Applies to VAST Cluster 5.5.
Functions › Regular expressions › Regular expressions. regexp_replace(s, pattern, replacement) replaces the first part of s that the regular expression pattern matches with replacement. With option 'g' it replaces every match. The replacement can refer to the groups of the match as \1 to \9.
Syntax
regexp_replace(s, pattern, replacement)
regexp_replace(s, pattern, replacement, options)
| Argument | Type | Description |
|---|---|---|
s |
VARCHAR |
The string to change. |
pattern |
VARCHAR |
The regular expression (syntax). A constant or a column. |
replacement |
VARCHAR |
The text to put in place of each match. \0 is the whole match, \1 to \9 its groups, and \\ a backslash. A constant or a column. |
options |
VARCHAR |
Optional, a constant. 'g' replaces every match; other flags such as 'i' (ignore case) or 'l' (literal pattern) are described on options. |
Returns: VARCHAR.
Set up the examples
The examples connect with the ADBC driver, as in VAST Query Engine (ADBC), and work in a schema called docs_sql_fn_string_regexp_replace. Set QE_ENDPOINT, AWS_ACCESS_KEY_ID, AWS_SECRET_ACCESS_KEY and VASTDB_BUCKET (SQL reference), and run the blocks in order in one Python session. Below each block is the output you should see.
This block connects, defines the run() and plan() helpers, and creates a table of four contacts with a name and a phone number. Contact 3 has empty values, and the last row has no values:
import os
import re
import adbc_driver_manager
import adbc_driver_manager.dbapi as dbapi
import adbc_driver_vastdb
BUCKET = os.environ["VASTDB_BUCKET"]
SCHEMA = f'"{BUCKET}/docs_sql_fn_string_regexp_replace"'
conn = dbapi.connect(
driver=adbc_driver_vastdb.get_driver_path(),
db_kwargs={
"vast.db.endpoint": os.environ["QE_ENDPOINT"],
"vast.db.access_key": os.environ["AWS_ACCESS_KEY_ID"],
"vast.db.secret_key": os.environ["AWS_SECRET_ACCESS_KEY"],
},
autocommit=True,
)
def server_message(e):
"""The server's message in a driver error, without the request ID or the echoed statement."""
text = re.sub(r"\[req=0x[0-9a-f]+\]: ", "", str(e))
found = (re.search(r'message: "(.*?)", request_id', text, re.S)
or re.search(r"description: (.*)\)", text, re.S))
message = found.group(1) if found else text.strip().splitlines()[-1]
message = re.sub(r"^Plan query: '.*?' failed with: ", "", message, flags=re.S)
message = re.split(r"\\n|\n", message)[0].replace('\\"', '"')
return message.replace(BUCKET, "<bucket>")
def run(sql):
"""Run one statement. Print the rows it returns, or the error."""
try:
with conn.cursor() as cur:
cur.execute(sql)
rows = cur.fetchall() if cur.description else []
except (adbc_driver_manager.Error, OSError) as e:
print(f"{type(e).__name__}: {server_message(e)}")
else:
print(rows)
def plan(sql):
"""Print the plan without its ~N Rows lines: the table's row count, which can still be 0 just after an insert."""
with conn.cursor() as cur:
cur.execute("EXPLAIN " + sql)
steps = cur.fetchall()[0][1]
print("\n".join(line for line in steps.splitlines() if "Rows" not in line))
TABLE = f"{SCHEMA}.contacts"
run(f"CREATE SCHEMA IF NOT EXISTS {SCHEMA}")
run(f"CREATE TABLE IF NOT EXISTS {TABLE} (id BIGINT, name VARCHAR, phone VARCHAR)")
run(f"INSERT INTO {TABLE} VALUES "
"(1, 'Ada Lovelace', '+44 20 7946 0000'), "
"(2, 'Grace Hopper', '(212) 555-0100'), "
"(3, '', ''), "
"(4, NULL, NULL)")
[]
[]
[(4,)]
What it does
| Call | Result | Why |
|---|---|---|
regexp_replace('aaa', 'a', 'b') |
'baa' |
only the first match is replaced |
regexp_replace('aaa', 'a', 'b', 'g') |
'bbb' |
option g: every match |
regexp_replace('John Smith', '(\w+) (\w+)', '\2, \1') |
'Smith, John' |
\1 and \2 are the groups |
regexp_replace('abc', '(b)', '[\0]') |
'a[b]c' |
\0 is the whole match |
regexp_replace('AaA', 'a', 'x', 'gi') |
'xxx' |
options combine |
regexp_replace('a.b.c', '.', '/') |
'/.b.c' |
. is any character; escape it as \., or use option l |
In the replacement, a backslash starts a group reference: \0 to \9, or \\ for a backslash. Every other character, $ and & included, is literal: '$1' puts $1 in the result. A pattern that matches an empty string inserts the replacement: regexp_replace('abc', '', '-', 'g') is '-a-b-c-', and '^' or '$' add text at the start or the end.
NULLs and edge cases
| Input | Result |
|---|---|
NULL as any argument, the options included |
NULL |
regexp_replace('abc', 'x', 'y') (no match) |
'abc' |
regexp_replace('abc', '', '-') |
'-abc' |
regexp_replace('abc', '(b)', '[\2]') (the pattern has one group) |
'abc': nothing is replaced |
regexp_replace('abc', 'b', '\') (a lone backslash) |
'abc': nothing is replaced |
regexp_replace('abc', 'b', '\\') |
'a\c' |
regexp_replace('cafe\u0301', '\u0301', '') (remove the combining accent) |
'cafe' |
regexp_replace('abc', '(', 'x') (an invalid pattern) |
'abc', with no error |
regexp_replace('abc', 'b', 'x', 'G') |
Error: Unrecognized Regex option G |
regexp_replace('abc', 'b', 1) |
Error: No function matches the given name and argument types 'regexp_replace(STRING_LITERAL, STRING_LITERAL, INTEGER_LITERAL)' |
The same cases, as the cluster returns them. They use the table and helpers from Set up the examples:
run("SELECT regexp_replace(NULL, 'a', 'b'), regexp_replace('abc', NULL, 'x'), regexp_replace('abc', 'b', NULL), "
"regexp_replace('abc', 'b', 'x', NULL)")
run("SELECT regexp_replace('abc', 'x', 'y'), regexp_replace('abc', '', '-'), regexp_replace('abc', '(b)', '[\\2]'), "
"regexp_replace('abc', 'b', '\\'), regexp_replace('abc', 'b', '\\\\')")
run("SELECT regexp_replace('cafe\u0301', '\u0301', ''), regexp_replace('abc', '(', 'x')")
run("SELECT regexp_replace('abc', 'b', 'x', 'G')")
run("SELECT regexp_replace('abc', 'b', 1)")
[(None, None, None, None)]
[('abc', '-abc', 'abc', 'abc', 'a\\c')]
[('cafe', 'abc')]
InternalError: Invalid Input Error: Unrecognized Regex option G
InternalError: Binder Error: No function matches the given name and argument types 'regexp_replace(STRING_LITERAL, STRING_LITERAL, INTEGER_LITERAL)'. You might need to add explicit type casts.
Examples
Keep only the digits of each phone number, collapse runs of spaces in each name, and turn First Last into Last, First:
run(f"SELECT id, regexp_replace(phone, '\\D', '', 'g'), regexp_replace(name, '\\s+', ' ', 'g'), "
f"regexp_replace(name, '^(\\w+)\\s+(\\w+)$', '\\2, \\1') FROM {TABLE} ORDER BY id LIMIT 10")
[(1, '442079460000', 'Ada Lovelace', 'Lovelace, Ada'), (2, '2125550100', 'Grace Hopper', 'Hopper, Grace'), (3, '', '', ''), (4, None, None, None)]
Without 'g', only the first match changes. With 'i', case is ignored:
run(f"SELECT id, regexp_replace(phone, '\\d', '#'), regexp_replace(phone, '\\d', '#', 'g'), "
f"regexp_replace(name, 'a', '_', 'gi') FROM {TABLE} ORDER BY id LIMIT 10")
[(1, '+#4 20 7946 0000', '+## ## #### ####', '_d_ Lovel_ce'), (2, '(#12) 555-0100', '(###) ###-####', 'Gr_ce Hopper'), (3, '', '', ''), (4, None, None, None)]
Prefix every line of a multi-line string. ^ matches only at the start of the string unless the pattern has (?m):
run("SELECT regexp_replace('a\nb\nc', '^', '> ', 'g'), regexp_replace('a\nb\nc', '(?m)^', '> ', 'g')")
[('> a\nb\nc', '> a\n> b\n> c')]
How it runs in VAST
The Query Engine runs on the cluster's CNodes, and a query on a table starts with a scan in VAST DataBase (VAST_SCAN). regexp_replace is always evaluated in the Query Engine:
- In the
SELECTlist, the scan reads the column and the Query Engine rewrites each value it returns. - In
WHERE, the scan sends the column for every row, and aFILTERstep computesregexp_replace()and keeps the rows that match.
plan(f"SELECT id FROM {TABLE} WHERE regexp_replace(phone, '\\D', '', 'g') = '2125550100'")
┌───────────────────────────┐
│ PROJECTION │
│ ──────────────────── │
│ #1 │
│ │
└─────────────┬─────────────┘
┌─────────────┴─────────────┐
│ FILTER │
│ ──────────────────── │
│ (regexp_replace(phone, '\D│
│', '', 'g') = '2125550100')│
│ │
└─────────────┬─────────────┘
┌─────────────┴─────────────┐
│ VAST_SCAN │
│ ──────────────────── │
│ Function: VAST_SCAN │
│ │
│ Projections: │
│ phone │
│ id │
│ │
└───────────────────────────┘
Make it faster
- Use replace or translate for literal text.
replace(s, '.', '/')replaces every.without a regular expression;regexp_replaceneeds'\.'and'g'for the same result. - Normalise at load time. If you compare a cleaned-up form often, such as the digits of a phone number, store it in its own column when you write the data. A comparison of that column with a constant is pushed down to VAST DataBase.
- Combine it with a pushed-down condition. In
id > 100 AND regexp_replace(...) = '...',id > 100is still evaluated in VAST DataBase, so the replacement runs only on the rows that pass it.
Limitations and errors
- An invalid replacement changes nothing. A reference to a group the pattern doesn't have, such as
\2with one group, a lone backslash,\nor\g<name>, returnssunchanged. Check the replacement on a sample first. - An invalid constant pattern returns
sunchanged instead of failing. Check a pattern with regexp_matches, which reports the error. - The options string is a constant. From a column it fails with
Regex options field must be a constant. Options are lower-case:'G'fails withUnrecognized Regex option G. - No
regexp_replace_allorreplace_regex. Both fail withScalar Function with name ... does not exist!. Useregexp_replace(s, pattern, replacement, 'g').
run("SELECT regexp_replace('abc', 'b', '\\n'), regexp_replace('abc', '(?P<n>b)', '\\g<n>')")
run(f"SELECT regexp_replace(name, 'a', '_', CAST(id AS VARCHAR)) FROM {TABLE} LIMIT 1")
run("SELECT regexp_replace_all('aa', 'a', 'b')")
run("SELECT regexp_replace('aa', 'a', 'b', 'g')")
[('abc', 'abc')]
InternalError: Invalid Input Error: Regex options field must be a constant
InternalError: Catalog Error: Scalar Function with name regexp_replace_all does not exist!
[('bb',)]
Similar functions
| Function | Replaces | Result for 'a.b.c', . by / |
|---|---|---|
regexp_replace('a.b.c', '.', '/') |
the first match of a regular expression | '/.b.c' |
regexp_replace('a.b.c', '\.', '/', 'g') |
every match | 'a/b/c' |
replace('a.b.c', '.', '/') |
every occurrence of literal text | 'a/b/c' |
translate('a.b.c', '.', '/') |
single characters, one for one | 'a/b/c' |
| trim, ltrim, rtrim | characters at the ends | (see their pages) |
run("SELECT regexp_replace('a.b.c', '.', '/'), regexp_replace('a.b.c', '\\.', '/', 'g'), "
"replace('a.b.c', '.', '/'), translate('a.b.c', '.', '/')")
run("SELECT trim(' a '), regexp_replace(' a ', '^\\s+|\\s+$', '', 'g')")
[('/.b.c', 'a/b/c', 'a/b/c', 'a/b/c')]
[('a', 'a')]
Clean up:
run(f"DROP TABLE IF EXISTS {TABLE}")
run(f"DROP SCHEMA IF EXISTS {SCHEMA}")
conn.close()
[]
[]
See also
- Regular-expression syntax and options.
- Regular expressions: all the regular-expression functions.
- Where filters run and pushdowns.
- EXPLAIN: how to read a plan.