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Posted to github@datafusion.apache.org by "Dandandan (via GitHub)" <gi...@apache.org> on 2026/03/07 08:45:46 UTC

[PR] [Bench] emit early [datafusion]

Dandandan opened a new pull request, #20776:
URL: https://github.com/apache/datafusion/pull/20776

   When the hash map in partial aggregation grows beyond 8MB (based on hash+offset entry size of 16 bytes per group), emit all accumulated groups and clear/reset the hash table. This keeps the hash table small for better lookup performance and reduces memory pressure.
   
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   ## Rationale for this change
   
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Re: [PR] [Bench] emit early [datafusion]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #20776:
URL: https://github.com/apache/datafusion/pull/20776#issuecomment-4016129299

   ๐Ÿค– `./gh_compare_branch.sh` [gh_compare_branch.sh](https://github.com/alamb/datafusion-benchmarking/blob/main/scripts/gh_compare_branch.sh) Running
   Linux aal-dev 6.14.0-1018-gcp #19~24.04.1-Ubuntu SMP Wed Sep 24 23:23:09 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux
   Comparing emit_early3 (e8e99c05afe33c9b320cc6795c807c58e737f235) to d025869526e5c7c2c32d5f6318a634522d44a538 [diff](https://github.com/apache/datafusion/compare/d025869526e5c7c2c32d5f6318a634522d44a538..e8e99c05afe33c9b320cc6795c807c58e737f235) using:  tpch_mem clickbench_partitioned clickbench_extended
   Results will be posted here when complete
   


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Re: [PR] [Bench] emit early [datafusion]

Posted by "Dandandan (via GitHub)" <gi...@apache.org>.
Dandandan closed pull request #20776: [Bench] emit early
URL: https://github.com/apache/datafusion/pull/20776


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Re: [PR] [Bench] emit early [datafusion]

Posted by "alamb-ghbot (via GitHub)" <gi...@apache.org>.
alamb-ghbot commented on PR #20776:
URL: https://github.com/apache/datafusion/pull/20776#issuecomment-4016207528

   ๐Ÿค–: Benchmark completed
   
   <details><summary>Details</summary>
   <p>
   
   
   ```
   Comparing HEAD and emit_early3
   --------------------
   Benchmark clickbench_extended.json
   --------------------
   โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“
   โ”ƒ Query    โ”ƒ        HEAD โ”ƒ emit_early3 โ”ƒ        Change โ”ƒ
   โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ
   โ”‚ QQuery 0 โ”‚  2455.47 ms โ”‚  2344.76 ms โ”‚     no change โ”‚
   โ”‚ QQuery 1 โ”‚   893.48 ms โ”‚   938.10 ms โ”‚     no change โ”‚
   โ”‚ QQuery 2 โ”‚  1841.60 ms โ”‚  1915.95 ms โ”‚     no change โ”‚
   โ”‚ QQuery 3 โ”‚  1105.10 ms โ”‚  1101.74 ms โ”‚     no change โ”‚
   โ”‚ QQuery 4 โ”‚  2371.40 ms โ”‚  2420.76 ms โ”‚     no change โ”‚
   โ”‚ QQuery 5 โ”‚ 28283.31 ms โ”‚ 26460.23 ms โ”‚ +1.07x faster โ”‚
   โ”‚ QQuery 6 โ”‚  3958.66 ms โ”‚  3905.51 ms โ”‚     no change โ”‚
   โ”‚ QQuery 7 โ”‚  3033.36 ms โ”‚  2654.10 ms โ”‚ +1.14x faster โ”‚
   โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
   โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“
   โ”ƒ Benchmark Summary          โ”ƒ            โ”ƒ
   โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ
   โ”‚ Total Time (HEAD)          โ”‚ 43942.38ms โ”‚
   โ”‚ Total Time (emit_early3)   โ”‚ 41741.14ms โ”‚
   โ”‚ Average Time (HEAD)        โ”‚  5492.80ms โ”‚
   โ”‚ Average Time (emit_early3) โ”‚  5217.64ms โ”‚
   โ”‚ Queries Faster             โ”‚          2 โ”‚
   โ”‚ Queries Slower             โ”‚          0 โ”‚
   โ”‚ Queries with No Change     โ”‚          6 โ”‚
   โ”‚ Queries with Failure       โ”‚          0 โ”‚
   โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
   --------------------
   Benchmark clickbench_partitioned.json
   --------------------
   โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“
   โ”ƒ Query     โ”ƒ        HEAD โ”ƒ emit_early3 โ”ƒ        Change โ”ƒ
   โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ
   โ”‚ QQuery 0  โ”‚     2.55 ms โ”‚     2.58 ms โ”‚     no change โ”‚
   โ”‚ QQuery 1  โ”‚    51.55 ms โ”‚    51.79 ms โ”‚     no change โ”‚
   โ”‚ QQuery 2  โ”‚   171.01 ms โ”‚   167.64 ms โ”‚     no change โ”‚
   โ”‚ QQuery 3  โ”‚   167.67 ms โ”‚   174.11 ms โ”‚     no change โ”‚
   โ”‚ QQuery 4  โ”‚  1066.69 ms โ”‚  1112.44 ms โ”‚     no change โ”‚
   โ”‚ QQuery 5  โ”‚  1279.52 ms โ”‚  1404.44 ms โ”‚  1.10x slower โ”‚
   โ”‚ QQuery 6  โ”‚     6.16 ms โ”‚     6.36 ms โ”‚     no change โ”‚
   โ”‚ QQuery 7  โ”‚    53.55 ms โ”‚    55.71 ms โ”‚     no change โ”‚
   โ”‚ QQuery 8  โ”‚  1486.41 ms โ”‚  1605.66 ms โ”‚  1.08x slower โ”‚
   โ”‚ QQuery 9  โ”‚  1851.61 ms โ”‚  1919.24 ms โ”‚     no change โ”‚
   โ”‚ QQuery 10 โ”‚   336.38 ms โ”‚   363.51 ms โ”‚  1.08x slower โ”‚
   โ”‚ QQuery 11 โ”‚   392.45 ms โ”‚   419.13 ms โ”‚  1.07x slower โ”‚
   โ”‚ QQuery 12 โ”‚  1208.10 ms โ”‚  1366.80 ms โ”‚  1.13x slower โ”‚
   โ”‚ QQuery 13 โ”‚  1990.44 ms โ”‚  2112.68 ms โ”‚  1.06x slower โ”‚
   โ”‚ QQuery 14 โ”‚  1240.50 ms โ”‚  1324.67 ms โ”‚  1.07x slower โ”‚
   โ”‚ QQuery 15 โ”‚  1239.29 ms โ”‚  1306.35 ms โ”‚  1.05x slower โ”‚
   โ”‚ QQuery 16 โ”‚  2589.93 ms โ”‚  2802.37 ms โ”‚  1.08x slower โ”‚
   โ”‚ QQuery 17 โ”‚  2573.39 ms โ”‚  2780.93 ms โ”‚  1.08x slower โ”‚
   โ”‚ QQuery 18 โ”‚  6237.03 ms โ”‚  5424.17 ms โ”‚ +1.15x faster โ”‚
   โ”‚ QQuery 19 โ”‚   128.80 ms โ”‚   128.63 ms โ”‚     no change โ”‚
   โ”‚ QQuery 20 โ”‚  1923.72 ms โ”‚  1990.84 ms โ”‚     no change โ”‚
   โ”‚ QQuery 21 โ”‚  2131.33 ms โ”‚  2239.46 ms โ”‚  1.05x slower โ”‚
   โ”‚ QQuery 22 โ”‚  3726.57 ms โ”‚  3927.47 ms โ”‚  1.05x slower โ”‚
   โ”‚ QQuery 23 โ”‚ 24829.17 ms โ”‚ 12426.63 ms โ”‚ +2.00x faster โ”‚
   โ”‚ QQuery 24 โ”‚   199.58 ms โ”‚   208.22 ms โ”‚     no change โ”‚
   โ”‚ QQuery 25 โ”‚   440.15 ms โ”‚   451.11 ms โ”‚     no change โ”‚
   โ”‚ QQuery 26 โ”‚   207.36 ms โ”‚   196.51 ms โ”‚ +1.06x faster โ”‚
   โ”‚ QQuery 27 โ”‚  2683.85 ms โ”‚  2721.15 ms โ”‚     no change โ”‚
   โ”‚ QQuery 28 โ”‚ 23944.00 ms โ”‚ 24987.01 ms โ”‚     no change โ”‚
   โ”‚ QQuery 29 โ”‚  1044.47 ms โ”‚  1034.21 ms โ”‚     no change โ”‚
   โ”‚ QQuery 30 โ”‚  1272.04 ms โ”‚  1372.24 ms โ”‚  1.08x slower โ”‚
   โ”‚ QQuery 31 โ”‚  1416.25 ms โ”‚  1396.38 ms โ”‚     no change โ”‚
   โ”‚ QQuery 32 โ”‚  5210.13 ms โ”‚  4507.54 ms โ”‚ +1.16x faster โ”‚
   โ”‚ QQuery 33 โ”‚  6203.42 ms โ”‚  5909.88 ms โ”‚     no change โ”‚
   โ”‚ QQuery 34 โ”‚  6502.46 ms โ”‚  5984.16 ms โ”‚ +1.09x faster โ”‚
   โ”‚ QQuery 35 โ”‚  2143.42 ms โ”‚  2098.79 ms โ”‚     no change โ”‚
   โ”‚ QQuery 36 โ”‚   186.74 ms โ”‚   198.48 ms โ”‚  1.06x slower โ”‚
   โ”‚ QQuery 37 โ”‚    70.95 ms โ”‚    71.91 ms โ”‚     no change โ”‚
   โ”‚ QQuery 38 โ”‚   107.65 ms โ”‚   112.90 ms โ”‚     no change โ”‚
   โ”‚ QQuery 39 โ”‚   340.98 ms โ”‚   345.37 ms โ”‚     no change โ”‚
   โ”‚ QQuery 40 โ”‚    38.68 ms โ”‚    41.64 ms โ”‚  1.08x slower โ”‚
   โ”‚ QQuery 41 โ”‚    34.81 ms โ”‚    35.53 ms โ”‚     no change โ”‚
   โ”‚ QQuery 42 โ”‚    30.66 ms โ”‚    30.39 ms โ”‚     no change โ”‚
   โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
   โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“
   โ”ƒ Benchmark Summary          โ”ƒ             โ”ƒ
   โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ
   โ”‚ Total Time (HEAD)          โ”‚ 108761.47ms โ”‚
   โ”‚ Total Time (emit_early3)   โ”‚  96817.02ms โ”‚
   โ”‚ Average Time (HEAD)        โ”‚   2529.34ms โ”‚
   โ”‚ Average Time (emit_early3) โ”‚   2251.56ms โ”‚
   โ”‚ Queries Faster             โ”‚           5 โ”‚
   โ”‚ Queries Slower             โ”‚          15 โ”‚
   โ”‚ Queries with No Change     โ”‚          23 โ”‚
   โ”‚ Queries with Failure       โ”‚           0 โ”‚
   โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
   --------------------
   Benchmark tpch_mem_sf1.json
   --------------------
   โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“
   โ”ƒ Query     โ”ƒ      HEAD โ”ƒ emit_early3 โ”ƒ        Change โ”ƒ
   โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ
   โ”‚ QQuery 1  โ”‚ 131.62 ms โ”‚   131.14 ms โ”‚     no change โ”‚
   โ”‚ QQuery 2  โ”‚  31.82 ms โ”‚    31.98 ms โ”‚     no change โ”‚
   โ”‚ QQuery 3  โ”‚  40.74 ms โ”‚    40.26 ms โ”‚     no change โ”‚
   โ”‚ QQuery 4  โ”‚  34.70 ms โ”‚    30.95 ms โ”‚ +1.12x faster โ”‚
   โ”‚ QQuery 5  โ”‚  89.94 ms โ”‚    93.04 ms โ”‚     no change โ”‚
   โ”‚ QQuery 6  โ”‚  25.33 ms โ”‚    24.46 ms โ”‚     no change โ”‚
   โ”‚ QQuery 7  โ”‚ 159.53 ms โ”‚   147.13 ms โ”‚ +1.08x faster โ”‚
   โ”‚ QQuery 8  โ”‚  40.26 ms โ”‚    38.64 ms โ”‚     no change โ”‚
   โ”‚ QQuery 9  โ”‚ 113.16 ms โ”‚   108.33 ms โ”‚     no change โ”‚
   โ”‚ QQuery 10 โ”‚  71.93 ms โ”‚    71.97 ms โ”‚     no change โ”‚
   โ”‚ QQuery 11 โ”‚  18.85 ms โ”‚    18.43 ms โ”‚     no change โ”‚
   โ”‚ QQuery 12 โ”‚  68.33 ms โ”‚    66.35 ms โ”‚     no change โ”‚
   โ”‚ QQuery 13 โ”‚  55.09 ms โ”‚    52.65 ms โ”‚     no change โ”‚
   โ”‚ QQuery 14 โ”‚  15.65 ms โ”‚    17.02 ms โ”‚  1.09x slower โ”‚
   โ”‚ QQuery 15 โ”‚  32.87 ms โ”‚    33.97 ms โ”‚     no change โ”‚
   โ”‚ QQuery 16 โ”‚  30.35 ms โ”‚    30.94 ms โ”‚     no change โ”‚
   โ”‚ QQuery 17 โ”‚ 166.20 ms โ”‚   164.60 ms โ”‚     no change โ”‚
   โ”‚ QQuery 18 โ”‚ 293.78 ms โ”‚   300.99 ms โ”‚     no change โ”‚
   โ”‚ QQuery 19 โ”‚  52.53 ms โ”‚    51.33 ms โ”‚     no change โ”‚
   โ”‚ QQuery 20 โ”‚  61.57 ms โ”‚    60.88 ms โ”‚     no change โ”‚
   โ”‚ QQuery 21 โ”‚ 196.03 ms โ”‚   190.45 ms โ”‚     no change โ”‚
   โ”‚ QQuery 22 โ”‚  24.84 ms โ”‚    24.66 ms โ”‚     no change โ”‚
   โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
   โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“
   โ”ƒ Benchmark Summary          โ”ƒ           โ”ƒ
   โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ
   โ”‚ Total Time (HEAD)          โ”‚ 1755.13ms โ”‚
   โ”‚ Total Time (emit_early3)   โ”‚ 1730.17ms โ”‚
   โ”‚ Average Time (HEAD)        โ”‚   79.78ms โ”‚
   โ”‚ Average Time (emit_early3) โ”‚   78.64ms โ”‚
   โ”‚ Queries Faster             โ”‚         2 โ”‚
   โ”‚ Queries Slower             โ”‚         1 โ”‚
   โ”‚ Queries with No Change     โ”‚        19 โ”‚
   โ”‚ Queries with Failure       โ”‚         0 โ”‚
   โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
   ```
   
   
   </p>
   </details>
   
   


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Re: [PR] [Bench] emit early [datafusion]

Posted by "Dandandan (via GitHub)" <gi...@apache.org>.
Dandandan commented on PR #20776:
URL: https://github.com/apache/datafusion/pull/20776#issuecomment-4015991183

   run benchmarks


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