Commit Graph

520 Commits

Author SHA1 Message Date
George Shiqi Wu 00d777d848
Fix race condition in KubernetesTaskRunner between shutdown and getKnownTasks (#14030)
* Fix issues with null pointers on jobResponse

* fix unit tests

* Update extensions-contrib/kubernetes-overlord-extensions/src/main/java/org/apache/druid/k8s/overlord/common/DruidKubernetesPeonClient.java

Co-authored-by: Abhishek Agarwal <1477457+abhishekagarwal87@users.noreply.github.com>

* nullable

* fix error message

* Use jobs for known tasks instead of pods

* Remove log lines

* remove log lines

* PR change requests

* revert wait change

---------

Co-authored-by: Abhishek Agarwal <1477457+abhishekagarwal87@users.noreply.github.com>
2023-04-10 13:27:49 -07:00
Clint Wylie 1aef72aa7e
Bump up the version in pom to 27.0.0 in preparation of release (#14051) 2023-04-10 14:56:59 +05:30
Nicholas Lippis 5810e650d4
K8s mm less fixes (#14028)
Update Fabric8 version and allow metrics monitors to be overriden
2023-04-05 22:23:16 +05:30
Gian Merlino 319f99db05
Always use file sizes when determining batch ingest splits (#13955)
* Always use file sizes when determining batch ingest splits.

Main changes:

1) Update CloudObjectInputSource and its subclasses (S3, GCS,
   Azure, Aliyun OSS) to use SplitHintSpecs in all cases. Previously, they
   were only used for prefixes, not uris or objects.

2) Update ExternalInputSpecSlicer (MSQ) to consider file size. Previously,
   file size was ignored; all files were treated as equal weight when
   determining splits.

A side effect of these changes is that we'll make additional network
calls to find the sizes of objects when users specify URIs or objects
as opposed to prefixes. IMO, this is worth it because it's the only way
to respect the user's split hint and task assignment settings.

Secondary changes:

1) S3, Aliyun OSS: Use getObjectMetadata instead of listObjects to get
   metadata for a single object. This is a simpler call that is also
   expected to be less expensive.

2) Azure: Fix a bug where getBlobLength did not populate blob
   reference attributes, and therefore would not actually retrieve the
   blob length.

3) MSQ: Align dynamic slicing logic between ExternalInputSpecSlicer and
   TableInputSpecSlicer.

4) MSQ: Adjust WorkerInputs to ensure there is always at least one
   worker, even if it has a nil slice.

* Add msqCompatible to testGroupByWithImpossibleTimeFilter.

* Fix tests.

* Add additional tests.

* Remove unused stuff.

* Remove more unused stuff.

* Adjust thresholds.

* Remove irrelevant test.

* Fix comments.

* Fix bug.

* Updates.
2023-04-05 08:54:01 -07:00
George Shiqi Wu f60f377e5f
Fix issues with null pointers on jobResponse (#14010)
* Fix issues with null pointers on jobResponse

* fix unit tests

* Update extensions-contrib/kubernetes-overlord-extensions/src/main/java/org/apache/druid/k8s/overlord/common/DruidKubernetesPeonClient.java

Co-authored-by: Abhishek Agarwal <1477457+abhishekagarwal87@users.noreply.github.com>

* nullable

* fix error message

---------

Co-authored-by: Abhishek Agarwal <1477457+abhishekagarwal87@users.noreply.github.com>
2023-04-04 17:48:18 -07:00
George Shiqi Wu 4560b9d8aa
New error message for task deletion (#14008)
* New error message

* Add unit test
2023-04-03 14:26:09 -07:00
Nicholas Lippis 61a35262ec
Kubernetes task runner live reports (#13986)
Implement Live Reports for the KubernetesTaskRunner
2023-03-30 10:30:22 +05:30
George Shiqi Wu 44abe2b96f
Fix bug in k8s task runner in handling deleted jobs (#14001)
With the KubernetesTaskRunner, if a task is manually shutdown via the web console while running or the corresponding k8s job is manually deleted, the thread responsible for overseeing the task gets stuck in a loop because the fabric8 client sends one event to it that the job is null when the job is deleted, but this doesn't pass the condition.

This means that the thread is stuck waiting on a fabric8 event (the job being successful) that will never come up until maxTaskDuration (default 4 hours). If a user of the extension is trying to use a limited taskqueue maxSize, this can cause problems as the k8s executor pool is unable to pick up additional tasks (since threads are stuck waiting on the old tasks that have already been deleted).
2023-03-30 10:09:52 +05:30
Nicholas Lippis 488f1d8363
Do not print error message if pod not found when getting task location (#13971)
Do not print error message if pod not found when getting task location
2023-03-29 13:27:06 +05:30
Nicholas Lippis 8a72544bd2
Hook up pod template adapter (#13966)
* Hook up PodTemplateTaskAdapter

* Make task adapter TYPE parameters final

* Rename adapters types

* Include specified adapter name in exception message

* Documentation for sidecarSupport deprecation

* Fix order

* Set TASK_ID as environment variable in PodTemplateTaskAdapter (#13969)

* Update docs/development/extensions-contrib/k8s-jobs.md

Co-authored-by: Abhishek Agarwal <1477457+abhishekagarwal87@users.noreply.github.com>

* Hook up PodTemplateTaskAdapter

* Make task adapter TYPE parameters final

* Rename adapters types

* Include specified adapter name in exception message

* Documentation for sidecarSupport deprecation

* Fix order

* fix spelling errors

---------

Co-authored-by: Abhishek Agarwal <1477457+abhishekagarwal87@users.noreply.github.com>
2023-03-24 12:13:46 -06:00
Nicholas Lippis 36df2495e1
Set TASK_ID as environment variable in PodTemplateTaskAdapter (#13969) 2023-03-23 16:45:01 -06:00
Nicholas Lippis d81d13b9ba
Pod template task adapter (#13896)
* Pod template task adapter

* Use getBaseTaskDirPaths

* Remove unused task from getEnv

* Use Optional.ifPresent() instead of Optional.map()

* Pass absolute path

* Don't pass task to getEnv

* Assert the correct adapter is created

* Javadocs and Comments

* Add exception message to assertions
2023-03-22 14:20:24 -06:00
Gian Merlino 90d8f67e3d
Avoid creating new RelDataTypeFactory during SQL planning. (#13904)
* Avoid creating new RelDataTypeFactory during SQL planning.

Reduces unnecessary CPU cycles.

* Fix.
2023-03-08 21:55:49 -08:00
Nicholas Lippis faac43eabe
Use base task dir in kubernetes task runner (#13880)
* Use TaskConfig to get task dir in KubernetesTaskRunner

* Use the first path specified in baseTaskDirPaths instead of deprecated baseTaskDirPath

* Use getBaseTaskDirPaths in generate command
2023-03-07 15:30:42 -07:00
Nicholas Lippis cd4ad5123a
Stream Kubernetes Job Logs (#13869)
Streams Kubernetes job logs from the Kubernetes client to a file on the machine instead of reading the logs into memory and then writing to a file.
2023-03-06 19:52:42 +05:30
Nicholas Lippis 7123681ada
Allow druid-kubernetes-overlord-extensions to be loaded in any druid service (#13872)
Allow druid-kubernetes-overlord-extensions to be loaded in any druid service
2023-03-03 23:53:12 +05:30
Tejaswini Bandlamudi 7103cb4b9d
Removes FiniteFirehoseFactory and its implementations (#12852)
The FiniteFirehoseFactory and InputRowParser classes were deprecated in 0.17.0 (#8823) in favor of InputSource & InputFormat. This PR removes the FiniteFirehoseFactory and all its implementations along with classes solely used by them like Fetcher (Used by PrefetchableTextFilesFirehoseFactory). Refactors classes including tests using FiniteFirehoseFactory to use InputSource instead.
Removing InputRowParser may not be as trivial as many classes that aren't deprecated depends on it (with no alternatives), like EventReceiverFirehoseFactory. Hence FirehoseFactory, EventReceiverFirehoseFactory, and Firehose are marked deprecated.
2023-03-02 18:07:17 +05:30
Nicholas Lippis 1aae37f7d6
Fix expectedSingleiContainerOutput.yaml spelling (#13870) 2023-03-02 00:07:15 -08:00
Clint Wylie 38ac71ee56
one version of mockito is more than enough (#13871) 2023-03-01 23:27:18 -08:00
Nicholas Lippis d32dc1b0c9
Remove K8sOverlordConfig.java (#13866) 2023-03-02 09:43:48 +05:30
Clint Wylie 08b5951cc5
merge druid-core, extendedset, and druid-hll into druid-processing to simplify everything (#13698)
* merge druid-core, extendedset, and druid-hll into druid-processing to simplify everything
* fix poms and license stuff
* mockito is evil
* allow reset of JvmUtils RuntimeInfo if tests used static injection to override
2023-02-17 14:27:41 -08:00
Churro c1f283fd31
Better sidecar support (#13655)
* Better sidecar support

* remove un-thrown exception from test

* Druid you are such a stickler about spelling :)

* Only require the primaryContainerName, no need to exclude containers
2023-02-14 10:56:15 +05:30
AmatyaAvadhanula 0cf1fc3d55
Indexing on multiple disks (#13476)
* Initial commit

* Simple UTs

* Parameterize tests

* Parameterized tests for k8s task runner

* Fix restore bug

* Refactor TaskStorageDirTracker

* Change CliPeon args
2023-02-08 11:31:34 +05:30
Clint Wylie 2d3bee8545
various nested column (and other) fixes (#13732)
changes:
* modified druid schema column type compution to special case COMPLEX<json> handling to choose COMPLEX<json> if any column in any segment is COMPLEX<json>
* NestedFieldVirtualColumn can now work correctly on any type of column, returning either a column selector if a root path, or nil selector if not
* fixed a random bug with NilVectorSelector when using a vector size larger than the default and druid.generic.useDefaultValueForNull=false would have the nulls vector set to all false instead of true
* fixed an overly aggressive check in ExprEval.ofType when handling complex types which would try to treat any string as base64 without gracefully falling back if it was not in fact base64 encoded, along with special handling for complex<json>
* added ExpressionVectorSelectors.castValueSelectorToObject and ExpressionVectorSelectors.castObjectSelectorToNumeric as convience methods to cast vector selectors using cast expressions without the trouble of constructing an expression. the polymorphic nature of the non-vectorized engine (and significantly larger overhead of non-vectorized expression processing) made adding similar methods for non-vectorized selectors less attractive and so have not been added at this time
* fix inconsistency between nested column indexer and serializer in handling values (coerce non primitive and non arrays of primitives using asString)
* ExprEval best effort mode now handles byte[] as string
* added test for ExprEval.bestEffortOf, and add missing conversion cases that tests uncovered
* more tests more better
2023-02-06 19:48:02 -08:00
Kashif Faraz 78ae0b7533
Upgrade to netty 4.1.86.Final to address CVEs (#13604)
This commit addresses the following CVEs:
- CVE-2021-43797
- CVE-2022-41881
2022-12-23 01:44:01 +05:30
Kashif Faraz 58a3acc2c4
Add InputStats to track bytes processed by a task (#13520)
This commit adds a new class `InputStats` to track the total bytes processed by a task.
The field `processedBytes` is published in task reports along with other row stats.

Major changes:
- Add class `InputStats` to track processed bytes
- Add method `InputSourceReader.read(InputStats)` to read input rows while counting bytes.
> Since we need to count the bytes, we could not just have a wrapper around `InputSourceReader` or `InputEntityReader` (the way `CountableInputSourceReader` does) because the `InputSourceReader` only deals with `InputRow`s and the byte information is already lost.
- Classic batch: Use the new `InputSourceReader.read(inputStats)` in `AbstractBatchIndexTask`
- Streaming: Increment `processedBytes` in `StreamChunkParser`. This does not use the new `InputSourceReader.read(inputStats)` method.
- Extend `InputStats` with `RowIngestionMeters` so that bytes can be exposed in task reports

Other changes:
- Update tests to verify the value of `processedBytes`
- Rename `MutableRowIngestionMeters` to `SimpleRowIngestionMeters` and remove duplicate class
- Replace `CacheTestSegmentCacheManager` with `NoopSegmentCacheManager`
- Refactor `KafkaIndexTaskTest` and `KinesisIndexTaskTest`
2022-12-13 18:54:42 +05:30
somu-imply 7682b0b6b1
Analysis refactor (#13501)
Refactor DataSource to have a getAnalysis method()

This removes various parts of the code where while loops and instanceof
checks were being used to walk through the structure of DataSource objects
in order to build a DataSourceAnalysis.  Instead we just ask the DataSource
for its analysis and allow the stack to rebuild whatever structure existed.
2022-12-12 17:35:44 -08:00
Paul Rogers b76ff16d00
SQL test framework extensions (#13426)
SQL test framework extensions

* Capture planner artifacts: logical plan, etc.
* Planner test builder validates the logical plan
* Validation for the SQL resut schema (we already have
  validation for the Druid row signature)
* Better Guice integration: properties, reuse Guice modules
* Avoid need for hand-coded expr, macro tables
* Retire some of the test-specific query component creation
* Fix query log hook race condition
2022-12-02 09:11:59 -08:00
Kashif Faraz 8ff1b2d5d4
Revert "Add filter in cloud object input source for backward compatibility (#13437)" (#13450)
This reverts commit b12e5f300e.
2022-11-30 16:33:05 +05:30
Tejaswini Bandlamudi b12e5f300e
Add filter in cloud object input source for backward compatibility (#13437)
https://github.com/apache/druid/pull/13027 PR replaces `filter` parameter with
`objectGlob` in ingestion input source. However, this will cause existing ingestion
jobs to fail if they are using a filter already. This PR adds old filter functionality
alongside objectGlob to preserve backward compatibility.
2022-11-28 23:04:33 +05:30
Kashif Faraz 7cf761cee4
Prepare master branch for next release, 26.0.0 (#13401)
* Prepare master branch for next release, 26.0.0

* Use docker image for druid 24.0.1

* Fix version in druid-it-cases pom.xml
2022-11-22 15:31:01 +05:30
imply-cheddar 6b9344cd39
Persist legacy LatestPairs for now (#13378)
We added compression to the latest/first pair storage, but
the code change was forcing new things to be persisted
with the new format, meaning that any segment created with
the new code cannot be read by the old code.  Instead, we
need to default to creating the old format and then remove that default in a future version.
2022-11-17 21:37:02 +05:30
Didip Kerabat 56d5c9780d
Use standard library to correctly glob and stop at the correct folder structure when filtering cloud objects (#13027)
* Use standard library to correctly glob and stop at the correct folder structure when filtering cloud objects.

Removed:

import org.apache.commons.io.FilenameUtils;

Add:

import java.nio.file.FileSystems;
import java.nio.file.PathMatcher;
import java.nio.file.Paths;

* Forgot to update CloudObjectInputSource as well.

* Fix tests.

* Removed unused exceptions.

* Able to reduced user mistakes, by removing the protocol and the bucket on filter.

* add 1 more test.

* add comment on filterWithoutProtocolAndBucket

* Fix lint issue.

* Fix another lint issue.

* Replace all mention of filter -> objectGlob per convo here:

https://github.com/apache/druid/pull/13027#issuecomment-1266410707

* fix 1 bad constructor.

* Fix the documentation.

* Don’t do anything clever with the object path.

* Remove unused imports.

* Fix spelling error.

* Fix incorrect search and replace.

* Addressing Gian’s comment.

* add filename on .spelling

* Fix documentation.

* fix documentation again

Co-authored-by: Didip Kerabat <didip@apple.com>
2022-11-10 23:46:40 -08:00
AmatyaAvadhanula a2013e6566
Enhance streaming ingestion metrics (#13331)
Changes:
- Add a metric for partition-wise kafka/kinesis lag for streaming ingestion.
- Emit lag metrics for streaming ingestion when supervisor is not suspended and state is in {RUNNING, IDLE, UNHEALTHY_TASKS, UNHEALTHY_SUPERVISOR}
- Document metrics
2022-11-09 23:44:15 +05:30
Paul Rogers 7e600d2c63
Enhancements to the Calcite test framework (#13283)
* Enhancements to the Calcite test framework
* Standardize "Unauthorized" messages
* Additional test framework extension points
* Resolved joinable factory dependency issue
2022-11-08 14:28:49 -08:00
Churro 9a684af3c9
Fixing the K8s task runner to work with MSQ (#13305)
* Fixing the K8s task runner to work with MSQ

* Sorry incomplete PR

Co-authored-by: Rahul Gidwani <r_gidwani@apple.com>
2022-11-08 14:41:05 +05:30
dependabot[bot] 081508f1aa
Bump commons-text from 1.9 to 1.10.0 in /extensions-contrib/kubernetes-overlord-extensions (#13299)
* Bump commons-text in /extensions-contrib/kubernetes-overlord-extensions

Bumps commons-text from 1.9 to 1.10.0.

---
updated-dependencies:
- dependency-name: org.apache.commons:commons-text
  dependency-type: direct:production
...

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

* Cleanup pom

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Frank Chen <frank.chen021@outlook.com>
2022-11-05 15:21:39 +08:00
DENNIS c5fcc03bdf
PrometheusEmitter NullPointerException fix (#13286)
* PrometheusEmitter NullPointerException fix

* Improved null value judgment in pushMetric

* Delete meaningless judgments about namespace

* Delete unnecessary @Nullable above namespace attribute
2022-11-03 18:50:27 +08:00
Dr. Sizzles e5ad24ff9f
Support for middle manager less druid, tasks launch as k8s jobs (#13156)
* Support for middle manager less druid, tasks launch as k8s jobs

* Fixing forking task runner test

* Test cleanup, dependency cleanup, intellij inspections cleanup

* Changes per PR review

Add configuration option to disable http/https proxy for the k8s client
Update the docs to provide more detail about sidecar support

* Removing un-needed log lines

* Small changes per PR review

* Upon task completion we callback to the overlord to update the status / locaiton, for slower k8s clusters, this reduces locking time significantly

* Merge conflict fix

* Fixing tests and docs

* update tiny-cluster.yaml 

changed `enableTaskLevelLogPush` to `encapsulatedTask`

* Apply suggestions from code review

Co-authored-by: Abhishek Agarwal <1477457+abhishekagarwal87@users.noreply.github.com>

* Minor changes per PR request

* Cleanup, adding test to AbstractTask

* Add comment in peon.sh

* Bumping code coverage

* More tests to make code coverage happy

* Doh a duplicate dependnecy

* Integration test setup is weird for k8s, will do this in a different PR

* Reverting back all integration test changes, will do in anotbher PR

* use StringUtils.base64 instead of Base64

* Jdk is nasty, if i compress in jdk 11 in jdk 17 the decompressed result is different

Co-authored-by: Rahul Gidwani <r_gidwani@apple.com>
Co-authored-by: Abhishek Agarwal <1477457+abhishekagarwal87@users.noreply.github.com>
2022-11-02 19:44:47 -07:00
Paul Rogers 86e6e61e88
Modular Calcite Test Framework (#12965)
* Refactor Calcite test "framework" for planner tests

Refactors the current Calcite tests to make it a bit easier
to adjust the set of runtime objects used within a test.

* Move data creation out of CalciteTests into TestDataBuilder
* Move "framework" creation out of CalciteTests into
  a QueryFramework
* Move injector-dependent functions from CalciteTests
  into QueryFrameworkUtils
* Wrapper around the planner factory, etc. to allow
  customization.
* Bulk of the "framework" created once per class rather
  than once per test.
* Refactor tests to use a test builder
* Change all testQuery() methods to use the test builder.
Move test execution & verification into a test runner.
2022-10-20 15:45:44 -07:00
Gian Merlino 6aca61763e
SQL: Use timestamp_floor when granularity is not safe. (#13206)
* SQL: Use timestamp_floor when granularity is not safe.

PR #12944 added a check at the execution layer to avoid materializing
excessive amounts of time-granular buckets. This patch modifies the SQL
planner to avoid generating queries that would throw such errors, by
switching certain plans to use the timestamp_floor function instead of
granularities. This applies both to the Timeseries query type, and the
GroupBy timestampResultFieldGranularity feature.

The patch also goes one step further: we switch to timestamp_floor
not just in the ETERNITY + non-ALL case, but also if the estimated
number of time-granular buckets exceeds 100,000.

Finally, the patch modifies the timestampResultFieldGranularity
field to consistently be a String rather than a Granularity. This
ensures that it can be round-trip serialized and deserialized, which is
useful when trying to execute the results of "EXPLAIN PLAN FOR" with
GroupBy queries that use the timestampResultFieldGranularity feature.

* Fix test, address PR comments.

* Fix ControllerImpl.

* Fix test.

* Fix unused import.
2022-10-17 08:22:45 -07:00
Paul Rogers f4dcc52dac
Redesign QueryContext class (#13071)
We introduce two new configuration keys that refine the query context security model controlled by druid.auth.authorizeQueryContextParams. When that value is set to true then two other configuration options become available:

druid.auth.unsecuredContextKeys: The set of query context keys that do not require a security check. Use this for the "white-list" of key to allow. All other keys go through the existing context key security checks.
druid.auth.securedContextKeys: The set of query context keys that do require a security check. Use this when you want to allow all but a specific set of keys: only these keys go through the existing context key security checks.
Both are set using JSON list format:

druid.auth.securedContextKeys=["secretKey1", "secretKey2"]
You generally set one or the other values. If both are set, unsecuredContextKeys acts as exceptions to securedContextKeys.

In addition, Druid defines two query context keys which always bypass checks because Druid uses them internally:

sqlQueryId
sqlStringifyArrays
2022-10-15 11:02:11 +05:30
zachjsh 2f2fe20089
Improve global-cached-lookups metric reporting (#13219)
It was found that the namespace/cache/heapSizeInBytes metric that tracks the total heap size in bytes of all lookup caches loaded on a service instance was being under reported. We were not accounting for the memory overhead of the String object, which I've found in testing to be ~40 bytes. While this overhead may be java version dependent, it should not vary much, and accounting for this provides a better estimate. Also fixed some logging, and reading bytes from the JDBI result set a little more efficient by saving hash table lookups. Also added some of the lookup metrics to the default statsD emitter metric whitelist.
2022-10-13 18:51:54 -04:00
Sam Rash 80e10ffe22
CompressedBigDecimal Min/Max (#13141)
This adds min/max functions for CompressedBigDecimal. It exposes these
functions via sql (BIG_MAX, BIG_MIN--see the SqlAggFunction
implementations).

It also includes various bug fixes and cleanup to the original
CompressedBigDecimal code include the AggregatorFactories. Various null
handling was improved.

Additional test cases were added for both new and existing code
including a base test case for AggregationFactories. Other tests common
across sum,min,max may be refactored also to share the varoius cases in
the future.
2022-10-11 16:35:21 -07:00
Frank Chen d30cf8c308
Dependency cleanup (#13194)
* Clean up dependency in extensions

* Bump protobuf/aws.sdk

* Bump aws-sdk to 1.12.317

* Fix CI

* Fix CI

* Update license

* Update license
2022-10-10 20:34:38 +08:00
Abhishek Agarwal e3f9a0ed44
Lazy initialization of segment killers, movers and archivers (#13170)
* Lazy initialization of segment killers, movers and archivers

* Add test for lazy killer

* Add more tests

* Intellij fixes
2022-10-04 15:55:46 +05:30
Sam Rash 28b9edc2a8
Add BIG_SUM SQL function (#13102)
This adds a sql function, "BIG_SUM", that uses
CompressedBigDecimal to do a sum. Other misc changes:

1. handle NumberFormatExceptions when parsing a string (default to set
   to 0, configurable in agg factory to be strict and throw on error)
2. format pom file (whitespace) + add dependency
3. scaleUp -> scale and always require scale as a parameter
2022-09-26 18:02:25 -07:00
Jonathan Wei 1f1fced6d4
Add JsonInputFormat option to assume newline delimited JSON, improve parse exception handling for multiline JSON (#13089)
* Add JsonInputFormat option to assume newline delimited JSON, improve handling for non-NDJSON

* Fix serde and docs

* Add PR comment check
2022-09-26 19:51:04 -05:00
Sam Rash 044cab5094
Optimize CompressedBigDecimal compareTo() (#13086)
Optimizes the compareTo() function in
CompressedBigDecimal. It directly compares the int[] rather than
creating BigDecimal objects and using its compareTo.

It handles unequal sized CBDs, but does require
the scales to match.
2022-09-21 20:31:02 -07:00
sr 54a2eb7dcc
Compressed Big Decimal Cleanup and Extension (#13048)
1. remove unnecessary generic type from CompressedBigDecimal
2. support Number input types
3. support aggregator reading supported input types directly (uningested
   data)
4. fix scaling bug in buffer aggregator
2022-09-13 19:14:31 -07:00