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This has two related changes. IMPALA-6679: defer scanner reservation increases ------------------------------------------------ When starting each scan range, check to see how big the initial scan range is (the full thing for row-based formats, the footer for Parquet) and determine whether more reservation would be useful. For Parquet, base the ideal reservation on the actual column layout of each file. This avoids reserving memory that we won't use for the actual files that we're scanning. This also avoid the need to estimate ideal reservation in the planner. We also release scanner thread reservations above the minimum as soon as threads complete, so that resources can be released slightly earlier. IMPALA-6678: estimate Parquet column size for reservation --------------------------------------------------------- This change also reduces reservation computed by the planner in certain cases by estimating the on-disk size of column data based on stats. It also reduces the default per-column reservation to 4MB since it appears that < 8MB columns are generally common in practice and the method for estimating column size is biased towards over-estimating. There are two main cases to consider for the performance implications: * Memory is available to improve query perf - if we underestimate, we can increase the reservation so we can do "efficient" 8MB I/Os for large columns. * The ideal reservation is not available - query performance is affected because we can't overlap I/O and compute as much and may do smaller (probably 4MB I/Os). However, we should avoid pathological behaviour like tiny I/Os. When stats are not available, we just default to reserving 4MB per column, which typically is more memory than required. When stats are available, the memory required can be reduced below when some heuristic tell us with high confidence that the column data for most or all files is smaller than 4MB. The stats-based heuristic could reduce scan performance if both the conservative heuristics significantly underestimate the column size and memory is constrained such that we can't increase the scan reservation at runtime (in which case the memory might be used by a different operator or scanner thread). Observability: Added counters to track when threads were not spawned due to reservation and to track when reservation increases are requested and denied. These allow determining if performance may have been affected by memory availability. Testing: Updated test_mem_usage_scaling.py memory requirements and added steps to regenerate the requirements. Loops test for a while to flush out flakiness. Added targeted planner and query tests for reservation calculations and increases. Change-Id: Ifc80e05118a9eef72cac8e2308418122e3ee0842 Reviewed-on: http://gerrit.cloudera.org:8080/9757 Reviewed-by: Tim Armstrong <tarmstrong@cloudera.com> Tested-by: Impala Public Jenkins <impala-public-jenkins@cloudera.com>
69 lines
2.8 KiB
Plaintext
69 lines
2.8 KiB
Plaintext
====
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---- QUERY
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# Explain a simple hash join query.
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explain
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select *
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from tpch.lineitem join tpch.orders on l_orderkey = o_orderkey;
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---- RESULTS: VERIFY_IS_EQUAL
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row_regex:.*Max Per-Host Resource Reservation: Memory=[0-9.]*MB.*
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row_regex:.*Per-Host Resource Estimates: Memory=[0-9.]*MB.*
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''
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'F02:PLAN FRAGMENT [UNPARTITIONED] hosts=1 instances=1'
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'Per-Host Resources: mem-estimate=0B mem-reservation=0B'
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' PLAN-ROOT SINK'
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' | mem-estimate=0B mem-reservation=0B'
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' |'
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' 04:EXCHANGE [UNPARTITIONED]'
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' mem-estimate=0B mem-reservation=0B'
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' tuple-ids=0,1 row-size=454B cardinality=5757710'
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''
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'F00:PLAN FRAGMENT [RANDOM] hosts=3 instances=3'
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row_regex:.*Per-Host Resources: mem-estimate=[0-9.]*MB mem-reservation=[0-9.]*MB.*
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' DATASTREAM SINK [FRAGMENT=F02, EXCHANGE=04, UNPARTITIONED]'
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' | mem-estimate=0B mem-reservation=0B'
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' 02:HASH JOIN [INNER JOIN, BROADCAST]'
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' | hash predicates: l_orderkey = o_orderkey'
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' | fk/pk conjuncts: l_orderkey = o_orderkey'
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' | runtime filters: RF000[bloom] <- o_orderkey'
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row_regex:.* | mem-estimate=[0-9.]*MB mem-reservation=[0-9.]*MB spill-buffer=[0-9.]*MB.*
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' | tuple-ids=0,1 row-size=454B cardinality=5757710'
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' |'
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' |--03:EXCHANGE [BROADCAST]'
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' | mem-estimate=0B mem-reservation=0B'
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' | tuple-ids=1 row-size=191B cardinality=1500000'
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' |'
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' 00:SCAN HDFS [tpch.lineitem, RANDOM]'
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row_regex:.*partitions=1/1 files=1 size=.*
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' runtime filters: RF000[bloom] -> l_orderkey'
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' stored statistics:'
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row_regex:.*table: rows=6001215 size=.*
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' columns: all'
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row_regex:.*| extrapolated-rows=disabled max-scan-range-rows=[0-9]*.*
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row_regex:.* mem-estimate=[0-9.]*MB mem-reservation=[0-9.]*MB.*
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' tuple-ids=0 row-size=263B cardinality=6001215'
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''
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'F01:PLAN FRAGMENT [RANDOM] hosts=2 instances=2'
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row_regex:.*Per-Host Resources: mem-estimate=[0-9.]*MB mem-reservation=[0-9.]*MB.*
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' DATASTREAM SINK [FRAGMENT=F00, EXCHANGE=03, BROADCAST]'
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' | mem-estimate=0B mem-reservation=0B'
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' 01:SCAN HDFS [tpch.orders, RANDOM]'
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row_regex:.*partitions=1/1 files=1 size=.*
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' stored statistics:'
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row_regex:.*table: rows=1500000 size=.*
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' columns: all'
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row_regex:.* extrapolated-rows=disabled max-scan-range-rows=[0-9]*.*
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row_regex:.* mem-estimate=[0-9.]*MB mem-reservation=[0-9.]*MB.*
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' tuple-ids=1 row-size=191B cardinality=1500000'
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====
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---- QUERY
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# Tests the warning about missing table stats in the explain header.
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explain select count(t1.int_col), avg(t2.float_col), sum(t3.bigint_col)
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from functional_avro.alltypes t1
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inner join functional_parquet.alltypessmall t2 on (t1.id = t2.id)
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left outer join functional_avro.alltypes t3 on (t2.id = t3.id)
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where t1.month = 1 and t2.year = 2009 and t3.bool_col = false
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---- RESULTS: VERIFY_IS_SUBSET
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'WARNING: The following tables are missing relevant table and/or column statistics.'
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'functional_avro.alltypes, functional_parquet.alltypessmall'
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====
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