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Reduce rehashing cost for primitive grouping by also reusing hash value #15962

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Rachelint
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Which issue does this PR close?

Rationale for this change

What changes are included in this PR?

Are these changes tested?

Are there any user-facing changes?

@Dandandan
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I think the fn size(&self) -> usize { needs to take into account the u64 per element as well.

@Rachelint Rachelint changed the title Reduce rehashing cost for primitive single group by also saving hash value in hashtable Reduce rehashing cost for primitive grouping by also saving hash value in hashtable May 6, 2025
@Rachelint Rachelint changed the title Reduce rehashing cost for primitive grouping by also saving hash value in hashtable Reduce rehashing cost for primitive grouping by also reusing hash value May 6, 2025
@Rachelint
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@alamb

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Thanks @Rachelint -- I'll run the benchmarks

@@ -85,7 +85,7 @@ pub struct GroupValuesPrimitive<T: ArrowPrimitiveType> {
///
/// We don't store the hashes as hashing fixed width primitives
/// is fast enough for this not to benefit performance
map: HashTable<usize>,
map: HashTable<(usize, u64)>,
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it seems like the comment right above this line is no longer accurate and needs to be updated as this PR exactly saves the hashes

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Addressed.

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alamb commented May 6, 2025

🤖 ./gh_compare_branch.sh Benchmark Script Running
Linux aal-dev 6.11.0-1013-gcp #13~24.04.1-Ubuntu SMP Wed Apr 2 16:34:16 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux
Comparing also-save-hash-in-single-primitive-group-by (ce1cdc8) to 6cc4953 diff
Benchmarks: tpch_mem clickbench_partitioned clickbench_extended
Results will be posted here when complete

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alamb commented May 6, 2025

🤖: Benchmark completed

Details

Comparing HEAD and also-save-hash-in-single-primitive-group-by
--------------------
Benchmark clickbench_extended.json
--------------------
┏━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query        ┃       HEAD ┃ also-save-hash-in-single-primitive-group-by ┃        Change ┃
┡━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 0     │  1978.70ms │                                   1923.71ms │     no change │
│ QQuery 1     │   762.68ms │                                    763.92ms │     no change │
│ QQuery 2     │  1508.41ms │                                   1504.61ms │     no change │
│ QQuery 3     │   729.53ms │                                    711.10ms │     no change │
│ QQuery 4     │  1486.52ms │                                   1448.45ms │     no change │
│ QQuery 5     │ 15898.00ms │                                  15220.31ms │     no change │
│ QQuery 6     │  2073.35ms │                                   2100.81ms │     no change │
│ QQuery 7     │  2651.66ms │                                   2081.88ms │ +1.27x faster │
└──────────────┴────────────┴─────────────────────────────────────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ Benchmark Summary                                          ┃            ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ Total Time (HEAD)                                          │ 27088.85ms │
│ Total Time (also-save-hash-in-single-primitive-group-by)   │ 25754.80ms │
│ Average Time (HEAD)                                        │  3386.11ms │
│ Average Time (also-save-hash-in-single-primitive-group-by) │  3219.35ms │
│ Queries Faster                                             │          1 │
│ Queries Slower                                             │          0 │
│ Queries with No Change                                     │          7 │
└────────────────────────────────────────────────────────────┴────────────┘
--------------------
Benchmark clickbench_partitioned.json
--------------------
┏━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query        ┃       HEAD ┃ also-save-hash-in-single-primitive-group-by ┃        Change ┃
┡━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 0     │     2.75ms │                                      2.76ms │     no change │
│ QQuery 1     │    36.49ms │                                     36.26ms │     no change │
│ QQuery 2     │    87.59ms │                                     89.10ms │     no change │
│ QQuery 3     │    97.98ms │                                    100.67ms │     no change │
│ QQuery 4     │   736.20ms │                                    603.66ms │ +1.22x faster │
│ QQuery 5     │   851.48ms │                                    855.12ms │     no change │
│ QQuery 6     │     2.30ms │                                      2.29ms │     no change │
│ QQuery 7     │    43.51ms │                                     42.21ms │     no change │
│ QQuery 8     │   893.84ms │                                    923.39ms │     no change │
│ QQuery 9     │  1194.01ms │                                   1250.21ms │     no change │
│ QQuery 10    │   263.16ms │                                    265.13ms │     no change │
│ QQuery 11    │   303.03ms │                                    306.12ms │     no change │
│ QQuery 12    │   917.79ms │                                    932.76ms │     no change │
│ QQuery 13    │  1307.63ms │                                   1267.14ms │     no change │
│ QQuery 14    │   847.68ms │                                    856.10ms │     no change │
│ QQuery 15    │  1036.05ms │                                    816.66ms │ +1.27x faster │
│ QQuery 16    │  1736.51ms │                                   1729.06ms │     no change │
│ QQuery 17    │  1621.31ms │                                   1609.06ms │     no change │
│ QQuery 18    │  3118.59ms │                                   3112.62ms │     no change │
│ QQuery 19    │    84.57ms │                                     84.84ms │     no change │
│ QQuery 20    │  1117.80ms │                                   1163.81ms │     no change │
│ QQuery 21    │  1316.19ms │                                   1352.65ms │     no change │
│ QQuery 22    │  2222.24ms │                                   2218.58ms │     no change │
│ QQuery 23    │  8440.36ms │                                   8586.15ms │     no change │
│ QQuery 24    │   469.14ms │                                    483.02ms │     no change │
│ QQuery 25    │   395.56ms │                                    410.38ms │     no change │
│ QQuery 26    │   542.54ms │                                    537.45ms │     no change │
│ QQuery 27    │  1601.59ms │                                   1637.57ms │     no change │
│ QQuery 28    │ 12796.81ms │                                  12636.74ms │     no change │
│ QQuery 29    │   539.78ms │                                    553.58ms │     no change │
│ QQuery 30    │   817.08ms │                                    840.11ms │     no change │
│ QQuery 31    │   861.21ms │                                    856.87ms │     no change │
│ QQuery 32    │  2668.88ms │                                   2668.61ms │     no change │
│ QQuery 33    │  3397.44ms │                                   3391.98ms │     no change │
│ QQuery 34    │  3394.85ms │                                   3406.81ms │     no change │
│ QQuery 35    │  1303.91ms │                                   1304.20ms │     no change │
│ QQuery 36    │   127.16ms │                                    123.85ms │     no change │
│ QQuery 37    │    61.48ms │                                     61.68ms │     no change │
│ QQuery 38    │   129.28ms │                                    127.65ms │     no change │
│ QQuery 39    │   206.08ms │                                    203.88ms │     no change │
│ QQuery 40    │    51.28ms │                                     51.33ms │     no change │
│ QQuery 41    │    47.18ms │                                     46.53ms │     no change │
│ QQuery 42    │    40.22ms │                                     39.79ms │     no change │
└──────────────┴────────────┴─────────────────────────────────────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ Benchmark Summary                                          ┃            ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ Total Time (HEAD)                                          │ 57730.50ms │
│ Total Time (also-save-hash-in-single-primitive-group-by)   │ 57588.36ms │
│ Average Time (HEAD)                                        │  1342.57ms │
│ Average Time (also-save-hash-in-single-primitive-group-by) │  1339.26ms │
│ Queries Faster                                             │          2 │
│ Queries Slower                                             │          0 │
│ Queries with No Change                                     │         41 │
└────────────────────────────────────────────────────────────┴────────────┘
--------------------
Benchmark tpch_mem_sf1.json
--------------------
┏━━━━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┓
┃ Query        ┃     HEAD ┃ also-save-hash-in-single-primitive-group-by ┃       Change ┃
┡━━━━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│ QQuery 1     │ 124.28ms │                                    123.12ms │    no change │
│ QQuery 2     │  23.14ms │                                     24.17ms │    no change │
│ QQuery 3     │  35.52ms │                                     34.91ms │    no change │
│ QQuery 4     │  20.97ms │                                     21.04ms │    no change │
│ QQuery 5     │  55.43ms │                                     55.70ms │    no change │
│ QQuery 6     │  12.20ms │                                     12.07ms │    no change │
│ QQuery 7     │ 105.03ms │                                    105.01ms │    no change │
│ QQuery 8     │  27.15ms │                                     26.75ms │    no change │
│ QQuery 9     │  59.53ms │                                     62.81ms │ 1.06x slower │
│ QQuery 10    │  58.45ms │                                     57.11ms │    no change │
│ QQuery 11    │  13.30ms │                                     13.16ms │    no change │
│ QQuery 12    │  45.68ms │                                     45.96ms │    no change │
│ QQuery 13    │  29.81ms │                                     30.53ms │    no change │
│ QQuery 14    │  10.41ms │                                     10.01ms │    no change │
│ QQuery 15    │  26.04ms │                                     26.23ms │    no change │
│ QQuery 16    │  23.46ms │                                     22.34ms │    no change │
│ QQuery 17    │  98.40ms │                                     99.94ms │    no change │
│ QQuery 18    │ 243.17ms │                                    237.89ms │    no change │
│ QQuery 19    │  27.15ms │                                     28.75ms │ 1.06x slower │
│ QQuery 20    │  39.11ms │                                     38.82ms │    no change │
│ QQuery 21    │ 173.28ms │                                    170.09ms │    no change │
│ QQuery 22    │  17.43ms │                                     17.35ms │    no change │
└──────────────┴──────────┴─────────────────────────────────────────────┴──────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┓
┃ Benchmark Summary                                          ┃           ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━┩
│ Total Time (HEAD)                                          │ 1268.96ms │
│ Total Time (also-save-hash-in-single-primitive-group-by)   │ 1263.75ms │
│ Average Time (HEAD)                                        │   57.68ms │
│ Average Time (also-save-hash-in-single-primitive-group-by) │   57.44ms │
│ Queries Faster                                             │         0 │
│ Queries Slower                                             │         2 │
│ Queries with No Change                                     │        20 │
└────────────────────────────────────────────────────────────┴───────────┘

@Rachelint Rachelint force-pushed the also-save-hash-in-single-primitive-group-by branch from d565b48 to 454e789 Compare May 6, 2025 13:20
@Rachelint
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I think the fn size(&self) -> usize { needs to take into account the u64 per element as well.

Addressed.

@Rachelint Rachelint force-pushed the also-save-hash-in-single-primitive-group-by branch from 454e789 to f2b5349 Compare May 6, 2025 13:23
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Rachelint commented May 6, 2025

🤖: Benchmark completed
Details

Comparing HEAD and also-save-hash-in-single-primitive-group-by
--------------------
Benchmark clickbench_extended.json
--------------------
┏━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query        ┃       HEAD ┃ also-save-hash-in-single-primitive-group-by ┃        Change ┃
┡━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 0     │  1978.70ms │                                   1923.71ms │     no change │
│ QQuery 1     │   762.68ms │                                    763.92ms │     no change │
│ QQuery 2     │  1508.41ms │                                   1504.61ms │     no change │
│ QQuery 3     │   729.53ms │                                    711.10ms │     no change │
│ QQuery 4     │  1486.52ms │                                   1448.45ms │     no change │
│ QQuery 5     │ 15898.00ms │                                  15220.31ms │     no change │
│ QQuery 6     │  2073.35ms │                                   2100.81ms │     no change │
│ QQuery 7     │  2651.66ms │                                   2081.88ms │ +1.27x faster │
└──────────────┴────────────┴─────────────────────────────────────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ Benchmark Summary                                          ┃            ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ Total Time (HEAD)                                          │ 27088.85ms │
│ Total Time (also-save-hash-in-single-primitive-group-by)   │ 25754.80ms │
│ Average Time (HEAD)                                        │  3386.11ms │
│ Average Time (also-save-hash-in-single-primitive-group-by) │  3219.35ms │
│ Queries Faster                                             │          1 │
│ Queries Slower                                             │          0 │
│ Queries with No Change                                     │          7 │
└────────────────────────────────────────────────────────────┴────────────┘
--------------------
Benchmark clickbench_partitioned.json
--------------------
┏━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query        ┃       HEAD ┃ also-save-hash-in-single-primitive-group-by ┃        Change ┃
┡━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 0     │     2.75ms │                                      2.76ms │     no change │
│ QQuery 1     │    36.49ms │                                     36.26ms │     no change │
│ QQuery 2     │    87.59ms │                                     89.10ms │     no change │
│ QQuery 3     │    97.98ms │                                    100.67ms │     no change │
│ QQuery 4     │   736.20ms │                                    603.66ms │ +1.22x faster │
│ QQuery 5     │   851.48ms │                                    855.12ms │     no change │
│ QQuery 6     │     2.30ms │                                      2.29ms │     no change │
│ QQuery 7     │    43.51ms │                                     42.21ms │     no change │
│ QQuery 8     │   893.84ms │                                    923.39ms │     no change │
│ QQuery 9     │  1194.01ms │                                   1250.21ms │     no change │
│ QQuery 10    │   263.16ms │                                    265.13ms │     no change │
│ QQuery 11    │   303.03ms │                                    306.12ms │     no change │
│ QQuery 12    │   917.79ms │                                    932.76ms │     no change │
│ QQuery 13    │  1307.63ms │                                   1267.14ms │     no change │
│ QQuery 14    │   847.68ms │                                    856.10ms │     no change │
│ QQuery 15    │  1036.05ms │                                    816.66ms │ +1.27x faster │
│ QQuery 16    │  1736.51ms │                                   1729.06ms │     no change │
│ QQuery 17    │  1621.31ms │                                   1609.06ms │     no change │
│ QQuery 18    │  3118.59ms │                                   3112.62ms │     no change │
│ QQuery 19    │    84.57ms │                                     84.84ms │     no change │
│ QQuery 20    │  1117.80ms │                                   1163.81ms │     no change │
│ QQuery 21    │  1316.19ms │                                   1352.65ms │     no change │
│ QQuery 22    │  2222.24ms │                                   2218.58ms │     no change │
│ QQuery 23    │  8440.36ms │                                   8586.15ms │     no change │
│ QQuery 24    │   469.14ms │                                    483.02ms │     no change │
│ QQuery 25    │   395.56ms │                                    410.38ms │     no change │
│ QQuery 26    │   542.54ms │                                    537.45ms │     no change │
│ QQuery 27    │  1601.59ms │                                   1637.57ms │     no change │
│ QQuery 28    │ 12796.81ms │                                  12636.74ms │     no change │
│ QQuery 29    │   539.78ms │                                    553.58ms │     no change │
│ QQuery 30    │   817.08ms │                                    840.11ms │     no change │
│ QQuery 31    │   861.21ms │                                    856.87ms │     no change │
│ QQuery 32    │  2668.88ms │                                   2668.61ms │     no change │
│ QQuery 33    │  3397.44ms │                                   3391.98ms │     no change │
│ QQuery 34    │  3394.85ms │                                   3406.81ms │     no change │
│ QQuery 35    │  1303.91ms │                                   1304.20ms │     no change │
│ QQuery 36    │   127.16ms │                                    123.85ms │     no change │
│ QQuery 37    │    61.48ms │                                     61.68ms │     no change │
│ QQuery 38    │   129.28ms │                                    127.65ms │     no change │
│ QQuery 39    │   206.08ms │                                    203.88ms │     no change │
│ QQuery 40    │    51.28ms │                                     51.33ms │     no change │
│ QQuery 41    │    47.18ms │                                     46.53ms │     no change │
│ QQuery 42    │    40.22ms │                                     39.79ms │     no change │
└──────────────┴────────────┴─────────────────────────────────────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ Benchmark Summary                                          ┃            ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ Total Time (HEAD)                                          │ 57730.50ms │
│ Total Time (also-save-hash-in-single-primitive-group-by)   │ 57588.36ms │
│ Average Time (HEAD)                                        │  1342.57ms │
│ Average Time (also-save-hash-in-single-primitive-group-by) │  1339.26ms │
│ Queries Faster                                             │          2 │
│ Queries Slower                                             │          0 │
│ Queries with No Change                                     │         41 │
└────────────────────────────────────────────────────────────┴────────────┘
--------------------
Benchmark tpch_mem_sf1.json
--------------------
┏━━━━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┓
┃ Query        ┃     HEAD ┃ also-save-hash-in-single-primitive-group-by ┃       Change ┃
┡━━━━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│ QQuery 1     │ 124.28ms │                                    123.12ms │    no change │
│ QQuery 2     │  23.14ms │                                     24.17ms │    no change │
│ QQuery 3     │  35.52ms │                                     34.91ms │    no change │
│ QQuery 4     │  20.97ms │                                     21.04ms │    no change │
│ QQuery 5     │  55.43ms │                                     55.70ms │    no change │
│ QQuery 6     │  12.20ms │                                     12.07ms │    no change │
│ QQuery 7     │ 105.03ms │                                    105.01ms │    no change │
│ QQuery 8     │  27.15ms │                                     26.75ms │    no change │
│ QQuery 9     │  59.53ms │                                     62.81ms │ 1.06x slower │
│ QQuery 10    │  58.45ms │                                     57.11ms │    no change │
│ QQuery 11    │  13.30ms │                                     13.16ms │    no change │
│ QQuery 12    │  45.68ms │                                     45.96ms │    no change │
│ QQuery 13    │  29.81ms │                                     30.53ms │    no change │
│ QQuery 14    │  10.41ms │                                     10.01ms │    no change │
│ QQuery 15    │  26.04ms │                                     26.23ms │    no change │
│ QQuery 16    │  23.46ms │                                     22.34ms │    no change │
│ QQuery 17    │  98.40ms │                                     99.94ms │    no change │
│ QQuery 18    │ 243.17ms │                                    237.89ms │    no change │
│ QQuery 19    │  27.15ms │                                     28.75ms │ 1.06x slower │
│ QQuery 20    │  39.11ms │                                     38.82ms │    no change │
│ QQuery 21    │ 173.28ms │                                    170.09ms │    no change │
│ QQuery 22    │  17.43ms │                                     17.35ms │    no change │
└──────────────┴──────────┴─────────────────────────────────────────────┴──────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┓
┃ Benchmark Summary                                          ┃           ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━┩
│ Total Time (HEAD)                                          │ 1268.96ms │
│ Total Time (also-save-hash-in-single-primitive-group-by)   │ 1263.75ms │
│ Average Time (HEAD)                                        │   57.68ms │
│ Average Time (also-save-hash-in-single-primitive-group-by) │   57.44ms │
│ Queries Faster                                             │         0 │
│ Queries Slower                                             │         2 │
│ Queries with No Change                                     │        20 │
└────────────────────────────────────────────────────────────┴───────────┘

The result is as expected, the 3 fasters are all group by primitive + high cardinality.

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Thank you @Rachelint and @Dandandan

@Dandandan Dandandan merged commit 6ce109b into apache:main May 6, 2025
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@Rachelint Rachelint deleted the also-save-hash-in-single-primitive-group-by branch May 7, 2025 03:47
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Reduce rehashing cost for primitive single group by
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