Commit Graph

586 Commits

Author SHA1 Message Date
Tejaswini Bandlamudi 1fc2f6e4b0
Throw BadQueryContextException if context params cannot be parsed (#12680) 2022-06-24 09:21:25 +05:30
Paul Rogers ffcb996468
Cleanup changes pulled out of PR #12368 (#12672)
This commit contains the cleanup needed for the new integration test framework.

Changes:
- Fix log lines, misspellings, docs, etc.
- Allow the use of some of Druid's "JSON config" objects in tests
- Fix minor bug in `BaseNodeRoleWatcher`
2022-06-23 23:19:50 +05:30
Kashif Faraz b6f8d7a1b3
Add query context param `forceExpressionVirtualColumns` to always use "expression"-type virtual columns in query plan (#12583)
SQL expressions such as those containing `MV_FILTER_ONLY` and `MV_FILTER_NONE`
are planned as specialized virtual columns instead of the default `expression`-type virtual columns.
This commit adds a new context parameter to force the `expression`-type virtual columns.

Changes
- Add query context param `forceExpressionVirtualColumns`
- Use context param to determine if specialized virtual columns should be used or not
- Moved some tests into `CalciteExplainQueryTest`
2022-06-22 15:33:50 +05:30
Gian Merlino 0099940808
Add TIME_IN_INTERVAL SQL operator. (#12662)
* Add TIME_IN_INTERVAL SQL operator.

The operator is implemented as a convertlet rather than an
OperatorConversion, because this allows it to be equivalent to using
the >= and < operators directly.

* SqlParserPos cannot be null here.

* Remove unused import.

* Doc updates.

* Add words to dictionary.
2022-06-21 13:05:37 -07:00
Gian Merlino 818974f6e4
ScanQuery: Fix JsonIgnore for isLegacy. (#12674)
True, false, and null have different meanings: true/false mean "legacy"
and "not legacy"; null means use the default set by ScanQueryConfig.
So, we need to respect this in the JsonIgnore setup.
2022-06-18 15:55:54 -07:00
Paul Rogers 893759de91
Remove null and empty fields from native queries (#12634)
* Remove null and empty fields from native queries

* Test fixes

* Attempted IT fix.

* Revisions from review comments

* Build fixes resulting from changes suggested by reviews

* IT fix for changed segment size
2022-06-16 14:07:25 -07:00
TSFenwick a3603ad6b0
Use DefaultQueryConfig in SqlLifecycle to correctly populate request logs (#12613)
Fixes an issue where sql query request logs do not include the default query context
values set via `druid.query.default.context.xyz` runtime properties.

# Change summary
* Inject `DefaultQueryConfig` into `SqlLifecycleFactory`
* Add params from `DefaultQueryConfig` to the query context in `SqlLifecycle`

# Description
- This change does not affect query execution. This is because the
  `DefaultQueryConfig` was already being used in `QueryLifecycle`,
   which is initialized when the SQL is translated to a native query. 
- This also handles any potential use case where a context parameter should be
   handled at the SQL stage itself.
2022-06-08 12:52:50 +05:30
Laksh Singla 81c37c6515
Add validation for invalid partitioned by granularities (#12589)
* Add validation for invalid partitioned by granularities

* review comments

* improve error message, change location of the method

* remove imports

* use StringUtils.lowercase

Co-authored-by: Adarsh Sanjeev <adarshsanjeev@gmail.com>
2022-06-06 22:00:29 +05:30
Adarsh Sanjeev 5a283964ca
Improve SQL validation error messages (#12611)
Update the SQL validation error message to specify whether
the ingest is INSERT or REPLACE for better user experience.
2022-06-06 16:14:28 +05:30
Clint Wylie dc0fdfec67
fix test comment (#12584) 2022-05-31 12:39:20 -07:00
Gian Merlino 02ae3e74ff
RowBasedColumnSelectorFactory: Add "useStringValueOfNullInLists" parameter. (#12578)
RowBasedColumnSelectorFactory inherited strange behavior from
Rows.objectToStrings for nulls that appear in lists: instead of being
left as a null, it is replaced with the string "null". Some callers may
need compatibility with this strange behavior, but it should be opt-in.

Query-time call sites are changed to opt-out of this behavior, since it
is not consistent with query-time expectations. The IncrementalIndex
ingestion-time call site retains the old behavior, as this is traditionally
when Rows.objectToStrings would be used.
2022-05-31 11:38:56 -07:00
Clint Wylie b746bf9129
fix virtual column cycle bug, sql virtual column optimize bug (#12576)
* fix virtual column cycle bug, sql virtual column optimize bug

* more test
2022-05-30 23:51:21 -07:00
Karan Kumar 9f9faeec81
object[] handling for DimensionHandlers for arrays (#12552)
Description
Fixes a bug when running q's like

 SELECT cntarray,
       Count(*)
FROM   (SELECT dim1,
               dim2,
               Array_agg(cnt) AS cntarray
        FROM   (SELECT dim1,
                       dim2,
                       dim3,
                       Count(*) AS cnt
                FROM   foo
                GROUP  BY 1,
                          2,
                          3)
        GROUP  BY 1,
                  2)
GROUP  BY 1  
This generates an error:

org.apache.druid.java.util.common.ISE: Unable to convert type [Ljava.lang.Object; to org.apache.druid.segment.data.ComparableList
        at org.apache.druid.segment.DimensionHandlerUtils.convertToList(DimensionHandlerUtils.java:405) ~[druid-xx]
Because it's an array of numbers it looks like it does the convertToList call, which looks like:

  @Nullable
  public static ComparableList convertToList(Object obj)
  {
    if (obj == null) {
      return null;
    }
    if (obj instanceof List) {
      return new ComparableList((List) obj);
    }
    if (obj instanceof ComparableList) {
      return (ComparableList) obj;
    }
    throw new ISE("Unable to convert type %s to %s", obj.getClass().getName(), ComparableList.class.getName());
  }
I.e. it doesn't know about arrays. Added the array handling as part of this PR.
2022-05-25 15:24:18 +05:30
Adarsh Sanjeev 5063eca5b9
Add error message for incorrectly ordered clause in sql (#12558)
In the case that the clustered by is before the partitioned by for an sql query, the error message is a bit confusing.

insert into foo select * from bar clustered by dim1 partitioned by all

Error: SQL parse failed

Encountered "PARTITIONED" at line 1, column 88.

Was expecting one of: <EOF> "," ... "ASC" ... "DESC" ... "NULLS" ... "." ... "NOT" ... "IN" ... "<" ... "<=" ... ">" ... ">=" ... "=" ... "<>" ... "!=" ... "BETWEEN" ... "LIKE" ... "SIMILAR" ... "+" ... "-" ... "*" ... "/" ... "%" ... "||" ... "AND" ... "OR" ... "IS" ... "MEMBER" ... "SUBMULTISET" ... "CONTAINS" ... "OVERLAPS" ... "EQUALS" ... "PRECEDES" ... "SUCCEEDS" ... "IMMEDIATELY" ... "MULTISET" ... "[" ... "FORMAT" ... "(" ... Less...

org.apache.calcite.sql.parser.SqlParseException
This is a bit confusing and adding a check could be added to throw a more user friendly message stating that the order should be reversed.

Add error message for incorrectly ordered clause in sql.
2022-05-23 12:41:18 +05:30
Gian Merlino 69aac6c8dd
Direct UTF-8 access for "in" filters. (#12517)
* Direct UTF-8 access for "in" filters.

Directly related:

1) InDimFilter: Store stored Strings (in ValuesSet) plus sorted UTF-8
   ByteBuffers (in valuesUtf8). Use valuesUtf8 whenever possible. If
   necessary, the input set is copied into a ValuesSet. Much logic is
   simplified, because we always know what type the values set will be.
   I think that there won't even be an efficiency loss in most cases.
   InDimFilter is most frequently created by deserialization, and this
   patch updates the JsonCreator constructor to deserialize
   directly into a ValuesSet.

2) Add Utf8ValueSetIndex, which InDimFilter uses to avoid UTF-8 decodes
   during index lookups.

3) Add unsigned comparator to ByteBufferUtils and use it in
   GenericIndexed.BYTE_BUFFER_STRATEGY. This is important because UTF-8
   bytes can be compared as bytes if, and only if, the comparison
   is unsigned.

4) Add specialization to GenericIndexed.singleThreaded().indexOf that
   avoids needless ByteBuffer allocations.

5) Clarify that objects returned by ColumnIndexSupplier.as are not
   thread-safe. DictionaryEncodedStringIndexSupplier now calls
   singleThreaded() on all relevant GenericIndexed objects, saving
   a ByteBuffer allocation per access.

Also:

1) Fix performance regression in LikeFilter: since #12315, it applied
   the suffix matcher to all values in range even for type MATCH_ALL.

2) Add ObjectStrategy.canCompare() method. This fixes LikeFilterBenchmark,
   which was broken due to calls to strategy.compare in
   GenericIndexed.fromIterable.

* Add like-filter implementation tests.

* Add in-filter implementation tests.

* Add tests, fix issues.

* Fix style.

* Adjustments from review.
2022-05-20 01:51:28 -07:00
Gian Merlino 65a1375b67
SQL: Add is_active to sys.segments, update examples and docs. (#11550)
* SQL: Add is_active to sys.segments, update examples and docs.

is_active is short for:

  (is_published = 1 AND is_overshadowed = 0) OR is_realtime = 1

It's important because this represents "all the segments that should
be queryable, whether or not they actually are right now". Most of the
time, this is the set of segments that people will want to look at.

The web console already adds this filter to a lot of its queries,
proving its usefulness.

This patch also reworks the caveat at the bottom of the sys.segments
section, so its information is mixed into the description of each result
field. This should make it more likely for people to see the information.

* Wording updates.

* Adjustments for spellcheck.

* Adjust IT.
2022-05-19 14:23:28 -07:00
Adarsh Sanjeev fcb1c0b7bf
Add cluster by support for replace syntax (#12524)
* Add cluster by support for replace syntax

* Add unit test for with list
2022-05-17 15:15:29 +05:30
Adarsh Sanjeev 0fd4f1e386
Improve error messages from SQL REPLACE syntax (#12523)
- Add user friendly error messages for missing or incorrect OVERWRITE clause for REPLACE SQL query
- Move validation of missing OVERWRITE clause at code level instead of parser for custom error message
2022-05-17 09:55:58 +05:30
Adarsh Sanjeev 39b3487aa9
Add replace statement to sql parser (#12386)
Relevant Issue: #11929

- Add custom replace statement to Druid SQL parser.
- Edit DruidPlanner to convert relevant fields to Query Context.
- Refactor common code with INSERT statements to reuse them for REPLACE where possible.
2022-05-13 10:56:40 +05:30
Clint Wylie 9e5a940cf1
remake column indexes and query processing of filters (#12388)
Following up on #12315, which pushed most of the logic of building ImmutableBitmap into BitmapIndex in order to hide the details of how column indexes are implemented from the Filter implementations, this PR totally refashions how Filter consume indexes. The end result, while a rather dramatic reshuffling of the existing code, should be extraordinarily flexible, eventually allowing us to model any type of index we can imagine, and providing the machinery to build the filters that use them, while also allowing for other column implementations to implement the built-in index types to provide adapters to make use indexing in the current set filters that Druid provides.
2022-05-11 11:57:08 +05:30
Rohan Garg 75836a5a06
Add feature flag for sql planning of TimeBoundary queries (#12491)
* Add feature flag for sql planning of TimeBoundary queries

* fixup! Add feature flag for sql planning of TimeBoundary queries

* Add documentation for enableTimeBoundaryPlanning

* fixup! Add documentation for enableTimeBoundaryPlanning
2022-05-10 15:23:42 +05:30
somu-imply c68388ebcd
Vectorized version of string last aggregator (#12493)
* Vectorized version of string last aggregator

* Updating string last and adding testcases

* Updating code and adding testcases for serializable pairs

* Addressing review comments
2022-05-09 17:02:38 -07:00
Gian Merlino a2bad0b3a2
Reduce allocations due to Jackson serialization. (#12468)
* Reduce allocations due to Jackson serialization.

This patch attacks two sources of allocations during Jackson
serialization:

1) ObjectMapper.writeValue and JsonGenerator.writeObject create a new
   DefaultSerializerProvider instance for each call. It has lots of
   fields and creates pressure on the garbage collector. So, this patch
   adds helper functions in JacksonUtils that enable reuse of
   SerializerProvider objects and updates various call sites to make
   use of this.

2) GroupByQueryToolChest copies the ObjectMapper for every query to
   install a special module that supports backwards compatibility with
   map-based rows. This isn't needed if resultAsArray is set and
   all servers are running Druid 0.16.0 or later. This release was a
   while ago. So, this patch disables backwards compatibility by default,
   which eliminates the need to copy the heavyweight ObjectMapper. The
   patch also introduces a configuration option that allows admins to
   explicitly enable backwards compatibility.

* Add test.

* Update additional call sites and add to forbidden APIs.
2022-04-27 14:17:26 -07:00
Gian Merlino 2e42d04038
SQL: Create millisecond precision timestamp literals. (#12407)
* SQL: Create millisecond precision timestamp literals.

Fixes a bug where implicit casts of strings to timestamps would use seconds
precision rather than milliseconds. The new test case
testCountStarWithBetweenTimeFilterUsingMillisecondsInStringLiterals
exercises this.

* Update sql/src/main/java/org/apache/druid/sql/calcite/planner/Calcites.java

Co-authored-by: Frank Chen <frankchen@apache.org>

* Correct precision handling.

- Set default precision to 3 (millis) for things involving timestamps.
- Respect precision specified in types when available.

* Silence, checkstyle.

Co-authored-by: Frank Chen <frankchen@apache.org>
2022-04-27 14:17:07 -07:00
Abhishek Agarwal 2fe053c5cb
Bump up the versions (#12480) 2022-04-27 14:28:20 +05:30
Adarsh Sanjeev 1306965c9e
Validate select columns for insert statement (#12431)
Unnamed columns in the select part of insert SQL statements currently create a table with the column name such as "EXPR$3". This PR adds a check for this.
2022-04-27 12:25:49 +05:30
somu-imply 027935dcff
Vectorize numeric latest aggregators (#12439)
* Vectorizing Latest aggregator Part 1

* Updating benchmark tests

* Changing appropriate logic for vectors for null handling

* Introducing an abstract class and moving the commonalities there

* Adding vectorization for StringLast aggregator (initial version)

* Updated bufferized version of numeric aggregators

* Adding some javadocs

* Making sure this PR vectorizes numeric latest agg only

* Adding another benchmarking test

* Fixing intellij inspections

* Adding tests for double

* Adding test cases for long and float

* Updating testcases

* Checkstyle oops..

* One tiny change in test case

* Fixing spotbug and rhs not being used
2022-04-26 11:33:08 -07:00
Rohan Garg 95694b5afa
Convert simple min/max SQL queries on __time to timeBoundary queries (#12472)
* Support array based results in timeBoundary query

* Fix bug with query interval in timeBoundary

* Convert min(__time) and max(__time) SQL queries to timeBoundary

* Add tests for timeBoundary backed SQL queries

* Fix query plans for existing tests

* fixup! Convert min(__time) and max(__time) SQL queries to timeBoundary

* fixup! Add tests for timeBoundary backed SQL queries

* fixup! Fix bug with query interval in timeBoundary
2022-04-25 08:18:58 -07:00
Jihoon Son 73ce5df22d
Add support for authorizing query context params (#12396)
The query context is a way that the user gives a hint to the Druid query engine, so that they enforce a certain behavior or at least let the query engine prefer a certain plan during query planning. Today, there are 3 types of query context params as below.

Default context params. They are set via druid.query.default.context in runtime properties. Any user context params can be default params.
User context params. They are set in the user query request. See https://druid.apache.org/docs/latest/querying/query-context.html for parameters.
System context params. They are set by the Druid query engine during query processing. These params override other context params.
Today, any context params are allowed to users. This can cause 
1) a bad UX if the context param is not matured yet or 
2) even query failure or system fault in the worst case if a sensitive param is abused, ex) maxSubqueryRows.

This PR adds an ability to limit context params per user role. That means, a query will fail if you have a context param set in the query that is not allowed to you. To do that, this PR adds a new built-in resource type, QUERY_CONTEXT. The resource to authorize has a name of the context param (such as maxSubqueryRows) and the type of QUERY_CONTEXT. To allow a certain context param for a user, the user should be granted WRITE permission on the context param resource. Here is an example of the permission.

{
  "resourceAction" : {
    "resource" : {
      "name" : "maxSubqueryRows",
      "type" : "QUERY_CONTEXT"
    },
    "action" : "WRITE"
  },
  "resourceNamePattern" : "maxSubqueryRows"
}
Each role can have multiple permissions for context params. Each permission should be set for different context params.

When a query is issued with a query context X, the query will fail if the user who issued the query does not have WRITE permission on the query context X. In this case,

HTTP endpoints will return 403 response code.
JDBC will throw ForbiddenException.
Note: there is a context param called brokerService that is used only by the router. This param is used to pin your query to run it in a specific broker. Because the authorization is done not in the router, but in the broker, if you have brokerService set in your query without a proper permission, your query will fail in the broker after routing is done. Technically, this is not right because the authorization is checked after the context param takes effect. However, this should not cause any user-facing issue and thus should be OK. The query will still fail if the user doesn’t have permission for brokerService.

The context param authorization can be enabled using druid.auth.authorizeQueryContextParams. This is disabled by default to avoid any hassle when someone upgrades his cluster blindly without reading release notes.
2022-04-21 14:21:16 +05:30
somu-imply 2db02876cf
Updating an error msg (#12450)
* Updating an error msg

* Added an extra [] so removing it
2022-04-20 07:56:09 -07:00
somu-imply cd6fba2f6c
Handling planning with alias for time for group by and order by (#12418)
An outer scan query, that requires ordering on a column, should be considered an invalid query.
2022-04-15 10:29:17 +05:30
Adarsh Sanjeev b74cb7624d
Make error messages for insert statements consistent with select statements (#12414)
For a query like
INSERT INTO tablename SELECT channel, added as count FROM wikipedia the error message is Encountered "as count". However, for the insert statement
INSERT INTO t SELECT channel, added as count FROM wikipedia PARTITIONED BY ALL
returns INSERT statements must specify PARTITIONED BY clause explictly (incorrectly). This PR corrects this.

Add EOF to end of Druid SQL Insert statements
Rename SQL Insert statements in the parser to reflect the behaviour change
2022-04-09 12:21:40 +05:30
Paul Rogers 2cc2088720
Method to specify eternity in the scan query builder (#12223)
* Method to specify eternity in the scan query builder

* Fix checkstyle issue

* Renamed eterity() to eternityInterval()

* Minor fixes
2022-04-04 15:11:32 -07:00
Adarsh Sanjeev ef45a1551e
Convert inQueryThreshold into query context parameter. (#12357)
Added Calcites InQueryThreshold as a query context parameter. Setting this parameter appropriately reduces the time taken for queries with large number of values in their IN conditions.
2022-03-22 18:33:57 +05:30
Gian Merlino cb2b2b696d
Fix error message for groupByEnableMultiValueUnnesting. (#12325)
* Fix error message for groupByEnableMultiValueUnnesting.

It referred to the incorrect context parameter.

Also, create a dedicated exception class, to allow easier detection of this
specific error.

* Fix other test.

* More better error messages.

* Test getDimensionName method.
2022-03-10 11:37:24 -08:00
Rohan Garg 9f6a930462
Fix join query incase of filter explosion during CNF conversion (#12324) 2022-03-09 12:43:09 -08:00
Clint Wylie 1c004ea47e
use virtual columns for sql simple aggregators instead of inline expressions (#12251)
* use virtual columns for sql simple aggregators instead of inline expressions

* fixes

* always use virtual columns

* add more tests
2022-03-03 15:05:28 -08:00
Xavier Léauté 1434197ee1
update airline dependency to 2.x (#12270)
* upgrade Airline to Airline 2
  https://github.com/airlift/airline is no longer maintained, updating to
  https://github.com/rvesse/airline (Airline 2) to use an actively
  maintained version, while minimizing breaking changes.

  Note, this is a backwards incompatible change, and extensions relying on
  the CliCommandCreator extension point will also need to be updated.

* fix dependency checks where jakarta.inject is now resolved first instead
  of javax.inject, due to Airline 2 using jakarta
2022-02-27 15:19:28 -08:00
Jihoon Son e5ad862665
A new includeAllDimension flag for dimensionsSpec (#12276)
* includeAllDimensions in dimensionsSpec

* doc

* address comments

* unused import and doc spelling
2022-02-25 18:27:48 -08:00
Jonathan Wei b1640a72ee
Re-enable segment metadata cache when using external schema (#12264) 2022-02-22 19:50:29 -06:00
Karan Kumar 5794331eb1
Adding new config for disabling group by on multiValue column (#12253)
As part of #12078 one of the followup's was to have a specific config which does not allow accidental unnesting of multi value columns if such columns become part of the grouping key.
Added a config groupByEnableMultiValueUnnesting which can be set in the query context.

The default value of groupByEnableMultiValueUnnesting is true, therefore it does not change the current engine behavior.
If groupByEnableMultiValueUnnesting is set to false, the query will fail if it encounters a multi-value column in the grouping key.
2022-02-16 20:53:26 +05:30
Laksh Singla 8fc0e5c95c
Explain plan for custom insert syntax (#12243)
* Initial commit, explain plan for custom insert syntax working

* Cleanup separate SqlInsert handling
2022-02-15 21:48:34 -08:00
somu-imply eae163a797
Moving in filter check to broker (#12195)
* Moving in filter check to broker

* Adding more unit tests, making error message meaningful

* Spelling and doc changes

* Updating default to -1 and making this feature hide by default. The number of IN filters can grow upto a max limit of 100

* Removing upper limit of 100, updated docs

* Making documentation more meaningful

* Moving check outside to PlannerConfig, updating test cases and adding back max limit

* Updated with some additional code comments

* Missed removing one line during the checkin

* Addressing doc changes and one forbidden API correction

* Final doc change

* Adding a speling exception, correcting a testcase

* Reading entire filter tree to address combinations of ANDs and ORs

* Specifying in docs that, this case works only for ORs

* Revert "Reading entire filter tree to address combinations of ANDs and ORs"

This reverts commit 81ca8f8496.

* Covering a class cast exception and updating docs

* Counting changed

Co-authored-by: Jihoon Son <jihoonson@apache.org>
2022-02-15 20:45:07 -08:00
somu-imply 033989eb1d
Adding vectorized time_shift (#12254)
* Adding vectorized time_shift

* Vectorize time shift, addressing review comments

* Remove an unused import
2022-02-11 14:44:52 -08:00
Laksh Singla 5bd646e10a
Surface a user friendly error when PARTITIONED BY is omitted (#12246)
#12163 makes PARTITIONED BY a required clause in INSERT queries. While this is required, if a user accidentally omits the clause, it emits a JavaCC/Calcite error, since it's syntactically incorrect. The error message is cryptic. Since it's a custom clause, this PR aims to make the clause optional on the syntactic side, but move the validation to DruidSqlInsert where we can surface a friendlier error.
2022-02-11 11:49:00 +05:30
Clint Wylie 3ee66bb492
allow optimizing sql expressions and virtual columns (#12241)
* rework sql planner expression and virtual column handling

* simplify a bit

* add back and deprecate old methods, more tests, fix multi-value string coercion bug and associated tests

* spotbugs

* fix bugs with multi-value string array expression handling

* javadocs and adjust test

* better

* fix tests
2022-02-09 14:55:50 -08:00
Laksh Singla 4add2510ed
Add syntax support for PARTITIONED BY/CLUSTERED BY in INSERT queries (#12163)
This PR aims to add parser changes for supporting PARTITIONED BY and CLUSTERED BY as proposed in the issue #11929.
2022-02-08 16:23:15 +05:30
Clint Wylie ae71e05fc5
array_concat_agg and array_agg support for array inputs (#12226)
* array_concat_agg and array_agg support for array inputs
changes:
* added array_concat_agg to aggregate arrays into a single array
* added array_agg support for array inputs to make nested array
* added 'shouldAggregateNullInputs' and 'shouldCombineAggregateNullInputs' to fix a correctness issue with STRING_AGG and ARRAY_AGG when merging results, with dual purpose of being an optimization for aggregating

* fix test

* tie capabilities type to legacy mode flag about coercing arrays to strings

* oops

* better javadoc
2022-02-07 19:59:30 -08:00
Clint Wylie 8fd587b28c
remove duplicate Broker ServerInventoryView, improve HttpServerInventoryView logging (#12209)
* changes:
* remove SystemSchema duplicate ServerInventoryView in broker
* suppress duplicate segment added/removed warnings in HttpServerInventoryView when doing a full sync

* fixes
2022-02-03 12:57:34 -08:00
Maytas Monsereenusorn 3717693633
Fix java.lang.ClassCastException error when using useApproximateCountDistinct false for aggregation query (#12216)
* add imply

* add test

* add unit test

* add test
2022-02-03 12:01:13 -08:00