WIP: Test DataFusion with experimental Parquet Filter Pushdown #16222

alamb · 2025-06-01T10:40:50Z

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

POC: Sketch out 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.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 alamb/test_actual_pushdown (c646027) to 7002a00 diff
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 DESC LIMIT 10;

Q21:

SELECT "SearchPhrase", MIN("URL"), COUNT(*) AS c FROM hits WHERE "URL" LIKE '%google%' AND "SearchPhrase" <> '' GROUP BY "SearchPhrase" ORDER BY c DESC LIMIT 10;

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 added 4 commits May 29, 2025 09:19

Pin to apache/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 Pushdown Jun 1, 2025

alamb mentioned this pull request Jun 1, 2025

WIP: Test DataFusion with experimental IncrementalRecordBatchBuilder #16208

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WIP: Test DataFusion with experimental Parquet Filter Pushdown #16222

WIP: Test DataFusion with experimental Parquet Filter Pushdown #16222

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