WIP: Test DataFusion with experimental Parquet Filter Pushdown by alamb · Pull Request #16222 · apache/datafusion

alamb · 2025-06-01T10:40:50Z

This PR is for testing DataFusion with the code in the following PR

POC: Sketch out parquet cached filter result API arrow-rs#7513

This is the second of 2 experiments:

Does ClickBench performance improve with pushdown_filters enabled?

The first experiment is in

WIP: Test DataFusion with experimental IncrementalRecordBatchBuilder #16208

alamb · 2025-06-01T10:44:06Z

🤖 ./gh_compare_branch.shBenchmark 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 alamb/test_actual_pushdown (c646027) to 7002a00diff
Benchmarks: tpch_mem clickbench_partitioned clickbench_extended
Results will be posted here when complete

alamb · 2025-06-01T11:24:07Z

🤖: Benchmark completed

Details

Comparing HEAD and alamb_test_actual_pushdown
--------------------
Benchmark clickbench_extended.json
--------------------
┏━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┓
┃ Query ┃ HEAD ┃ alamb_test_actual_pushdown ┃ Change ┃
┡━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━┩
│ QQuery 0 │ 1911.99ms │ 1914.70ms │ no change │
│ QQuery 1 │ 699.11ms │ 719.00ms │ no change │
│ QQuery 2 │ 1398.50ms │ 1478.56ms │ 1.06x slower │
│ QQuery 3 │ 689.24ms │ 712.50ms │ no change │
│ QQuery 4 │ 1452.92ms │ 1595.74ms │ 1.10x slower │
│ QQuery 5 │ 15657.55ms │ 15569.30ms │ no change │
│ QQuery 6 │ 2032.14ms │ 141.07ms │ +14.41x faster │
│ QQuery 7 │ 2123.18ms │ 2226.42ms │ no change │
│ QQuery 8 │ 837.16ms │ 851.36ms │ no change │
└──────────────┴────────────┴────────────────────────────┴────────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ Benchmark Summary ┃ ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ Total Time (HEAD) │ 26801.79ms │
│ Total Time (alamb_test_actual_pushdown) │ 25208.64ms │
│ Average Time (HEAD) │ 2977.98ms │
│ Average Time (alamb_test_actual_pushdown) │ 2800.96ms │
│ Queries Faster │ 1 │
│ Queries Slower │ 2 │
│ Queries with No Change │ 6 │
└───────────────────────────────────────────┴────────────┘
--------------------
Benchmark clickbench_partitioned.json
--------------------
┏━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query ┃ HEAD ┃ alamb_test_actual_pushdown ┃ Change ┃
┡━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 0 │ 16.19ms │ 16.24ms │ no change │
│ QQuery 1 │ 33.68ms │ 35.46ms │ 1.05x slower │
│ QQuery 2 │ 82.89ms │ 82.60ms │ no change │
│ QQuery 3 │ 97.24ms │ 94.45ms │ no change │
│ QQuery 4 │ 607.01ms │ 675.90ms │ 1.11x slower │
│ QQuery 5 │ 858.70ms │ 919.45ms │ 1.07x slower │
│ QQuery 6 │ 22.87ms │ 24.63ms │ 1.08x slower │
│ QQuery 7 │ 38.68ms │ 43.00ms │ 1.11x slower │
│ QQuery 8 │ 945.68ms │ 939.59ms │ no change │
│ QQuery 9 │ 1243.06ms │ 1246.08ms │ no change │
│ QQuery 10 │ 268.45ms │ 280.56ms │ no change │
│ QQuery 11 │ 299.09ms │ 319.60ms │ 1.07x slower │
│ QQuery 12 │ 919.23ms │ 1014.32ms │ 1.10x slower │
│ QQuery 13 │ 1337.56ms │ 1523.46ms │ 1.14x slower │
│ QQuery 14 │ 856.70ms │ 1029.41ms │ 1.20x slower │
│ QQuery 15 │ 847.58ms │ 839.69ms │ no change │
│ QQuery 16 │ 1730.92ms │ 1729.51ms │ no change │
│ QQuery 17 │ 1607.73ms │ 1593.69ms │ no change │
│ QQuery 18 │ 3099.12ms │ 3197.56ms │ no change │
│ QQuery 19 │ 84.99ms │ 91.43ms │ 1.08x slower │
│ QQuery 20 │ 1121.22ms │ 1197.78ms │ 1.07x slower │
│ QQuery 21 │ 1345.40ms │ 1361.52ms │ no change │
│ QQuery 22 │ 2199.07ms │ 2431.34ms │ 1.11x slower │
│ QQuery 23 │ 8112.04ms │ 3547.80ms │ +2.29x faster │
│ QQuery 24 │ 475.29ms │ 631.80ms │ 1.33x slower │
│ QQuery 25 │ 393.16ms │ 432.03ms │ 1.10x slower │
│ QQuery 26 │ 537.95ms │ 692.90ms │ 1.29x slower │
│ QQuery 27 │ 1574.43ms │ 1809.52ms │ 1.15x slower │
│ QQuery 28 │ 12663.96ms │ 12974.85ms │ no change │
│ QQuery 29 │ 530.66ms │ 524.38ms │ no change │
│ QQuery 30 │ 811.90ms │ 1288.32ms │ 1.59x slower │
│ QQuery 31 │ 875.23ms │ 1301.29ms │ 1.49x slower │
│ QQuery 32 │ 2699.84ms │ 2755.06ms │ no change │
│ QQuery 33 │ 3352.11ms │ 3436.53ms │ no change │
│ QQuery 34 │ 3410.67ms │ 3433.96ms │ no change │
│ QQuery 35 │ 1338.26ms │ 1331.31ms │ no change │
│ QQuery 36 │ 126.01ms │ 28.46ms │ +4.43x faster │
│ QQuery 37 │ 56.31ms │ 29.07ms │ +1.94x faster │
│ QQuery 38 │ 124.21ms │ 28.50ms │ +4.36x faster │
│ QQuery 39 │ 198.12ms │ 28.56ms │ +6.94x faster │
│ QQuery 40 │ 49.66ms │ 27.47ms │ +1.81x faster │
│ QQuery 41 │ 44.20ms │ 26.20ms │ +1.69x faster │
│ QQuery 42 │ 39.80ms │ 26.77ms │ +1.49x faster │
└──────────────┴────────────┴────────────────────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ Benchmark Summary ┃ ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ Total Time (HEAD) │ 57076.85ms │
│ Total Time (alamb_test_actual_pushdown) │ 55042.05ms │
│ Average Time (HEAD) │ 1327.37ms │
│ Average Time (alamb_test_actual_pushdown) │ 1280.05ms │
│ Queries Faster │ 8 │
│ Queries Slower │ 18 │
│ Queries with No Change │ 17 │
└───────────────────────────────────────────┴────────────┘
--------------------
Benchmark tpch_mem_sf1.json
--------------------
┏━━━━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┓
┃ Query ┃ HEAD ┃ alamb_test_actual_pushdown ┃ Change ┃
┡━━━━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│ QQuery 1 │ 118.82ms │ 116.19ms │ no change │
│ QQuery 2 │ 22.15ms │ 22.21ms │ no change │
│ QQuery 3 │ 35.15ms │ 36.53ms │ no change │
│ QQuery 4 │ 20.36ms │ 21.03ms │ no change │
│ QQuery 5 │ 53.46ms │ 54.15ms │ no change │
│ QQuery 6 │ 12.10ms │ 13.53ms │ 1.12x slower │
│ QQuery 7 │ 98.73ms │ 97.33ms │ no change │
│ QQuery 8 │ 26.26ms │ 27.08ms │ no change │
│ QQuery 9 │ 56.46ms │ 59.54ms │ 1.05x slower │
│ QQuery 10 │ 58.11ms │ 58.47ms │ no change │
│ QQuery 11 │ 11.75ms │ 11.81ms │ no change │
│ QQuery 12 │ 42.19ms │ 45.28ms │ 1.07x slower │
│ QQuery 13 │ 27.50ms │ 27.43ms │ no change │
│ QQuery 14 │ 9.99ms │ 10.24ms │ no change │
│ QQuery 15 │ 22.87ms │ 23.76ms │ no change │
│ QQuery 16 │ 21.18ms │ 21.12ms │ no change │
│ QQuery 17 │ 95.83ms │ 97.23ms │ no change │
│ QQuery 18 │ 209.53ms │ 219.14ms │ no change │
│ QQuery 19 │ 25.82ms │ 27.12ms │ 1.05x slower │
│ QQuery 20 │ 34.43ms │ 37.32ms │ 1.08x slower │
│ QQuery 21 │ 158.77ms │ 162.07ms │ no change │
│ QQuery 22 │ 16.35ms │ 16.34ms │ no change │
└──────────────┴──────────┴────────────────────────────┴──────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┓
┃ Benchmark Summary ┃ ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━┩
│ Total Time (HEAD) │ 1177.83ms │
│ Total Time (alamb_test_actual_pushdown) │ 1204.93ms │
│ Average Time (HEAD) │ 53.54ms │
│ Average Time (alamb_test_actual_pushdown) │ 54.77ms │
│ Queries Faster │ 0 │
│ Queries Slower │ 5 │
│ Queries with No Change │ 17 │
└───────────────────────────────────────────┴───────────┘

zhuqi-lucas · 2025-06-01T11:33:02Z

🤖: Benchmark completed

Details

Comparing HEAD and alamb_test_actual_pushdown
--------------------
Benchmark clickbench_extended.json
--------------------
┏━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┓
┃ Query ┃ HEAD ┃ alamb_test_actual_pushdown ┃ Change ┃
┡━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━┩
│ QQuery 0 │ 1911.99ms │ 1914.70ms │ no change │
│ QQuery 1 │ 699.11ms │ 719.00ms │ no change │
│ QQuery 2 │ 1398.50ms │ 1478.56ms │ 1.06x slower │
│ QQuery 3 │ 689.24ms │ 712.50ms │ no change │
│ QQuery 4 │ 1452.92ms │ 1595.74ms │ 1.10x slower │
│ QQuery 5 │ 15657.55ms │ 15569.30ms │ no change │
│ QQuery 6 │ 2032.14ms │ 141.07ms │ +14.41x faster │
│ QQuery 7 │ 2123.18ms │ 2226.42ms │ no change │
│ QQuery 8 │ 837.16ms │ 851.36ms │ no change │
└──────────────┴────────────┴────────────────────────────┴────────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ Benchmark Summary ┃ ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ Total Time (HEAD) │ 26801.79ms │
│ Total Time (alamb_test_actual_pushdown) │ 25208.64ms │
│ Average Time (HEAD) │ 2977.98ms │
│ Average Time (alamb_test_actual_pushdown) │ 2800.96ms │
│ Queries Faster │ 1 │
│ Queries Slower │ 2 │
│ Queries with No Change │ 6 │
└───────────────────────────────────────────┴────────────┘
--------------------
Benchmark clickbench_partitioned.json
--------------------
┏━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Query ┃ HEAD ┃ alamb_test_actual_pushdown ┃ Change ┃
┡━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ QQuery 0 │ 16.19ms │ 16.24ms │ no change │
│ QQuery 1 │ 33.68ms │ 35.46ms │ 1.05x slower │
│ QQuery 2 │ 82.89ms │ 82.60ms │ no change │
│ QQuery 3 │ 97.24ms │ 94.45ms │ no change │
│ QQuery 4 │ 607.01ms │ 675.90ms │ 1.11x slower │
│ QQuery 5 │ 858.70ms │ 919.45ms │ 1.07x slower │
│ QQuery 6 │ 22.87ms │ 24.63ms │ 1.08x slower │
│ QQuery 7 │ 38.68ms │ 43.00ms │ 1.11x slower │
│ QQuery 8 │ 945.68ms │ 939.59ms │ no change │
│ QQuery 9 │ 1243.06ms │ 1246.08ms │ no change │
│ QQuery 10 │ 268.45ms │ 280.56ms │ no change │
│ QQuery 11 │ 299.09ms │ 319.60ms │ 1.07x slower │
│ QQuery 12 │ 919.23ms │ 1014.32ms │ 1.10x slower │
│ QQuery 13 │ 1337.56ms │ 1523.46ms │ 1.14x slower │
│ QQuery 14 │ 856.70ms │ 1029.41ms │ 1.20x slower │
│ QQuery 15 │ 847.58ms │ 839.69ms │ no change │
│ QQuery 16 │ 1730.92ms │ 1729.51ms │ no change │
│ QQuery 17 │ 1607.73ms │ 1593.69ms │ no change │
│ QQuery 18 │ 3099.12ms │ 3197.56ms │ no change │
│ QQuery 19 │ 84.99ms │ 91.43ms │ 1.08x slower │
│ QQuery 20 │ 1121.22ms │ 1197.78ms │ 1.07x slower │
│ QQuery 21 │ 1345.40ms │ 1361.52ms │ no change │
│ QQuery 22 │ 2199.07ms │ 2431.34ms │ 1.11x slower │
│ QQuery 23 │ 8112.04ms │ 3547.80ms │ +2.29x faster │
│ QQuery 24 │ 475.29ms │ 631.80ms │ 1.33x slower │
│ QQuery 25 │ 393.16ms │ 432.03ms │ 1.10x slower │
│ QQuery 26 │ 537.95ms │ 692.90ms │ 1.29x slower │
│ QQuery 27 │ 1574.43ms │ 1809.52ms │ 1.15x slower │
│ QQuery 28 │ 12663.96ms │ 12974.85ms │ no change │
│ QQuery 29 │ 530.66ms │ 524.38ms │ no change │
│ QQuery 30 │ 811.90ms │ 1288.32ms │ 1.59x slower │
│ QQuery 31 │ 875.23ms │ 1301.29ms │ 1.49x slower │
│ QQuery 32 │ 2699.84ms │ 2755.06ms │ no change │
│ QQuery 33 │ 3352.11ms │ 3436.53ms │ no change │
│ QQuery 34 │ 3410.67ms │ 3433.96ms │ no change │
│ QQuery 35 │ 1338.26ms │ 1331.31ms │ no change │
│ QQuery 36 │ 126.01ms │ 28.46ms │ +4.43x faster │
│ QQuery 37 │ 56.31ms │ 29.07ms │ +1.94x faster │
│ QQuery 38 │ 124.21ms │ 28.50ms │ +4.36x faster │
│ QQuery 39 │ 198.12ms │ 28.56ms │ +6.94x faster │
│ QQuery 40 │ 49.66ms │ 27.47ms │ +1.81x faster │
│ QQuery 41 │ 44.20ms │ 26.20ms │ +1.69x faster │
│ QQuery 42 │ 39.80ms │ 26.77ms │ +1.49x faster │
└──────────────┴────────────┴────────────────────────────┴───────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ Benchmark Summary ┃ ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ Total Time (HEAD) │ 57076.85ms │
│ Total Time (alamb_test_actual_pushdown) │ 55042.05ms │
│ Average Time (HEAD) │ 1327.37ms │
│ Average Time (alamb_test_actual_pushdown) │ 1280.05ms │
│ Queries Faster │ 8 │
│ Queries Slower │ 18 │
│ Queries with No Change │ 17 │
└───────────────────────────────────────────┴────────────┘
--------------------
Benchmark tpch_mem_sf1.json
--------------------
┏━━━━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┓
┃ Query ┃ HEAD ┃ alamb_test_actual_pushdown ┃ Change ┃
┡━━━━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│ QQuery 1 │ 118.82ms │ 116.19ms │ no change │
│ QQuery 2 │ 22.15ms │ 22.21ms │ no change │
│ QQuery 3 │ 35.15ms │ 36.53ms │ no change │
│ QQuery 4 │ 20.36ms │ 21.03ms │ no change │
│ QQuery 5 │ 53.46ms │ 54.15ms │ no change │
│ QQuery 6 │ 12.10ms │ 13.53ms │ 1.12x slower │
│ QQuery 7 │ 98.73ms │ 97.33ms │ no change │
│ QQuery 8 │ 26.26ms │ 27.08ms │ no change │
│ QQuery 9 │ 56.46ms │ 59.54ms │ 1.05x slower │
│ QQuery 10 │ 58.11ms │ 58.47ms │ no change │
│ QQuery 11 │ 11.75ms │ 11.81ms │ no change │
│ QQuery 12 │ 42.19ms │ 45.28ms │ 1.07x slower │
│ QQuery 13 │ 27.50ms │ 27.43ms │ no change │
│ QQuery 14 │ 9.99ms │ 10.24ms │ no change │
│ QQuery 15 │ 22.87ms │ 23.76ms │ no change │
│ QQuery 16 │ 21.18ms │ 21.12ms │ no change │
│ QQuery 17 │ 95.83ms │ 97.23ms │ no change │
│ QQuery 18 │ 209.53ms │ 219.14ms │ no change │
│ QQuery 19 │ 25.82ms │ 27.12ms │ 1.05x slower │
│ QQuery 20 │ 34.43ms │ 37.32ms │ 1.08x slower │
│ QQuery 21 │ 158.77ms │ 162.07ms │ no change │
│ QQuery 22 │ 16.35ms │ 16.34ms │ no change │
└──────────────┴──────────┴────────────────────────────┴──────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┓
┃ Benchmark Summary ┃ ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━┩
│ Total Time (HEAD) │ 1177.83ms │
│ Total Time (alamb_test_actual_pushdown) │ 1204.93ms │
│ Average Time (HEAD) │ 53.54ms │
│ Average Time (alamb_test_actual_pushdown) │ 54.77ms │
│ Queries Faster │ 0 │
│ Queries Slower │ 5 │
│ Queries with No Change │ 17 │
└───────────────────────────────────────────┴───────────┘

The clickbench only has several cases with real regression > 20%, and i believe those cases can be improved by combined with adaptive, i think we are at good state.

alamb · 2025-06-01T11:39:39Z

The clickbench only has several cases with real regression > 20%, and i believe those cases can be improved by combined with adaptive, i think we are at good state.

I agree -- thank you @zhuqi-lucas

I have a few other optimization ideas on #16208 (comment) that will help this case too.

It would also be super helpful to profile / review the queries where the performance slows down , like Q14 and Q21 and see if those are the ones where the adaptive filtering would help

│ QQuery 14 │ 856.70ms │ 1029.41ms │ 1.20x slower │
│ QQuery 22 │ 2199.07ms │ 2431.34ms │ 1.11x slower │

Q14:

SELECT"SearchEngineID", "SearchPhrase", COUNT(*) AS c FROM hits WHERE"SearchPhrase"<>''GROUP BY"SearchEngineID", "SearchPhrase"ORDER BY c DESCLIMIT10;

Q21:

SELECT"SearchPhrase", MIN("URL"), COUNT(*) AS c FROM hits WHERE"URL"LIKE'%google%'AND"SearchPhrase"<>''GROUP BY"SearchPhrase"ORDER BY c DESCLIMIT10;

zhuqi-lucas · 2025-06-01T12:07:55Z

#16208 (comment)

apache/arrow-rs#7524 (comment)

Thank you @alamb , from previous result, it will help Q14 Q24 Q30 Q31 , which are the major regression from this PR benchmark result, but it seems not help Q21/22.

│ QQuery 14 │ 856.70ms │ 1029.41ms │ 1.20x slower │
│ QQuery 24 │ 475.29ms │ 631.80ms │ 1.33x slower │
│ QQuery 30 │ 811.90ms │ 1288.32ms │ 1.59x slower │
│ QQuery 31 │ 875.23ms │ 1301.29ms │ 1.49x slower │

alamb · 2025-06-26T10:08:11Z

Next version here: #16562

alamb added 4 commits May 29, 2025 09:19

Pin toapache/arrow-rs#7513
8b681e4

Update pin
8c54891

Update pin
0edf8d1

Force pushdown filters to true
c646027

alamb changed the title ~~WIP: Test DataFusion with experimental IncrementalRecordBatchBuilder~~WIP: Test DataFusion with experimental Parquet Filter PushdownJun 1, 2025

alamb mentioned this pull request Jun 1, 2025
WIP: Test DataFusion with experimental IncrementalRecordBatchBuilder #16208
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alamb mentioned this pull request Jun 26, 2025
POC: Test DataFusion with experimental Parquet Filter Pushdown (try 2) #16562
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