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facebookincubator / velox

A C++ vectorized database acceleration library aimed to optimizing query engines and data processing systems.
https://velox-lib.io/
Apache License 2.0
3.41k stars 1.11k forks source link

Mismatch in multimap_agg between Presto and Velox #8108

Closed kgpai closed 8 months ago

kgpai commented 8 months ago

Description

Using Presto as source of truth we see that the results returned for Velox and Presto are different.

Error Reproduction

See attached plan file. plan_nodes.zip

Relevant logs

I1219 21:38:31.129386 83477 AggregationFuzzer.cpp:844] Attempting to use serialized plan at: /tmp/fuzzrepro3/velox_aggregationVerifier_dntcsk//plan_nodes
I1219 21:38:31.322675 83477 AggregationFuzzer.cpp:1044] Executing query plan:
-- Aggregation[SINGLE [g0, g1, g2] a0 := multimap_agg(ROW["c0"],ROW["c1"]) ORDER BY c0 ASC NULLS LAST, c1 ASC NULLS LAST] -> g0:MAP<SMALLINT,BOOLEAN>, g1:ROW<f0:VARCHAR,f1:TINYINT,f2:INTEGER,f3:BOOLEAN>, g2:TIMESTAMP, a0:MAP<VARBINARY,ARRAY<REAL>>
  -- Values[1000 rows in 10 vectors] -> c0:VARBINARY, c1:REAL, g0:MAP<SMALLINT,BOOLEAN>, g1:ROW<f0:VARCHAR,f1:TINYINT,f2:INTEGER,f3:BOOLEAN>, g2:TIMESTAMP
I1219 21:38:31.384622 83479 Task.cpp:1062] All drivers (1) finished for task test_cursor 1 after running for 61 ms.
I1219 21:38:31.384689 83479 Task.cpp:1746] Terminating task test_cursor 1 with state Finished after running for 61 ms.
I1219 21:38:32.656738 83477 Compression.cpp:628] Initialized zstd compressor with compression level 7
I1219 21:38:32.694161 83477 Writer.cpp:546] Stripe 0: Flush overhead = 1041600, data length = 1171216, pre flush mem = 1987328, post flush mem = 2461824. Closing = true
I1219 21:38:32.695751 83477 FileSink.cpp:123] closing file: /tmp/PrestoTest1304739901246317195/hive_data/tpch/tmp/fuzzer.dwrf,  total size: 1.12MB
../../velox/exec/tests/utils/QueryAssertions.cpp:1089: Failure
Failed
Expected 858, got 858
12 extra rows, 12 missing rows
10 of extra rows:
        [{"key":21646,"value":true}] | null | "254579136-01-03T12:45:03.736000000" | [{"key":"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","value":[0.22356784343719482,0.22356784343719482,0.45175042748451233,0.5806595683097839,0.5918693542480469,0.5918693542480469,0.5918693542480469,0.6869022250175476,0.7329195737838745,0.7329195737838745,0.762474536895752,0.7738518118858337,0.9515613317489624,0.9515613317489624,0.9685511589050293,null,null,null,null,null,null,null,null,null,null,null,null]}]
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Unexpected results
E1219 21:38:34.076057 83477 Exceptions.h:69] Line: ../../velox/exec/tests/utils/AggregationFuzzer.cpp:1755, Function:verifyAggregation, Expression: assertEqualResults( expectedResult.value(), plan->outputType(), {resultOrError.result}) Velox and reference DB results don't match, Source: RUNTIME, ErrorCode: INVALID_STATE
terminate called after throwing an instance of 'facebook::velox::VeloxRuntimeError'
  what():  Exception: VeloxRuntimeError
Error Source: RUNTIME
Error Code: INVALID_STATE
Reason: Velox and reference DB results don't match
Retriable: False
Expression: assertEqualResults( expectedResult.value(), plan->outputType(), {resultOrError.result})
Function: verifyAggregation
File: ../../velox/exec/tests/utils/AggregationFuzzer.cpp
Line: 1755
Stack trace:
# 0  _ZN8facebook5velox7process10StackTraceC1Ei
# 1  _ZN8facebook5velox14VeloxException5State4makeIZNS1_C4EPKcmS5_St17basic_string_viewIcSt11char_traitsIcEES9_S9_S9_bNS1_4TypeES9_EUlRT_E_EESt10shared_ptrIKS2_ESA_SB_
# 2  _ZN8facebook5velox14VeloxExceptionC1EPKcmS3_St17basic_string_viewIcSt11char_traitsIcEES7_S7_S7_bNS1_4TypeES7_
# 3  _ZN8facebook5velox17VeloxRuntimeErrorC2EPKcmS3_St17basic_string_viewIcSt11char_traitsIcEES7_S7_S7_bS7_
# 4  _ZN8facebook5velox6detail14veloxCheckFailINS0_17VeloxRuntimeErrorEPKcEEvRKNS1_18VeloxCheckFailArgsET0_
# 5  _ZN8facebook5velox4exec4test12_GLOBAL__N_117AggregationFuzzer17verifyAggregationERKSt6vectorINS4_14PlanWithSplitsESaIS6_EE
# 6  _ZN8facebook5velox4exec4test12_GLOBAL__N_117AggregationFuzzer2goERKNSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEE
# 7  _ZN8facebook5velox4exec4test15aggregateFuzzerESt13unordered_mapINSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEESt6vectorISt10shared_ptrINS1_26AggregateFunctionSignatureEESaISD_EESt4hashIS9_ESt8equal_toIS9_ESaISt4pairIKS9_SF_EEEmRKS3_IS9_SB_INS2_14ResultVerifierEESH_SJ_SaISK_ISL_SQ_EEERKS3_IS9_SB_INS2_14InputGeneratorEESH_SJ_SaISK_ISL_SX_EEENS0_12VectorFuzzer7Options18TimestampPrecisionERKS3_IS9_S9_SH_SJ_SaISK_ISL_S9_EEERKSt8optionalIS9_ESt10unique_ptrINS2_20ReferenceQueryRunnerESt14default_deleteIS1G_EE
# 8  _ZN8facebook5velox4exec4test23AggregationFuzzerRunner9runFuzzerEmRKSt8optionalINSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEEESt10unique_ptrINS2_20ReferenceQueryRunnerESt14default_deleteISF_EERKNS3_7OptionsE
# 9  _ZN8facebook5velox4exec4test23AggregationFuzzerRunner8runReproERKSt8optionalINSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEEESt10unique_ptrINS2_20ReferenceQueryRunnerESt14default_deleteISF_EE
# 10 main
# 11 __libc_start_main
kgpai commented 8 months ago

Adding repro and further details soon.

mbasmanova commented 8 months ago

@kgpai Is this due to multimap_agg being order-sensitive?

presto:di> select multimap_agg(x, y) from unnest(array[1, 1, 1], array[1, 10, 3]) as t(x, y);
     _col0
----------------
 {1=[1, 10, 3]}

presto:di> select multimap_agg(x, y order by y desc) from unnest(array[1, 1, 1], array[1, 10, 3]) as t(x, y);
     _col0
----------------
 {1=[10, 3, 1]}
kgpai commented 8 months ago

FYI, Currently there are some problems to repro this :

  1. AggregationRunnerTest first doesnt support Presto as source of truth (This diff is pending on landing : #7770 )
  2. AggregationFuzzerRunner doesnt set customverifiers : https://github.com/facebookincubator/velox/blob/main/velox/exec/fuzzer/AggregationFuzzerRunner.h#L82C29-L82C29
  3. I have to add documentation for AggregationFuzzerRunner on how to run and repro plans.

I will create a PR for 2&3, and I will also update 1 with support for AggregationRunnerTest.

Finally I was only able to see this happen on 1 run of AggregationFuzzer against Presto, I am going to see if I can reproduce this problem by running a few more times for some hours.

kgpai commented 8 months ago

It seems the reason this bug occurs is because PrestoQueryRunner currently doesnt support sorting keys or Order in aggregates. See here : https://github.com/facebookincubator/velox/blob/main/velox/exec/fuzzer/PrestoQueryRunner.cpp#L214 . For e.g in this case we produce queries like : 'SELECT g0, g1, g2, multimap_agg(c0, c1) as a0 FROM tmp GROUP BY g0, g1, g2' . This means that aggregations which are sensitive to order might not match.

kgpai commented 8 months ago

cc: @duanmeng

kgpai commented 8 months ago

Fixed this with #8233 . Closing.