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Pushdown case function in aggregations as range queries #4400
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Signed-off-by: Yuanchun Shen <[email protected]>
Signed-off-by: Yuanchun Shen <[email protected]>
…gregations Signed-off-by: Yuanchun Shen <[email protected]>
Signed-off-by: Yuanchun Shen <[email protected]>
Signed-off-by: Yuanchun Shen <[email protected]>
Signed-off-by: Yuanchun Shen <[email protected]>
Signed-off-by: Yuanchun Shen <[email protected]>
Signed-off-by: Yuanchun Shen <[email protected]>
Signed-off-by: Yuanchun Shen <[email protected]>
Signed-off-by: Yuanchun Shen <[email protected]>
Signed-off-by: Yuanchun Shen <[email protected]>
Signed-off-by: Yuanchun Shen <[email protected]>
Signed-off-by: Yuanchun Shen <[email protected]>
Signed-off-by: Yuanchun Shen <[email protected]>
Signed-off-by: Yuanchun Shen <[email protected]>
…rser Signed-off-by: Yuanchun Shen <[email protected]>
Signed-off-by: Yuanchun Shen <[email protected]>
Signed-off-by: Yuanchun Shen <[email protected]>
Signed-off-by: Yuanchun Shen <[email protected]>
- Additionally test number as result expressions Signed-off-by: Yuanchun Shen <[email protected]>
Signed-off-by: Yuanchun Shen <[email protected]>
Signed-off-by: Yuanchun Shen <[email protected]>
Signed-off-by: Yuanchun Shen <[email protected]>
Signed-off-by: Yuanchun Shen <[email protected]>
Signed-off-by: Yuanchun Shen <[email protected]>
return Pair.of( | ||
Collections.singletonList(aggregationBuilder), | ||
new CompositeAggregationParser(metricParserList, countAggNames)); | ||
new BucketAggregationParser(metricParsers, countAggNames)); |
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Does it mean we don't need CompositeAggregationParser
anymore?
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Yes, I'm thinking of retiring CompositeAggregationParser
since a composite aggregation is essentially also a bucket aggregation. By keeping only CompositeAggregationParser
, we can avoid duplicating codes to handle subaggregations,etc.
Collections.singletonList(aggregationBuilder), | ||
new CompositeAggregationParser(metricParserList, countAggNames)); | ||
new BucketAggregationParser(metricParsers, countAggNames)); | ||
} catch (CompositeAggUnSupportedException e) { |
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Is there any logic for handling range bucket when this exception happened? This part of code will construct composite agg unsupported bucket like auto_date_histogram
. I'm wondering what will happens if both having auto_span
+ range_bucket
in our query.
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Please add test case like bin timestamp bins=xxx | eval age_range = case ... | stats count() by timestamp, age_range
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I haven't handled the case where auto date histogram and range bucket coexists. Currently, it will treat age_range
as a sub-term aggregation with script.
explain results for `source=time_test | bin timestamp bins=3 | eval value_range = case(value < 7000, 'small' else 'great') | stats bucket_nullable=false avg(value) by timestamp, value_range`
{
"calcite": {
"logical": """LogicalSystemLimit(fetch=[10000], type=[QUERY_SIZE_LIMIT])
LogicalProject(avg(value)=[$2], timestamp=[$0], value_range=[$1])
LogicalAggregate(group=[{0, 1}], avg(value)=[AVG($2)])
LogicalProject(timestamp=[$9], value_range=[$10], value=[$2])
LogicalFilter(condition=[IS NOT NULL($9)])
LogicalProject(@timestamp=[$0], category=[$1], value=[$2], _id=[$4], _index=[$5], _score=[$6], _maxscore=[$7], _sort=[$8], _routing=[$9], timestamp=[WIDTH_BUCKET($3, 3, -(MAX($3) OVER (), MIN($3) OVER ()), MAX($3) OVER ())], value_range=[CASE(<($2, 7000), 'small':VARCHAR, 'great':VARCHAR)])
CalciteLogicalIndexScan(table=[[OpenSearch, time_test]])
""",
"physical": """EnumerableLimit(fetch=[10000])
CalciteEnumerableIndexScan(table=[[OpenSearch, time_test]], PushDownContext=[[AGGREGATION->rel#2751:LogicalAggregate.NONE.[](input=RelSubset#2693,group={1, 2},avg(value)=AVG($0)), PROJECT->[avg(value), timestamp, value_range]], OpenSearchRequestBuilder(sourceBuilder={"from":0,"size":0,"timeout":"1m","aggregations":{"timestamp":{"auto_date_histogram":{"field":"timestamp","buckets":3,"minimum_interval":null},"aggregations":{"value_range":{"terms":{"script":{"source":"{\"langType\":\"calcite\",\"script\":\"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\"}","lang":"opensearch_compounded_script","params":{"utcTimestamp":1760342401776012000}},"size":1000,"min_doc_count":1,"shard_min_doc_count":0,"show_term_doc_count_error":false,"order":{"_key":"asc"}},"aggregations":{"avg(value)":{"avg":{"field":"value"}}}}}}}}, requestedTotalSize=2147483647, pageSize=null, startFrom=0)])
"""
}
}
I'll optimize this case and move the snippets of creating range buckets to createNestedBuckets
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Fixed & test case added
List<String> countAggNames = countAggNameAndBuilderPair.getLeft(); | ||
|
||
if (aggregate.getGroupSet().isEmpty()) { | ||
Pair<Set<Integer>, AggregationBuilder> caseAggPushedAndRangeBuilder = |
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Why should we handle range bucket separately? Can it be handled in createNestedBuckets
like how we construct auto_date_span?
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Seems composite agg is more proper than constructing multiple sub-agg by createNestedBuckets
. It looks good to me to keep the current implementation. #4400 (comment).
We should refactor auto_date_span to have similar implementation but also have to use createNestedBuckets
if both have range_bucket and auto_date_span.
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Fixed
} else { | ||
new BucketAggregationParser(metricParsers, countAggNames)); | ||
} | ||
// It has both composite aggregation and range aggregation: |
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Not related to this PR but #4413. It seems we have chance to optimize sub-agg by combining part of buckets into composite bucket if they're supported by composite agg.
e.g. transform termBucket-termBucket-autoDateSpanBucket
to compositeBucket - autoDateSpanBucket
.
We can also do bucket reorder to scale this optimization to more cases
e.g. transform termBucket-autoDateSpanBucket-termBucket
to compositeBucket - autoDateSpanBucket
.
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Fixed with the latest implementation
Signed-off-by: Yuanchun Shen <[email protected]>
Limitations | ||
>>>>>>>>>>> | ||
|
||
When each condition is a field comparison with a numeric literal and each result expression is a string literal, the query will be optimized as `range aggregations <https://docs.opensearch.org/latest/aggregations/bucket/range>`_ if pushdown optimization is enabled. However, this optimization has the following limitations: |
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IMO, it's not a limitation of case
function, it is just a restricted optimization. We can just call out in what case, the case
function would be optimized to range DSL. Can we add some optimizable case
usages in user doc?
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I think the stated conditions are in the scope of restricted optimizations, but the limitations are not because we will still do the optimization regardless of whether it has null values in its column or whether there is a default NULL range.
The problem is that there is no way to know in advance whether there exists null values in a column. Therefore, if we do this optimization, we always risk the discrepancy in results of with & without push-down.
- Null values will not be grouped into any bucket of a range aggregation and will be ignored | ||
- The default ELSE clause will use the string literal ``"null"`` instead of actual NULL values | ||
|
||
To avoid these edge-case limitations, set ``plugins.calcite.pushdown.enabled`` to false. |
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remove this
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Removed
Signed-off-by: Yuanchun Shen <[email protected]>
Signed-off-by: Yuanchun Shen <[email protected]>
// Push auto date span & case in group-by list into nested aggregations | ||
Pair<Set<Integer>, AggregationBuilder> aggPushedAndAggBuilder = | ||
createNestedAggregation(groupList, project, subBuilder, helper); | ||
Set<Integer> aggPushed = aggPushedAndAggBuilder.getLeft(); | ||
AggregationBuilder pushedAggBuilder = aggPushedAndAggBuilder.getRight(); | ||
// The group-by list after removing pushed aggregations | ||
groupList = groupList.stream().filter(i -> !aggPushed.contains(i)).toList(); | ||
if (pushedAggBuilder != null) { | ||
subBuilder = new Builder().addAggregator(pushedAggBuilder); | ||
} |
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[non-blocking] Should this part of code be put in the second branch of the below if
for better readability? It should have structure like:
if (aggregate.getGroupSet().isEmpty()) {
// no group by
} else {
// Push auto date span & case in group-by list into nested aggregations
...
...
if (groupList.isEmpty()) {
// No composite aggregation at top-level
...
} else {
// Composite aggregation at top level
...
}
}
It works well with current code but performing useless operations on some empty collections for no-group-by.
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Thanks for the suggestion! optimized the logic here
} | ||
} else if (bucket instanceof Range.Bucket) { | ||
// return null so that an empty range will be filtered out | ||
if (bucket.getDocCount() == 0) { |
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Put this at the beginning of this method to skip meaningless operations in advance?
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Please include InternalAutoDateHistogram.Bucket
here as well to skip empty bucket for auto_date_span.
And also remove the code
sql/opensearch/src/main/java/org/opensearch/sql/opensearch/storage/scan/CalciteLogicalIndexScan.java
Lines 312 to 329 in 1e62fba
if (aggregationBuilder.getLeft().size() == 1 | |
&& aggregationBuilder.getLeft().getFirst() | |
instanceof AutoDateHistogramAggregationBuilder autoDateHistogram) { | |
// If it's auto_date_histogram, filter the empty bucket by using the first aggregate metrics | |
RexBuilder rexBuilder = getCluster().getRexBuilder(); | |
Optional<AggregationBuilder> aggBuilderOpt = | |
autoDateHistogram.getSubAggregations().stream().toList().stream().findFirst(); | |
RexNode condition = | |
aggBuilderOpt.isEmpty() || aggBuilderOpt.get() instanceof ValueCountAggregationBuilder | |
? rexBuilder.makeCall( | |
SqlStdOperatorTable.GREATER_THAN, | |
rexBuilder.makeInputRef(newScan, 1), | |
rexBuilder.makeLiteral( | |
0, rexBuilder.getTypeFactory().createSqlType(SqlTypeName.INTEGER))) | |
: rexBuilder.makeCall( | |
SqlStdOperatorTable.IS_NOT_NULL, rexBuilder.makeInputRef(newScan, 1)); | |
return LogicalFilter.create(newScan, condition); | |
} |
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Refactored as suggested
return null; | ||
} | ||
// the content of the range bucket is extracted with `r.put(name, bucket.getKey())` below | ||
} |
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Should there be another else
here? Otherwise it will put the bucket.getKey
into the results for composite agg as well.
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Yep. I used to put all contents in bucket.getKey
to pass unit tests in a wrong way; corrected the behavior now.
rows(39225.0, 1, "a30", "IL", "M"), | ||
rows(48086.0, 1, "a30", "IN", "F")); | ||
|
||
// 2.4 Composite (2 fields) - Range - Range - Metric (with count) |
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Please add test case for composite - auto_date_span - range - metric
. Set bins to a big enough value like 100 to verify whether the empty buckets are filtered out properly.
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Test added
Signed-off-by: Yuanchun Shen <[email protected]>
Signed-off-by: Yuanchun Shen <[email protected]>
Signed-off-by: Yuanchun Shen <[email protected]>
Signed-off-by: Yuanchun Shen <[email protected]>
Description
This PR push down CASE functions used in aggregations as range queries.
For example, the query
source=bank | eval age_range = case (age < 30, 'u30', age < 40, 'u40' else 'u100') | stats avg(balance) by age_range
will be pushed down as the following OpenSearch DSL:A CASE function used in aggregation can be pushed down only if it satisfied the following criteria:
Limitations:
case(balance<10, 'poor' else 'rich')
will be pushed down, whilecase(balance<10, 10 else 100)
won't.null
values. E.g.eval b = case(balance<10, 'poor' else 'rich') | stats avg(balance) by b
will not properly handle cases when there are balance withnull
values. Forcase
function, null values be categorized into the else group; while with pushed-down aggregation, rows withnull
balance will be ignored.case
function, the default else group isnull
. However, sincenull
can not be a key for a range query, we substitute it with"null"
. This can be fixed later by assigning a secret key to the else group, and substituting it later when parsing the response.Examples of generated DSL
Case 1: Group by the case field only, with sub-aggregations
Case 2: Group by multiple ranges with sub-aggregations
Case 3: Group by case field and keyword field
TODOs:
Fix the discrepancy ofleft as a limitation.null
as expression results (in the pushed down version, it is"null"
instead ofnull
)null
valuesAutoDataHistogramAggregation
,RangeAggregation
andCompositeAggregation
Related Issues
Resolves #4201 , partially resolves #4338
Check List
--signoff
or-s
.By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.
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