Commit Graph

204 Commits

Author SHA1 Message Date
imply-cheddar b153cb2342
Add a small LRU cache and use utf8 bytes in ArrayOfDoubles (#12130)
* Add a small LRU cache and use utf8 bytes in ArrayOfDoubles

* Add tests for extra branches

* Even more tests for branch coverage

* Fix Style
2022-01-11 13:04:11 -08:00
somu-imply 08fea7a46a
input type validation for datasketches hll "build" aggregator factory (#12131)
* Ingestion will fail for HLLSketchBuild instead of creating with incorrect values

* Addressing review comments for HLL< updated error message introduced test case
2022-01-11 12:00:14 -08:00
Paul Rogers a66f10eea1
Code cleanup from query profile project (#11822)
* Code cleanup from query profile project

* Fix spelling errors
* Fix Javadoc formatting
* Abstract out repeated test code
* Reuse constants in place of some string literals
* Fix up some parameterized types
* Reduce warnings reported by Eclipse

* Reverted change due to lack of tests
2021-11-30 11:35:38 -08:00
Gian Merlino 93aeaf4801
Improve on-heap aggregator footprint estimates. (#11950)
Add a "guessAggregatorHeapFootprint" method to AggregatorFactory that
mitigates #6743 by enabling heap footprint estimates based on a specific
number of rows. The idea is that at ingestion time, the number of rows
that go into an aggregator will be 1 (if rollup is off) or will likely
be a small number (if rollup is on).

It's a heuristic, because of course nothing guarantees that the rollup
ratio is a small number. But it's a common case, and I expect this logic
to go wrong much less often than the current logic. Also, when it does
go wrong, users can fix it by lowering maxRowsInMemory or
maxBytesInMemory. The current situation is unintuitive: when the
estimation goes wrong, users get an OOME, but actually they need to
*raise* these limits to fix it.
2021-11-28 13:21:24 +05:30
Clint Wylie f260bbed23
restore and deprecate AggregatorFactory methods (#11917)
* add back and deprecate aggregator factory methods so i can say i told you so when i delete these later

* rename to make less ambiguous, fix fill method

* adjust
2021-11-19 15:59:35 -08:00
Clint Wylie a8805ab60d
add missing json type for ListFilteredVirtualColumn (#11887)
* add missing json type for ListFilteredVirtualColumn, and tests to try to avoid this happening again

* fixes

* ugly, but maybe this

* oops

* too many mappers
2021-11-09 17:25:12 -08:00
Gian Merlino fc95c92806
Remove OffheapIncrementalIndex and clarify aggregator thread-safety needs. (#11124)
* Remove OffheapIncrementalIndex and clarify aggregator thread-safety needs.

This patch does the following:

- Removes OffheapIncrementalIndex.
- Clarifies that Aggregators are required to be thread safe.
- Clarifies that BufferAggregators and VectorAggregators are not
  required to be thread safe.
- Removes thread safety code from some DataSketches aggregators that
  had it. (Not all of them did, and that's OK, because it wasn't necessary
  anyway.)
- Makes enabling "useOffheap" with groupBy v1 an error.

Rationale for removing the offheap incremental index:

- It is only used in one rare scenario: groupBy v1 (which is non-default)
  in "useOffheap" mode (also non-default). So you have to go pretty deep
  into the wilderness to get this code to activate in production. It is
  never used during ingestion.
- Its existence complicates developer efforts to reason about how
  aggregators get used, because the way it uses buffer aggregators is so
  different from how every other query engine uses them.
- It doesn't have meaningful testing.

By the way, I do believe that the given way the offheap incremental index
works, it actually didn't require buffer aggregators to be thread-safe.
It synchronizes on "aggregate" and doesn't call "get" until it has
stopped calling "aggregate". Nevertheless, this is a bother to think about,
and for the above reasons I think it makes sense to remove the code anyway.

* Remove things that are now unused.

* Revert removal of getFloat, getLong, getDouble from BufferAggregator.

* OAK-related warnings, suppressions.

* Unused item suppressions.
2021-10-26 08:05:56 -07:00
Gian Merlino 8276c031c5
Add druid.sql.approxCountDistinct.function property. (#11181)
* Add druid.sql.approxCountDistinct.function property.

The new property allows admins to configure the implementation for
APPROX_COUNT_DISTINCT and COUNT(DISTINCT expr) in approximate mode.

The motivation for adding this setting is to enable site admins to
switch the default HLL implementation to DataSketches.

For example, an admin can set:

  druid.sql.approxCountDistinct.function = APPROX_COUNT_DISTINCT_DS_HLL

* Fixes

* Fix tests.

* Remove erroneous cannotVectorize.

* Remove unused import.

* Remove unused test imports.
2021-10-25 12:16:21 -07:00
Gian Merlino d4cace385f
SQL: Allow Scans to be used as outer queries. (#11831)
* SQL: Allow Scans to be used as outer queries.

This has been possible in the native query system for a while, but the capability
hasn't yet propagated into the SQL layer. One example of where this is useful is
a query like:

  SELECT * FROM (... LIMIT X) WHERE <filter>

Because this expands the kinds of subquery structures the SQL layer will consider,
it was also necessary to improve the cost calculations. These changes appear in
PartialDruidQuery and DruidOuterQueryRel. The ideas are:

- Attach per-column penalties to the output signature of each query, instead of to
  the initial projection that starts a query. This encourages moving projections
  into subqueries instead of leaving them on outer queries.
- Only attach penalties to projections if there are actually expressions happening.
  So, now, projections that simply reorder or remove fields are free.
- Attach a constant penalty to every outer query. This discourages creating them
  when they are not needed.

The changes are generally beneficial to the test cases we have in CalciteQueryTest.
Most plans are unchanged, or are changed in purely cosmetic ways. Two have changed
for the better:

- testUsingSubqueryWithLimit now returns a constant from the subquery, instead of
  returning every column.
- testJoinOuterGroupByAndSubqueryHasLimit returns a minimal set of columns from
  the innermost subquery; two unnecessary columns are no longer there.

* Fix various DS operator conversions.

These were all implemented as direct conversions, which isn't appropriate
because they do not actually map onto native functions. These are only
usable as post-aggregations.

* Test case adjustment.
2021-10-23 17:18:43 -07:00
Gian Merlino b7a4c79314
Null handling fixes for DS HLL and Theta sketches. (#11830)
* Null handling fixes for DS HLL and Theta sketches.

For HLL, this fixes an NPE when processing a null in a multi-value dimension.

For both, empty strings are now properly treated as nulls (and ignored) in
replace-with-default mode. Behavior in SQL-compatible mode is unchanged.

* Fix expectation.
2021-10-22 19:09:00 -07:00
Clint Wylie 741b4ed516
add output type information to ExpressionPostAggregator (#11818)
* add ColumnInspector argument to PostAggregator.getType to allow post-aggs to compute their output type based on input types

* add test for test for coverage

* simplify

* Remove unused imports.

Co-authored-by: Gian Merlino <gian@imply.io>
2021-10-22 13:52:51 -07:00
Alexander Saydakov 8cf1cbc4a9
latest datasketches-java and datasketches-memory (#11773)
* latest datasketches-java and datasketches-memory

* updated versions of datasketches-java and datasketches-memory

Co-authored-by: AlexanderSaydakov <AlexanderSaydakov@users.noreply.github.com>
2021-10-19 23:42:30 -07:00
Clint Wylie 187df58e30
better types (#11713)
* better type system

* needle in a haystack

* ColumnCapabilities is a TypeSignature instead of having one, INFORMATION_SCHEMA support

* fixup merge

* more test

* fixup

* intern

* fix

* oops

* oops again

* ...

* more test coverage

* fix error message

* adjust interning, more javadocs

* oops

* more docs more better
2021-10-19 01:47:25 -07:00
Clint Wylie fe1d8c206a
bump version to 0.23.0-SNAPSHOT (#11670) 2021-09-08 15:56:04 -07:00
Jihoon Son 7e90d00cc0
Configurable maxStreamLength for doubles sketches (#11574)
* Configurable maxStreamLength for doubles sketches

* fix equals/hashcode and it test failure

* fix test

* fix it test

* benchmark

* doc

* grouping key

* fix comment

* dependency check

* Update docs/development/extensions-core/datasketches-quantiles.md

Co-authored-by: Charles Smith <techdocsmith@gmail.com>

* Update docs/querying/sql.md

Co-authored-by: Charles Smith <techdocsmith@gmail.com>

* Update docs/querying/sql.md

Co-authored-by: Charles Smith <techdocsmith@gmail.com>

* Update docs/querying/sql.md

Co-authored-by: Charles Smith <techdocsmith@gmail.com>

* Update docs/querying/sql.md

Co-authored-by: Charles Smith <techdocsmith@gmail.com>

* Update docs/querying/sql.md

Co-authored-by: Charles Smith <techdocsmith@gmail.com>

* Update docs/querying/sql.md

Co-authored-by: Charles Smith <techdocsmith@gmail.com>

* Update docs/querying/sql.md

Co-authored-by: Charles Smith <techdocsmith@gmail.com>

Co-authored-by: Charles Smith <techdocsmith@gmail.com>
2021-08-31 14:56:37 -07:00
dependabot[bot] 167044f715
Bump fastutil from 8.2.3 to 8.5.4 (#11347)
* Bump fastutil from 8.2.3 to 8.5.4

Bumps [fastutil](https://github.com/vigna/fastutil) from 8.2.3 to 8.5.4.
- [Release notes](https://github.com/vigna/fastutil/releases)
- [Changelog](https://github.com/vigna/fastutil/blob/master/CHANGES)
- [Commits](https://github.com/vigna/fastutil/compare/8.2.3...8.5.4)

---
updated-dependencies:
- dependency-name: it.unimi.dsi:fastutil
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* update licenses.yaml
* update maven dependency list for -core and -extra libraries to pass maven dependency checks

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Xavier Léauté <xvrl@apache.org>
2021-06-10 07:43:18 -07:00
Clint Wylie f6662b4893
fix count and average SQL aggregators on constant virtual columns (#11208)
* fix count and average SQL aggregators on constant virtual columns

* style

* even better, why are we tracking virtual columns in aggregations at all if we have a virtual column registry

* oops missed a few

* remove unused

* this will fix it
2021-05-10 13:41:48 -07:00
Clint Wylie 691d7a1d54
SQL timeseries no longer skip empty buckets with all granularity (#11188)
* SQL timeseries no longer skip empty buckets with all granularity

* add comment, fix tests

* the ol switcheroo

* revert unintended change

* docs and more tests

* style

* make checkstyle happy

* docs fixes and more tests

* add docs, tests for array_agg

* fixes

* oops

* doc stuffs

* fix compile, match doc style
2021-05-10 10:13:37 -07:00
Gian Merlino 809e001939
Vectorize the DataSketches quantiles aggregator. (#11183)
* Vectorize the DataSketches quantiles aggregator.

Also removes synchronization for the BufferAggregator and VectorAggregator
implementations, since it is not necessary (similar to #11115).

Extends DoublesSketchAggregatorTest and DoublesSketchSqlAggregatorTest
to run all test cases in vectorized mode.

* Style fix.
2021-05-02 16:14:21 -07:00
Gian Merlino f2b54de205
Vectorized versions of HllSketch aggregators. (#11115)
* Vectorized versions of HllSketch aggregators.

The patch uses the same "helper" approach as #10767 and #10304, and
extends the tests to run in both vectorized and non-vectorized modes.

Also includes some minor changes to the theta sketch vector aggregator:

- Cosmetic changes to make the hll and theta implementations look
  more similar.
- Extends the theta SQL tests to run in vectorized mode.

* Updates post-code-review.

* Fix javadoc.
2021-04-16 18:45:46 -07:00
Jihoon Son 25db8787b3
Fix CAST being ignored when aggregating on strings after cast (#11083)
* Fix CAST being ignored when aggregating on strings after cast

* fix checkstyle and dependency

* unused import
2021-04-12 22:21:24 -07:00
Makdon d939420f23
Update SketchAggregator.java for removing duplicated parentheses (#11021)
* Update SketchAggregator.java

* Add test for sketches aggregator update unoin with double
2021-04-09 17:11:25 -07:00
Alexander Saydakov f930cf14d6
Use the latest Apache DataSketches release 2.0.0 (#10917)
* use the latest Apache DataSketches release 2.0.0

* updated datasketches version

Co-authored-by: AlexanderSaydakov <AlexanderSaydakov@users.noreply.github.com>
2021-02-26 07:52:00 -06:00
Gian Merlino 6c0c6e60b3
Vectorized theta sketch aggregator + rework of VectorColumnProcessorFactory. (#10767)
* Vectorized theta sketch aggregator.

Also a refactoring of BufferAggregator and VectorAggregator such that
they share a common interface, BaseBufferAggregator. This allows
implementing both in the same file with an abstract + dual subclass
structure.

* Rework implementation to use composition instead of inheritance.

* Rework things to enable working properly for both complex types and
regular types.

Involved finally moving makeVectorProcessor from DimensionHandlerUtils
into ColumnProcessors and harmonizing the two things.

* Add missing method.

* Style and name changes.

* Fix issues from inspections.

* Fix style issue.
2021-01-29 09:30:09 -08:00
Jihoon Son 95065bdf1a
Bump dev version to 0.22.0-SNAPSHOT (#10759) 2021-01-15 13:16:23 -08:00
Jonathan Wei 65c0d64676
Update version to 0.21.0-SNAPSHOT (#10450)
* [maven-release-plugin] prepare release druid-0.21.0

* [maven-release-plugin] prepare for next development iteration

* Update web-console versions
2020-10-03 16:08:34 -07:00
Clint Wylie ab60661008
refactor internal type system (#9638)
* better type tracking: add typed postaggs, finalized types for agg factories

* more javadoc

* adjustments

* transition to getTypeName to be used exclusively for complex types

* remove unused fn

* adjust

* more better

* rename getTypeName to getComplexTypeName

* setup expression post agg for type inference existing

* more javadocs

* fixup

* oops

* more test

* more test

* more comments/javadoc

* nulls

* explicitly handle only numeric and complex aggregators for incremental index

* checkstyle

* more tests

* adjust

* more tests to showcase difference in behavior

* timeseries longsum array
2020-08-26 10:53:44 -07:00
Clint Wylie cfb7a893e7
fill out missing test coverage for druid-datasketches postaggs (#9730)
* fill out missing test coverage for druid-datasketches postaggs

* fixup

* fixup merge

* oops

* oops again
2020-07-31 10:08:07 -07:00
Maytas Monsereenusorn 4e8570b71b
Add integration tests for all InputFormat (#10088)
* Add integration tests for Avro OCF InputFormat

* Add integration tests for Avro OCF InputFormat

* add tests

* fix bug

* fix bug

* fix failing tests

* add comments

* address comments

* address comments

* address comments

* fix test data

* reduce resource needed for IT

* remove bug fix

* fix checkstyle

* add bug fix
2020-07-08 12:50:29 -07:00
Franklyn Dsouza 1b9aacb1cd
Fix avg sql aggregator (#10135)
* new average aggregator

* method to create count aggregator factory

* test everything

* update other usages

* fix style

* fix more tests

* fix datasketches tests
2020-07-08 08:38:56 -07:00
Clint Wylie c86e7ce30b
bump version to 0.20.0-SNAPSHOT (#10124) 2020-07-06 15:08:32 -07:00
Clint Wylie 477335abb4
update links datasketches.github.io to datasketches.apache.org (#10107)
* update links datasketches.github.io to datasketches.apache.org

* now with more apache

* oops

* oops
2020-07-01 14:56:17 -07:00
Maytas Monsereenusorn 9bab6b6371
SketchAggregator.updateUnion should handle null inside List update object (#10055) 2020-06-19 20:29:25 -07:00
Maytas Monsereenusorn 790e9482ea
Fix Subquery could not be converted to groupBy query (#9959)
* Fix join

* Fix Subquery could not be converted to groupBy query

* Fix Subquery could not be converted to groupBy query

* Fix Subquery could not be converted to groupBy query

* Fix Subquery could not be converted to groupBy query

* Fix Subquery could not be converted to groupBy query

* Fix Subquery could not be converted to groupBy query

* Fix Subquery could not be converted to groupBy query

* Fix Subquery could not be converted to groupBy query

* add tests

* address comments

* fix failing tests
2020-06-03 16:46:28 -07:00
Gian Merlino 3dfd7c30c0
Add REGEXP_LIKE, fix bugs in REGEXP_EXTRACT. (#9893)
* Add REGEXP_LIKE, fix empty-pattern bug in REGEXP_EXTRACT.

- Add REGEXP_LIKE function that returns a boolean, and is useful in
  WHERE clauses.
- Fix REGEXP_EXTRACT return type (should be nullable; causes incorrect
  filter elision).
- Fix REGEXP_EXTRACT behavior for empty patterns: should always match
  (previously, they threw errors).
- Improve error behavior when REGEXP_EXTRACT and REGEXP_LIKE are passed
  non-literal patterns.
- Improve documentation of REGEXP_EXTRACT.

* Changes based on PR review.

* Fix arg check.

* Important fixes!

* Add speller.

* wip

* Additional tests.

* Fix up tests.

* Add validation error tests.

* Additional tests.

* Remove useless call.
2020-06-03 14:31:37 -07:00
Alexander Saydakov 522df300c2
Datasketches 1 3 0 (#9880)
* use the latest datasketches release

* new sketch debug print

Co-authored-by: AlexanderSaydakov <AlexanderSaydakov@users.noreply.github.com>
2020-05-16 14:09:23 -07:00
Alexander Saydakov 844d626738
added number of bins parameter (#9436)
* added number of bins parameter

* addressed review points

* test equals

Co-authored-by: AlexanderSaydakov <AlexanderSaydakov@users.noreply.github.com>
2020-05-04 16:53:09 -07:00
Clint Wylie fc5383cd00
revert datasketches-java version to 1.1.0-incubating until new version is released (#9751)
* revert datasketches-java version to 1.1.0-incubating until fix is in place

* fix tests

* checkstyle
2020-04-24 12:52:12 -07:00
Suneet Saldanha 1ced3b33fb
IntelliJ inspections cleanup (#9339)
* IntelliJ inspections cleanup

* Standard Charset object can be used
* Redundant Collection.addAll() call
* String literal concatenation missing whitespace
* Statement with empty body
* Redundant Collection operation
* StringBuilder can be replaced with String
* Type parameter hides visible type

* fix warnings in test code

* more test fixes

* remove string concatenation inspection error

* fix extra curly brace

* cleanup AzureTestUtils

* fix charsets for RangerAdminClient

* review comments
2020-04-10 10:04:40 -07:00
Jihoon Son 0da8ffc3ff
Bump up development version to 0.19.0-SNAPSHOT (#9586) 2020-03-30 16:24:04 -07:00
Gian Merlino 1ef25a438f
Broker: Add ability to inline subqueries. (#9533)
* Broker: Add ability to inline subqueries.

The main changes:

- ClientQuerySegmentWalker: Add ability to inline queries.
- Query: Add "getSubQueryId" and "withSubQueryId" methods.
- QueryMetrics: Add "subQueryId" dimension.
- ServerConfig: Add new "maxSubqueryRows" parameter, which is used by
  ClientQuerySegmentWalker to limit how many rows can be inlined per
  query.
- IndexedTableJoinMatcher: Allow creating keys on top of unknown types,
  by assuming they are strings. This is useful because not all types are
  known for fields in query results.
- InlineDataSource: Store RowSignature rather than component parts. Add
  more zealous "equals" and "hashCode" methods to ease testing.
- Moved QuerySegmentWalker test code from CalciteTests and
  SpecificSegmentsQueryWalker in druid-sql to QueryStackTests in
  druid-server. Use this to spin up a new ClientQuerySegmentWalkerTest.

* Adjustments from CI.

* Fix integration test.
2020-03-18 15:06:45 -07:00
Gian Merlino ff59d2e78b
Move RowSignature from druid-sql to druid-processing and make use of it. (#9508)
* Move RowSignature from druid-sql to druid-processing and make use of it.

1) Moved (most of) RowSignature from sql to processing. Left behind the SQL-specific
   stuff in a RowSignatures utility class. It also picked up some new convenience
   methods along the way.
2) There were a lot of places in the code where Map<String, ValueType> was used to
   associate columns with type info. These are now all replaced with RowSignature.
3) QueryToolChest's resultArrayFields method is replaced with resultArraySignature,
   and it now provides type info.

* Fix up extensions.

* Various fixes
2020-03-12 11:06:44 -07:00
Gian Merlino c6c2282b59
Harmonization and bug-fixing for selector and filter behavior on unknown types. (#9484)
* Harmonization and bug-fixing for selector and filter behavior on unknown types.

- Migrate ValueMatcherColumnSelectorStrategy to newer ColumnProcessorFactory
  system, and set defaultType COMPLEX so unknown types can be dynamically matched.
- Remove ValueGetters in favor of ColumnComparisonFilter doing its own thing.
- Switch various methods to use convertObjectToX when casting to numbers, rather
  than ad-hoc and inconsistent logic.
- Fix bug in RowBasedExpressionColumnValueSelector: isBindingArray should return
  true even for 0- or 1- element arrays.
- Adjust various javadocs.

* Add throwParseExceptions option to Rows.objectToNumber, switch back to that.

* Update tests.

* Adjust moment sketch tests.
2020-03-10 07:15:57 -07:00
Clint Wylie f8b1f2f7f3
fix issue when distinct grouping dimensions are optimized into the same virtual column expression (#9429)
* fix issue when distinct grouping dimensions are optimized into the same virtual column expression

* fix tests

* more better

* fixes
2020-03-09 17:48:29 -07:00
Clint Wylie b408a6d774
sql support for dynamic parameters (#6974)
* sql support for dynamic parameters

* fixup

* javadocs

* fixup from merge

* formatting

* fixes

* fix it

* doc fix

* remove druid fallback self-join parameterized test

* unused imports

* ignore test for now

* fix imports

* fixup

* fix merge

* merge fixup

* fix test that cannot vectorize

* fixup and more better

* dependency thingo

* fix docs

* tweaks

* fix docs

* spelling

* unused imports after merge

* review stuffs

* add comment

* add ignore text

* review stuffs
2020-02-19 13:09:20 -08:00
Gian Merlino 3ef5c2f2e8
Add MemoryOpenHashTable, a table similar to ByteBufferHashTable. (#9308)
* Add MemoryOpenHashTable, a table similar to ByteBufferHashTable.

With some key differences to improve speed and design simplicity:

1) Uses Memory rather than ByteBuffer for its backing storage.
2) Uses faster hashing and comparison routines (see HashTableUtils).
3) Capacity is always a power of two, allowing simpler design and more
   efficient implementation of findBucket.
4) Does not implement growability; instead, leaves that to its callers.
   The idea is this removes the need for subclasses, while still giving
   callers flexibility in how to handle table-full scenarios.

* Fix LGTM warnings.

* Adjust dependencies.

* Remove easymock from druid-benchmarks.

* Adjustments from review.

* Fix datasketches unit tests.

* Fix checkstyle.
2020-02-04 19:57:59 -08:00
Suneet Saldanha 33a97dfaae
Guicify druid sql module (#9279)
* Guicify druid sql module

Break up the SQLModule in to smaller modules and provide a binding that
modules can use to register schemas with druid sql.

* fix some tests

* address code review

* tests compile

* Working tests

* Add all the tests

* fix up licenses and dependencies

* add calcite dependency to druid-benchmarks

* tests pass

* rename the schemas
2020-02-04 11:33:48 -08:00
Gian Merlino b411443d22
SQL join support for lookups. (#9294)
* SQL join support for lookups.

1) Add LookupSchema to SQL, so lookups show up in the catalog.
2) Add join-related rels and rules to SQL, allowing joins to be planned into
   native Druid queries.

* Add two missing LookupSchema calls in tests.

* Fix tests.

* Fix typo.
2020-01-31 23:51:16 -08:00
Suneet Saldanha 303b02eba1
intelliJ inspections cleanup (#9260)
* intelliJ inspections cleanup

- remove redundant escapes
- performance warnings
- access static member via instance reference
- static method declared final
- inner class may be static

Most of these changes are aesthetic, however, they will allow inspections to
be enabled as part of CI checks going forward

The valuable changes in this delta are:
- using StringBuilder instead of string addition in a loop
    indexing-hadoop/.../Utils.java
    processing/.../ByteBufferMinMaxOffsetHeap.java
- Use class variables instead of static variables for parameterized test
    processing/src/.../ScanQueryLimitRowIteratorTest.java

* Add intelliJ inspection warnings as errors to druid profile

* one more static inner class
2020-01-29 11:50:52 -08:00
Atul Mohan ea51bc45bf Fix nullhandling in tests (#9119) 2020-01-12 20:19:12 -08:00