druid/docs/content/querying/scan-query.md

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---
layout: doc_page
title: "Scan query"
---
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# Scan query
Time Ordering On Scans (#7133) * Moved Scan Builder to Druids class and started on Scan Benchmark setup * Need to form queries * It runs. * Stuff for time-ordered scan query * Move ScanResultValue timestamp comparator to a separate class for testing * Licensing stuff * Change benchmark * Remove todos * Added TimestampComparator tests * Change number of benchmark iterations * Added time ordering to the scan benchmark * Changed benchmark params * More param changes * Benchmark param change * Made Jon's changes and removed TODOs * Broke some long lines into two lines * nit * Decrease segment size for less memory usage * Wrote tests for heapsort scan result values and fixed bug where iterator wasn't returning elements in correct order * Wrote more tests for scan result value sort * Committing a param change to kick teamcity * Fixed codestyle and forbidden API errors * . * Improved conciseness * nit * Created an error message for when someone tries to time order a result set > threshold limit * Set to spaces over tabs * Fixing tests WIP * Fixed failing calcite tests * Kicking travis with change to benchmark param * added all query types to scan benchmark * Fixed benchmark queries * Renamed sort function * Added javadoc on ScanResultValueTimestampComparator * Unused import * Added more javadoc * improved doc * Removed unused import to satisfy PMD check * Small changes * Changes based on Gian's comments * Fixed failing test due to null resultFormat * Added config and get # of segments * Set up time ordering strategy decision tree * Refactor and pQueue works * Cleanup * Ordering is correct on n-way merge -> still need to batch events into ScanResultValues * WIP * Sequence stuff is so dirty :( * Fixed bug introduced by replacing deque with list * Wrote docs * Multi-historical setup works * WIP * Change so batching only occurs on broker for time-ordered scans Restricted batching to broker for time-ordered queries and adjusted tests Formatting Cleanup * Fixed mistakes in merge * Fixed failing tests * Reset config * Wrote tests and added Javadoc * Nit-change on javadoc * Checkstyle fix * Improved test and appeased TeamCity * Sorry, checkstyle * Applied Jon's recommended changes * Checkstyle fix * Optimization * Fixed tests * Updated error message * Added error message for UOE * Renaming * Finish rename * Smarter limiting for pQueue method * Optimized n-way merge strategy * Rename segment limit -> segment partitions limit * Added a bit of docs * More comments * Fix checkstyle and test * Nit comment * Fixed failing tests -> allow usage of all types of segment spec * Fixed failing tests -> allow usage of all types of segment spec * Revert "Fixed failing tests -> allow usage of all types of segment spec" This reverts commit ec470288c7b725f5310bcf69d1db9f85ff509c8d. * Revert "Merge branch '6088-Time-Ordering-On-Scans-N-Way-Merge' of github.com:justinborromeo/incubator-druid into 6088-Time-Ordering-On-Scans-N-Way-Merge" This reverts commit 57033f36df6e3ef887e5f0399ad74bb091306de8, reversing changes made to 8f01d8dd16f40d10c60519ca0ec0d2e6b2dde941. * Check type of segment spec before using for time ordering * Fix bug in numRowsScanned * Fix bug messing up count of rows * Fix docs and flipped boolean in ScanQueryLimitRowIterator * Refactor n-way merge * Added test for n-way merge * Refixed regression * Checkstyle and doc update * Modified sequence limit to accept longs and added test for long limits * doc fix * Implemented Clint's recommendations
2019-03-28 17:37:09 -04:00
The Scan query returns raw Druid rows in streaming mode. The biggest difference between the Select query and the Scan
query is that the Scan query does not retain all the returned rows in memory before they are returned to the client.
The Select query _will_ retain the rows in memory, causing memory pressure if too many rows are returned.
The Scan query can return all the rows without issuing another pagination query.
In addition to straightforward usage where a Scan query is issued to the Broker, the Scan query can also be issued
directly to Historical processes or streaming ingestion tasks. This can be useful if you want to retrieve large
amounts of data in parallel.
An example Scan query object is shown below:
```json
{
"queryType": "scan",
"dataSource": "wikipedia",
"resultFormat": "list",
"columns":[],
"intervals": [
"2013-01-01/2013-01-02"
],
"batchSize":20480,
Time Ordering On Scans (#7133) * Moved Scan Builder to Druids class and started on Scan Benchmark setup * Need to form queries * It runs. * Stuff for time-ordered scan query * Move ScanResultValue timestamp comparator to a separate class for testing * Licensing stuff * Change benchmark * Remove todos * Added TimestampComparator tests * Change number of benchmark iterations * Added time ordering to the scan benchmark * Changed benchmark params * More param changes * Benchmark param change * Made Jon's changes and removed TODOs * Broke some long lines into two lines * nit * Decrease segment size for less memory usage * Wrote tests for heapsort scan result values and fixed bug where iterator wasn't returning elements in correct order * Wrote more tests for scan result value sort * Committing a param change to kick teamcity * Fixed codestyle and forbidden API errors * . * Improved conciseness * nit * Created an error message for when someone tries to time order a result set > threshold limit * Set to spaces over tabs * Fixing tests WIP * Fixed failing calcite tests * Kicking travis with change to benchmark param * added all query types to scan benchmark * Fixed benchmark queries * Renamed sort function * Added javadoc on ScanResultValueTimestampComparator * Unused import * Added more javadoc * improved doc * Removed unused import to satisfy PMD check * Small changes * Changes based on Gian's comments * Fixed failing test due to null resultFormat * Added config and get # of segments * Set up time ordering strategy decision tree * Refactor and pQueue works * Cleanup * Ordering is correct on n-way merge -> still need to batch events into ScanResultValues * WIP * Sequence stuff is so dirty :( * Fixed bug introduced by replacing deque with list * Wrote docs * Multi-historical setup works * WIP * Change so batching only occurs on broker for time-ordered scans Restricted batching to broker for time-ordered queries and adjusted tests Formatting Cleanup * Fixed mistakes in merge * Fixed failing tests * Reset config * Wrote tests and added Javadoc * Nit-change on javadoc * Checkstyle fix * Improved test and appeased TeamCity * Sorry, checkstyle * Applied Jon's recommended changes * Checkstyle fix * Optimization * Fixed tests * Updated error message * Added error message for UOE * Renaming * Finish rename * Smarter limiting for pQueue method * Optimized n-way merge strategy * Rename segment limit -> segment partitions limit * Added a bit of docs * More comments * Fix checkstyle and test * Nit comment * Fixed failing tests -> allow usage of all types of segment spec * Fixed failing tests -> allow usage of all types of segment spec * Revert "Fixed failing tests -> allow usage of all types of segment spec" This reverts commit ec470288c7b725f5310bcf69d1db9f85ff509c8d. * Revert "Merge branch '6088-Time-Ordering-On-Scans-N-Way-Merge' of github.com:justinborromeo/incubator-druid into 6088-Time-Ordering-On-Scans-N-Way-Merge" This reverts commit 57033f36df6e3ef887e5f0399ad74bb091306de8, reversing changes made to 8f01d8dd16f40d10c60519ca0ec0d2e6b2dde941. * Check type of segment spec before using for time ordering * Fix bug in numRowsScanned * Fix bug messing up count of rows * Fix docs and flipped boolean in ScanQueryLimitRowIterator * Refactor n-way merge * Added test for n-way merge * Refixed regression * Checkstyle and doc update * Modified sequence limit to accept longs and added test for long limits * doc fix * Implemented Clint's recommendations
2019-03-28 17:37:09 -04:00
"limit":3
}
```
Time Ordering On Scans (#7133) * Moved Scan Builder to Druids class and started on Scan Benchmark setup * Need to form queries * It runs. * Stuff for time-ordered scan query * Move ScanResultValue timestamp comparator to a separate class for testing * Licensing stuff * Change benchmark * Remove todos * Added TimestampComparator tests * Change number of benchmark iterations * Added time ordering to the scan benchmark * Changed benchmark params * More param changes * Benchmark param change * Made Jon's changes and removed TODOs * Broke some long lines into two lines * nit * Decrease segment size for less memory usage * Wrote tests for heapsort scan result values and fixed bug where iterator wasn't returning elements in correct order * Wrote more tests for scan result value sort * Committing a param change to kick teamcity * Fixed codestyle and forbidden API errors * . * Improved conciseness * nit * Created an error message for when someone tries to time order a result set > threshold limit * Set to spaces over tabs * Fixing tests WIP * Fixed failing calcite tests * Kicking travis with change to benchmark param * added all query types to scan benchmark * Fixed benchmark queries * Renamed sort function * Added javadoc on ScanResultValueTimestampComparator * Unused import * Added more javadoc * improved doc * Removed unused import to satisfy PMD check * Small changes * Changes based on Gian's comments * Fixed failing test due to null resultFormat * Added config and get # of segments * Set up time ordering strategy decision tree * Refactor and pQueue works * Cleanup * Ordering is correct on n-way merge -> still need to batch events into ScanResultValues * WIP * Sequence stuff is so dirty :( * Fixed bug introduced by replacing deque with list * Wrote docs * Multi-historical setup works * WIP * Change so batching only occurs on broker for time-ordered scans Restricted batching to broker for time-ordered queries and adjusted tests Formatting Cleanup * Fixed mistakes in merge * Fixed failing tests * Reset config * Wrote tests and added Javadoc * Nit-change on javadoc * Checkstyle fix * Improved test and appeased TeamCity * Sorry, checkstyle * Applied Jon's recommended changes * Checkstyle fix * Optimization * Fixed tests * Updated error message * Added error message for UOE * Renaming * Finish rename * Smarter limiting for pQueue method * Optimized n-way merge strategy * Rename segment limit -> segment partitions limit * Added a bit of docs * More comments * Fix checkstyle and test * Nit comment * Fixed failing tests -> allow usage of all types of segment spec * Fixed failing tests -> allow usage of all types of segment spec * Revert "Fixed failing tests -> allow usage of all types of segment spec" This reverts commit ec470288c7b725f5310bcf69d1db9f85ff509c8d. * Revert "Merge branch '6088-Time-Ordering-On-Scans-N-Way-Merge' of github.com:justinborromeo/incubator-druid into 6088-Time-Ordering-On-Scans-N-Way-Merge" This reverts commit 57033f36df6e3ef887e5f0399ad74bb091306de8, reversing changes made to 8f01d8dd16f40d10c60519ca0ec0d2e6b2dde941. * Check type of segment spec before using for time ordering * Fix bug in numRowsScanned * Fix bug messing up count of rows * Fix docs and flipped boolean in ScanQueryLimitRowIterator * Refactor n-way merge * Added test for n-way merge * Refixed regression * Checkstyle and doc update * Modified sequence limit to accept longs and added test for long limits * doc fix * Implemented Clint's recommendations
2019-03-28 17:37:09 -04:00
The following are the main parameters for Scan queries:
|property|description|required?|
|--------|-----------|---------|
|queryType|This String should always be "scan"; this is the first thing Druid looks at to figure out how to interpret the query|yes|
|dataSource|A String or Object defining the data source to query, very similar to a table in a relational database. See [DataSource](../querying/datasource.html) for more information.|yes|
|intervals|A JSON Object representing ISO-8601 Intervals. This defines the time ranges to run the query over.|yes|
Time Ordering On Scans (#7133) * Moved Scan Builder to Druids class and started on Scan Benchmark setup * Need to form queries * It runs. * Stuff for time-ordered scan query * Move ScanResultValue timestamp comparator to a separate class for testing * Licensing stuff * Change benchmark * Remove todos * Added TimestampComparator tests * Change number of benchmark iterations * Added time ordering to the scan benchmark * Changed benchmark params * More param changes * Benchmark param change * Made Jon's changes and removed TODOs * Broke some long lines into two lines * nit * Decrease segment size for less memory usage * Wrote tests for heapsort scan result values and fixed bug where iterator wasn't returning elements in correct order * Wrote more tests for scan result value sort * Committing a param change to kick teamcity * Fixed codestyle and forbidden API errors * . * Improved conciseness * nit * Created an error message for when someone tries to time order a result set > threshold limit * Set to spaces over tabs * Fixing tests WIP * Fixed failing calcite tests * Kicking travis with change to benchmark param * added all query types to scan benchmark * Fixed benchmark queries * Renamed sort function * Added javadoc on ScanResultValueTimestampComparator * Unused import * Added more javadoc * improved doc * Removed unused import to satisfy PMD check * Small changes * Changes based on Gian's comments * Fixed failing test due to null resultFormat * Added config and get # of segments * Set up time ordering strategy decision tree * Refactor and pQueue works * Cleanup * Ordering is correct on n-way merge -> still need to batch events into ScanResultValues * WIP * Sequence stuff is so dirty :( * Fixed bug introduced by replacing deque with list * Wrote docs * Multi-historical setup works * WIP * Change so batching only occurs on broker for time-ordered scans Restricted batching to broker for time-ordered queries and adjusted tests Formatting Cleanup * Fixed mistakes in merge * Fixed failing tests * Reset config * Wrote tests and added Javadoc * Nit-change on javadoc * Checkstyle fix * Improved test and appeased TeamCity * Sorry, checkstyle * Applied Jon's recommended changes * Checkstyle fix * Optimization * Fixed tests * Updated error message * Added error message for UOE * Renaming * Finish rename * Smarter limiting for pQueue method * Optimized n-way merge strategy * Rename segment limit -> segment partitions limit * Added a bit of docs * More comments * Fix checkstyle and test * Nit comment * Fixed failing tests -> allow usage of all types of segment spec * Fixed failing tests -> allow usage of all types of segment spec * Revert "Fixed failing tests -> allow usage of all types of segment spec" This reverts commit ec470288c7b725f5310bcf69d1db9f85ff509c8d. * Revert "Merge branch '6088-Time-Ordering-On-Scans-N-Way-Merge' of github.com:justinborromeo/incubator-druid into 6088-Time-Ordering-On-Scans-N-Way-Merge" This reverts commit 57033f36df6e3ef887e5f0399ad74bb091306de8, reversing changes made to 8f01d8dd16f40d10c60519ca0ec0d2e6b2dde941. * Check type of segment spec before using for time ordering * Fix bug in numRowsScanned * Fix bug messing up count of rows * Fix docs and flipped boolean in ScanQueryLimitRowIterator * Refactor n-way merge * Added test for n-way merge * Refixed regression * Checkstyle and doc update * Modified sequence limit to accept longs and added test for long limits * doc fix * Implemented Clint's recommendations
2019-03-28 17:37:09 -04:00
|resultFormat|How the results are represented: list, compactedList or valueVector. Currently only `list` and `compactedList` are supported. Default is `list`|no|
|filter|See [Filters](../querying/filters.html)|no|
|columns|A String array of dimensions and metrics to scan. If left empty, all dimensions and metrics are returned.|no|
|batchSize|How many rows buffered before return to client. Default is `20480`|no|
|limit|How many rows to return. If not specified, all rows will be returned.|no|
Time Ordering On Scans (#7133) * Moved Scan Builder to Druids class and started on Scan Benchmark setup * Need to form queries * It runs. * Stuff for time-ordered scan query * Move ScanResultValue timestamp comparator to a separate class for testing * Licensing stuff * Change benchmark * Remove todos * Added TimestampComparator tests * Change number of benchmark iterations * Added time ordering to the scan benchmark * Changed benchmark params * More param changes * Benchmark param change * Made Jon's changes and removed TODOs * Broke some long lines into two lines * nit * Decrease segment size for less memory usage * Wrote tests for heapsort scan result values and fixed bug where iterator wasn't returning elements in correct order * Wrote more tests for scan result value sort * Committing a param change to kick teamcity * Fixed codestyle and forbidden API errors * . * Improved conciseness * nit * Created an error message for when someone tries to time order a result set > threshold limit * Set to spaces over tabs * Fixing tests WIP * Fixed failing calcite tests * Kicking travis with change to benchmark param * added all query types to scan benchmark * Fixed benchmark queries * Renamed sort function * Added javadoc on ScanResultValueTimestampComparator * Unused import * Added more javadoc * improved doc * Removed unused import to satisfy PMD check * Small changes * Changes based on Gian's comments * Fixed failing test due to null resultFormat * Added config and get # of segments * Set up time ordering strategy decision tree * Refactor and pQueue works * Cleanup * Ordering is correct on n-way merge -> still need to batch events into ScanResultValues * WIP * Sequence stuff is so dirty :( * Fixed bug introduced by replacing deque with list * Wrote docs * Multi-historical setup works * WIP * Change so batching only occurs on broker for time-ordered scans Restricted batching to broker for time-ordered queries and adjusted tests Formatting Cleanup * Fixed mistakes in merge * Fixed failing tests * Reset config * Wrote tests and added Javadoc * Nit-change on javadoc * Checkstyle fix * Improved test and appeased TeamCity * Sorry, checkstyle * Applied Jon's recommended changes * Checkstyle fix * Optimization * Fixed tests * Updated error message * Added error message for UOE * Renaming * Finish rename * Smarter limiting for pQueue method * Optimized n-way merge strategy * Rename segment limit -> segment partitions limit * Added a bit of docs * More comments * Fix checkstyle and test * Nit comment * Fixed failing tests -> allow usage of all types of segment spec * Fixed failing tests -> allow usage of all types of segment spec * Revert "Fixed failing tests -> allow usage of all types of segment spec" This reverts commit ec470288c7b725f5310bcf69d1db9f85ff509c8d. * Revert "Merge branch '6088-Time-Ordering-On-Scans-N-Way-Merge' of github.com:justinborromeo/incubator-druid into 6088-Time-Ordering-On-Scans-N-Way-Merge" This reverts commit 57033f36df6e3ef887e5f0399ad74bb091306de8, reversing changes made to 8f01d8dd16f40d10c60519ca0ec0d2e6b2dde941. * Check type of segment spec before using for time ordering * Fix bug in numRowsScanned * Fix bug messing up count of rows * Fix docs and flipped boolean in ScanQueryLimitRowIterator * Refactor n-way merge * Added test for n-way merge * Refixed regression * Checkstyle and doc update * Modified sequence limit to accept longs and added test for long limits * doc fix * Implemented Clint's recommendations
2019-03-28 17:37:09 -04:00
|order|The ordering of returned rows based on timestamp. "ascending", "descending", and "none" (default) are supported. Currently, "ascending" and "descending" are only supported for queries where the limit is less than `druid.query.scan.maxRowsQueuedForOrdering`. Scan queries that are either legacy mode or have a limit greater than `druid.query.scan.maxRowsQueuedForOrdering` will not be time-ordered and default to a order of "none".|none|
|legacy|Return results consistent with the legacy "scan-query" contrib extension. Defaults to the value set by `druid.query.scan.legacy`, which in turn defaults to false. See [Legacy mode](#legacy-mode) for details.|no|
|context|An additional JSON Object which can be used to specify certain flags.|no|
## Example results
Time Ordering On Scans (#7133) * Moved Scan Builder to Druids class and started on Scan Benchmark setup * Need to form queries * It runs. * Stuff for time-ordered scan query * Move ScanResultValue timestamp comparator to a separate class for testing * Licensing stuff * Change benchmark * Remove todos * Added TimestampComparator tests * Change number of benchmark iterations * Added time ordering to the scan benchmark * Changed benchmark params * More param changes * Benchmark param change * Made Jon's changes and removed TODOs * Broke some long lines into two lines * nit * Decrease segment size for less memory usage * Wrote tests for heapsort scan result values and fixed bug where iterator wasn't returning elements in correct order * Wrote more tests for scan result value sort * Committing a param change to kick teamcity * Fixed codestyle and forbidden API errors * . * Improved conciseness * nit * Created an error message for when someone tries to time order a result set > threshold limit * Set to spaces over tabs * Fixing tests WIP * Fixed failing calcite tests * Kicking travis with change to benchmark param * added all query types to scan benchmark * Fixed benchmark queries * Renamed sort function * Added javadoc on ScanResultValueTimestampComparator * Unused import * Added more javadoc * improved doc * Removed unused import to satisfy PMD check * Small changes * Changes based on Gian's comments * Fixed failing test due to null resultFormat * Added config and get # of segments * Set up time ordering strategy decision tree * Refactor and pQueue works * Cleanup * Ordering is correct on n-way merge -> still need to batch events into ScanResultValues * WIP * Sequence stuff is so dirty :( * Fixed bug introduced by replacing deque with list * Wrote docs * Multi-historical setup works * WIP * Change so batching only occurs on broker for time-ordered scans Restricted batching to broker for time-ordered queries and adjusted tests Formatting Cleanup * Fixed mistakes in merge * Fixed failing tests * Reset config * Wrote tests and added Javadoc * Nit-change on javadoc * Checkstyle fix * Improved test and appeased TeamCity * Sorry, checkstyle * Applied Jon's recommended changes * Checkstyle fix * Optimization * Fixed tests * Updated error message * Added error message for UOE * Renaming * Finish rename * Smarter limiting for pQueue method * Optimized n-way merge strategy * Rename segment limit -> segment partitions limit * Added a bit of docs * More comments * Fix checkstyle and test * Nit comment * Fixed failing tests -> allow usage of all types of segment spec * Fixed failing tests -> allow usage of all types of segment spec * Revert "Fixed failing tests -> allow usage of all types of segment spec" This reverts commit ec470288c7b725f5310bcf69d1db9f85ff509c8d. * Revert "Merge branch '6088-Time-Ordering-On-Scans-N-Way-Merge' of github.com:justinborromeo/incubator-druid into 6088-Time-Ordering-On-Scans-N-Way-Merge" This reverts commit 57033f36df6e3ef887e5f0399ad74bb091306de8, reversing changes made to 8f01d8dd16f40d10c60519ca0ec0d2e6b2dde941. * Check type of segment spec before using for time ordering * Fix bug in numRowsScanned * Fix bug messing up count of rows * Fix docs and flipped boolean in ScanQueryLimitRowIterator * Refactor n-way merge * Added test for n-way merge * Refixed regression * Checkstyle and doc update * Modified sequence limit to accept longs and added test for long limits * doc fix * Implemented Clint's recommendations
2019-03-28 17:37:09 -04:00
The format of the result when resultFormat equals `list`:
```json
[{
"segmentId" : "wikipedia_editstream_2012-12-29T00:00:00.000Z_2013-01-10T08:00:00.000Z_2013-01-10T08:13:47.830Z_v9",
"columns" : [
"timestamp",
"robot",
"namespace",
"anonymous",
"unpatrolled",
"page",
"language",
"newpage",
"user",
"count",
"added",
"delta",
"variation",
"deleted"
],
"events" : [ {
"timestamp" : "2013-01-01T00:00:00.000Z",
"robot" : "1",
"namespace" : "article",
"anonymous" : "0",
"unpatrolled" : "0",
"page" : "11._korpus_(NOVJ)",
"language" : "sl",
"newpage" : "0",
"user" : "EmausBot",
"count" : 1.0,
"added" : 39.0,
"delta" : 39.0,
"variation" : 39.0,
"deleted" : 0.0
}, {
"timestamp" : "2013-01-01T00:00:00.000Z",
"robot" : "0",
"namespace" : "article",
"anonymous" : "0",
"unpatrolled" : "0",
"page" : "112_U.S._580",
"language" : "en",
"newpage" : "1",
"user" : "MZMcBride",
"count" : 1.0,
"added" : 70.0,
"delta" : 70.0,
"variation" : 70.0,
"deleted" : 0.0
}, {
"timestamp" : "2013-01-01T00:00:00.000Z",
"robot" : "0",
"namespace" : "article",
"anonymous" : "0",
"unpatrolled" : "0",
"page" : "113_U.S._243",
"language" : "en",
"newpage" : "1",
"user" : "MZMcBride",
"count" : 1.0,
"added" : 77.0,
"delta" : 77.0,
"variation" : 77.0,
"deleted" : 0.0
} ]
} ]
```
Time Ordering On Scans (#7133) * Moved Scan Builder to Druids class and started on Scan Benchmark setup * Need to form queries * It runs. * Stuff for time-ordered scan query * Move ScanResultValue timestamp comparator to a separate class for testing * Licensing stuff * Change benchmark * Remove todos * Added TimestampComparator tests * Change number of benchmark iterations * Added time ordering to the scan benchmark * Changed benchmark params * More param changes * Benchmark param change * Made Jon's changes and removed TODOs * Broke some long lines into two lines * nit * Decrease segment size for less memory usage * Wrote tests for heapsort scan result values and fixed bug where iterator wasn't returning elements in correct order * Wrote more tests for scan result value sort * Committing a param change to kick teamcity * Fixed codestyle and forbidden API errors * . * Improved conciseness * nit * Created an error message for when someone tries to time order a result set > threshold limit * Set to spaces over tabs * Fixing tests WIP * Fixed failing calcite tests * Kicking travis with change to benchmark param * added all query types to scan benchmark * Fixed benchmark queries * Renamed sort function * Added javadoc on ScanResultValueTimestampComparator * Unused import * Added more javadoc * improved doc * Removed unused import to satisfy PMD check * Small changes * Changes based on Gian's comments * Fixed failing test due to null resultFormat * Added config and get # of segments * Set up time ordering strategy decision tree * Refactor and pQueue works * Cleanup * Ordering is correct on n-way merge -> still need to batch events into ScanResultValues * WIP * Sequence stuff is so dirty :( * Fixed bug introduced by replacing deque with list * Wrote docs * Multi-historical setup works * WIP * Change so batching only occurs on broker for time-ordered scans Restricted batching to broker for time-ordered queries and adjusted tests Formatting Cleanup * Fixed mistakes in merge * Fixed failing tests * Reset config * Wrote tests and added Javadoc * Nit-change on javadoc * Checkstyle fix * Improved test and appeased TeamCity * Sorry, checkstyle * Applied Jon's recommended changes * Checkstyle fix * Optimization * Fixed tests * Updated error message * Added error message for UOE * Renaming * Finish rename * Smarter limiting for pQueue method * Optimized n-way merge strategy * Rename segment limit -> segment partitions limit * Added a bit of docs * More comments * Fix checkstyle and test * Nit comment * Fixed failing tests -> allow usage of all types of segment spec * Fixed failing tests -> allow usage of all types of segment spec * Revert "Fixed failing tests -> allow usage of all types of segment spec" This reverts commit ec470288c7b725f5310bcf69d1db9f85ff509c8d. * Revert "Merge branch '6088-Time-Ordering-On-Scans-N-Way-Merge' of github.com:justinborromeo/incubator-druid into 6088-Time-Ordering-On-Scans-N-Way-Merge" This reverts commit 57033f36df6e3ef887e5f0399ad74bb091306de8, reversing changes made to 8f01d8dd16f40d10c60519ca0ec0d2e6b2dde941. * Check type of segment spec before using for time ordering * Fix bug in numRowsScanned * Fix bug messing up count of rows * Fix docs and flipped boolean in ScanQueryLimitRowIterator * Refactor n-way merge * Added test for n-way merge * Refixed regression * Checkstyle and doc update * Modified sequence limit to accept longs and added test for long limits * doc fix * Implemented Clint's recommendations
2019-03-28 17:37:09 -04:00
The format of the result when resultFormat equals `compactedList`:
```json
[{
"segmentId" : "wikipedia_editstream_2012-12-29T00:00:00.000Z_2013-01-10T08:00:00.000Z_2013-01-10T08:13:47.830Z_v9",
"columns" : [
"timestamp", "robot", "namespace", "anonymous", "unpatrolled", "page", "language", "newpage", "user", "count", "added", "delta", "variation", "deleted"
],
"events" : [
["2013-01-01T00:00:00.000Z", "1", "article", "0", "0", "11._korpus_(NOVJ)", "sl", "0", "EmausBot", 1.0, 39.0, 39.0, 39.0, 0.0],
["2013-01-01T00:00:00.000Z", "0", "article", "0", "0", "112_U.S._580", "en", "1", "MZMcBride", 1.0, 70.0, 70.0, 70.0, 0.0],
Time Ordering On Scans (#7133) * Moved Scan Builder to Druids class and started on Scan Benchmark setup * Need to form queries * It runs. * Stuff for time-ordered scan query * Move ScanResultValue timestamp comparator to a separate class for testing * Licensing stuff * Change benchmark * Remove todos * Added TimestampComparator tests * Change number of benchmark iterations * Added time ordering to the scan benchmark * Changed benchmark params * More param changes * Benchmark param change * Made Jon's changes and removed TODOs * Broke some long lines into two lines * nit * Decrease segment size for less memory usage * Wrote tests for heapsort scan result values and fixed bug where iterator wasn't returning elements in correct order * Wrote more tests for scan result value sort * Committing a param change to kick teamcity * Fixed codestyle and forbidden API errors * . * Improved conciseness * nit * Created an error message for when someone tries to time order a result set > threshold limit * Set to spaces over tabs * Fixing tests WIP * Fixed failing calcite tests * Kicking travis with change to benchmark param * added all query types to scan benchmark * Fixed benchmark queries * Renamed sort function * Added javadoc on ScanResultValueTimestampComparator * Unused import * Added more javadoc * improved doc * Removed unused import to satisfy PMD check * Small changes * Changes based on Gian's comments * Fixed failing test due to null resultFormat * Added config and get # of segments * Set up time ordering strategy decision tree * Refactor and pQueue works * Cleanup * Ordering is correct on n-way merge -> still need to batch events into ScanResultValues * WIP * Sequence stuff is so dirty :( * Fixed bug introduced by replacing deque with list * Wrote docs * Multi-historical setup works * WIP * Change so batching only occurs on broker for time-ordered scans Restricted batching to broker for time-ordered queries and adjusted tests Formatting Cleanup * Fixed mistakes in merge * Fixed failing tests * Reset config * Wrote tests and added Javadoc * Nit-change on javadoc * Checkstyle fix * Improved test and appeased TeamCity * Sorry, checkstyle * Applied Jon's recommended changes * Checkstyle fix * Optimization * Fixed tests * Updated error message * Added error message for UOE * Renaming * Finish rename * Smarter limiting for pQueue method * Optimized n-way merge strategy * Rename segment limit -> segment partitions limit * Added a bit of docs * More comments * Fix checkstyle and test * Nit comment * Fixed failing tests -> allow usage of all types of segment spec * Fixed failing tests -> allow usage of all types of segment spec * Revert "Fixed failing tests -> allow usage of all types of segment spec" This reverts commit ec470288c7b725f5310bcf69d1db9f85ff509c8d. * Revert "Merge branch '6088-Time-Ordering-On-Scans-N-Way-Merge' of github.com:justinborromeo/incubator-druid into 6088-Time-Ordering-On-Scans-N-Way-Merge" This reverts commit 57033f36df6e3ef887e5f0399ad74bb091306de8, reversing changes made to 8f01d8dd16f40d10c60519ca0ec0d2e6b2dde941. * Check type of segment spec before using for time ordering * Fix bug in numRowsScanned * Fix bug messing up count of rows * Fix docs and flipped boolean in ScanQueryLimitRowIterator * Refactor n-way merge * Added test for n-way merge * Refixed regression * Checkstyle and doc update * Modified sequence limit to accept longs and added test for long limits * doc fix * Implemented Clint's recommendations
2019-03-28 17:37:09 -04:00
["2013-01-01T00:00:00.000Z", "0", "article", "0", "0", "113_U.S._243", "en", "1", "MZMcBride", 1.0, 77.0, 77.0, 77.0, 0.0]
]
} ]
```
Time Ordering On Scans (#7133) * Moved Scan Builder to Druids class and started on Scan Benchmark setup * Need to form queries * It runs. * Stuff for time-ordered scan query * Move ScanResultValue timestamp comparator to a separate class for testing * Licensing stuff * Change benchmark * Remove todos * Added TimestampComparator tests * Change number of benchmark iterations * Added time ordering to the scan benchmark * Changed benchmark params * More param changes * Benchmark param change * Made Jon's changes and removed TODOs * Broke some long lines into two lines * nit * Decrease segment size for less memory usage * Wrote tests for heapsort scan result values and fixed bug where iterator wasn't returning elements in correct order * Wrote more tests for scan result value sort * Committing a param change to kick teamcity * Fixed codestyle and forbidden API errors * . * Improved conciseness * nit * Created an error message for when someone tries to time order a result set > threshold limit * Set to spaces over tabs * Fixing tests WIP * Fixed failing calcite tests * Kicking travis with change to benchmark param * added all query types to scan benchmark * Fixed benchmark queries * Renamed sort function * Added javadoc on ScanResultValueTimestampComparator * Unused import * Added more javadoc * improved doc * Removed unused import to satisfy PMD check * Small changes * Changes based on Gian's comments * Fixed failing test due to null resultFormat * Added config and get # of segments * Set up time ordering strategy decision tree * Refactor and pQueue works * Cleanup * Ordering is correct on n-way merge -> still need to batch events into ScanResultValues * WIP * Sequence stuff is so dirty :( * Fixed bug introduced by replacing deque with list * Wrote docs * Multi-historical setup works * WIP * Change so batching only occurs on broker for time-ordered scans Restricted batching to broker for time-ordered queries and adjusted tests Formatting Cleanup * Fixed mistakes in merge * Fixed failing tests * Reset config * Wrote tests and added Javadoc * Nit-change on javadoc * Checkstyle fix * Improved test and appeased TeamCity * Sorry, checkstyle * Applied Jon's recommended changes * Checkstyle fix * Optimization * Fixed tests * Updated error message * Added error message for UOE * Renaming * Finish rename * Smarter limiting for pQueue method * Optimized n-way merge strategy * Rename segment limit -> segment partitions limit * Added a bit of docs * More comments * Fix checkstyle and test * Nit comment * Fixed failing tests -> allow usage of all types of segment spec * Fixed failing tests -> allow usage of all types of segment spec * Revert "Fixed failing tests -> allow usage of all types of segment spec" This reverts commit ec470288c7b725f5310bcf69d1db9f85ff509c8d. * Revert "Merge branch '6088-Time-Ordering-On-Scans-N-Way-Merge' of github.com:justinborromeo/incubator-druid into 6088-Time-Ordering-On-Scans-N-Way-Merge" This reverts commit 57033f36df6e3ef887e5f0399ad74bb091306de8, reversing changes made to 8f01d8dd16f40d10c60519ca0ec0d2e6b2dde941. * Check type of segment spec before using for time ordering * Fix bug in numRowsScanned * Fix bug messing up count of rows * Fix docs and flipped boolean in ScanQueryLimitRowIterator * Refactor n-way merge * Added test for n-way merge * Refixed regression * Checkstyle and doc update * Modified sequence limit to accept longs and added test for long limits * doc fix * Implemented Clint's recommendations
2019-03-28 17:37:09 -04:00
## Time Ordering
The Scan query currently supports ordering based on timestamp for non-legacy queries. Note that using time ordering
will yield results that do not indicate which segment rows are from (`segmentId` will show up as `null`). Furthermore,
time ordering is only supported where the result set limit is less than `druid.query.scan.maxRowsQueuedForOrdering`
rows **or** all segments scanned have fewer than `druid.query.scan.maxSegmentPartitionsOrderedInMemory` partitions. Also,
time ordering is not supported for queries issued directly to historicals unless a list of segments is specified. The
reasoning behind these limitations is that the implementation of time ordering uses two strategies that can consume too
much heap memory if left unbounded. These strategies (listed below) are chosen on a per-Historical basis depending on
query result set limit and the number of segments being scanned.
1. Priority Queue: Each segment on a Historical is opened sequentially. Every row is added to a bounded priority
queue which is ordered by timestamp. For every row above the result set limit, the row with the earliest (if descending)
or latest (if ascending) timestamp will be dequeued. After every row has been processed, the sorted contents of the
priority queue are streamed back to the Broker(s) in batches. Attempting to load too many rows into memory runs the
risk of Historical nodes running out of memory. The `druid.query.scan.maxRowsQueuedForOrdering` property protects
from this by limiting the number of rows in the query result set when time ordering is used.
2. N-Way Merge: For each segment, each partition is opened in parallel. Since each partition's rows are already
time-ordered, an n-way merge can be performed on the results from each partition. This approach doesn't persist the entire
result set in memory (like the Priority Queue) as it streams back batches as they are returned from the merge function.
However, attempting to query too many partition could also result in high memory usage due to the need to open
decompression and decoding buffers for each. The `druid.query.scan.maxSegmentPartitionsOrderedInMemory` limit protects
from this by capping the number of partitions opened at any times when time ordering is used.
Both `druid.query.scan.maxRowsQueuedForOrdering` and `druid.query.scan.maxSegmentPartitionsOrderedInMemory` are
configurable and can be tuned based on hardware specs and number of dimensions being queried.
## Legacy mode
The Scan query supports a legacy mode designed for protocol compatibility with the former scan-query contrib extension.
In legacy mode you can expect the following behavior changes:
- The __time column is returned as "timestamp" rather than "__time". This will take precedence over any other column
you may have that is named "timestamp".
- The __time column is included in the list of columns even if you do not specifically ask for it.
- Timestamps are returned as ISO8601 time strings rather than integers (milliseconds since 1970-01-01 00:00:00 UTC).
Legacy mode can be triggered either by passing `"legacy" : true` in your query JSON, or by setting
2019-02-28 21:10:39 -05:00
`druid.query.scan.legacy = true` on your Druid processes. If you were previously using the scan-query contrib extension,
the best way to migrate is to activate legacy mode during a rolling upgrade, then switch it off after the upgrade
is complete.
Time Ordering On Scans (#7133) * Moved Scan Builder to Druids class and started on Scan Benchmark setup * Need to form queries * It runs. * Stuff for time-ordered scan query * Move ScanResultValue timestamp comparator to a separate class for testing * Licensing stuff * Change benchmark * Remove todos * Added TimestampComparator tests * Change number of benchmark iterations * Added time ordering to the scan benchmark * Changed benchmark params * More param changes * Benchmark param change * Made Jon's changes and removed TODOs * Broke some long lines into two lines * nit * Decrease segment size for less memory usage * Wrote tests for heapsort scan result values and fixed bug where iterator wasn't returning elements in correct order * Wrote more tests for scan result value sort * Committing a param change to kick teamcity * Fixed codestyle and forbidden API errors * . * Improved conciseness * nit * Created an error message for when someone tries to time order a result set > threshold limit * Set to spaces over tabs * Fixing tests WIP * Fixed failing calcite tests * Kicking travis with change to benchmark param * added all query types to scan benchmark * Fixed benchmark queries * Renamed sort function * Added javadoc on ScanResultValueTimestampComparator * Unused import * Added more javadoc * improved doc * Removed unused import to satisfy PMD check * Small changes * Changes based on Gian's comments * Fixed failing test due to null resultFormat * Added config and get # of segments * Set up time ordering strategy decision tree * Refactor and pQueue works * Cleanup * Ordering is correct on n-way merge -> still need to batch events into ScanResultValues * WIP * Sequence stuff is so dirty :( * Fixed bug introduced by replacing deque with list * Wrote docs * Multi-historical setup works * WIP * Change so batching only occurs on broker for time-ordered scans Restricted batching to broker for time-ordered queries and adjusted tests Formatting Cleanup * Fixed mistakes in merge * Fixed failing tests * Reset config * Wrote tests and added Javadoc * Nit-change on javadoc * Checkstyle fix * Improved test and appeased TeamCity * Sorry, checkstyle * Applied Jon's recommended changes * Checkstyle fix * Optimization * Fixed tests * Updated error message * Added error message for UOE * Renaming * Finish rename * Smarter limiting for pQueue method * Optimized n-way merge strategy * Rename segment limit -> segment partitions limit * Added a bit of docs * More comments * Fix checkstyle and test * Nit comment * Fixed failing tests -> allow usage of all types of segment spec * Fixed failing tests -> allow usage of all types of segment spec * Revert "Fixed failing tests -> allow usage of all types of segment spec" This reverts commit ec470288c7b725f5310bcf69d1db9f85ff509c8d. * Revert "Merge branch '6088-Time-Ordering-On-Scans-N-Way-Merge' of github.com:justinborromeo/incubator-druid into 6088-Time-Ordering-On-Scans-N-Way-Merge" This reverts commit 57033f36df6e3ef887e5f0399ad74bb091306de8, reversing changes made to 8f01d8dd16f40d10c60519ca0ec0d2e6b2dde941. * Check type of segment spec before using for time ordering * Fix bug in numRowsScanned * Fix bug messing up count of rows * Fix docs and flipped boolean in ScanQueryLimitRowIterator * Refactor n-way merge * Added test for n-way merge * Refixed regression * Checkstyle and doc update * Modified sequence limit to accept longs and added test for long limits * doc fix * Implemented Clint's recommendations
2019-03-28 17:37:09 -04:00
## Configuration Properties
|property|description|values|default|
|--------|-----------|------|-------|
|druid.query.scan.maxRowsQueuedForOrdering|The maximum number of rows returned when time ordering is used|An integer in [0, 2147483647]|100000|
|druid.query.scan.maxSegmentPartitionsOrderedInMemory|The maximum number of segments scanned per historical when time ordering is used|An integer in [0, 2147483647]|50|
|druid.query.scan.legacy|Whether legacy mode should be turned on for Scan queries|true or false|false|