.56 ms │     no change │
│ QQuery 3  │            31.02 / 32.04 ±0.81 / 33.29 ms │               30.97 / 31.64 ±0.45 / 32.29 ms │     no change │
│ QQuery 4  │         234.36 / 238.01 ±2.70 / 242.54 ms │            237.48 / 240.41 ±2.30 / 243.83 ms │     no change │
│ QQuery 5  │     1462.77 / 1520.34 ±42.89 / 1596.19 ms │        1074.25 / 1086.84 ±15.66 / 1117.71 ms │ +1.40x faster │
│ QQuery 6  │               1.17 / 1.32 ±0.24 / 1.79 ms │                  1.19 / 1.34 ±0.24 / 1.83 ms │     no change │
│ QQuery 7  │            12.33 / 12.39 ±0.04 / 12.46 ms │               12.20 / 12.37 ±0.10 / 12.49 ms │     no change │
│ QQuery 8  │         332.71 / 339.50 ±3.43 / 341.85 ms │           336.63 / 350.09 ±11.28 / 364.18 ms │     no change │
│ QQuery 9  │         474.31 / 485.24 ±8.05 / 497.80 ms │            479.13 / 489.19 ±8.68 / 499.76 ms │     no change │
│ QQuery 10 │         198.08 / 199.88 ±1.23 / 201.33 ms │           198.30 / 206.10 ±13.05 / 232.15 ms │     no change │
│ QQuery 11 │         208.14 / 209.13 ±0.59 / 209.69 ms │            210.08 / 210.65 ±0.67 / 211.91 ms │     no change │
│ QQuery 12 │     1511.67 / 1583.77 ±57.22 / 1640.38 ms │        1092.66 / 1137.53 ±24.93 / 1164.05 ms │ +1.39x faster │
│ QQuery 13 │    2090.91 / 2285.02 ±341.27 / 2965.76 ms │        1546.88 / 1629.96 ±85.37 / 1744.92 ms │ +1.40x faster │
│ QQuery 14 │     1630.24 / 1662.19 ±23.35 / 1690.28 ms │        1197.73 / 1226.46 ±19.07 / 1249.76 ms │ +1.36x faster │
│ QQuery 15 │         285.35 / 299.08 ±8.57 / 308.44 ms │           307.37 / 316.05 ±11.95 / 339.27 ms │  1.06x slower │
│ QQuery 16 │     3665.86 / 3763.16 ±67.76 / 3860.16 ms │        2168.81 / 2272.84 ±92.14 / 2391.15 ms │ +1.66x faster │
│ QQuery 17 │     3762.77 / 3797.45 ±35.25 / 3857.83 ms │       2262.78 / 2332.70 ±100.64 / 2526.87 ms │ +1.63x faster │
│ QQuery 18 │    6957.90 / 7131.18 ±131.22 / 7279.68 ms │       3548.31 / 3712.32 ±148.35 / 3943.77 ms │ +1.92x faster │
│ QQuery 19 │            26.80 / 28.37 ±1.54 / 30.94 ms │               27.33 / 28.18 ±0.81 / 29.50 ms │     no change │
│ QQuery 20 │      1056.08 / 1068.17 ±9.45 / 1080.55 ms │         1039.22 / 1049.97 ±7.00 / 1060.41 ms │     no change │
│ QQuery 21 │      1356.98 / 1367.40 ±6.60 / 1377.64 ms │        1362.80 / 1376.88 ±11.42 / 1391.59 ms │     no change │
│ QQuery 22 │     3220.55 / 3276.64 ±45.24 / 3323.46 ms │        3198.95 / 3244.08 ±54.62 / 3350.96 ms │     no change │
│ QQuery 23 │    9209.26 / 9368.00 ±153.33 / 9617.04 ms │       9147.12 / 9337.63 ±169.10 / 9619.78 ms │     no change │
│ QQuery 24 │           94.49 / 96.71 ±1.92 / 100.28 ms │            94.74 / 147.13 ±89.51 / 325.07 ms │  1.52x slower │
│ QQuery 25 │         350.90 / 354.12 ±3.06 / 359.01 ms │            350.24 / 352.80 ±2.06 / 356.51 ms │     no change │
│ QQuery 26 │            96.02 / 97.16 ±0.80 / 98.14 ms │               97.23 / 97.78 ±0.49 / 98.65 ms │     no change │
│ QQuery 27 │     1141.62 / 1151.17 ±11.14 / 1170.78 ms │        1148.01 / 1158.82 ±17.98 / 1194.69 ms │     no change │
│ QQuery 28 │     2749.69 / 2826.66 ±40.70 / 2866.22 ms │        2555.80 / 2595.93 ±22.17 / 2621.64 ms │ +1.09x faster │
│ QQuery 29 │            38.74 / 38.90 ±0.12 / 39.05 ms │             39.29 / 52.98 ±26.34 / 105.66 ms │  1.36x slower │
│ QQuery 30 │         541.61 / 545.74 ±4.56 / 554.57 ms │            551.29 / 558.97 ±9.32 / 576.72 ms │     no change │
│ QQuery 31 │         531.89 / 540.34 ±5.36 / 548.45 ms │           538.82 / 555.03 ±13.27 / 575.47 ms │     no change │
│ QQuery 32 │     1011.83 / 1106.27 ±78.48 / 1233.46 ms │        1071.33 / 1159.27 ±92.50 / 1336.51 ms │     no change │
│ QQuery 33 │ 13598.54 / 14038.92 ±330.17 / 14469.22 ms │       7527.29 / 7791.01 ±208.43 / 8041.45 ms │ +1.80x faster │
│ QQuery 34 │ 13573.95 / 13971.67 ±376.22 / 14485.48 ms │       7447.80 / 7598.78 ±123.51 / 7772.93 ms │ +1.84x faster │
│ QQuery 35 │        290.49 / 338.65 ±69.77 / 475.09 ms │           303.50 / 328.16 ±37.52 / 402.49 ms │     no change │
│ QQuery 36 │        168.35 / 185.78 ±12.46 / 202.54 ms │           130.56 / 141.85 ±10.23 / 155.99 ms │ +1.31x faster │
│ QQuery 37 │           94.35 / 97.38 ±2.38 / 101.55 ms │             96.70 / 100.07 ±3.08 / 105.72 ms │     no change │
│ QQuery 38 │            80.54 / 85.17 ±4.93 / 92.64 ms │               80.81 / 84.75 ±3.51 / 89.95 ms │     no change │
│ QQuery 39 │         393.87 / 407.63 ±9.12 / 421.80 ms │           288.06 / 299.05 ±12.69 / 318.21 ms │ +1.36x faster │
│ QQuery 40 │            13.55 / 14.36 ±0.51 / 14.88 ms │              14.40 / 21.16 ±12.20 / 45.55 ms │  1.47x slower │
│ QQuery 41 │            12.94 / 13.96 ±1.68 / 17.30 ms │               13.53 / 14.03 ±0.33 / 14.39 ms │     no change │
│ QQuery 42 │            13.06 / 13.18 ±0.15 / 13.47 ms │               13.06 / 13.38 ±0.22 / 13.62 ms │     no change │
└───────────┴───────────────────────────────────────────┴──────────────────────────────────────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ Benchmark Summary                                           ┃            ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ Total Time (HEAD)                                           │ 74643.26ms │
│ Total Time (rich-T-kid_repartition-dictionary-hash-cache)   │ 53415.56ms │
│ Average Time (HEAD)                                         │  1735.89ms │
│ Average Time (rich-T-kid_repartition-dictionary-hash-cache) │  1242.22ms │
│ Queries Faster                                              │         12 │
│ Queries Slower                                              │          4 │
│ Queries with No Change                                      │         27 │
│ Queries with Failure                                        │          0 │
└─────────────────────────────────────────────────────────────┴────────────┘

Memory Pool Peaks

Peak MemoryPool reservation per query — what DataFusion's accounting believes it reserved. Recorded only for benchmarks that write a results JSON (the dfbench suites, and the suites bench.sh runs through the Criterion SQL harness since #25644), and only under a memory limit: DATAFUSION_RUNTIME_MEMORY_LIMIT, or one the suite sets itself.

Base: af752e5d5620b13e759e1713c6c0b72c43b4fb9b | Changed: ffec3beac0409b03770b0e5449ebf41aef6bda02

clickbench_partitioned

Query Base Changed Change
Query 0 0 B 0 B 0.0%
Query 1 104 B 104 B +0.0%
Query 2 936 B 936 B +0.0%
Query 3 312 B 312 B +0.0%
Query 4 830.1 MiB 825.9 MiB -0.5%
Query 5 1.4 GiB 1.8 GiB +28.3%
Query 6 0 B 0 B 0.0%
Query 7 40.0 MiB 50.0 MiB +25.0%
Query 8 947.0 MiB 950.9 MiB +0.4%
Query 9 552.0 MiB 594.0 MiB +7.6%
Query 10 74.2 MiB 72.1 MiB -2.9%
Query 11 74.9 MiB 78.3 MiB +4.5%
Query 12 1.6 GiB 1.9 GiB +23.6%
Query 13 1.8 GiB 1.7 GiB -5.6%
Query 14 1.8 GiB 1.9 GiB +3.7%
Query 15 1.2 GiB 1.2 GiB +3.0%
Query 16 3.5 GiB 3.5 GiB -0.9%
Query 17 3.4 GiB 3.4 GiB +0.9%
Query 18 7.2 GiB 7.4 GiB +3.8%
Query 19 0 B 0 B 0.0%
Query 20 104 B 104 B +0.0%
Query 21 1.3 MiB 1.5 MiB +15.8%
Query 22 2.2 MiB 2.2 MiB +1.0%
Query 23 13.0 MiB 12.9 MiB -0.6%
Query 24 6.3 MiB 6.3 MiB -0.6%
Query 25 7.6 MiB 8.1 MiB +7.4%
Query 26 7.4 MiB 7.8 MiB +6.7%
Query 27 2.5 MiB 2.2 MiB -8.9%
Query 28 1.9 GiB 2.1 GiB +9.3%
Query 29 624 B 624 B +0.0%
Query 30 668.8 MiB 620.2 MiB -7.3%
Query 31 1.5 GiB 1.5 GiB +0.0%
Query 32 7.1 GiB 7.2 GiB +0.1%
Query 33 12.3 GiB 15.1 GiB +23.2%
Query 34 12.7 GiB 14.4 GiB +13.1%
Query 35 674.7 MiB 657.8 MiB -2.5%
Query 36 474.1 MiB 474.1 MiB +0.0%
Query 37 8.1 MiB 8.1 MiB +0.1%
Query 38 5.3 MiB 5.3 MiB +0.0%
Query 39 450.8 MiB 909.9 MiB +101.9%
Query 40 2.3 MiB 2.3 MiB +2.6%
Query 41 3.1 MiB 3.1 MiB -0.6%
Query 42 1.7 MiB 1.7 MiB +0.3%

Pool accounting vs. process RSS

Max pool peak is the largest reservation any single query in the run reached; peak RSS covers the whole invocation, including data loading and allocator retention, and the two high-water marks need not coincide in time. The gap is therefore an upper bound on what the pool did not account for, not a measurement of it.

Benchmark Side Max pool peak Peak RSS Gap RSS / pool
clickbench_partitioned base (af752e5d5620b13e759e1713c6c0b72c43b4fb9b) 12.7 GiB 13.2 GiB 529.2 MiB 1.0×
clickbench_partitioned changed (ffec3beac0409b03770b0e5449ebf41aef6bda02) 15.1 GiB 16.3 GiB 1.2 GiB 1.1×
Resource Usage

clickbench_partitioned — base (merge-base)

Metric Value
Wall time 375.1s
Peak memory 13.2 GiB
Avg memory 6.1 GiB
CPU user 3302.9s
CPU sys 199.2s
Peak spill 0 B

clickbench_partitioned — branch

Metric Value
Wall time 270.1s
Peak memory 16.3 GiB
Avg memory 6.1 GiB
CPU user 2113.0s
CPU sys 175.6s
Peak spill 0 B

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Cache dictionary value hashes in RepartitionExec

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