select homeRuns, baseOnBalls, ADD(homeRuns, baseOnBalls) AS total
from baseballStats
WHERE teamID = 'ML1'
AND yearID = 1956
AND playerName = 'Henry Louis'
select DivWheelsOffs,
arrayConcatInt(DivWheelsOffs, DivWheelsOns) AS concatIds
from airlineStats
WHERE arraylength(DivWheelsOffs) >= 2
limit 5
arrayConcatLong
This section contains reference documentation for the arrayConcatLong function.
Concatenates two arrays of longs.
Signature
arrayConcatLong('colName1', 'colName2')
Usage Examples
This example assumes the multiValueTable columns mvCol1 and mvCol2 are both of type LONG with singleValueField in the table schema set to false.
arrayConcatString
This section contains reference documentation for the arrayConcatString function.
Concatenates two arrays of strings.
Signature
arrayConcatString('colName1', 'colName2')
arrayDistinctInt
This section contains reference documentation for the arrayDistinctInt function.
Returns unique values in an array of ints.
Signature
arrayDistinctInt('colName')
arrayContainsInt
This section contains reference documentation for the arrayContainsInt function.
Checks if int value exists in array.
Signature
arrayContainsInt('colName', valueToFind)
DISTINCTCOUNTHLL
This section contains reference documentation for the DISTINCTCOUNTHLL function.
Returns an approximate distinct count using HyperLogLog. It also takes an optional second argument to configure the log2m for the HyperLogLog.
For accurate distinct counting, see .
Signature
DISTINCTCOUNTHLL(colName, log2m)
exp
This section contains reference documentation for the exp function.
Euler’s number(e) raised to the power of col.
Signature
EXP(col1)
lower
This section contains reference documentation for the lower function.
Converts string to lower case.
Signature
LOWER(col)
lpad
This section contains reference documentation for the LPAD function.
string padded from the left side with pad to reach final size
Signature
LPAD(col, size, pad)
max
This section contains reference documentation for the max function.
Get the maximum value in a group
Signature
MAX(colName)
FLOOR
This section contains reference documentation for the FLOOR function.
Rounded down to the nearest integer.
Signature
FLOOR(col1)
AVGMV
This section contains reference documentation for the AVGMV function.
Get the avg of values in a group
Signature
AVGMV(colName)
ceil
This section contains reference documentation for the CEIL function.
Rounded up to the nearest integer.
Signature
CEIL(col1)
length
This section contains reference documentation for the length function.
calculate length of the string
Signature
LENGTH(col)
min
This section contains reference documentation for the min function.
Get the minimum value in a group
Signature
MIN(colName)
select mvCol1,
arrayConcatLong(mvCol1, mvCol2) AS concatLongs
from multiValueTable
WHERE arraylength(mvCol1) >= 2
limit 5
toBase64 returns Base64 encoded string of input binary data (bytes type).
fromBase64 returns binary data (represented as a Hex string) from Base64-encoded string.
Signature
toBase64(bytesCol)
fromBase64(stringCol)
Usage Examples
For better readability, the following examples converts string hello! into BYTES using function and converts the decoded BYTES into string using .
encoded
decoded
Note that without UTF8 string conversion, returned BYTES will be represented as a Hex string following Pinot's . See the example below.
decoded
Note that the following query will throw compilation error as string is not a valid input type for toBase64.
DISTINCTCOUNTBITMAPMV
This section contains reference documentation for the DISTINCTCOUNTHLLMV function.
Returns an approximate distinct count using HyperLogLog in a group
Signature
DISTINCTCOUNTHLLMV(colName)
Usage Examples
These examples are based on the .
value
arrayIndexOfInt
This section contains reference documentation for the arrayIndexOfInt function.
Finds the last index of the given value in the array starting at the given index.
Signature
arrayIndexOfInt('colName', valueToFind)
Usage Examples
These examples are based on the .
DivAirportIDs
index
arrayReverseInt
This section contains reference documentation for the arrayReverseInt function.
Reverses array of ints.
Signature
arrayReverseInt('colName')
Usage Examples
These examples are based on the .
DivAirportIDs
reversedIds
DIV
This section contains reference documentation for the DIV function.
Quotient of two values
Signature
DIV(col1, col2)
Usage Examples
These examples are based on the .
homeRuns
numberOfGames
total
dayOfYear
This section contains reference documentation for the dayOfYear function.
Returns the day of the year from the given epoch millis in UTC or specified timezone. The value ranges from 1 to 366.
Signature
dayOfYear(tsInMillis)
dayOfYear(tsInMillis, timeZoneId)
doy(tsInMillis)
doy(tsInMillis, timeZoneId)
Usage Examples
dayOfYear
dayOfYear
dayOfYear
dayOfYear
CHR
This section contains reference documentation for the CHR function.
the character corresponding to the Unicode codepoint
Signature
CHR(codepoint)
Usage Examples
value
DISTINCTCOUNTRAWHLL
This section contains reference documentation for the DISTINCTCOUNTRAWHLL function.
Returns HLL response serialized as string. The serialized HLL can be converted back into an HLL and then aggregated with other HLLs. A common use case may be to merge HLL responses from different Pinot tables, or to allow aggregation after client-side batching.
Signature
DISTINCTCOUNTRAWHLL(colName, log2m)
Usage Examples
These examples are based on the .
value
value
arraySortInt
This section contains reference documentation for the arraySortInt function.
Sorts array of ints.
Signature
arraySortInt('colName')
Usage Examples
These examples are based on the .
DivAirportIDs
sortedIds
hour
This section contains reference documentation for the hour function.
Returns the hour of the day from the given epoch millis in UTC or specified timezone. The value ranges from 0 to 23.
Signature
hour(tsInMillis)
hour(tsInMillis, timeZoneId)
Usage Examples
hour
hour
codepoint
This section contains reference documentation for the CODEPOINT function.
the Unicode codepoint of the first character of the string
Signature
CODEPOINT(col)
Usage Examples
value
concat
This section contains reference documentation for the concat function.
Concatenate two input strings using the seperator
Signature
CONCAT(col1, col2, seperator)
Usage Examples
value
value
arrayDistinctString
This section contains reference documentation for the arrayDistinctString function.
Returns unique values in an array of strings.
Signature
arrayDistinctString('colName')
Usage Examples
These examples are based on the .
DivTailNums
unique
DISTINCTCOUNTHLLMV
This section contains reference documentation for the DISTINCTCOUNTBITMAPMV function.
Returns the count of distinct row values in a group. This function is accurate for INT or dictionary encoded column, but approximate for other cases where hash codes are used in distinct counting and there may be hash collision.
Signature
DISTINCTCOUNTBITMAPMV(colName)
Usage Examples
These examples are based on the .
value
value
count
This section contains reference documentation for the count function.
Get the count of rows in a group
Signature
COUNT(colName)
Usage Examples
These examples are based on the .
value
arrayRemoveInt
This section contains reference documentation for the arrayRemoveInt function.
Removes value from array of ints.
Signature
arrayRemoveInt('colName', value)
Usage Examples
These examples are based on the .
DivAirportIDs
value
DISTINCTCOUNTRAWHLLMV
This section contains reference documentation for the DISTINCTCOUNTRAWHLLMV function.
Returns HLL response serialized as string. The serialized HLL can be converted back into an HLL and then aggregated with other HLLs. A common use case may be to merge HLL responses from different Pinot tables, or to allow aggregation after client-side batching.
Signature
DISTINCTCOUNTRAWHLLMV(colName, log2m)
Usage Examples
These examples are based on the .
value
value
arrayIndexOfString
This section contains reference documentation for the arrayIndexOfString function.
Finds the last index of the given value in the array starting at the given index.
Signature
arrayIndexOfString('colName', valueToFind)
Usage Examples
These examples are based on the .
DivTailNums
index
COUNTMV
This section contains reference documentation for the COUNTMV function.
Get the count of rows in a group
Signature
COUNTMV(colName)
Usage Examples
These examples are based on the .
The following query returns the documents that have a DivTailNums with more than one value:
DivTailNums
You can count the number of items in these rows by running the following query:
value
minute
This section contains reference documentation for the minute function.
Returns the minute of the hour from the given epoch millis in UTC or specified timezone. The value ranges from 0 to 59.
Signature
minute(tsInMillis)
minute(tsInMillis, timeZoneId)
Usage Examples
minute
minute
millisecond
This section contains reference documentation for the millisecond function.
Returns the millisecond of the second from the given epoch millis in UTC or specified timezone. The value ranges from 0 to 999.
Signature
millisecond(tsInMillis)
millisecond(tsInMillis, timeZoneId)
Usage Examples
millisecond
millisecond
month
This section contains reference documentation for the month function.
Returns the month of the year from the given epoch millis in UTC or specified timezone. The value ranges from 1 to 12.
Signature
month(tsInMillis)
month(tsInMillis, timeZoneId)
Usage Examples
month
month
MAXMV
This section contains reference documentation for the MAXMV function.
Get the maximum value in a group
Signature
MAXMV(colName)
Usage Examples
These examples are based on the .
value
ltrim
This section contains reference documentation for the ltrim function.
trim spaces from left side of the string
Signature
LTRIM(col)
Usage Examples
notTrimmed
trimmed
MOD
This section contains reference documentation for the MOD function.
Modulo of two values
Signature
MOD(col1, col2)
Usage Examples
value
value
minmaxrange
This section contains reference documentation for the minmaxrange function.
Returns the max - min value in a group
Signature
MINMAXRANGE(colName)
Usage Examples
These examples are based on the .
value
reverse
This section contains reference documentation for the reverse function.
Reverse the string
Signature
REVERSE(col)
Usage Examples
name
rtrim
This section contains reference documentation for the rtrim function.
rtrim spaces from right side of the string
Signature
RTRIM(col)
Usage Examples
notTrimmed
trimmed
MINMV
This section contains reference documentation for the MINMV function.
Get the minimum value in a group
Signature
MINMV(colName)
Usage Examples
These examples are based on the .
value
ARRAYLENGTH
This section contains reference documentation for the ARRAYLENGTH function.
Returns the length of a multi-value column
Signature
ARRAYLENGTH('colName')
arraySliceString
This section contains reference documentation for the arraySliceString function.
Returns the values in the array between the start and end positions.
Signature
arraySliceString('colName', start, end)
arraySortString
This section contains reference documentation for the arraySortString function.
Sorts array of strings.
Signature
arraySortString('colName')
Histogram
This section contains reference documentation for the HISTOGRAM function.
Returns the count of data points that fall within each bin as a vector. The bins are left-inclusive and right-exclusive, i.e. [a, b), except for the last one which is inclusive on both sides [a, b].
Signatures
DISTINCTCOUNTBITMAP
This section contains reference documentation for the DISTINCTCOUNTBITMAP function.
Returns the count of distinct row values in a group. This function is accurate for INT column, but approximate for other cases where hash codes are used in distinct counting and there may be hash collisions.
For accurate distinct counting on all column types, see .
Signature
DISTINCTCOUNTBITMAP(colName)
ln
This section contains reference documentation for the ln function.
Natural log of value i.e. ln(col1)
Signature
LN(col1)
DISTINCTCOUNTMV
This section contains reference documentation for the DISTINCTCOUNTMV function.
Returns the count of distinct row values in a group
Signature
DISTINCTCOUNTMV(colName)
FromEpoch
This section contains reference documentation for the fromEpoch functions.
Convert epoch to epoch milliseconds. The following time units are supported:
SECONDS
MINUTES
arrayUnionString
This section contains reference documentation for the arrayUnionString function.
Create a union of two arrays of strings.
Signature
arrayUnionString('colName1', 'colName2')
MD5
This section contains reference documentation for the MD5 function.
Return MD5 digest of binary column(bytes type) as hex string
Signature
MD5(bytesCol)
day
This section contains reference documentation for the day function.
Returns the day of the month from the given epoch millis in UTC or specified timezone. The value ranges from 1 to 31.
Signature
day(tsInMillis)
day(tsInMillis, timeZoneId)
percentileestmv
This section contains reference documentation for the PERCENTILEESTMV function.
Returns the Nth percentile of the group using algorithm.
Signature
PERCENTILEESTMV(colName, N)
percentiletdigest
This section contains reference documentation for the PERCENTILETDigest function.
Returns the Nth percentile of the group using .
Signature
PERCENTILETDigest(colName, percentile)
dayOfWeek
This section contains reference documentation for the dayOfWeek function.
Returns the day of the week from the given epoch millis in UTC timezone. The value ranges from 1(Monday) to 7(Sunday).
Signature
dayOfWeek(tsInMillis)
dayOfWeek(tsInMillis, timeZoneId)
now
This section contains reference documentation for the now function.
Return current time as epoch millis.
Signature
now()
rpad
This section contains reference documentation for the RPAD function.
string padded from the right side with pad to reach final size
Signature
RPAD(col, size, pad)
MINMAXRANGEMV
This section contains reference documentation for the MINMAXRANGEMV function.
Returns the max - min value in a group
Signature
MINMAXRANGEMV(colName)
mode
This section contains reference documentation for the mode function.
Get the most frequent value in a group. When multiple modes are present it gives the minimum of all the modes. This behavior can be overridden to get the maximum or the average mode.
Signature
MODE(colName, [reducerType])
regexpExtract
This section contains reference documentation for the regexpExtract function.
Extracts values that match the provided regular expression
Signature
regexpExtract(value, regexp)
regexpExtract(value, regexp, group)
mult
This section contains reference documentation for the MULT function.
Product of at least two values
Signature
MULT(col1, col2, col3...)
replace
This section contains reference documentation for the REPLACE function.
replace all instances of find with replace in input
Signature
REPLACE(col, find, replace)
JSONFORMAT
This section contains reference documentation for the JSONFORMAT function.
Extracts the object value from jsonField based on 'jsonPath', the result type is inferred based on JSON value. This function can only be used in an .
Signature
JSONFORMAT(object)
remove
This section contains reference documentation for the remove function.
select homeRuns, numberOfGames, DIV(homeRuns, numberOfGames) AS total
from baseballStats
WHERE teamID = 'ML1'
AND yearID = 1956
AND playerName = 'Henry Louis'
select homeRuns, baseOnBalls, MULT(homeRuns, baseOnBalls) AS total
from baseballStats
WHERE teamID = 'ML1'
AND yearID = 1956
AND playerName = 'Henry Louis'
Usage Examples
value
Goodbye, World
value
Hello, World
SELECT REPLACE('Hello, World', 'Hello', 'Goodbye') AS value
FROM ignoreMe
SELECT REPLACE('Hello, World', 'Hellow', 'Goodbye') AS value
FROM ignoreMe
Usage Examples
The usage examples are based on extracting fields from the following JSON document:
Expression
Value
JSONFORMAT(meta)
"{\"age\":12}"
This function can be used in the table config to extract the meta property into the data column, as described below:
select remove('foo bar foo sheep', 'foo') AS value
from ignoreMe
select RandomAirports,
arrayRemoveString(RandomAirports, 'SEA') AS value
from airlineStats
WHERE arraylength(RandomAirports) BETWEEN 2 AND 4
limit 5
SELECT toBase64(toUtf8('hello!')) AS encoded
FROM ignoreMe
SELECT fromUtf8(fromBase64('aGVsbG8h')) AS decoded
FROM ignoreMe
SELECT fromBase64('aGVsbG8h') AS decoded
FROM ignoreMe
SELECT toBase64('hello!') AS encoded
FROM ignoreMe
select DivAirportIDs,
arrayIndexOfInt(DivAirportIDs, 14683) AS index
from airlineStats
WHERE arraylength(DivAirportIDs) >= 2
limit 5
select DivAirportIDs,
arrayReverseInt(DivAirportIDs) AS reversedIds
from airlineStats
WHERE arraylength(DivAirportIDs) >= 2
limit 5
select dayOfYear(1639351800000, 'CET') AS dayOfYear
FROM ignoreMe
select doy(1639351800000) AS dayOfYear
FROM ignoreMe
select doy(1639351800000, 'CET') AS dayOfYear
FROM ignoreMe
select DISTINCTCOUNTRAWHLL(teamID, 1) AS value
from baseballStats
select DivAirportIDs,
arraySortInt(DivAirportIDs) AS sortedIds
from airlineStats
WHERE arraylength(DivAirportIDs) >= 2
limit 5
select DivTailNums,
arrayDistinctString(DivTailNums) AS unique
from airlineStats
WHERE arraylength(DivTailNums) >= 2
limit 5
select DISTINCTCOUNTBITMAPMV(DivTailNums) AS value
from airlineStats
where arraylength(DivTailNums) > 1
select DivAirportIDs,
arrayRemoveInt(DivAirportIDs, 12892) AS value
from airlineStats
WHERE arraylength(DivAirportIDs) >= 2
AND arrayContainsInt(DivAirportIDs, 12892) = 1
limit 5
select DISTINCTCOUNTRAWHLLMV(DivAirports, 1) AS value
from airlineStats
where arraylength(DivAirports) > 1
select COUNTMV(DivTailNums) AS value
from airlineStats
where arraylength(DivTailNums) > 1
select ARRAYLENGTH(RandomAirports) AS length, count(*)
from airlineStats
GROUP BY length
ORDER BY count(*) DESC
LIMIT 5
SELECT HISTOGRAM(numberOfGames, 0, 200, 10) AS histogram
FROM baseballStats
select HISTOGRAM(AtBatting, Array['-Infinity', 1, 10, 50, 100, 500, 1000]) AS histogram
from baseballStats
select DISTINCTCOUNTBITMAP(teamID) AS value
from baseballStats
select DISTINCTCOUNTMV(DivTailNums) AS value
from airlineStats
where arraylength(DivTailNums) > 1
select FromEpochSeconds(1613472303) AS epochMillis
FROM ignoreMe
select FromEpochMinutes(26891205) AS epochMillis
FROM ignoreMe
select FromEpochHours(448186) AS epochMillis
FROM ignoreMe
select FromEpochDays(18674) AS epochMillis
FROM ignoreMe
select day(1639351800000, 'CET') AS day
FROM ignoreMe
select dayOfMonth(1639351800000) AS day
FROM ignoreMe
select dayOfMonth(1639351800000, 'CET') AS day
FROM ignoreMe
select PERCENTILEESTMV(DivLongestGTimes, 90) AS value
from airlineStats
where arraylength(DivLongestGTimes) > 1
select PERCENTILEESTMV(DivLongestGTimes, 99.9) AS value
from airlineStats
where arraylength(DivLongestGTimes) > 1
select PERCENTILETDigest(homeRuns, 80) AS value
from baseballStats
select PERCENTILETDigest(homeRuns, 99.9) AS value
from baseballStats
select dayOfWeek(1639351800000, 'CET') AS dayOfWeek
FROM ignoreMe
select dow(1639351800000) AS dayOfWeek
FROM ignoreMe
select dow(1639351800000, 'CET') AS dayOfWeek
FROM ignoreMe
select mode(yearID, 'AVG') AS value
from baseballStats
WHERE AtBatting != 0 AND yearID > 2001
select mode(yearID, 'MIN') AS value
from baseballStats
WHERE AtBatting != 0 AND yearID > 2001
select mode(yearID, 'MAX') AS value
from baseballStats
WHERE AtBatting != 0 AND yearID > 2001
select regexpExtract('foo', '.*') AS value
from ignoreMe
select regexpExtract('foo123', '[0-9]+') AS value
from ignoreMe
select regexpExtract('foo123', '[^0-9]+') AS value
from ignoreMe
select regexpExtract('foo bar baz', '(\w+) (\w+)', 0) AS value
from ignoreMe
select regexpExtract('foo bar baz', '(\w+) (\w+)', 2) AS value
from ignoreMe
select regexpExtract('foo123', 'bar', 0, 'defaultValue') AS value
from ignoreMe
This section contains reference documentation for the DISTINCTCOUNTRAWTHETASKETCH function.
The Theta Sketch framework enables set operations over a stream of data, and can also be used for cardinality estimation. Pinot leverages the Sketch Class and its extensions from the library org.apache.datasketches:datasketches-java:1.2.0-incubating to perform distinct counting as well as evaluating set operations.
This section contains reference documentation for the percentile function.
Returns the max - min value in a group
Signature
percentile(colName, percentile)
Usage Examples
These examples are based on the .
value
value
value
percentilemv
This section contains reference documentation for the PERCENTILEMV function.
Returns the Nth percentile of the group where N is a decimal number between 0 and 100 inclusive
Signature
PERCENTILEMV(colName, N)
Usage Examples
These examples are based on the .
value
value
value
DISTINCTCOUNTTHETASKETCH
This section contains reference documentation for the DISTINCTCOUNTTHETASKETCH function.
The framework enables set operations over a stream of data, and can also be used for cardinality estimation. Pinot leverages the and its extensions from the library org.apache.datasketches:datasketches-java:1.2.0-incubating to perform distinct counting as well as evaluating set operations.
Signature
JSONPATHARRAY
This section contains reference documentation for the JSONPATHARRAY function.
Extracts an array from jsonField based on 'jsonPath', the result type is inferred based on JSON value. This function can only be used in an .
Signature
JSONPATHARRAY(jsonField, 'jsonPath')
DATETRUNC
This section contains reference documentation for the DATETRUNC function.
(Presto) SQL compatible date truncation, equivalent to the Presto function date_trunc.
Converts the value into a specified output granularity seconds since UTC epoch that is bucketed on a unit in a specified timezone.
Signature
JSONPATHLONG
This section contains reference documentation for the JSONPATHLONG function.
Extracts the Long value from jsonField based on 'jsonPath', use optional defaultValuefor null or parsing error. This function can only be used in an .
Signature
FromEpochBucket
This section contains reference documentation for the fromEpochBucket functions.
Convert epoch to epoch milliseconds. e.g. 10 seconds since epoch or 5 minutes since Epoch. The following time units are supported:
SECONDS
MINUTES
arrayContainsString
This section contains reference documentation for the arrayContainsString function.
Checks if string value exists in array.
Signature
arrayContainsString('colName', valueToFind)
percentileest
This section contains reference documentation for the percentileest function.
Returns the Nth percentile of the group using algorithm.
Signature
percentileest(colName, percentile)
FromDateTime
This section contains reference documentation for the FromDateTime function.
Converts a formatted date-time string to milliseconds, based on the provided .
Signature
FromDateTime(dateTimeString, pattern)
select FlightNum,
arraySliceString(RandomAirports, 0, 2) AS airports,
RandomAirports
from airlineStats
WHERE arraylength(RandomAirports) BETWEEN 2 AND 4
limit 5
select FlightNum,
arraySortString(RandomAirports) AS sortedAirports,
RandomAirports
from airlineStats
WHERE arraylength(RandomAirports) BETWEEN 2 AND 4
limit 5
select DivTailNums,
DivAirports,
arrayUnionString(DivTailNums, DivAirports) AS unionIds
from airlineStats
WHERE arraylength(DivTailNums) >= 2
limit 5
424
SEA,PSC
SEA,PSC,PHX,MSY
3162
SEA,PSC
SEA,PSC,PHX,MSY
1206
PSC,SEA
SEA,PSC
5300
PSC,SEA
SEA,PSC
N344AA,N344AA
MCI,BOS
N344AA,MCI,BOS
Currently, the only supported parameter is nominalEntries (defaults to 4096).
predicates (optional)_: _ These are individual predicates of form lhs <op> rhs which are applied on rows selected by the where clause. During intermediate sketch aggregation, sketches from the thetaSketchColumn that satisfies these predicates are unionized individually. For example, all filtered rows that match country=USA are unionized into a single sketch. Complex predicates that are created by combining (AND/OR) of individual predicates is supported.
postAggregationExpressionToEvaluate (required): The set operation to perform on the individual intermediate sketches for each of the predicates. Currently supported operations are SET_DIFF, SET_UNION, SET_INTERSECT , where DIFF requires two arguments and the UNION/INTERSECT allow more than two arguments.
thetaSketchColumn (required): Name of the column to aggregate on.
thetaSketchParams (required): Parameters for constructing the intermediate theta-sketches.
Currently, the only supported parameter is nominalEntries (defaults to 4096).
predicates (optional)_: _ These are individual predicates of form lhs <op> rhs which are applied on rows selected by the where clause. During intermediate sketch aggregation, sketches from the thetaSketchColumn that satisfies these predicates are unionized individually. For example, all filtered rows that match country=USA are unionized into a single sketch. Complex predicates that are created by combining (AND/OR) of individual predicates is supported.
postAggregationExpressionToEvaluate (required): The set operation to perform on the individual intermediate sketches for each of the predicates. Currently supported operations are SET_DIFF, SET_UNION, SET_INTERSECT , where DIFF requires two arguments and the UNION/INTERSECT allow more than two arguments.
We can also provide predicates and a post aggregation expression to compute more complicated cardinalities. For example, we could can find the intersection of the following queries:
inputTimeUnitStr and outputTimeUnitStr support the following values:
NANOSECONDS
MICROSECONDS
MILLISECONDS
SECONDS
MINUTES
HOURS
DAYS
Usage Examples
Truncates an epoch in milliseconds at WEEK (where a Week starts at Monday UTC midnight):
or
ts
1639353600000
Truncates an epoch in milliseconds at WEEK (where a Week starts at Monday UTC midnight) in the UTC time zone, returning a result in epoch in seconds in UTC timezone:
ts
1639353600
Truncates an epoch in milliseconds at WEEK (where a Week starts at Monday UTC midnight) in the CET time zone, returning a result in epoch in seconds in UTC timezone:
ts
1639350000
Truncates an epoch in milliseconds at QUARTER in the Los Angeles time zone (where a Quarter begins on Jan 1st, April 1st, July 1st, October 1st in Los Angeles timezone), returning a result in hours since UTC epoch:
select distinctCountRawThetaSketch(teamID) AS value
from baseballStats
select distinctCountRawThetaSketch(teamID, 'nominalEntries=10') AS value
from baseballStats
select distinctCountRawThetaSketch(
yearID,
'nominalEntries=4096',
'teamID = ''SFN'' AND numberOfGames=28 AND homeRuns=1',
'teamID = ''CHN'' AND numberOfGames=28 AND homeRuns=1',
'SET_INTERSECT($1, $2)'
) AS value
from baseballStats
select FlightNum,
arrayReverseString(RandomAirports) AS reversedAirports,
RandomAirports
from airlineStats
WHERE arraylength(RandomAirports) BETWEEN 2 AND 4
limit 5
select DivWheelsOffs,
DivWheelsOns,
arrayUnionInt(DivWheelsOffs, DivWheelsOns) AS unionIds
from airlineStats
WHERE arraylength(DivWheelsOffs) >= 2
limit 5
select DISTINCT league AS value
from baseballStats
select DISTINCT(league) AS value
from baseballStats
select FlightNum,
arraySliceInt(DivAirportIDs, 0, 1) AS airports,
DivAirportIDs
from airlineStats
WHERE arraylength(DivAirportIDs) >= 2
limit 5
select quarter(1633046399000, 'UTC') AS quarter
FROM ignoreMe
select quarter(1633046399000, 'CET') AS quarter
FROM ignoreMe
select PERCENTILETDIGESTMV(DivLongestGTimes, 90) AS value
from airlineStats
where arraylength(DivLongestGTimes) > 1
select PERCENTILETDIGESTMV(DivLongestGTimes, 99.9) AS value
from airlineStats
where arraylength(DivLongestGTimes) > 1
select percentile(homeRuns, 80) AS value
from baseballStats
select percentile(homeRuns, 99.9) AS value
from baseballStats
select PERCENTILEMV(DivLongestGTimes, 90) AS value
from airlineStats
where arraylength(DivLongestGTimes) > 1
select PERCENTILEMV(DivLongestGTimes, 99.9) AS value
from airlineStats
where arraylength(DivLongestGTimes) > 1
select distinctCountThetaSketch(teamID) AS value
from baseballStats
select distinctCountThetaSketch(teamID, 'nominalEntries=10') AS value
from baseballStats
select yearID
from baseballStats
where teamID = 'SFN' AND numberOfGames = 28 AND homeRuns = 1
select yearID
from baseballStats
where teamID = 'CHN' AND numberOfGames = 28 AND homeRuns = 1
select distinctCountThetaSketch(
yearID,
'nominalEntries=4096',
'teamID = ''SFN'' AND numberOfGames=28 AND homeRuns=1',
'teamID = ''CHN'' AND numberOfGames=28 AND homeRuns=1',
'SET_INTERSECT($1, $2)'
) AS value
from baseballStats
select dateTrunc('week', 1639480981746) AS ts
FROM ignoreMe
select dateTrunc('week', 1639480981746, 'MILLISECONDS') AS ts
FROM ignoreMe
select dateTrunc(
'week',
1639480981746,
'MILLISECONDS',
'UTC',
'SECONDS'
) AS ts
FROM ignoreMe
select dateTrunc(
'week',
1639480981746,
'MILLISECONDS',
'CET',
'SECONDS'
) AS ts
FROM ignoreMe
select dateTrunc(
'quarter',
1639480981746,
'MILLISECONDS',
'America/Los_Angeles',
'HOURS'
) AS ts
FROM ignoreMe
select FromEpochSecondsBucket(1613472303, 1) AS bucket
FROM ignoreMe
select FromEpochSecondsBucket(1613472303, 2) AS bucket
FROM ignoreMe
select FromEpochMinutesBucket(2689120, 10) AS bucket
FROM ignoreMe
select FromEpochHoursBucket(89637, 5) AS bucket
FROM ignoreMe
select FromEpochDaysBucket(1867, 10) AS bucket
FROM ignoreMe
select percentileest(homeRuns, 80) AS value
from baseballStats
select percentileest(homeRuns, 99.9) AS value
from baseballStats
SELECT FromDateTime('2019-08-07', 'yyyy-MM-dd') AS epochMillis
FROM ignoreMe
SELECT FromDateTime(
'2019-08-07 3:12:13 PM',
'yyyy-MM-dd hh:mm:ss a'
) AS epochMillis
FROM ignoreMe
SELECT FromDateTime(
'2019-08-07T15:12:13',
'yyyy-MM-dd''T''HH:mm:ss'
) AS epochMillis
FROM ignoreMe
SELECT FromDateTime(
'2019-08-07T07:12:13-0800',
'yyyy-MM-dd''T''HH:mm:ssZ'
) AS epochMillis
FROM ignoreMe
Arguments
Description
jsonField
An Identifier/Expression contains JSON documents.
'jsonPath'
Follows to read values from JSON documents.
'jsonPath'` is a literal. Pinot uses single quotes to distinguish them from identifiers.
You can use the Jayway JsonPath Evaluator Tool to test JSON expressions before you import any data.
Usage Examples
The usage examples are based on extracting fields from the following JSON document:
This function can be used in the table config to extract the name, score, and second value of homework_grades into their respective columns , as described below:
'jsonPath'` is a literal. Pinot uses single quotes to distinguish them from identifiers.
You can use the Jayway JsonPath Evaluator Tool to test JSON expressions before you import any data.
Usage Examples
The usage examples are based on extracting fields from the following JSON document:
Expression
Value
JSONPATHLONG(data, '$.age')
24
This function can be used in the table config to extract the age property into the age column, as described below:
'jsonPath'and`` ``'results_type'are literals. Pinot uses single quotes to distinguish them from identifiers.
Usage Examples
The examples in this section are based on the . In particular we'll be querying the row WHERE id = 7044874109:
repo
The following examples show how to use the JSONEXTRACTSCALAR function:
id
name
id
name
JSONPATHSTRING
This section contains reference documentation for the JSONPATHSTRING function.
Extracts the String value from jsonField based on 'jsonPath', use optional defaultValuefor null or parsing error. This function can only be used in an ingestion transformation function.
'jsonPath'` is a literal. Pinot uses single quotes to distinguish them from identifiers.
You can use the to test JSON expressions before you import any data.
Usage Examples
The usage examples are based on extracting fields from the following JSON document:
Expression
Value
This function can be used in the to extract the age property into the age column, as described below:
JSONPATHARRAYDEFAULTEMPTY
This section contains reference documentation for the JSONPATHARRAYDEFAULTEMPTY function.
Extracts an array from jsonField based on 'jsonPath', the result type is inferred based on JSON value. Returns empty array for null or parsing error. This function can only be used in an ingestion transformation function.
Signature
JSONPATHARRAYDEFAULTEMPTY(jsonField, 'jsonPath')
Arguments
Description
'jsonPath'` is a literal. Pinot uses single quotes to distinguish them from identifiers.
You can use the to test JSON expressions before you import any data.
Usage Examples
The usage examples are based on extracting fields from the following JSON document:
Expression
Value
This function can be used in the to extract the name, score, and second value of homework_grades into their respective columns , as described below:
JSONPATH
This section contains reference documentation for the JSONPATH function.
Extracts the object value from jsonField based on 'jsonPath', the result type is inferred based on JSON value. This function can only be used in an ingestion transformation function.
Signature
JSONPATH(jsonField, 'jsonPath')
Arguments
Description
'jsonPath'` is a literal. Pinot uses single quotes to distinguish them from identifiers.
You can use the to test JSON expressions before you import any data.
Usage Examples
The usage examples are based on extracting fields from the following JSON document:
Expression
Value
This function can be used in the to extract the name property into the name column and age property into the age column, as described below:
DISTINCTCOUNT
This section contains reference documentation for the DISTINCTCOUNT function.
Returns the count of distinct row values in a group
inputFormat and outputFormat are defined using the following structure:
<time size>:<time unit>:<time format>:<pattern>
where:
time size - size of the time unit eg: 1, 10
time unit - DAYS, HOURS, MINUTES, SECONDS, MILLISECONDS
granularity is specified in the format <time size>:<time unit>.
Usage Examples
These examples are based on the .
created_at_timestamp from milliseconds since epoch to days since epoch, bucketed to 1 day granularity:
id
created_at_timestamp
timeInMs
convertedTime
created_at_timestamp bucketed to 15 minutes granularity:
id
created_at_timestamp
timeInMs
convertedTime
created_at_timestamp to format yyyy-MM-dd, bucketed to 1 days granularity:
id
created_at_timestamp
timeInMs
convertedTime
created_at_timestamp to format yyyy-MM-dd HH:mm, in timezone Pacific/Kiritimati:
id
created_at_timestamp
timeInMs
convertedTime
created_at_timestamp to format yyyy-MM-dd, in timezone Pacific/Kiritimati and bucketed to 1 day granularity:
id
created_at_timestamp
timeInMs
convertedTime
regexpReplace
This section contains reference documentation for the regexpReplace function
Find and replace a string or regexp pattern with a target string or regexp pattern. If matchStr is not found, inputStr will be returned. By default, all occurrences of match pattern in the input string will be replaced. Default matching mode is case sensitive.
The input string or the column name on which regexpReplace function should be applied.
matchRegexp
The regular expression or string used to match against the input string or column value.
replaceRegexp
The regular expression or string to replace if a match is found.
matchStartPos
Index of inputStr from where matching should start. Counting starts and 0. Default value is 0 if not specified.
occurrence
Controls which occurence of the matched pattern must be replaced. Counting starts at 0. Default value is -1 if not specified
flag
Single character flag that controls how the regex finds matches in inputStr. If an incorrect flag is specified, the function applies default case sensitive match. Only one flag can be specified. Supported flags are:
i -> case insensitive match
Usage Examples
Example 1
In the example below, shows a simple string find and replace example where all occurrences of the matched string o is replaced with string x.
value
Example 2
The example below shows how a regexp pattern containing consecutive digits is found and replaced with a simple string bar.
value
Example 3
The example below shows how a regexp pattern containing consecutive non-digits is found and replaced with a simple string bar.
value
Example 4
The following example demonstrates how replaceStr can contain backreferences to substrings captured by the matchStr regular expression. Backreferences are indicated by $n where n can range from 0-9. In the example below, every character in the input is replaced by the character appended with a space.
value
Example 5
This example shows how regexpReplace can be used to remove extra whitespaces between words in an input string.
value
Example 6
This example shows the power of backreferencing can be used in regexpReplace to format phone numbers.
value
Example 7
This example shows how the matchStartPos parameter can be used. Since the matchStartPos is set to 4, pattern matching against the inputStr begins at index 4 there by leading to the string healthy not being replaced.
value
Example 8
This example shows how the occurence parameter can be used. In the example below, the matchStr regular expression matches against three instances in the input - healthy, wealthy and stealthy. As the occurence is specified to 2, the second occurence (counting from zero) stealthy is replaced with something
value
Example 9
The example below shows the usage of the flag parameter. Here the case insensitive flag i is specified.
value
Example 10
The examples below show some sample queries using regexpReplace in there WHERE clause of a query.
jsonextractkey
This section contains reference documentation for the JSONEXTRACTKEY function.
Extracts all matched JSON field keys based on 'jsonPath' into a STRING_ARRAY.
Signature
JSONEXTRACTKEY(jsonField, 'jsonPath')
Arguments
Description
'jsonPath'` is a literal. Pinot uses single quotes to distinguish them from identifiers.
Usage Examples
The examples in this section are based on the . In particular we'll be querying the row WHERE id = 7044874109.
id
repo
keys
,
MICROSECONDS
,
NANOSECONDS
time format
EPOCH
SIMPLE_DATE_FORMAT pattern - defined in case of SIMPLE_DATE_FORMAT e.g. yyyy-MM-dd. A specific timezone can be passed using tz(timezone). Timezone can be long or short string format timezone. e.g. Asia/Kolkata or PDT
select id,
created_at_timestamp,
cast(created_at_timestamp AS long) AS timeInMs,
DATETIMECONVERT(
created_at_timestamp,
'1:MILLISECONDS:EPOCH',
'1:DAYS:EPOCH',
'1:DAYS'
) AS convertedTime
from githubEvents
WHERE id = 7044874134
select id,
created_at_timestamp,
cast(created_at_timestamp AS long) AS timeInMs,
DATETIMECONVERT(
created_at_timestamp,
'1:MILLISECONDS:EPOCH',
'1:MILLISECONDS:EPOCH',
'15:MINUTES'
) AS convertedTime
from githubEvents
WHERE id = 7044874134
select id,
created_at_timestamp,
cast(created_at_timestamp AS long) AS timeInMs,
DATETIMECONVERT(
created_at_timestamp,
'1:MILLISECONDS:EPOCH',
'1:DAYS:SIMPLE_DATE_FORMAT:yyyy-MM-dd',
'1:DAYS'
) AS convertedTime
from githubEvents
WHERE id = 7044874134
select id,
created_at_timestamp,
cast(created_at_timestamp AS long) AS timeInMs,
DATETIMECONVERT(
created_at_timestamp,
'1:MILLISECONDS:EPOCH',
'1:MILLISECONDS:SIMPLE_DATE_FORMAT:yyyy-MM-dd HH:mm tz(Pacific/Kiritimati)',
'1:MILLISECONDS'
) AS convertedTime
from githubEvents
WHERE id = 7044874134
select id,
created_at_timestamp,
cast(created_at_timestamp AS long) AS timeInMs,
DATETIMECONVERT(
created_at_timestamp,
'1:MILLISECONDS:EPOCH',
'1:MILLISECONDS:SIMPLE_DATE_FORMAT:yyyy-MM-dd HH:mm tz(Pacific/Kiritimati)',
'1:DAYS'
) AS convertedTime
from githubEvents
WHERE id = 7044874134
select regexpReplace('foo', 'o', 'x') AS value
from myTable
select regexpReplace('foo123', '[0-9]+', 'bar') AS value
from myTable
select regexpReplace('foo123', '[^0-9]+', 'bar') AS value
from myTable
select regexpReplace('foo', '(.)', '$1 ') AS value
from myTable
select regexpReplace('Pinot is blazing fast', '( ){2,}', ' ') AS value
from myTable
select regexpReplace('11234567898','(\\d)(\\d{3})(\\d{3})(\\d{4})', '$1-($2) $3-$4') AS value
from myTable
select regexpReplace('healthy, wealthy, stealthy and wise','\\w+thy', 'something', 4) AS value
from myTable
select regexpReplace('healthy, wealthy, stealthy and wise','\\w+thy', 'something', 0, 2) AS value
from myTable
select regexpReplace('healthy, wealthy, stealthy and wise','\\w+THY', 'something', 0, 0, 'i') AS value
from myTable
SELECT col1, col2
FROM myTable
WHERE regexpReplace(stateCode, '[VC]A', 'TEST') = 'TEST'
SELECT count(*)
FROM myTable
WHERE contains(regexpReplace(stateCode, '(C)(A)', '$1TEST$2'), 'CTESTA')
select id, repo, JSONEXTRACTKEY(repo, '$.*') AS keys
from githubEvents
WHERE id = 7044874109
JSONPATHDOUBLE
This section contains reference documentation for the JSONPATHDOUBLE function.
Extracts the Double value from jsonField based on 'jsonPath', use optional defaultValuefor null or parsing error. This function can only be used in an ingestion transformation function.
'jsonPath'` is a literal. Pinot uses single quotes to distinguish them from identifiers.
You can use the to test JSON expressions before you import any data.
Usage Examples
The usage examples are based on extracting fields from the following JSON document:
Expression
Value
This function can be used in the to extract the age property into the age column, as described below: