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SparkSql的内置函数

1 SparkSql的内置函数

• 1 !
• 2 %
• 3 &
• 4 *
• 5 +
• 6 -
• 7 /
• 8 <
• 9 <=
• 10 <=>
• 11 =
• 12 ==
• 13 >
• 14 >=
• 15 ^
• 16 abs
• 17 acos
• 18 add_months
• 19 and
• 20 approx_count_distinct
• 21 approx_percentile
• 22 array
• 23 array_contains
• 24 ascii
• 25 asin
• 26 assert_true
• 27 atan
• 28 atan2
• 29 avg
• 30 base64
• 31 bigint
• 32 bin
• 33 binary
• 34 bit_length
• 35 boolean
• 36 bround
• 37 cast
• 38 cbrt
• 39 ceil
• 40 ceiling
• 41 char
• 42 char_length
• 43 character_length
• 44 chr
• 45 coalesce
• 46 collect_list
• 47 collect_set
• 48 concat
• 49 concat_ws
• 50 conv
• 51 corr
• 52 cos
• 53 cosh
• 54 cot
• 55 count
• 56 count_min_sketch
• 57 covar_pop
• 58 covar_samp
• 59 crc32
• 60 cube
• 61 cume_dist
• 62 current_database
• 63 current_date
• 64 current_timestamp
• 65 date
• 66 date_add
• 67 date_format
• 68 date_sub
• 69 date_trunc
• 70 datediff
• 71 day
• 72 dayofmonth
• 73 dayofweek
• 74 dayofyear
• 75 decimal
• 76 decode
• 77 degrees
• 78 dense_rank
• 79 double
• 80 e
• 81 elt
• 82 encode
• 83 exp
• 84 explode
• 85 explode_outer
• 86 expm1
• 87 factorial
• 88 find_in_set
• 89 first
• 90 first_value
• 91 float
• 92 floor
• 93 format_number
• 94 format_string
• 95 from_json
• 96 from_unixtime
• 97 from_utc_timestamp
• 98 get_json_object
• 99 greatest
• 100 grouping
• 101 grouping_id
• 102 hash
• 103 hex
• 104 hour
• 105 hypot
• 106 if
• 107 ifnull
• 108 in
• 109 initcap
• 110 inline
• 111 inline_outer
• 112 input_file_block_length
• 113 input_file_block_start
• 114 input_file_name
• 115 instr
• 116 int
• 117 isnan
• 118 isnotnull
• 119 isnull
• 120 java_method
• 121 json_tuple
• 122 kurtosis
• 123 lag
• 124 last
• 125 last_day
• 126 last_value
• 127 lcase
• 128 lead
• 129 least
• 130 left
• 131 length
• 132 levenshtein
• 133 like
• 134 ln
• 135 locate
• 136 log
• 137 log10
• 138 log1p
• 139 log2
• 140 lower
• 141 lpad
• 142 ltrim
• 143 map
• 144 map_keys
• 145 map_values
• 146 max
• 147 md5
• 148 mean
• 149 min
• 150 minute
• 151 mod
• 152 monotonically_increasing_id
• 153 month
• 154 months_between
• 155 named_struct
• 156 nanvl
• 157 negative
• 158 next_day
• 159 not
• 160 now
• 161 ntile
• 162 nullif
• 163 nvl
• 164 nvl2
• 165 octet_length
• 166 or
• 167 parse_url
• 168 percent_rank
• 169 percentile
• 170 percentile_approx
• 171 pi
• 172 pmod
• 173 posexplode
• 174 posexplode_outer
• 175 position
• 176 positive
• 177 pow
• 178 power
• 179 printf
• 180 quarter
• 181 radians
• 182 rand
• 183 randn
• 184 rank
• 185 reflect
• 186 regexp_extract
• 187 regexp_replace
• 188 repeat
• 189 replace
• 190 reverse
• 191 right
• 192 rint
• 193 rlike
• 194 rollup
• 195 round
• 196 row_number
• 197 rpad
• 198 rtrim
• 199 second
• 200 sentences
• 201 sha
• 202 sha1
• 203 sha2
• 204 shiftleft
• 205 shiftright
• 206 shiftrightunsigned
• 207 sign
• 208 signum
• 209 sin
• 210 sinh
• 211 size
• 212 skewness
• 213 smallint
• 214 sort_array
• 215 soundex
• 216 space
• 217 spark_partition_id
• 218 split
• 219 sqrt
• 220 stack
• 221 std
• 222 stddev
• 223 stddev_pop
• 224 stddev_samp
• 225 str_to_map
• 226 string
• 227 struct
• 228 substr
• 229 substring
• 230 substring_index
• 231 sum
• 232 tan
• 233 tanh
• 234 timestamp
• 235 tinyint
• 236 to_date
• 237 to_json
• 238 to_timestamp
• 239 to_unix_timestamp
• 240 to_utc_timestamp
• 241 translate
• 242 trim
• 243 trunc
• 244 ucase
• 245 unbase64
• 246 unhex
• 247 unix_timestamp
• 248 upper
• 249 uuid
• 250 var_pop
• 251 var_samp
• 252 variance
• 253 weekofyear
• 254 when
• 255 window
• 256 xpath
• 257 xpath_boolean
• 258 xpath_double
• 259 xpath_float
• 260 xpath_int
• 261 xpath_long
• 262 xpath_number
• 263 xpath_short
• 264 xpath_string
• 265 year
• 266 |
• 267 ~

!
! expr :逻辑非。

%
expr1 % expr2 - 返回 expr1/expr2 的余数.

例子:

SELECT 2 % 1.8;

0.2

SELECT MOD(2, 1.8);

0.2

&
expr1 & expr2 - 返回 expr1 和 expr2 的按位AND的结果。

例子:

SELECT 3 & 5;

1

*
expr1 * expr2 - 返回 expr1*expr2.

例子:

SELECT 2 * 3;

6

+
expr1 + expr2 - 返回 expr1+expr2.

例子:

SELECT 1 + 2;

3

-
expr1 - expr2 - 返回 expr1-expr2.

例子:

SELECT 2 - 1;

1

/
expr1 / expr2 - 返回 expr1/expr2,返回结果总是浮点数。

例子:

SELECT 3 / 2;

1.5

SELECT 2L / 2L;

1.0

<
expr1 < expr2 - 如果 expr1 小于 expr2 则返回 true.

参数:
expr1, expr2 - 比较的两个参数类型必须一致,或者可以转换成一样的类型,而且这个类型支持排序。比如 map 类型就是不支持比较的,所以这个操作符不支持 map 类型的参数。

例子:

SELECT 1 < 2;

true

SELECT 1.1 < ‘1’;

false

SELECT to_date(‘2009-07-30 04:17:52’) < to_date(‘2009-07-30 04:17:52’);

false

SELECT to_date(‘2009-07-30 04:17:52’) < to_date(‘2009-08-01 04:17:52’);

true

SELECT 1 < NULL;

NULL

<=
expr1 <= expr2 - 如果 expr1 小于等于 expr2。

例子:
expr1, expr2 - 比较的两个参数类型必须一致,或者可以转换成一样的类型,而且这个类型支持排序。比如 map 类型就是不支持比较的,所以这个操作符不支持 map 类型的参数。

例子:

SELECT 2 <= 2;

true

SELECT 1.0 <= ‘1’;

true

SELECT to_date(‘2009-07-30 04:17:52’) <= to_date(‘2009-07-30 04:17:52’);

true

SELECT to_date(‘2009-07-30 04:17:52’) <= to_date(‘2009-08-01 04:17:52’);

true

SELECT 1 <= NULL;

NULL

<=>
expr1 <=> expr2 - 返回的结果和 EQUAL(=) 一样。如果操作符两边都是 null,该操作符返回 true;仅一边为null则返回false。

参数:
expr1, expr2 - 比较的两个参数类型必须一致,或者可以转换成一样的类型,而且这个类型支持排序。比如 map 类型就是不支持比较的,所以这个操作符不支持 map 类型的参数。
例子:

SELECT 2 <=> 2;

true

SELECT 1 <=> ‘1’;

true

SELECT true <=> NULL;

false

SELECT NULL <=> NULL;

true

=
expr1 = expr2 - 如果 expr1 等于 expr2 则返回true,否则返回false。

参数:
expr1, expr2 - 比较的两个参数类型必须一致,或者可以转换成一样的类型,而且这个类型支持排序。比如 map 类型就是不支持比较的,所以这个操作符不支持 map 类型的参数。
例子:

SELECT 2 = 2;

true

SELECT 1 = ‘1’;

true

SELECT true = NULL;

NULL

SELECT NULL = NULL;

NULL

==
expr1 == expr2 - 如果 expr1 等于 expr2 则返回true,否则返回false。

参数:
expr1, expr2 - 比较的两个参数类型必须一致,或者可以转换成一样的类型,而且这个类型支持排序。比如 map 类型就是不支持比较的,所以这个操作符不支持 map 类型的参数。
例子:

SELECT 2 == 2;

true

SELECT 1 == ‘1’;

true

SELECT true == NULL;

NULL

SELECT NULL == NULL;

NULL

expr1 > expr2 - 如果 expr1 大于 expr2 则返回 true。

参数:
expr1, expr2 - 比较的两个参数类型必须一致,或者可以转换成一样的类型,而且这个类型支持排序。比如 map 类型就是不支持比较的,所以这个操作符不支持 map 类型的参数。
例子:

SELECT 2 > 1;

true

SELECT 2 > ‘1.1’;

true

SELECT to_date(‘2009-07-30 04:17:52’) > to_date(‘2009-07-30 04:17:52’);

false

SELECT to_date(‘2009-07-30 04:17:52’) > to_date(‘2009-08-01 04:17:52’);

false

SELECT 1 > NULL;

NULL

=
expr1 >= expr2 - 如果 expr1 大于等于 expr2 则返回 true。

参数:
expr1, expr2 - 比较的两个参数类型必须一致,或者可以转换成一样的类型,而且这个类型支持排序。比如 map 类型就是不支持比较的,所以这个操作符不支持 map 类型的参数。
例子:

SELECT 2 >= 1;

true

SELECT 2.0 >= ‘2.1’;

false

SELECT to_date(‘2009-07-30 04:17:52’) >= to_date(‘2009-07-30 04:17:52’);

true

SELECT to_date(‘2009-07-30 04:17:52’) >= to_date(‘2009-08-01 04:17:52’);

false

SELECT 1 >= NULL;

NULL

^
expr1 ^ expr2 - 返回 expr1 和 expr2 的按位异或的结果。

例子:

SELECT 3 ^ 5;

2

abs
abs(expr) - 返回数值的绝对值。
例子:

SELECT abs(-1);

1

acos
acos(expr) - 如果 -1 <= expr <= 1,则返回 expr 的反余弦,否则返回 NaN。
例子:

SELECT acos(1);

0.0

SELECT acos(2);

NaN

add_months
add_months(start_date, num_months)

例子:

SELECT add_months(‘2016-08-31’, 1);

2016-09-30

Since: 1.5.0

and
expr1 and expr2 - 逻辑 AND.

approx_count_distinct
approx_count_distinct(expr[, relativeSD]) - 通过 HyperLogLog ++ 返回估计的基数. relativeSD 定义允许的最大估计误差。

approx_percentile
approx_percentile(col, percentage [, accuracy]) - 返回给定百分比处数值列 col 的近似百分位数值。百分比的值必须是 0.0 到 1.0 之间。

例子:

SELECT approx_percentile(10.0, array(0.5, 0.4, 0.1), 100);

[10.0,10.0,10.0]

SELECT approx_percentile(10.0, 0.5, 100);

10.0

array
array(expr, …) - 返回给定值组成的数组。

例子:

SELECT array(1, 2, 3);

[1,2,3]

array_contains
array_contains(array, value) - 如果数组包含了 value,则返回 true。

例子:

SELECT array_contains(array(1, 2, 3), 2);

true

ascii
ascii(str) - 返回 str 的第一个字符的 ascii 数值。

例子:

SELECT ascii(‘222’);

50

SELECT ascii(2);

50

asin
asin(expr) - 如果 -1 <= expr <= 1,则返回 expr 的反正弦,否则返回 NaN。

例子:

SELECT asin(0);

0.0

SELECT asin(2);

NaN

assert_true
assert_true(expr) - 如果 expr 表达式的返回值不是 true 则抛出异常。

例子:

SELECT assert_true(0 < 1);

NULL

atan
atan(expr) - 返回 expr 的反正切。

例子:

SELECT atan(0);

0.0

atan2
atan2(expr1, expr2) - 返回平面的正 x 轴与由坐标(expr1,expr2)点之间的弧度角度。

例子:

SELECT atan2(0, 0);

0.0

avg
avg(expr) - 返回 expr 表达式的平均值。

base64
base64(bin) - 将参数从二进制文件转换为 base64 的字符串。

例子:

SELECT base64(‘Spark SQL’);

U3BhcmsgU1FM

bigint
bigint(expr) - 将值 expr 转换为 bigint 数据类型。

bin
bin(expr) - 返回 long 类型的参数 expr 的二进制字符串表示形式。

例子:

SELECT bin(13);

1101

SELECT bin(-13);

1111111111111111111111111111111111111111111111111111111111110011

SELECT bin(13.3);

1101

binary
binary(expr) - 将值 expr 转换为 binary 数据类型。

bit_length
bit_length(expr) - 返回字符串数据的位长度或二进制数据的位数。

例子:

SELECT bit_length(‘Spark SQL’);

72

boolean
boolean(expr) - 将值 expr 转换为 boolean 数据类型。

bround
bround(expr, d) - 使用 HALF_EVEN 舍入模式返回 expr 四舍五入至 d 位小数点的数据。

例子:

SELECT bround(2.5, 0);

2.0

cast
cast(expr AS type) - 将 expr 转换成 type 类型的数据。

例子:

SELECT cast(‘10’ as int);

10

cbrt
cbrt(expr) - 返回 expr 的立方根。

例子:

SELECT cbrt(27.0);

3.0

ceil
ceil(expr) - 返回不小于 expr 的最小整数。

例子:

SELECT ceil(-0.1);

0

SELECT ceil(5);

5

ceiling
ceiling(expr) - 返回不小于 expr 的最小整数。

例子:

SELECT ceiling(-0.1);

0

SELECT ceiling(5);

5

char
char(expr) - 返回二进制等效于 expr 的 ASCII 字符。 如果 n 大于256,则结果等于 chr(n%256)

例子:

SELECT char(65);

A

char_length
char_length(expr) - 返回字符串数据的字符长度或二进制数据的字节数。 字符串数据的长度包括尾随空格,二进制数据的长度包括二进制零。

例子:

SELECT char_length(‘Spark SQL ‘);

10

SELECT CHAR_LENGTH(‘Spark SQL ‘);

10

SELECT CHARACTER_LENGTH(‘Spark SQL ‘);

10

character_length
character_length(expr) - 返回字符串数据的字符长度或二进制数据的字节数。 字符串数据的长度包括尾随空格,二进制数据的长度包括二进制零。

例子:

SELECT character_length(‘Spark SQL ‘);

10

SELECT CHAR_LENGTH(‘Spark SQL ‘);

10

SELECT CHARACTER_LENGTH(‘Spark SQL ‘);

10

chr
chr(expr) - 返回二进制等效于 expr 的 ASCII 字符。 如果 n 大于256,则结果等于 chr(n%256)

例子:

SELECT chr(65);

A

coalesce
coalesce(expr1, expr2, …) - 返回第一个非空参数(如果存在)。 否则,返回 null。

例子:

SELECT coalesce(NULL, 1, NULL);

1

collect_list
collect_list(expr) - 收集并返回非唯一元素列表。

collect_set
collect_set(expr) - 收集并返回唯一元素列表。

concat
concat(str1, str2, …, strN) - 返回由 str1, str2, …, strN 组成的字符串。

例子:

SELECT concat(‘Spark’, ‘SQL’);

SparkSQL

concat_ws
concat_ws(sep, [str | array(str)]+) - 返回由 sep 分隔组成的字符串连接。

例子:

SELECT concat_ws(‘ ‘, ‘Spark’, ‘SQL’);

Spark SQL

conv
conv(num, from_base, to_base) - 将 num 从 from_base 进制转换为 to_base 进制。

例子:

SELECT conv(‘100’, 2, 10);

4

SELECT conv(-10, 16, -10);

-16

corr
corr(expr1, expr2) - Returns Pearson coefficient of correlation between a set of number pairs.

cos
cos(expr) - 返回 expr 的余弦。

例子:

SELECT cos(0);

1.0

cosh
cosh(expr) - 返回 expr 的双曲余弦。

例子:

SELECT cosh(0);

1.0

cot
cot(expr) - 返回 expr 的余切值。

例子:

SELECT cot(1);

0.6420926159343306

count
count(*) - Returns the total number of retrieved rows, including rows containing null.

count(expr) - Returns the number of rows for which the supplied expression is non-null.

count(DISTINCT expr[, expr…]) - Returns the number of rows for which the supplied expression(s) are unique and non-null.

count_min_sketch
count_min_sketch(col, eps, confidence, seed) - Returns a count-min sketch of a column with the given esp,
confidence and seed. The result is an array of bytes, which can be deserialized to a
CountMinSketch before usage. Count-min sketch is a probabilistic data structure used for
cardinality estimation using sub-linear space.

covar_pop
covar_pop(expr1, expr2) - Returns the population covariance of a set of number pairs.

covar_samp
covar_samp(expr1, expr2) - Returns the sample covariance of a set of number pairs.

crc32
crc32(expr) - Returns a cyclic redundancy check value of the expr as a bigint.

Examples:

SELECT crc32(‘Spark’);

1557323817

cube
cume_dist
cume_dist() - Computes the position of a value relative to all values in the partition.

current_database
current_database() - Returns the current database.

Examples:

SELECT current_database();

default

current_date
current_date() - Returns the current date at the start of query evaluation.

Since: 1.5.0

current_timestamp
current_timestamp() - Returns the current timestamp at the start of query evaluation.

Since: 1.5.0

date
date(expr) - Casts the value expr to the target data type date.

date_add
date_add(start_date, num_days) - Returns the date that is num_days after start_date.

Examples:

SELECT date_add(‘2016-07-30’, 1);

2016-07-31

Since: 1.5.0

date_format
date_format(timestamp, fmt) - Converts timestamp to a value of string in the format specified by the date format fmt.

Examples:

SELECT date_format(‘2016-04-08’, ‘y’);

2016

Since: 1.5.0

date_sub
date_sub(start_date, num_days) - Returns the date that is num_days before start_date.

Examples:

SELECT date_sub(‘2016-07-30’, 1);

2016-07-29

Since: 1.5.0

date_trunc
date_trunc(fmt, ts) - Returns timestamp ts truncated to the unit specified by the format model fmt.
fmt should be one of [“YEAR”, “YYYY”, “YY”, “MON”, “MONTH”, “MM”, “DAY”, “DD”, “HOUR”, “MINUTE”, “SECOND”, “WEEK”, “QUARTER”]

Examples:

SELECT date_trunc(‘YEAR’, ‘2015-03-05T09:32:05.359’);

2015-01-01 00:00:00

SELECT date_trunc(‘MM’, ‘2015-03-05T09:32:05.359’);

2015-03-01 00:00:00

SELECT date_trunc(‘DD’, ‘2015-03-05T09:32:05.359’);

2015-03-05 00:00:00

SELECT date_trunc(‘HOUR’, ‘2015-03-05T09:32:05.359’);

2015-03-05 09:00:00

Since: 2.3.0

datediff
datediff(endDate, startDate) - Returns the number of days from startDate to endDate.

Examples:

SELECT datediff(‘2009-07-31’, ‘2009-07-30’);

1

SELECT datediff(‘2009-07-30’, ‘2009-07-31’);

-1

Since: 1.5.0

day
day(date) - Returns the day of month of the date/timestamp.

Examples:

SELECT day(‘2009-07-30’);

30

Since: 1.5.0

dayofmonth
dayofmonth(date) - Returns the day of month of the date/timestamp.

Examples:

SELECT dayofmonth(‘2009-07-30’);

30

Since: 1.5.0

dayofweek
dayofweek(date) - Returns the day of the week for date/timestamp (1 = Sunday, 2 = Monday, …, 7 = Saturday).

Examples:

SELECT dayofweek(‘2009-07-30’);

5

Since: 2.3.0

dayofyear
dayofyear(date) - Returns the day of year of the date/timestamp.

Examples:

SELECT dayofyear(‘2016-04-09’);

100

Since: 1.5.0

decimal
decimal(expr) - Casts the value expr to the target data type decimal.

decode
decode(bin, charset) - Decodes the first argument using the second argument character set.

Examples:

SELECT decode(encode(‘abc’, ‘utf-8’), ‘utf-8’);

abc

degrees
degrees(expr) - Converts radians to degrees.

Arguments:

expr - angle in radians
Examples:

SELECT degrees(3.141592653589793);

180.0

dense_rank
dense_rank() - Computes the rank of a value in a group of values. The result is one plus the
previously assigned rank value. Unlike the function rank, dense_rank will not produce gaps
in the ranking sequence.

double
double(expr) - Casts the value expr to the target data type double.

e
e() - Returns Euler’s number, e.

Examples:

SELECT e();

2.718281828459045

elt
elt(n, input1, input2, …) - Returns the n-th input, e.g., returns input2 when n is 2.

Examples:

SELECT elt(1, ‘scala’, ‘java’);

scala

encode
encode(str, charset) - Encodes the first argument using the second argument character set.

Examples:

SELECT encode(‘abc’, ‘utf-8’);

abc

exp
exp(expr) - Returns e to the power of expr.

Examples:

SELECT exp(0);

1.0

explode
explode(expr) - Separates the elements of array expr into multiple rows, or the elements of map expr into multiple rows and columns.

Examples:

SELECT explode(array(10, 20));

10

20

explode_outer
explode_outer(expr) - Separates the elements of array expr into multiple rows, or the elements of map exprinto multiple rows and columns.

Examples:

SELECT explode_outer(array(10, 20));

10

20

expm1
expm1(expr) - Returns exp(expr) - 1.

Examples:

SELECT expm1(0);

0.0

factorial
factorial(expr) - Returns the factorial of expr. expr is [0..20]. Otherwise, null.

Examples:

SELECT factorial(5);

120

find_in_set
find_in_set(str, str_array) - Returns the index (1-based) of the given string (str) in the comma-delimited list (str_array).
Returns 0, if the string was not found or if the given string (str) contains a comma.

Examples:

SELECT find_in_set(‘ab’,’abc,b,ab,c,def’);

3

first
first(expr[, isIgnoreNull]) - Returns the first value of expr for a group of rows.
If isIgnoreNull is true, returns only non-null values.

first_value
first_value(expr[, isIgnoreNull]) - Returns the first value of expr for a group of rows.
If isIgnoreNull is true, returns only non-null values.

float
float(expr) - Casts the value expr to the target data type float.

floor
floor(expr) - Returns the largest integer not greater than expr.

Examples:

SELECT floor(-0.1);

-1

SELECT floor(5);

5

format_number
format_number(expr1, expr2) - Formats the number expr1 like ‘#,###,###.##’, rounded to expr2
decimal places. If expr2 is 0, the result has no decimal point or fractional part.
This is supposed to function like MySQL’s FORMAT.

Examples:

SELECT format_number(12332.123456, 4);

12,332.1235

format_string
format_string(strfmt, obj, …) - Returns a formatted string from printf-style format strings.

Examples:

SELECT format_string(“Hello World %d %s”, 100, “days”);

Hello World 100 days

from_json
from_json(jsonStr, schema[, options]) - Returns a struct value with the given jsonStr and schema.

Examples:

SELECT from_json(‘{“a”:1, “b”:0.8}’, ‘a INT, b DOUBLE’);

{“a”:1, “b”:0.8}

SELECT from_json(‘{“time”:”26/08/2015”}’, ‘time Timestamp’, map(‘timestampFormat’, ‘dd/MM/yyyy’));

{“time”:”2015-08-26 00:00:00.0”}

Since: 2.2.0

from_unixtime
from_unixtime(unix_time, format) - Returns unix_time in the specified format.

Examples:

SELECT from_unixtime(0, ‘yyyy-MM-dd HH:mm:ss’);

1970-01-01 00:00:00

Since: 1.5.0

from_utc_timestamp
from_utc_timestamp(timestamp, timezone) - Given a timestamp like ‘2017-07-14 02:40:00.0’, interprets it as a time in UTC, and renders that time as a timestamp in the given time zone. For example, ‘GMT+1’ would yield ‘2017-07-14 03:40:00.0’.

Examples:

SELECT from_utc_timestamp(‘2016-08-31’, ‘Asia/Seoul’);

2016-08-31 09:00:00

Since: 1.5.0

get_json_object
get_json_object(json_txt, path) - Extracts a json object from path.

Examples:

SELECT get_json_object(‘{“a”:”b”}’, ‘$.a’);

b

greatest
greatest(expr, …) - Returns the greatest value of all parameters, skipping null values.

Examples:

SELECT greatest(10, 9, 2, 4, 3);

10

grouping
grouping_id
hash
hash(expr1, expr2, …) - Returns a hash value of the arguments.

Examples:

SELECT hash(‘Spark’, array(123), 2);

-1321691492

hex
hex(expr) - Converts expr to hexadecimal.

Examples:

SELECT hex(17);

11

SELECT hex(‘Spark SQL’);

537061726B2053514C

hour
hour(timestamp) - Returns the hour component of the string/timestamp.

Examples:

SELECT hour(‘2009-07-30 12:58:59’);

12

Since: 1.5.0

hypot
hypot(expr1, expr2) - Returns sqrt(expr12 + expr22).

Examples:

SELECT hypot(3, 4);

5.0

if
if(expr1, expr2, expr3) - If expr1 evaluates to true, then returns expr2; otherwise returns expr3.

Examples:

SELECT if(1 < 2, ‘a’, ‘b’);

a

ifnull
ifnull(expr1, expr2) - Returns expr2 if expr1 is null, or expr1 otherwise.

Examples:

SELECT ifnull(NULL, array(‘2’));

[“2”]

in
expr1 in(expr2, expr3, …) - Returns true if expr equals to any valN.

Arguments:

expr1, expr2, expr3, … - the arguments must be same type.
Examples:

SELECT 1 in(1, 2, 3);

true

SELECT 1 in(2, 3, 4);

false

SELECT named_struct(‘a’, 1, ‘b’, 2) in(named_struct(‘a’, 1, ‘b’, 1), named_struct(‘a’, 1, ‘b’, 3));

false

SELECT named_struct(‘a’, 1, ‘b’, 2) in(named_struct(‘a’, 1, ‘b’, 2), named_struct(‘a’, 1, ‘b’, 3));

true

initcap
initcap(str) - Returns str with the first letter of each word in uppercase.
All other letters are in lowercase. Words are delimited by white space.

Examples:

SELECT initcap(‘sPark sql’);

Spark Sql

inline
inline(expr) - Explodes an array of structs into a table.

Examples:

SELECT inline(array(struct(1, ‘a’), struct(2, ‘b’)));

1 a

2 b

inline_outer
inline_outer(expr) - Explodes an array of structs into a table.

Examples:

SELECT inline_outer(array(struct(1, ‘a’), struct(2, ‘b’)));

1 a

2 b

input_file_block_length
input_file_block_length() - Returns the length of the block being read, or -1 if not available.

input_file_block_start
input_file_block_start() - Returns the start offset of the block being read, or -1 if not available.

input_file_name
input_file_name() - Returns the name of the file being read, or empty string if not available.

instr
instr(str, substr) - Returns the (1-based) index of the first occurrence of substr in str.

Examples:

SELECT instr(‘SparkSQL’, ‘SQL’);

6

int
int(expr) - Casts the value expr to the target data type int.

isnan
isnan(expr) - Returns true if expr is NaN, or false otherwise.

Examples:

SELECT isnan(cast(‘NaN’ as double));

true

isnotnull
isnotnull(expr) - Returns true if expr is not null, or false otherwise.

Examples:

SELECT isnotnull(1);

true

isnull
isnull(expr) - Returns true if expr is null, or false otherwise.

Examples:

SELECT isnull(1);

false

java_method
java_method(class, method[, arg1[, arg2 ..]]) - Calls a method with reflection.

Examples:

SELECT java_method(‘java.util.UUID’, ‘randomUUID’);

c33fb387-8500-4bfa-81d2-6e0e3e930df2

SELECT java_method(‘java.util.UUID’, ‘fromString’, ‘a5cf6c42-0c85-418f-af6c-3e4e5b1328f2’);

a5cf6c42-0c85-418f-af6c-3e4e5b1328f2

json_tuple
json_tuple(jsonStr, p1, p2, …, pn) - Returns a tuple like the function get_json_object, but it takes multiple names. All the input parameters and output column types are string.

Examples:

SELECT json_tuple(‘{“a”:1, “b”:2}’, ‘a’, ‘b’);

1 2

kurtosis
kurtosis(expr) - Returns the kurtosis value calculated from values of a group.

lag
lag(input[, offset[, default]]) - Returns the value of input at the offsetth row
before the current row in the window. The default value of offset is 1 and the default
value of default is null. If the value of input at the offsetth row is null,
null is returned. If there is no such offset row (e.g., when the offset is 1, the first
row of the window does not have any previous row), default is returned.

last
last(expr[, isIgnoreNull]) - Returns the last value of expr for a group of rows.
If isIgnoreNull is true, returns only non-null values.

last_day
last_day(date) - Returns the last day of the month which the date belongs to.

Examples:

SELECT last_day(‘2009-01-12’);

2009-01-31

Since: 1.5.0

last_value
last_value(expr[, isIgnoreNull]) - Returns the last value of expr for a group of rows.
If isIgnoreNull is true, returns only non-null values.

lcase
lcase(str) - Returns str with all characters changed to lowercase.

Examples:

SELECT lcase(‘SparkSql’);

sparksql

lead
lead(input[, offset[, default]]) - Returns the value of input at the offsetth row
after the current row in the window. The default value of offset is 1 and the default
value of default is null. If the value of input at the offsetth row is null,
null is returned. If there is no such an offset row (e.g., when the offset is 1, the last
row of the window does not have any subsequent row), default is returned.

least
least(expr, …) - Returns the least value of all parameters, skipping null values.

Examples:

SELECT least(10, 9, 2, 4, 3);

2

left
left(str, len) - Returns the leftmost len(len can be string type) characters from the string str,if len is less or equal than 0 the result is an empty string.

Examples:

SELECT left(‘Spark SQL’, 3);

Spa

length
length(expr) - Returns the character length of string data or number of bytes of binary data. The length of string data includes the trailing spaces. The length of binary data includes binary zeros.

Examples:

SELECT length(‘Spark SQL ‘);

10

SELECT CHAR_LENGTH(‘Spark SQL ‘);

10

SELECT CHARACTER_LENGTH(‘Spark SQL ‘);

10

levenshtein
levenshtein(str1, str2) - Returns the Levenshtein distance between the two given strings.

Examples:

SELECT levenshtein(‘kitten’, ‘sitting’);

3

like
str like pattern - Returns true if str matches pattern, null if any arguments are null, false otherwise.

Arguments:

str - a string expression
pattern - a string expression. The pattern is a string which is matched literally, with
exception to the following special symbols:

_ matches any one character in the input (similar to . in posix regular expressions)

% matches zero or more characters in the input (similar to .* in posix regular
expressions)

The escape character is ‘'. If an escape character precedes a special symbol or another
escape character, the following character is matched literally. It is invalid to escape
any other character.

Since Spark 2.0, string literals are unescaped in our SQL parser. For example, in order
to match “\abc”, the pattern should be “\abc”.

When SQL config ‘spark.sql.parser.escapedStringLiterals’ is enabled, it fallbacks
to Spark 1.6 behavior regarding string literal parsing. For example, if the config is
enabled, the pattern to match “\abc” should be “\abc”.

Examples:

SELECT ‘%SystemDrive%\Users\John’ like ‘%SystemDrive%\Users%’

true

Note:

Use RLIKE to match with standard regular expressions.

ln
ln(expr) - Returns the natural logarithm (base e) of expr.

Examples:

SELECT ln(1);

0.0

locate
locate(substr, str[, pos]) - Returns the position of the first occurrence of substr in str after position pos.
The given pos and return value are 1-based.

Examples:

SELECT locate(‘bar’, ‘foobarbar’);

4

SELECT locate(‘bar’, ‘foobarbar’, 5);

7

SELECT POSITION(‘bar’ IN ‘foobarbar’);

4

log
log(base, expr) - Returns the logarithm of expr with base.

Examples:

SELECT log(10, 100);

2.0

log10
log10(expr) - Returns the logarithm of expr with base 10.

Examples:

SELECT log10(10);

1.0

log1p
log1p(expr) - Returns log(1 + expr).

Examples:

SELECT log1p(0);

0.0

log2
log2(expr) - Returns the logarithm of expr with base 2.

Examples:

SELECT log2(2);

1.0

lower
lower(str) - Returns str with all characters changed to lowercase.

Examples:

SELECT lower(‘SparkSql’);

sparksql

lpad
lpad(str, len, pad) - Returns str, left-padded with pad to a length of len.
If str is longer than len, the return value is shortened to len characters.

Examples:

SELECT lpad(‘hi’, 5, ‘??’);

???hi

SELECT lpad(‘hi’, 1, ‘??’);

h

ltrim
ltrim(str) - Removes the leading space characters from str.

ltrim(trimStr, str) - Removes the leading string contains the characters from the trim string

Arguments:

str - a string expression
trimStr - the trim string characters to trim, the default value is a single space
Examples:

SELECT ltrim(‘ SparkSQL ‘);

SparkSQL

SELECT ltrim(‘Sp’, ‘SSparkSQLS’);

arkSQLS

map
map(key0, value0, key1, value1, …) - Creates a map with the given key/value pairs.

Examples:

SELECT map(1.0, ‘2’, 3.0, ‘4’);

{1.0:”2”,3.0:”4”}

map_keys
map_keys(map) - Returns an unordered array containing the keys of the map.

Examples:

SELECT map_keys(map(1, ‘a’, 2, ‘b’));

[1,2]

map_values
map_values(map) - Returns an unordered array containing the values of the map.

Examples:

SELECT map_values(map(1, ‘a’, 2, ‘b’));

[“a”,”b”]

max
max(expr) - Returns the maximum value of expr.

md5
md5(expr) - Returns an MD5 128-bit checksum as a hex string of expr.

Examples:

SELECT md5(‘Spark’);

8cde774d6f7333752ed72cacddb05126

mean
mean(expr) - Returns the mean calculated from values of a group.

min
min(expr) - Returns the minimum value of expr.

minute
minute(timestamp) - Returns the minute component of the string/timestamp.

Examples:

SELECT minute(‘2009-07-30 12:58:59’);

58

Since: 1.5.0

mod
expr1 mod expr2 - Returns the remainder after expr1/expr2.

Examples:

SELECT 2 mod 1.8;

0.2

SELECT MOD(2, 1.8);

0.2

monotonically_increasing_id
monotonically_increasing_id() - Returns monotonically increasing 64-bit integers. The generated ID is guaranteed
to be monotonically increasing and unique, but not consecutive. The current implementation
puts the partition ID in the upper 31 bits, and the lower 33 bits represent the record number
within each partition. The assumption is that the data frame has less than 1 billion
partitions, and each partition has less than 8 billion records.

month
month(date) - Returns the month component of the date/timestamp.

Examples:

SELECT month(‘2016-07-30’);

7

Since: 1.5.0

months_between
months_between(timestamp1, timestamp2) - Returns number of months between timestamp1 and timestamp2.

Examples:

SELECT months_between(‘1997-02-28 10:30:00’, ‘1996-10-30’);

3.94959677

Since: 1.5.0

named_struct
named_struct(name1, val1, name2, val2, …) - Creates a struct with the given field names and values.

Examples:

SELECT named_struct(“a”, 1, “b”, 2, “c”, 3);

{“a”:1,”b”:2,”c”:3}

nanvl
nanvl(expr1, expr2) - Returns expr1 if it’s not NaN, or expr2 otherwise.

Examples:

SELECT nanvl(cast(‘NaN’ as double), 123);

123.0

negative
negative(expr) - Returns the negated value of expr.

Examples:

SELECT negative(1);

-1

next_day
next_day(start_date, day_of_week) - Returns the first date which is later than start_date and named as indicated.

Examples:

SELECT next_day(‘2015-01-14’, ‘TU’);

2015-01-20

Since: 1.5.0

not
not expr - Logical not.

now
now() - Returns the current timestamp at the start of query evaluation.

Since: 1.5.0

ntile
ntile(n) - Divides the rows for each window partition into n buckets ranging
from 1 to at most n.

nullif
nullif(expr1, expr2) - Returns null if expr1 equals to expr2, or expr1 otherwise.

Examples:

SELECT nullif(2, 2);

NULL

nvl
nvl(expr1, expr2) - Returns expr2 if expr1 is null, or expr1 otherwise.

Examples:

SELECT nvl(NULL, array(‘2’));

[“2”]

nvl2
nvl2(expr1, expr2, expr3) - Returns expr2 if expr1 is not null, or expr3 otherwise.

Examples:

SELECT nvl2(NULL, 2, 1);

1

octet_length
octet_length(expr) - Returns the byte length of string data or number of bytes of binary data.

Examples:

SELECT octet_length(‘Spark SQL’);

9

or
expr1 or expr2 - Logical OR.

parse_url
parse_url(url, partToExtract[, key]) - Extracts a part from a URL.

Examples:

SELECT parse_url(‘http://spark.apache.org/path?query=1', ‘HOST’)

spark.apache.org

SELECT parse_url(‘http://spark.apache.org/path?query=1', ‘QUERY’)

query=1

SELECT parse_url(‘http://spark.apache.org/path?query=1', ‘QUERY’, ‘query’)

1

percent_rank
percent_rank() - Computes the percentage ranking of a value in a group of values.

percentile
percentile(col, percentage [, frequency]) - Returns the exact percentile value of numeric column
col at the given percentage. The value of percentage must be between 0.0 and 1.0. The
value of frequency should be positive integral

percentile(col, array(percentage1 [, percentage2]…) [, frequency]) - Returns the exact
percentile value array of numeric column col at the given percentage(s). Each value
of the percentage array must be between 0.0 and 1.0. The value of frequency should be
positive integral

percentile_approx
percentile_approx(col, percentage [, accuracy]) - Returns the approximate percentile value of numeric
column col at the given percentage. The value of percentage must be between 0.0
and 1.0. The accuracy parameter (default: 10000) is a positive numeric literal which
controls approximation accuracy at the cost of memory. Higher value of accuracy yields
better accuracy, 1.0/accuracy is the relative error of the approximation.
When percentage is an array, each value of the percentage array must be between 0.0 and 1.0.
In this case, returns the approximate percentile array of column col at the given
percentage array.

Examples:

SELECT percentile_approx(10.0, array(0.5, 0.4, 0.1), 100);

[10.0,10.0,10.0]

SELECT percentile_approx(10.0, 0.5, 100);

10.0

pi
pi() - Returns pi.

Examples:

SELECT pi();

3.141592653589793

pmod
pmod(expr1, expr2) - Returns the positive value of expr1 mod expr2.

Examples:

SELECT pmod(10, 3);

1

SELECT pmod(-10, 3);

2

posexplode
posexplode(expr) - Separates the elements of array expr into multiple rows with positions, or the elements of map expr into multiple rows and columns with positions.

Examples:

SELECT posexplode(array(10,20));

0 10

1 20

posexplode_outer
posexplode_outer(expr) - Separates the elements of array expr into multiple rows with positions, or the elements of map expr into multiple rows and columns with positions.

Examples:

SELECT posexplode_outer(array(10,20));

0 10

1 20

position
position(substr, str[, pos]) - Returns the position of the first occurrence of substr in str after position pos.
The given pos and return value are 1-based.

Examples:

SELECT position(‘bar’, ‘foobarbar’);

4

SELECT position(‘bar’, ‘foobarbar’, 5);

7

SELECT POSITION(‘bar’ IN ‘foobarbar’);

4

positive
positive(expr) - Returns the value of expr.

pow
pow(expr1, expr2) - Raises expr1 to the power of expr2.

Examples:

SELECT pow(2, 3);

8.0

power
power(expr1, expr2) - Raises expr1 to the power of expr2.

Examples:

SELECT power(2, 3);

8.0

printf
printf(strfmt, obj, …) - Returns a formatted string from printf-style format strings.

Examples:

SELECT printf(“Hello World %d %s”, 100, “days”);

Hello World 100 days

quarter
quarter(date) - Returns the quarter of the year for date, in the range 1 to 4.

Examples:

SELECT quarter(‘2016-08-31’);

3

Since: 1.5.0

radians
radians(expr) - Converts degrees to radians.

Arguments:

expr - angle in degrees
Examples:

SELECT radians(180);

3.141592653589793

rand
rand([seed]) - Returns a random value with independent and identically distributed (i.i.d.) uniformly distributed values in [0, 1).

Examples:

SELECT rand();

0.9629742951434543

SELECT rand(0);

0.8446490682263027

SELECT rand(null);

0.8446490682263027

randn
randn([seed]) - Returns a random value with independent and identically distributed (i.i.d.) values drawn from the standard normal distribution.

Examples:

SELECT randn();

-0.3254147983080288

SELECT randn(0);

1.1164209726833079

SELECT randn(null);

1.1164209726833079

rank
rank() - Computes the rank of a value in a group of values. The result is one plus the number
of rows preceding or equal to the current row in the ordering of the partition. The values
will produce gaps in the sequence.

reflect
reflect(class, method[, arg1[, arg2 ..]]) - Calls a method with reflection.

Examples:

SELECT reflect(‘java.util.UUID’, ‘randomUUID’);

c33fb387-8500-4bfa-81d2-6e0e3e930df2

SELECT reflect(‘java.util.UUID’, ‘fromString’, ‘a5cf6c42-0c85-418f-af6c-3e4e5b1328f2’);

a5cf6c42-0c85-418f-af6c-3e4e5b1328f2

regexp_extract
regexp_extract(str, regexp[, idx]) - Extracts a group that matches regexp.

Examples:

SELECT regexp_extract(‘100-200’, ‘(\d+)-(\d+)’, 1);

100

regexp_replace
regexp_replace(str, regexp, rep) - Replaces all substrings of str that match regexp with rep.

Examples:

SELECT regexp_replace(‘100-200’, ‘(\d+)’, ‘num’);

num-num

repeat
repeat(str, n) - Returns the string which repeats the given string value n times.

Examples:

SELECT repeat(‘123’, 2);

123123

replace
replace(str, search[, replace]) - Replaces all occurrences of search with replace.

Arguments:

str - a string expression
search - a string expression. If search is not found in str, str is returned unchanged.
replace - a string expression. If replace is not specified or is an empty string, nothing replaces
the string that is removed from str.
Examples:

SELECT replace(‘ABCabc’, ‘abc’, ‘DEF’);

ABCDEF

reverse
reverse(str) - Returns the reversed given string.

Examples:

SELECT reverse(‘Spark SQL’);

LQS krapS

right
right(str, len) - Returns the rightmost len(len can be string type) characters from the string str,if len is less or equal than 0 the result is an empty string.

Examples:

SELECT right(‘Spark SQL’, 3);

SQL

rint
rint(expr) - Returns the double value that is closest in value to the argument and is equal to a mathematical integer.

Examples:

SELECT rint(12.3456);

12.0

rlike
str rlike regexp - Returns true if str matches regexp, or false otherwise.

Arguments:

str - a string expression
regexp - a string expression. The pattern string should be a Java regular expression.

Since Spark 2.0, string literals (including regex patterns) are unescaped in our SQL
parser. For example, to match “\abc”, a regular expression for regexp can be
“^\abc$”.

There is a SQL config ‘spark.sql.parser.escapedStringLiterals’ that can be used to
fallback to the Spark 1.6 behavior regarding string literal parsing. For example,
if the config is enabled, the regexp that can match “\abc” is “^\abc$”.

Examples:

When spark.sql.parser.escapedStringLiterals is disabled (default).

SELECT ‘%SystemDrive%\Users\John’ rlike ‘%SystemDrive%\Users.*’

true

When spark.sql.parser.escapedStringLiterals is enabled.

SELECT ‘%SystemDrive%\Users\John’ rlike ‘%SystemDrive%\Users.*’

true

Note:

Use LIKE to match with simple string pattern.

rollup
round
round(expr, d) - Returns expr rounded to d decimal places using HALF_UP rounding mode.

Examples:

SELECT round(2.5, 0);

3.0

row_number
row_number() - Assigns a unique, sequential number to each row, starting with one,
according to the ordering of rows within the window partition.

rpad
rpad(str, len, pad) - Returns str, right-padded with pad to a length of len.
If str is longer than len, the return value is shortened to len characters.

Examples:

SELECT rpad(‘hi’, 5, ‘??’);

hi???

SELECT rpad(‘hi’, 1, ‘??’);

h

rtrim
rtrim(str) - Removes the trailing space characters from str.

rtrim(trimStr, str) - Removes the trailing string which contains the characters from the trim string from the str

Arguments:

str - a string expression
trimStr - the trim string characters to trim, the default value is a single space
Examples:

SELECT rtrim(‘ SparkSQL ‘);

SparkSQL

SELECT rtrim(‘LQSa’, ‘SSparkSQLS’);

SSpark

second
second(timestamp) - Returns the second component of the string/timestamp.

Examples:

SELECT second(‘2009-07-30 12:58:59’);

59

Since: 1.5.0

sentences
sentences(str[, lang, country]) - Splits str into an array of array of words.

Examples:

SELECT sentences(‘Hi there! Good morning.’);

[[“Hi”,”there”],[“Good”,”morning”]]

sha
sha(expr) - Returns a sha1 hash value as a hex string of the expr.

Examples:

SELECT sha(‘Spark’);

85f5955f4b27a9a4c2aab6ffe5d7189fc298b92c

sha1
sha1(expr) - Returns a sha1 hash value as a hex string of the expr.

Examples:

SELECT sha1(‘Spark’);

85f5955f4b27a9a4c2aab6ffe5d7189fc298b92c

sha2
sha2(expr, bitLength) - Returns a checksum of SHA-2 family as a hex string of expr.
SHA-224, SHA-256, SHA-384, and SHA-512 are supported. Bit length of 0 is equivalent to 256.

Examples:

SELECT sha2(‘Spark’, 256);

529bc3b07127ecb7e53a4dcf1991d9152c24537d919178022b2c42657f79a26b

shiftleft
shiftleft(base, expr) - Bitwise left shift.

Examples:

SELECT shiftleft(2, 1);

4

shiftright
shiftright(base, expr) - Bitwise (signed) right shift.

Examples:

SELECT shiftright(4, 1);

2

shiftrightunsigned
shiftrightunsigned(base, expr) - Bitwise unsigned right shift.

Examples:

SELECT shiftrightunsigned(4, 1);

2

sign
sign(expr) - Returns -1.0, 0.0 or 1.0 as expr is negative, 0 or positive.

Examples:

SELECT sign(40);

1.0

signum
signum(expr) - Returns -1.0, 0.0 or 1.0 as expr is negative, 0 or positive.

Examples:

SELECT signum(40);

1.0

sin
sin(expr) - Returns the sine of expr, as if computed by java.lang.Math.sin.

Arguments:

expr - angle in radians
Examples:

SELECT sin(0);

0.0

sinh
sinh(expr) - Returns hyperbolic sine of expr, as if computed by java.lang.Math.sinh.

Arguments:

expr - hyperbolic angle
Examples:

SELECT sinh(0);

0.0

size
size(expr) - Returns the size of an array or a map. Returns -1 if null.

Examples:

SELECT size(array(‘b’, ‘d’, ‘c’, ‘a’));

4

skewness
skewness(expr) - Returns the skewness value calculated from values of a group.

smallint
smallint(expr) - Casts the value expr to the target data type smallint.

sort_array
sort_array(array[, ascendingOrder]) - Sorts the input array in ascending or descending order according to the natural ordering of the array elements.

Examples:

SELECT sort_array(array(‘b’, ‘d’, ‘c’, ‘a’), true);

[“a”,”b”,”c”,”d”]

soundex
soundex(str) - Returns Soundex code of the string.

Examples:

SELECT soundex(‘Miller’);

M460

space
space(n) - Returns a string consisting of n spaces.

Examples:

SELECT concat(space(2), ‘1’);

1

spark_partition_id
spark_partition_id() - Returns the current partition id.

split
split(str, regex) - Splits str around occurrences that match regex.

Examples:

SELECT split(‘oneAtwoBthreeC’, ‘[ABC]’);

[“one”,”two”,”three”,””]

sqrt
sqrt(expr) - Returns the square root of expr.

Examples:

SELECT sqrt(4);

2.0

stack
stack(n, expr1, …, exprk) - Separates expr1, …, exprk into n rows.

Examples:

SELECT stack(2, 1, 2, 3);

1 2

3 NULL

std
std(expr) - Returns the sample standard deviation calculated from values of a group.

stddev
stddev(expr) - Returns the sample standard deviation calculated from values of a group.

stddev_pop
stddev_pop(expr) - Returns the population standard deviation calculated from values of a group.

stddev_samp
stddev_samp(expr) - Returns the sample standard deviation calculated from values of a group.

str_to_map
str_to_map(text[, pairDelim[, keyValueDelim]]) - Creates a map after splitting the text into key/value pairs using delimiters. Default delimiters are ‘,’ for pairDelim and ‘:’ for keyValueDelim.

Examples:

SELECT str_to_map(‘a:1,b:2,c:3’, ‘,’, ‘:’);

map(“a”:”1”,”b”:”2”,”c”:”3”)

SELECT str_to_map(‘a’);

map(“a”:null)

string
string(expr) - Casts the value expr to the target data type string.

struct
struct(col1, col2, col3, …) - Creates a struct with the given field values.

substr
substr(str, pos[, len]) - Returns the substring of str that starts at pos and is of length len, or the slice of byte array that starts at pos and is of length len.

Examples:

SELECT substr(‘Spark SQL’, 5);

k SQL

SELECT substr(‘Spark SQL’, -3);

SQL

SELECT substr(‘Spark SQL’, 5, 1);

k

substring
substring(str, pos[, len]) - Returns the substring of str that starts at pos and is of length len, or the slice of byte array that starts at pos and is of length len.

Examples:

SELECT substring(‘Spark SQL’, 5);

k SQL

SELECT substring(‘Spark SQL’, -3);

SQL

SELECT substring(‘Spark SQL’, 5, 1);

k

substring_index
substring_index(str, delim, count) - Returns the substring from str before count occurrences of the delimiter delim.
If count is positive, everything to the left of the final delimiter (counting from the
left) is returned. If count is negative, everything to the right of the final delimiter
(counting from the right) is returned. The function substring_index performs a case-sensitive match
when searching for delim.

Examples:

SELECT substring_index(‘www.apache.org', ‘.’, 2);

www.apache

sum
sum(expr) - Returns the sum calculated from values of a group.

tan
tan(expr) - Returns the tangent of expr, as if computed by java.lang.Math.tan.

Arguments:

expr - angle in radians
Examples:

SELECT tan(0);

0.0

tanh
tanh(expr) - Returns the hyperbolic tangent of expr, as if computed by
java.lang.Math.tanh.

Arguments:

expr - hyperbolic angle
Examples:

SELECT tanh(0);

0.0

timestamp
timestamp(expr) - Casts the value expr to the target data type timestamp.

tinyint
tinyint(expr) - Casts the value expr to the target data type tinyint.

to_date
to_date(date_str[, fmt]) - Parses the date_str expression with the fmt expression to
a date. Returns null with invalid input. By default, it follows casting rules to a date if
the fmt is omitted.

Examples:

SELECT to_date(‘2009-07-30 04:17:52’);

2009-07-30

SELECT to_date(‘2016-12-31’, ‘yyyy-MM-dd’);

2016-12-31

Since: 1.5.0

to_json
to_json(expr[, options]) - Returns a json string with a given struct value

Examples:

SELECT to_json(named_struct(‘a’, 1, ‘b’, 2));

{“a”:1,”b”:2}

SELECT to_json(named_struct(‘time’, to_timestamp(‘2015-08-26’, ‘yyyy-MM-dd’)), map(‘timestampFormat’, ‘dd/MM/yyyy’));

{“time”:”26/08/2015”}

SELECT to_json(array(named_struct(‘a’, 1, ‘b’, 2));

[{“a”:1,”b”:2}]

SELECT to_json(map(‘a’, named_struct(‘b’, 1)));

{“a”:{“b”:1}}

SELECT to_json(map(named_struct(‘a’, 1),named_struct(‘b’, 2)));

{“[1]”:{“b”:2}}

SELECT to_json(map(‘a’, 1));

{“a”:1}

SELECT to_json(array((map(‘a’, 1))));

[{“a”:1}]

Since: 2.2.0

to_timestamp
to_timestamp(timestamp[, fmt]) - Parses the timestamp expression with the fmt expression to
a timestamp. Returns null with invalid input. By default, it follows casting rules to
a timestamp if the fmt is omitted.

Examples:

SELECT to_timestamp(‘2016-12-31 00:12:00’);

2016-12-31 00:12:00

SELECT to_timestamp(‘2016-12-31’, ‘yyyy-MM-dd’);

2016-12-31 00:00:00

Since: 2.2.0

to_unix_timestamp
to_unix_timestamp(expr[, pattern]) - Returns the UNIX timestamp of the given time.

Examples:

SELECT to_unix_timestamp(‘2016-04-08’, ‘yyyy-MM-dd’);

1460041200

Since: 1.6.0

to_utc_timestamp
to_utc_timestamp(timestamp, timezone) - Given a timestamp like ‘2017-07-14 02:40:00.0’, interprets it as a time in the given time zone, and renders that time as a timestamp in UTC. For example, ‘GMT+1’ would yield ‘2017-07-14 01:40:00.0’.

Examples:

SELECT to_utc_timestamp(‘2016-08-31’, ‘Asia/Seoul’);

2016-08-30 15:00:00

Since: 1.5.0

translate
translate(input, from, to) - Translates the input string by replacing the characters present in the from string with the corresponding characters in the to string.

Examples:

SELECT translate(‘AaBbCc’, ‘abc’, ‘123’);

A1B2C3

trim
trim(str) - Removes the leading and trailing space characters from str.

trim(BOTH trimStr FROM str) - Remove the leading and trailing trimStr characters from str

trim(LEADING trimStr FROM str) - Remove the leading trimStr characters from str

trim(TRAILING trimStr FROM str) - Remove the trailing trimStr characters from str

Arguments:

str - a string expression
trimStr - the trim string characters to trim, the default value is a single space
BOTH, FROM - these are keywords to specify trimming string characters from both ends of
the string
LEADING, FROM - these are keywords to specify trimming string characters from the left
end of the string
TRAILING, FROM - these are keywords to specify trimming string characters from the right
end of the string
Examples:

SELECT trim(‘ SparkSQL ‘);

SparkSQL

SELECT trim(‘SL’, ‘SSparkSQLS’);

parkSQ

SELECT trim(BOTH ‘SL’ FROM ‘SSparkSQLS’);

parkSQ

SELECT trim(LEADING ‘SL’ FROM ‘SSparkSQLS’);

parkSQLS

SELECT trim(TRAILING ‘SL’ FROM ‘SSparkSQLS’);

SSparkSQ

trunc
trunc(date, fmt) - Returns date with the time portion of the day truncated to the unit specified by the format model fmt.
fmt should be one of [“year”, “yyyy”, “yy”, “mon”, “month”, “mm”]

Examples:

SELECT trunc(‘2009-02-12’, ‘MM’);

2009-02-01

SELECT trunc(‘2015-10-27’, ‘YEAR’);

2015-01-01

Since: 1.5.0

ucase
ucase(str) - Returns str with all characters changed to uppercase.

Examples:

SELECT ucase(‘SparkSql’);

SPARKSQL

unbase64
unbase64(str) - Converts the argument from a base 64 string str to a binary.

Examples:

SELECT unbase64(‘U3BhcmsgU1FM’);

Spark SQL

unhex
unhex(expr) - Converts hexadecimal expr to binary.

Examples:

SELECT decode(unhex(‘537061726B2053514C’), ‘UTF-8’);

Spark SQL

unix_timestamp
unix_timestamp([expr[, pattern]]) - Returns the UNIX timestamp of current or specified time.

Examples:

SELECT unix_timestamp();

1476884637

SELECT unix_timestamp(‘2016-04-08’, ‘yyyy-MM-dd’);

1460041200

Since: 1.5.0

upper
upper(str) - Returns str with all characters changed to uppercase.

Examples:

SELECT upper(‘SparkSql’);

SPARKSQL

uuid
uuid() - Returns an universally unique identifier (UUID) string. The value is returned as a canonical UUID 36-character string.

Examples:

SELECT uuid();

46707d92-02f4-4817-8116-a4c3b23e6266

var_pop
var_pop(expr) - Returns the population variance calculated from values of a group.

var_samp
var_samp(expr) - Returns the sample variance calculated from values of a group.

variance
variance(expr) - Returns the sample variance calculated from values of a group.

weekofyear
weekofyear(date) - Returns the week of the year of the given date. A week is considered to start on a Monday and week 1 is the first week with >3 days.

Examples:

SELECT weekofyear(‘2008-02-20’);

8

Since: 1.5.0

when
CASE WHEN expr1 THEN expr2 [WHEN expr3 THEN expr4]* [ELSE expr5] END - When expr1 = true, returns expr2; else when expr3 = true, returns expr4; else returns expr5.

Arguments:

expr1, expr3 - the branch condition expressions should all be boolean type.
expr2, expr4, expr5 - the branch value expressions and else value expression should all be
same type or coercible to a common type.
Examples:

SELECT CASE WHEN 1 > 0 THEN 1 WHEN 2 > 0 THEN 2.0 ELSE 1.2 END;

1

SELECT CASE WHEN 1 < 0 THEN 1 WHEN 2 > 0 THEN 2.0 ELSE 1.2 END;

2

SELECT CASE WHEN 1 < 0 THEN 1 WHEN 2 < 0 THEN 2.0 END;

NULL

window
xpath
xpath(xml, xpath) - Returns a string array of values within the nodes of xml that match the XPath expression.

Examples:

SELECT xpath(‘b1b2b3c1c2‘,’a/b/text()’);

[‘b1’,’b2’,’b3’]

xpath_boolean
xpath_boolean(xml, xpath) - Returns true if the XPath expression evaluates to true, or if a matching node is found.

Examples:

SELECT xpath_boolean(‘1‘,’a/b’);

true

xpath_double
xpath_double(xml, xpath) - Returns a double value, the value zero if no match is found, or NaN if a match is found but the value is non-numeric.

Examples:

SELECT xpath_double(‘12‘, ‘sum(a/b)’);

3.0

xpath_float
xpath_float(xml, xpath) - Returns a float value, the value zero if no match is found, or NaN if a match is found but the value is non-numeric.

Examples:

SELECT xpath_float(‘12‘, ‘sum(a/b)’);

3.0

xpath_int
xpath_int(xml, xpath) - Returns an integer value, or the value zero if no match is found, or a match is found but the value is non-numeric.

Examples:

SELECT xpath_int(‘12‘, ‘sum(a/b)’);

3

xpath_long
xpath_long(xml, xpath) - Returns a long integer value, or the value zero if no match is found, or a match is found but the value is non-numeric.

Examples:

SELECT xpath_long(‘12‘, ‘sum(a/b)’);

3

xpath_number
xpath_number(xml, xpath) - Returns a double value, the value zero if no match is found, or NaN if a match is found but the value is non-numeric.

Examples:

SELECT xpath_number(‘12‘, ‘sum(a/b)’);

3.0

xpath_short
xpath_short(xml, xpath) - Returns a short integer value, or the value zero if no match is found, or a match is found but the value is non-numeric.

Examples:

SELECT xpath_short(‘12‘, ‘sum(a/b)’);

3

xpath_string
xpath_string(xml, xpath) - Returns the text contents of the first xml node that matches the XPath expression.

Examples:

SELECT xpath_string(‘bcc‘,’a/c’);

cc

year
year(date) - Returns the year component of the date/timestamp.

Examples:

SELECT year(‘2016-07-30’);

2016

Since: 1.5.0

|
expr1 | expr2 - Returns the result of bitwise OR of expr1 and expr2.

Examples:

SELECT 3 | 5;

7

~
~ expr - Returns the result of bitwise NOT of expr.

Examples:

SELECT ~ 0;

-1