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The following operators provide mechanisms to access elements in Complex Types.
Operator | Operand types | Description |
---|---|---|
A[n] | A is an Array and n is an int | Returns the nth element in the array A. The first element has index 0. For example, if A is an array comprising of ['foo', 'bar'] then A[0] returns 'foo' and A[1] returns 'bar'. |
M[key] | M is a Map<K, V> and key has type K | Returns the value corresponding to the key in the map. For example, if M is a map comprising of {'f' -> 'foo', 'b' -> 'bar', 'all' -> 'foobar'} then M['all'] returns 'foobar'. |
S.x | S is a struct | Returns the x field of S. For example for the struct foobar {int foo, int bar}, foobar.foo returns the integer stored in the foo field of the struct. |
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The following built-in mathematical functions are supported in hiveHive; most return NULL when the argument(s) are NULL:
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The following built-in collection functions are supported in hiveHive:
Return Type | Name(Signature) | Description |
---|---|---|
int | size(Map<K.V>) | Returns the number of elements in the map type. |
int | size(Array<T>) | Returns the number of elements in the array type. |
array<K> | map_keys(Map<K.V>) | Returns an unordered array containing the keys of the input map. |
array<V> | map_values(Map<K.V>) | Returns an unordered array containing the values of the input map. |
boolean | array_contains(Array<T>, value) | Returns TRUE if the array contains value. |
array<t> | sort_array(Array<T>) | Sorts the input array in ascending order according to the natural ordering of the array elements and returns it (as of version 0.9.0). |
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The following type conversion functions are supported in hiveHive:
Return Type | Name(Signature) | Description |
---|---|---|
binary | binary(string|binary) | Casts the parameter into a binary. |
Expected "=" to follow "type" | cast(expr as <type>) | Converts the results of the expression expr to <type>. For example, cast('1' as BIGINT) will convert the string '1' to its integral representation. A null is returned if the conversion does not succeed. If cast(expr as boolean) Hive returns true for a non-empty string. |
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The following built-in date functions are supported in hiveHive:
Return Type | Name(Signature) | Description |
---|---|---|
string | from_unixtime(bigint unixtime[, string format]) | Converts the number of seconds from unix epoch (1970-01-01 00:00:00 UTC) to a string representing the timestamp of that moment in the current system time zone in the format of "1970-01-01 00:00:00". |
bigint | unix_timestamp() | Gets current Unix timestamp in seconds. |
bigint | unix_timestamp(string date) | Converts time string in format |
bigint | unix_timestamp(string date, string pattern) | Convert time string with given pattern (see [http://docs.oracle.com/javase/tutorial/i18n/format/simpleDateFormat.html]) to Unix time stamp (in seconds), return 0 if fail: unix_timestamp('2009-03-20', 'yyyy-MM-dd') = 1237532400. |
string | to_date(string timestamp) | Returns the date part of a timestamp string: to_date("1970-01-01 00:00:00") = "1970-01-01". |
int | year(string date) | Returns the year part of a date or a timestamp string: year("1970-01-01 00:00:00") = 1970, year("1970-01-01") = 1970. |
int | quarter(date/timestamp/string) | Returns the quarter of the year for date, in the range 1 to 4 (as of Hive 1.3.0). Example: quarter('2015-04-08') = 2 |
int | month(string date) | Returns the month part of a date or a timestamp string: month("1970-11-01 00:00:00") = 11, month("1970-11-01") = 11. |
int | day(string date) dayofmonth(date) | Returns the day part of a date or a timestamp string: day("1970-11-01 00:00:00") = 1, day("1970-11-01") = 1. |
int | hour(string date) | Returns the hour of the timestamp: hour('2009-07-30 12:58:59') = 12, hour('12:58:59') = 12. |
int | minute(string date) | Returns the minute of the timestamp. |
int | second(string date) | Returns the second of the timestamp. |
int | weekofyear(string date) | Returns the week number of a timestamp string: weekofyear("1970-11-01 00:00:00") = 44, weekofyear("1970-11-01") = 44. |
int | datediff(string enddate, string startdate) | Returns the number of days from startdate to enddate: datediff('2009-03-01', '2009-02-27') = 2. |
string | date_add(string startdate, int days) | Adds a number of days to startdate: date_add('2008-12-31', 1) = '2009-01-01'. |
string | date_sub(string startdate, int days) | Subtracts a number of days to startdate: date_sub('2008-12-31', 1) = '2008-12-30'. |
timestamp | from_utc_timestamp(timestamp, string timezone) | Assumes given timestamp is UTC and converts to given timezone (as of Hive 0.8.0). For example, from_utc_timestamp('1970-01-01 08:00:00','PST') returns 1970-01-01 00:00:00. |
timestamp | to_utc_timestamp(timestamp, string timezone) | Assumes given timestamp is in given timezone and converts to UTC (as of Hive 0.8.0). For example, to_utc_timestamp('1970-01-01 00:00:00','PST') returns 1970-01-01 08:00:00. |
date | current_date | Returns the current date at the start of query evaluation (as of Hive 1.2.0). All calls of current_date within the same query return the same value. |
timestamp | current_timestamp | Returns the current timestamp at the start of query evaluation (as of Hive 1.2.0). All calls of current_timestamp within the same query return the same value. |
string | add_months(string start_date, int num_months) | Returns the date that is num_months after start_date (as of Hive 1.1.0). start_date is a string, date or timestamp. num_months is an integer. The time part of start_date is ignored. If start_date is the last day of the month or if the resulting month has fewer days than the day component of start_date, then the result is the last day of the resulting month. Otherwise, the result has the same day component as start_date. |
string | last_day(string date) | Returns the last day of the month which the date belongs to (as of Hive 1.1.0). date is a string in the format 'yyyy-MM-dd HH:mm:ss' or 'yyyy-MM-dd'. The time part of date is ignored. |
string | next_day(string start_date, string day_of_week) | Returns the first date which is later than start_date and named as day_of_week (as of Hive 1.2.0). start_date is a string/date/timestamp. day_of_week is 2 letters, 3 letters or full name of the day of the week (e.g. Mo, tue, FRIDAY). The time part of start_date is ignored. Example: next_day('2015-01-14', 'TU') = 2015-01-20. |
string | trunc(string date[, string format]) | Returns date truncated to the unit specified by the format (as of Hive 1.2.0). Supported formats: MONTH/MON/MM, YEAR/YYYY/YY. If format is omitted the date will be truncated to the nearest day. Example: trunc('2015-03-17', 'MM') = 2015-03-01. |
double | months_between(date1, date2) | Returns number of months between dates date1 and date2 (as of Hive 1.2.0). If date1 is later than date2, then the result is positive. If date1 is earlier than date2, then the result is negative. If date1 and date2 are either the same days of the month or both last days of months, then the result is always an integer. Otherwise the UDF calculates the fractional portion of the result based on a 31-day month and considers the difference in time components date1 and date2. date1 and date2 type can be date, timestamp or string in the format 'yyyy-MM-dd' or 'yyyy-MM-dd HH:mm:ss'. The result is rounded to 8 decimal places. Example: months_between('1997-02-28 10:30:00', '1996-10-30') = 3.94959677 |
string | date_format(date/timestamp/string ts, string fmt) | Converts a date/timestamp/string to a value of string in the format specified by the date format fmt (as of Hive 1.2.0). Supported formats are Java SimpleDateFormat formats – https://docs.oracle.com/javase/7/docs/api/java/text/SimpleDateFormat.html. The second argument fmt should be constant. Example: date_format('2015-04-08', 'y') = '2015'. date_format can be used to implement other UDFs, e.g.:
|
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The following built-in String functions are supported in hiveHive:
Return Type | Name(Signature) | Description |
---|---|---|
int | ascii(string str) | Returns the numeric value of the first character of str. |
string | base64(binary bin) | Converts the argument from binary to a base 64 string (as of Hive 0.12.0). |
string | concat(string|binary A, string|binary B...) | Returns the string or bytes resulting from concatenating the strings or bytes passed in as parameters in order. For example, concat('foo', 'bar') results in 'foobar'. Note that this function can take any number of input strings. |
array<struct<string,double>> | context_ngrams(array<array<string>>, array<string>, int K, int pf) | Returns the top-k contextual N-grams from a set of tokenized sentences, given a string of "context". See StatisticsAndDataMining for more information. |
string | concat_ws(string SEP, string A, string B...) | Like concat() above, but with custom separator SEP. |
string | concat_ws(string SEP, array<string>) | Like concat_ws() above, but taking an array of strings. (as of Hive 0.9.0) |
string | decode(binary bin, string charset) | Decodes the first argument into a String using the provided character set (one of 'US-ASCII', 'ISO-8859-1', 'UTF-8', 'UTF-16BE', 'UTF-16LE', 'UTF-16'). If either argument is null, the result will also be null. (As of Hive 0.12.0.) |
binary | encode(string src, string charset) | Encodes the first argument into a BINARY using the provided character set (one of 'US-ASCII', 'ISO-8859-1', 'UTF-8', 'UTF-16BE', 'UTF-16LE', 'UTF-16'). If either argument is null, the result will also be null. (As of Hive 0.12.0.) |
int | find_in_set(string str, string strList) | Returns the first occurance of str in strList where strList is a comma-delimited string. Returns null if either argument is null. Returns 0 if the first argument contains any commas. For example, find_in_set('ab', 'abc,b,ab,c,def') returns 3. |
string | format_number(number x, int d) | Formats the number X to a format like '#,###,###.##', rounded to D decimal places, and returns the result as a string. If D is 0, the result has no decimal point or fractional part. (As of Hive 0.10.0; bug with float types fixed in Hive 0.14.0, decimal type support added in Hive 0.14.0) |
string | get_json_object(string json_string, string path) | Extracts json object from a json string based on json path specified, and returns json string of the extracted json object. It will return null if the input json string is invalid. NOTE: The json path can only have the characters [0-9a-z_], i.e., no upper-case or special characters. Also, the keys *cannot start with numbers.* This is due to restrictions on Hive column names. |
boolean | in_file(string str, string filename) | Returns true if the string str appears as an entire line in filename. |
int | instr(string str, string substr) | Returns the position of the first occurrence of |
int | length(string A) | Returns the length of the string. |
int | locate(string substr, string str[, int pos]) | Returns the position of the first occurrence of substr in str after position pos. |
string | lower(string A) lcase(string A) | Returns the string resulting from converting all characters of B to lower case. For example, lower('fOoBaR') results in 'foobar'. |
string | lpad(string str, int len, string pad) | Returns str, left-padded with pad to a length of len. |
string | ltrim(string A) | Returns the string resulting from trimming spaces from the beginning(left hand side) of A. For example, ltrim(' foobar ') results in 'foobar '. |
array<struct<string,double>> | ngrams(array<array<string>>, int N, int K, int pf) | Returns the top-k N-grams from a set of tokenized sentences, such as those returned by the sentences() UDAF. See StatisticsAndDataMining for more information. |
string | parse_url(string urlString, string partToExtract [, string keyToExtract]) | Returns the specified part from the URL. Valid values for partToExtract include HOST, PATH, QUERY, REF, PROTOCOL, AUTHORITY, FILE, and USERINFO. For example, parse_url('http://facebook.com/path1/p.php?k1=v1&k2=v2#Ref1', 'HOST') returns 'facebook.com'. Also a value of a particular key in QUERY can be extracted by providing the key as the third argument, for example, parse_url('http://facebook.com/path1/p.php?k1=v1&k2=v2#Ref1', 'QUERY', 'k1') returns 'v1'. |
string | printf(String format, Obj... args) | Returns the input formatted according do printf-style format strings (as of Hive 0.9.0). |
string | regexp_extract(string subject, string pattern, int index) | Returns the string extracted using the pattern. For example, regexp_extract('foothebar', 'foo(.*?)(bar)', 2) returns 'bar.' Note that some care is necessary in using predefined character classes: using '\s' as the second argument will match the letter s; '\\s' is necessary to match whitespace, etc. The 'index' parameter is the Java regex Matcher group() method index. See docs/api/java/util/regex/Matcher.html for more information on the 'index' or Java regex group() method. |
string | regexp_replace(string INITIAL_STRING, string PATTERN, string REPLACEMENT) | Returns the string resulting from replacing all substrings in INITIAL_STRING that match the java regular expression syntax defined in PATTERN with instances of REPLACEMENT. For example, regexp_replace("foobar", "oo|ar", "") returns 'fb.' Note that some care is necessary in using predefined character classes: using '\s' as the second argument will match the letter s; '\\s' is necessary to match whitespace, etc. |
string | repeat(string str, int n) | Repeats str n times. |
string | reverse(string A) | Returns the reversed string. |
string | rpad(string str, int len, string pad) | Returns str, right-padded with pad to a length of len. |
string | rtrim(string A) | Returns the string resulting from trimming spaces from the end(right hand side) of A. For example, rtrim(' foobar ') results in ' foobar'. |
array<array<string>> | sentences(string str, string lang, string locale) | Tokenizes a string of natural language text into words and sentences, where each sentence is broken at the appropriate sentence boundary and returned as an array of words. The 'lang' and 'locale' are optional arguments. For example, sentences('Hello there! How are you?') returns ( ("Hello", "there"), ("How", "are", "you") ). |
string | space(int n) | Returns a string of n spaces. |
array | split(string str, string pat) | Splits str around pat (pat is a regular expression). |
map<string,string> | str_to_map(text[, delimiter1, delimiter2]) | Splits text into key-value pairs using two delimiters. Delimiter1 separates text into K-V pairs, and Delimiter2 splits each K-V pair. Default delimiters are ',' for delimiter1 and '=' for delimiter2. |
string | substr(string|binary A, int start) substring(string|binary A, int start) | Returns the substring or slice of the byte array of A starting from start position till the end of string A. For example, substr('foobar', 4) results in 'bar' (see [http://dev.mysql.com/doc/refman/5.0/en/string-functions.html#function_substr]). |
string | substr(string|binary A, int start, int len) substring(string|binary A, int start, int len) | Returns the substring or slice of the byte array of A starting from start position with length len. For example, substr('foobar', 4, 1) results in 'b' (see [http://dev.mysql.com/doc/refman/5.0/en/string-functions.html#function_substr]). |
string | translate(string|char|varchar input, string|char|varchar from, string|char|varchar to) | Translates the input string by replacing the characters present in the Char/varchar support added as of Hive 0.14.0. |
string | trim(string A) | Returns the string resulting from trimming spaces from both ends of A. For example, trim(' foobar ') results in 'foobar' |
binary | unbase64(string str) | Converts the argument from a base 64 string to BINARY. (As of Hive 0.12.0.) |
string | upper(string A) ucase(string A) | Returns the string resulting from converting all characters of A to upper case. For example, upper('fOoBaR') results in 'FOOBAR'. |
string | initcap(string A) | Returns string, with the first letter of each word in uppercase, all other letters in lowercase. Words are delimited by whitespace. (As of Hive 1.1.0.) |
int | levenshtein(string A, string B) | Returns the Levenshtein distance between two strings (as of Hive 1.2.0). For example, levenshtein('kitten', 'sitting') results in 3. |
string | soundex(string A) | Returns soundex code of the string (as of Hive 1.2.0). For example, soundex('Miller') results in M460. |
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Built-in Aggregate Functions (UDAF)
The following are built-in aggregate functions are supported in Hive:
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Code Block | ||||
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SELECT explode(myCol) AS myNewCol FROM myTable; |
Will will produce:
(int) myNewCol |
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100 |
200 |
300 |
400 |
500 |
600 |
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Code Block | ||||
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SELECT posexplode(myCol) AS pos, myNewCol FROM myTable; |
Will will produce:
(int) pos | (int) myNewCol |
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1 | 100 |
2 | 200 |
3 | 300 |
1 | 400 |
2 | 500 |
3 | 600 |
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A new json_tuple() UDTF is introduced in hive Hive 0.7. It takes a set of names (keys) and a JSON string, and returns a tuple of values using one function. This is much more efficient than calling GET_JSON_OBJECT to retrieve more than one key from a single JSON string. In any case where a single JSON string would be parsed more than once, your query will be more efficient if you parse it once, which is what JSON_TUPLE is for. As JSON_TUPLE is a UDTF, you will need to use the LATERAL VIEW syntax in order to achieve the same goal.
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Code Block |
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select f(col) as fc, count(*) from table_name group by fc; |
You you will get an error:
Code Block |
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FAILED: Error in semantic analysis: line 1:69 Invalid Table Alias or Column Reference fc |
Because because you are not able to GROUP BY or SORT BY a column alias on which a function has been applied. There are two workarounds. First, you can reformulate this query with subqueries, which is somewhat complicated:
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