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Posted to github@datafusion.apache.org by "alamb (via GitHub)" <gi...@apache.org> on 2025/04/10 11:16:05 UTC

[PR] Set default metadata prefetch size to 512k [datafusion]

alamb opened a new pull request, #15670:
URL: https://github.com/apache/datafusion/pull/15670

   ## Which issue does this PR close?
   
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   - Closes #.
   
   ## Rationale for this change
   
   Inspired by looking at some profiling results I think the metadata prefetch hint will reduce the number of required IOs by 1/2 for most parquet queries at minimal additional overhead. Let's give this a try.
   
   I will write this idea up in more detail if it turns out to make a difference
   
   ## What changes are included in this PR?
   
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   ## Are these changes tested?
   
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Re: [PR] Set default metadata prefetch size to 512k [datafusion]

Posted by "alamb (via GitHub)" <gi...@apache.org>.
alamb commented on PR #15670:
URL: https://github.com/apache/datafusion/pull/15670#issuecomment-2796527932

   TLDR is that this didn't seem to have much/any effect on performance so closing


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Re: [PR] Set default metadata prefetch size to 512k [datafusion]

Posted by "alamb (via GitHub)" <gi...@apache.org>.
alamb commented on PR #15670:
URL: https://github.com/apache/datafusion/pull/15670#issuecomment-2792404599

   ๐Ÿค– `./gh_compare_branch.sh` [Benchmark Script](https://github.com/alamb/datafusion-benchmarking) Running
   Linux aal-dev 6.8.0-1016-gcp #18-Ubuntu SMP Fri Oct  4 22:16:29 UTC 2024 x86_64 x86_64 x86_64 GNU/Linux
   Comparing alamb/prefetch (099499f8065d762ed1a93538cec169785ba25c85) to 5ab5a03724b3afa009ba480a022145875972d08c [diff](https://github.com/apache/datafusion/compare/5ab5a03724b3afa009ba480a022145875972d08c..099499f8065d762ed1a93538cec169785ba25c85)
   Benchmarks: tpch_mem clickbench_partitioned clickbench_extended
   Results will be posted here when complete
   


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Re: [PR] Set default metadata prefetch size to 512k [datafusion]

Posted by "alamb (via GitHub)" <gi...@apache.org>.
alamb commented on PR #15670:
URL: https://github.com/apache/datafusion/pull/15670#issuecomment-2792504068

   ๐Ÿค–: Benchmark completed
   
   <details><summary>Details</summary>
   <p>
   
   
   ```
   Comparing HEAD and alamb_prefetch
   --------------------
   Benchmark clickbench_extended.json
   --------------------
   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”ณโ”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 Query        โ”ƒ       HEAD โ”ƒ alamb_prefetch 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”โ”ฉ
   โ”‚ QQuery 0     โ”‚  1944.05ms โ”‚      1940.66ms โ”‚ no change โ”‚
   โ”‚ QQuery 1     โ”‚   748.05ms โ”‚       750.69ms โ”‚ no change โ”‚
   โ”‚ QQuery 2     โ”‚  1471.52ms โ”‚      1445.58ms โ”‚ no change โ”‚
   โ”‚ QQuery 3     โ”‚   703.03ms โ”‚       691.35ms โ”‚ no change โ”‚
   โ”‚ QQuery 4     โ”‚  1536.24ms โ”‚      1485.23ms โ”‚ no change โ”‚
   โ”‚ QQuery 5     โ”‚ 16937.70ms โ”‚     16804.20ms โ”‚ no change โ”‚
   โ”‚ QQuery 6     โ”‚  2016.33ms โ”‚      2030.05ms โ”‚ no change 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”ดโ”€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”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”โ”โ”โ”ฉ
   โ”‚ Total Time (HEAD)             โ”‚ 25356.92ms โ”‚
   โ”‚ Total Time (alamb_prefetch)   โ”‚ 25147.75ms โ”‚
   โ”‚ Average Time (HEAD)           โ”‚  3622.42ms โ”‚
   โ”‚ Average Time (alamb_prefetch) โ”‚  3592.54ms โ”‚
   โ”‚ Queries Faster                โ”‚          0 โ”‚
   โ”‚ Queries Slower                โ”‚          0 โ”‚
   โ”‚ Queries with No Change        โ”‚          7 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”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”โ”โ”โ”ณโ”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”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“
   โ”ƒ Query        โ”ƒ       HEAD โ”ƒ alamb_prefetch 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”โ”โ”โ”โ”โ”ฉ
   โ”‚ QQuery 0     โ”‚     1.88ms โ”‚         1.89ms โ”‚     no change โ”‚
   โ”‚ QQuery 1     โ”‚    36.69ms โ”‚        40.84ms โ”‚  1.11x slower โ”‚
   โ”‚ QQuery 2     โ”‚    92.32ms โ”‚        89.68ms โ”‚     no change โ”‚
   โ”‚ QQuery 3     โ”‚    98.54ms โ”‚        97.22ms โ”‚     no change โ”‚
   โ”‚ QQuery 4     โ”‚   782.75ms โ”‚       760.18ms โ”‚     no change โ”‚
   โ”‚ QQuery 5     โ”‚   833.26ms โ”‚       881.13ms โ”‚  1.06x slower โ”‚
   โ”‚ QQuery 6     โ”‚     1.91ms โ”‚         1.90ms โ”‚     no change โ”‚
   โ”‚ QQuery 7     โ”‚    43.39ms โ”‚        43.62ms โ”‚     no change โ”‚
   โ”‚ QQuery 8     โ”‚   925.29ms โ”‚       926.41ms โ”‚     no change โ”‚
   โ”‚ QQuery 9     โ”‚  1205.14ms โ”‚      1245.17ms โ”‚     no change โ”‚
   โ”‚ QQuery 10    โ”‚   262.10ms โ”‚       265.58ms โ”‚     no change โ”‚
   โ”‚ QQuery 11    โ”‚   306.40ms โ”‚       302.72ms โ”‚     no change โ”‚
   โ”‚ QQuery 12    โ”‚   923.85ms โ”‚       936.69ms โ”‚     no change โ”‚
   โ”‚ QQuery 13    โ”‚  1375.17ms โ”‚      1275.04ms โ”‚ +1.08x faster โ”‚
   โ”‚ QQuery 14    โ”‚   862.83ms โ”‚       872.23ms โ”‚     no change โ”‚
   โ”‚ QQuery 15    โ”‚  1062.95ms โ”‚      1051.33ms โ”‚     no change โ”‚
   โ”‚ QQuery 16    โ”‚  1746.84ms โ”‚      1786.07ms โ”‚     no change โ”‚
   โ”‚ QQuery 17    โ”‚  1614.93ms โ”‚      1623.43ms โ”‚     no change โ”‚
   โ”‚ QQuery 18    โ”‚  3142.17ms โ”‚      3279.39ms โ”‚     no change โ”‚
   โ”‚ QQuery 19    โ”‚    98.79ms โ”‚        95.73ms โ”‚     no change โ”‚
   โ”‚ QQuery 20    โ”‚  1171.47ms โ”‚      1147.32ms โ”‚     no change โ”‚
   โ”‚ QQuery 21    โ”‚  1337.25ms โ”‚      1325.19ms โ”‚     no change โ”‚
   โ”‚ QQuery 22    โ”‚  2328.64ms โ”‚      2380.56ms โ”‚     no change โ”‚
   โ”‚ QQuery 23    โ”‚  8359.96ms โ”‚      8405.68ms โ”‚     no change โ”‚
   โ”‚ QQuery 24    โ”‚   460.85ms โ”‚       471.21ms โ”‚     no change โ”‚
   โ”‚ QQuery 25    โ”‚   381.20ms โ”‚       400.42ms โ”‚  1.05x slower โ”‚
   โ”‚ QQuery 26    โ”‚   534.33ms โ”‚       536.65ms โ”‚     no change โ”‚
   โ”‚ QQuery 27    โ”‚  1695.23ms โ”‚      1667.68ms โ”‚     no change โ”‚
   โ”‚ QQuery 28    โ”‚ 12759.54ms โ”‚     12754.58ms โ”‚     no change โ”‚
   โ”‚ QQuery 29    โ”‚   526.58ms โ”‚       536.29ms โ”‚     no change โ”‚
   โ”‚ QQuery 30    โ”‚   824.73ms โ”‚       829.15ms โ”‚     no change โ”‚
   โ”‚ QQuery 31    โ”‚   862.08ms โ”‚       884.26ms โ”‚     no change โ”‚
   โ”‚ QQuery 32    โ”‚  2741.33ms โ”‚      2756.61ms โ”‚     no change โ”‚
   โ”‚ QQuery 33    โ”‚  3341.94ms โ”‚      3425.23ms โ”‚     no change โ”‚
   โ”‚ QQuery 34    โ”‚  3528.85ms โ”‚      3444.66ms โ”‚     no change โ”‚
   โ”‚ QQuery 35    โ”‚  1340.19ms โ”‚      1314.81ms โ”‚     no change โ”‚
   โ”‚ QQuery 36    โ”‚   133.41ms โ”‚       133.65ms โ”‚     no change โ”‚
   โ”‚ QQuery 37    โ”‚    58.96ms โ”‚        59.00ms โ”‚     no change โ”‚
   โ”‚ QQuery 38    โ”‚   127.73ms โ”‚       128.35ms โ”‚     no change โ”‚
   โ”‚ QQuery 39    โ”‚   200.21ms โ”‚       203.42ms โ”‚     no change โ”‚
   โ”‚ QQuery 40    โ”‚    49.07ms โ”‚        51.30ms โ”‚     no change โ”‚
   โ”‚ QQuery 41    โ”‚    46.07ms โ”‚        45.58ms โ”‚     no change โ”‚
   โ”‚ QQuery 42    โ”‚    40.51ms โ”‚        40.22ms โ”‚     no change 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”ดโ”€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”€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”โ”โ”โ”ฉ
   โ”‚ Total Time (HEAD)             โ”‚ 58267.33ms โ”‚
   โ”‚ Total Time (alamb_prefetch)   โ”‚ 58518.06ms โ”‚
   โ”‚ Average Time (HEAD)           โ”‚  1355.05ms โ”‚
   โ”‚ Average Time (alamb_prefetch) โ”‚  1360.89ms โ”‚
   โ”‚ Queries Faster                โ”‚          1 โ”‚
   โ”‚ Queries Slower                โ”‚          3 โ”‚
   โ”‚ Queries with No Change        โ”‚         39 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”ดโ”€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”โ”โ”โ”ณโ”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”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“
   โ”ƒ Query        โ”ƒ     HEAD โ”ƒ alamb_prefetch 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”โ”โ”ฉ
   โ”‚ QQuery 1     โ”‚ 127.84ms โ”‚       124.31ms โ”‚    no change โ”‚
   โ”‚ QQuery 2     โ”‚  24.74ms โ”‚        24.25ms โ”‚    no change โ”‚
   โ”‚ QQuery 3     โ”‚  35.56ms โ”‚        36.24ms โ”‚    no change โ”‚
   โ”‚ QQuery 4     โ”‚  21.25ms โ”‚        20.97ms โ”‚    no change โ”‚
   โ”‚ QQuery 5     โ”‚  57.34ms โ”‚        58.09ms โ”‚    no change โ”‚
   โ”‚ QQuery 6     โ”‚   8.24ms โ”‚         8.05ms โ”‚    no change โ”‚
   โ”‚ QQuery 7     โ”‚ 102.61ms โ”‚       104.99ms โ”‚    no change โ”‚
   โ”‚ QQuery 8     โ”‚  26.98ms โ”‚        26.29ms โ”‚    no change โ”‚
   โ”‚ QQuery 9     โ”‚  63.37ms โ”‚        62.92ms โ”‚    no change โ”‚
   โ”‚ QQuery 10    โ”‚  60.83ms โ”‚        58.13ms โ”‚    no change โ”‚
   โ”‚ QQuery 11    โ”‚  12.89ms โ”‚        13.04ms โ”‚    no change โ”‚
   โ”‚ QQuery 12    โ”‚  37.63ms โ”‚        39.22ms โ”‚    no change โ”‚
   โ”‚ QQuery 13    โ”‚  28.82ms โ”‚        30.62ms โ”‚ 1.06x slower โ”‚
   โ”‚ QQuery 14    โ”‚   9.92ms โ”‚         9.96ms โ”‚    no change โ”‚
   โ”‚ QQuery 15    โ”‚  24.36ms โ”‚        25.93ms โ”‚ 1.06x slower โ”‚
   โ”‚ QQuery 16    โ”‚  23.69ms โ”‚        23.80ms โ”‚    no change โ”‚
   โ”‚ QQuery 17    โ”‚  96.84ms โ”‚        95.51ms โ”‚    no change โ”‚
   โ”‚ QQuery 18    โ”‚ 247.24ms โ”‚       246.83ms โ”‚    no change โ”‚
   โ”‚ QQuery 19    โ”‚  28.74ms โ”‚        29.20ms โ”‚    no change โ”‚
   โ”‚ QQuery 20    โ”‚  39.39ms โ”‚        38.88ms โ”‚    no change โ”‚
   โ”‚ QQuery 21    โ”‚ 172.44ms โ”‚       175.64ms โ”‚    no change โ”‚
   โ”‚ QQuery 22    โ”‚  16.64ms โ”‚        20.19ms โ”‚ 1.21x slower 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”ดโ”€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”€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”โ”โ”โ”ฉ
   โ”‚ Total Time (HEAD)             โ”‚ 1267.37ms โ”‚
   โ”‚ Total Time (alamb_prefetch)   โ”‚ 1273.06ms โ”‚
   โ”‚ Average Time (HEAD)           โ”‚   57.61ms โ”‚
   โ”‚ Average Time (alamb_prefetch) โ”‚   57.87ms โ”‚
   โ”‚ Queries Faster                โ”‚         0 โ”‚
   โ”‚ Queries Slower                โ”‚         3 โ”‚
   โ”‚ Queries with No Change        โ”‚        19 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”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
   ```
   
   
   </p>
   </details>
   
   


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Re: [PR] Set default metadata prefetch size to 512k [datafusion]

Posted by "alamb (via GitHub)" <gi...@apache.org>.
alamb closed pull request #15670: Set default metadata prefetch size to 512k
URL: https://github.com/apache/datafusion/pull/15670


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