superset sql_parse 源码
superset sql_parse 代码
文件路径:/superset/sql_parse.py
# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License. You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing,
# software distributed under the License is distributed on an
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
# KIND, either express or implied. See the License for the
# specific language governing permissions and limitations
# under the License.
import logging
import re
from dataclasses import dataclass
from enum import Enum
from typing import Any, cast, Iterator, List, Optional, Set, Tuple
from urllib import parse
import sqlparse
from sqlalchemy import and_
from sqlparse.sql import (
Identifier,
IdentifierList,
Parenthesis,
remove_quotes,
Token,
TokenList,
Where,
)
from sqlparse.tokens import (
Comment,
CTE,
DDL,
DML,
Keyword,
Name,
Punctuation,
String,
Whitespace,
)
from sqlparse.utils import imt
from superset.exceptions import QueryClauseValidationException
try:
from sqloxide import parse_sql as sqloxide_parse
except: # pylint: disable=bare-except
sqloxide_parse = None
RESULT_OPERATIONS = {"UNION", "INTERSECT", "EXCEPT", "SELECT"}
ON_KEYWORD = "ON"
PRECEDES_TABLE_NAME = {"FROM", "JOIN", "DESCRIBE", "WITH", "LEFT JOIN", "RIGHT JOIN"}
CTE_PREFIX = "CTE__"
logger = logging.getLogger(__name__)
# TODO: Workaround for https://github.com/andialbrecht/sqlparse/issues/652.
sqlparse.keywords.SQL_REGEX.insert(
0,
(
re.compile(r"'(''|\\\\|\\|[^'])*'", sqlparse.keywords.FLAGS).match,
sqlparse.tokens.String.Single,
),
)
class CtasMethod(str, Enum):
TABLE = "TABLE"
VIEW = "VIEW"
def _extract_limit_from_query(statement: TokenList) -> Optional[int]:
"""
Extract limit clause from SQL statement.
:param statement: SQL statement
:return: Limit extracted from query, None if no limit present in statement
"""
idx, _ = statement.token_next_by(m=(Keyword, "LIMIT"))
if idx is not None:
_, token = statement.token_next(idx=idx)
if token:
if isinstance(token, IdentifierList):
# In case of "LIMIT <offset>, <limit>", find comma and extract
# first succeeding non-whitespace token
idx, _ = token.token_next_by(m=(sqlparse.tokens.Punctuation, ","))
_, token = token.token_next(idx=idx)
if token and token.ttype == sqlparse.tokens.Literal.Number.Integer:
return int(token.value)
return None
def extract_top_from_query(
statement: TokenList, top_keywords: Set[str]
) -> Optional[int]:
"""
Extract top clause value from SQL statement.
:param statement: SQL statement
:param top_keywords: keywords that are considered as synonyms to TOP
:return: top value extracted from query, None if no top value present in statement
"""
str_statement = str(statement)
str_statement = str_statement.replace("\n", " ").replace("\r", "")
token = str_statement.rstrip().split(" ")
token = [part for part in token if part]
top = None
for i, _ in enumerate(token):
if token[i].upper() in top_keywords and len(token) - 1 > i:
try:
top = int(token[i + 1])
except ValueError:
top = None
break
return top
def get_cte_remainder_query(sql: str) -> Tuple[Optional[str], str]:
"""
parse the SQL and return the CTE and rest of the block to the caller
:param sql: SQL query
:return: CTE and remainder block to the caller
"""
cte: Optional[str] = None
remainder = sql
stmt = sqlparse.parse(sql)[0]
# The first meaningful token for CTE will be with WITH
idx, token = stmt.token_next(-1, skip_ws=True, skip_cm=True)
if not (token and token.ttype == CTE):
return cte, remainder
idx, token = stmt.token_next(idx)
idx = stmt.token_index(token) + 1
# extract rest of the SQLs after CTE
remainder = "".join(str(token) for token in stmt.tokens[idx:]).strip()
cte = f"WITH {token.value}"
return cte, remainder
def strip_comments_from_sql(statement: str) -> str:
"""
Strips comments from a SQL statement, does a simple test first
to avoid always instantiating the expensive ParsedQuery constructor
This is useful for engines that don't support comments
:param statement: A string with the SQL statement
:return: SQL statement without comments
"""
return ParsedQuery(statement).strip_comments() if "--" in statement else statement
@dataclass(eq=True, frozen=True)
class Table:
"""
A fully qualified SQL table conforming to [[catalog.]schema.]table.
"""
table: str
schema: Optional[str] = None
catalog: Optional[str] = None
def __str__(self) -> str:
"""
Return the fully qualified SQL table name.
"""
return ".".join(
parse.quote(part, safe="").replace(".", "%2E")
for part in [self.catalog, self.schema, self.table]
if part
)
def __eq__(self, __o: object) -> bool:
return str(self) == str(__o)
class ParsedQuery:
def __init__(self, sql_statement: str, strip_comments: bool = False):
if strip_comments:
sql_statement = sqlparse.format(sql_statement, strip_comments=True)
self.sql: str = sql_statement
self._tables: Set[Table] = set()
self._alias_names: Set[str] = set()
self._limit: Optional[int] = None
logger.debug("Parsing with sqlparse statement: %s", self.sql)
self._parsed = sqlparse.parse(self.stripped())
for statement in self._parsed:
self._limit = _extract_limit_from_query(statement)
@property
def tables(self) -> Set[Table]:
if not self._tables:
for statement in self._parsed:
self._extract_from_token(statement)
self._tables = {
table for table in self._tables if str(table) not in self._alias_names
}
return self._tables
@property
def limit(self) -> Optional[int]:
return self._limit
def is_select(self) -> bool:
# make sure we strip comments; prevents a bug with coments in the CTE
parsed = sqlparse.parse(self.strip_comments())
if parsed[0].get_type() == "SELECT":
return True
if parsed[0].get_type() != "UNKNOWN":
return False
# for `UNKNOWN`, check all DDL/DML explicitly: only `SELECT` DML is allowed,
# and no DDL is allowed
if any(token.ttype == DDL for token in parsed[0]) or any(
token.ttype == DML and token.value != "SELECT" for token in parsed[0]
):
return False
# return false on `EXPLAIN`, `SET`, `SHOW`, etc.
if parsed[0][0].ttype == Keyword:
return False
return any(
token.ttype == DML and token.value == "SELECT" for token in parsed[0]
)
def is_valid_ctas(self) -> bool:
parsed = sqlparse.parse(self.strip_comments())
return parsed[-1].get_type() == "SELECT"
def is_valid_cvas(self) -> bool:
parsed = sqlparse.parse(self.strip_comments())
return len(parsed) == 1 and parsed[0].get_type() == "SELECT"
def is_explain(self) -> bool:
# Remove comments
statements_without_comments = sqlparse.format(
self.stripped(), strip_comments=True
)
# Explain statements will only be the first statement
return statements_without_comments.upper().startswith("EXPLAIN")
def is_show(self) -> bool:
# Remove comments
statements_without_comments = sqlparse.format(
self.stripped(), strip_comments=True
)
# Show statements will only be the first statement
return statements_without_comments.upper().startswith("SHOW")
def is_set(self) -> bool:
# Remove comments
statements_without_comments = sqlparse.format(
self.stripped(), strip_comments=True
)
# Set statements will only be the first statement
return statements_without_comments.upper().startswith("SET")
def is_unknown(self) -> bool:
return self._parsed[0].get_type() == "UNKNOWN"
def stripped(self) -> str:
return self.sql.strip(" \t\n;")
def strip_comments(self) -> str:
return sqlparse.format(self.stripped(), strip_comments=True)
def get_statements(self) -> List[str]:
"""Returns a list of SQL statements as strings, stripped"""
statements = []
for statement in self._parsed:
if statement:
sql = str(statement).strip(" \n;\t")
if sql:
statements.append(sql)
return statements
@staticmethod
def get_table(tlist: TokenList) -> Optional[Table]:
"""
Return the table if valid, i.e., conforms to the [[catalog.]schema.]table
construct.
:param tlist: The SQL tokens
:returns: The table if the name conforms
"""
# Strip the alias if present.
idx = len(tlist.tokens)
if tlist.has_alias():
ws_idx, _ = tlist.token_next_by(t=Whitespace)
if ws_idx != -1:
idx = ws_idx
tokens = tlist.tokens[:idx]
if (
len(tokens) in (1, 3, 5)
and all(imt(token, t=[Name, String]) for token in tokens[::2])
and all(imt(token, m=(Punctuation, ".")) for token in tokens[1::2])
):
return Table(*[remove_quotes(token.value) for token in tokens[::-2]])
return None
@staticmethod
def _is_identifier(token: Token) -> bool:
return isinstance(token, (IdentifierList, Identifier))
def _process_tokenlist(self, token_list: TokenList) -> None:
"""
Add table names to table set
:param token_list: TokenList to be processed
"""
# exclude subselects
if "(" not in str(token_list):
table = self.get_table(token_list)
if table and not table.table.startswith(CTE_PREFIX):
self._tables.add(table)
return
# store aliases
if token_list.has_alias():
self._alias_names.add(token_list.get_alias())
# some aliases are not parsed properly
if token_list.tokens[0].ttype == Name:
self._alias_names.add(token_list.tokens[0].value)
self._extract_from_token(token_list)
def as_create_table(
self,
table_name: str,
schema_name: Optional[str] = None,
overwrite: bool = False,
method: CtasMethod = CtasMethod.TABLE,
) -> str:
"""Reformats the query into the create table as query.
Works only for the single select SQL statements, in all other cases
the sql query is not modified.
:param table_name: table that will contain the results of the query execution
:param schema_name: schema name for the target table
:param overwrite: table_name will be dropped if true
:param method: method for the CTA query, currently view or table creation
:return: Create table as query
"""
exec_sql = ""
sql = self.stripped()
# TODO(bkyryliuk): quote full_table_name
full_table_name = f"{schema_name}.{table_name}" if schema_name else table_name
if overwrite:
exec_sql = f"DROP {method} IF EXISTS {full_table_name};\n"
exec_sql += f"CREATE {method} {full_table_name} AS \n{sql}"
return exec_sql
def _extract_from_token(self, token: Token) -> None:
"""
<Identifier> store a list of subtokens and <IdentifierList> store lists of
subtoken list.
It extracts <IdentifierList> and <Identifier> from :param token: and loops
through all subtokens recursively. It finds table_name_preceding_token and
passes <IdentifierList> and <Identifier> to self._process_tokenlist to populate
self._tables.
:param token: instance of Token or child class, e.g. TokenList, to be processed
"""
if not hasattr(token, "tokens"):
return
table_name_preceding_token = False
for item in token.tokens:
if item.is_group and (
not self._is_identifier(item) or isinstance(item.tokens[0], Parenthesis)
):
self._extract_from_token(item)
if item.ttype in Keyword and (
item.normalized in PRECEDES_TABLE_NAME
or item.normalized.endswith(" JOIN")
):
table_name_preceding_token = True
continue
if item.ttype in Keyword:
table_name_preceding_token = False
continue
if table_name_preceding_token:
if isinstance(item, Identifier):
self._process_tokenlist(item)
elif isinstance(item, IdentifierList):
for token2 in item.get_identifiers():
if isinstance(token2, TokenList):
self._process_tokenlist(token2)
elif isinstance(item, IdentifierList):
if any(not self._is_identifier(token2) for token2 in item.tokens):
self._extract_from_token(item)
def set_or_update_query_limit(self, new_limit: int, force: bool = False) -> str:
"""Returns the query with the specified limit.
Does not change the underlying query if user did not apply the limit,
otherwise replaces the limit with the lower value between existing limit
in the query and new_limit.
:param new_limit: Limit to be incorporated into returned query
:return: The original query with new limit
"""
if not self._limit:
return f"{self.stripped()}\nLIMIT {new_limit}"
limit_pos = None
statement = self._parsed[0]
# Add all items to before_str until there is a limit
for pos, item in enumerate(statement.tokens):
if item.ttype in Keyword and item.value.lower() == "limit":
limit_pos = pos
break
_, limit = statement.token_next(idx=limit_pos)
# Override the limit only when it exceeds the configured value.
if limit.ttype == sqlparse.tokens.Literal.Number.Integer and (
force or new_limit < int(limit.value)
):
limit.value = new_limit
elif limit.is_group:
limit.value = f"{next(limit.get_identifiers())}, {new_limit}"
str_res = ""
for i in statement.tokens:
str_res += str(i.value)
return str_res
def sanitize_clause(clause: str) -> str:
# clause = sqlparse.format(clause, strip_comments=True)
statements = sqlparse.parse(clause)
if len(statements) != 1:
raise QueryClauseValidationException("Clause contains multiple statements")
open_parens = 0
previous_token = None
for token in statements[0]:
if token.value == "/" and previous_token and previous_token.value == "*":
raise QueryClauseValidationException("Closing unopened multiline comment")
if token.value == "*" and previous_token and previous_token.value == "/":
raise QueryClauseValidationException("Unclosed multiline comment")
if token.value in (")", "("):
open_parens += 1 if token.value == "(" else -1
if open_parens < 0:
raise QueryClauseValidationException(
"Closing unclosed parenthesis in filter clause"
)
previous_token = token
if open_parens > 0:
raise QueryClauseValidationException("Unclosed parenthesis in filter clause")
if previous_token and previous_token.ttype in Comment:
if previous_token.value[-1] != "\n":
clause = f"{clause}\n"
return clause
class InsertRLSState(str, Enum):
"""
State machine that scans for WHERE and ON clauses referencing tables.
"""
SCANNING = "SCANNING"
SEEN_SOURCE = "SEEN_SOURCE"
FOUND_TABLE = "FOUND_TABLE"
def has_table_query(token_list: TokenList) -> bool:
"""
Return if a statement has a query reading from a table.
>>> has_table_query(sqlparse.parse("COUNT(*)")[0])
False
>>> has_table_query(sqlparse.parse("SELECT * FROM table")[0])
True
Note that queries reading from constant values return false:
>>> has_table_query(sqlparse.parse("SELECT * FROM (SELECT 1)")[0])
False
"""
state = InsertRLSState.SCANNING
for token in token_list.tokens:
# Recurse into child token list
if isinstance(token, TokenList) and has_table_query(token):
return True
# Found a source keyword (FROM/JOIN)
if imt(token, m=[(Keyword, "FROM"), (Keyword, "JOIN")]):
state = InsertRLSState.SEEN_SOURCE
# Found identifier/keyword after FROM/JOIN
elif state == InsertRLSState.SEEN_SOURCE and (
isinstance(token, sqlparse.sql.Identifier) or token.ttype == Keyword
):
return True
# Found nothing, leaving source
elif state == InsertRLSState.SEEN_SOURCE and token.ttype != Whitespace:
state = InsertRLSState.SCANNING
return False
def add_table_name(rls: TokenList, table: str) -> None:
"""
Modify a RLS expression inplace ensuring columns are fully qualified.
"""
tokens = rls.tokens[:]
while tokens:
token = tokens.pop(0)
if isinstance(token, Identifier) and token.get_parent_name() is None:
token.tokens = [
Token(Name, table),
Token(Punctuation, "."),
Token(Name, token.get_name()),
]
elif isinstance(token, TokenList):
tokens.extend(token.tokens)
def get_rls_for_table(
candidate: Token,
database_id: int,
default_schema: Optional[str],
) -> Optional[TokenList]:
"""
Given a table name, return any associated RLS predicates.
"""
# pylint: disable=import-outside-toplevel
from superset import db
from superset.connectors.sqla.models import SqlaTable
if not isinstance(candidate, Identifier):
candidate = Identifier([Token(Name, candidate.value)])
table = ParsedQuery.get_table(candidate)
if not table:
return None
dataset = (
db.session.query(SqlaTable)
.filter(
and_(
SqlaTable.database_id == database_id,
SqlaTable.schema == (table.schema or default_schema),
SqlaTable.table_name == table.table,
)
)
.one_or_none()
)
if not dataset:
return None
template_processor = dataset.get_template_processor()
predicate = " AND ".join(
str(filter_)
for filter_ in dataset.get_sqla_row_level_filters(template_processor)
)
if not predicate:
return None
rls = sqlparse.parse(predicate)[0]
add_table_name(rls, str(dataset))
return rls
def insert_rls(
token_list: TokenList,
database_id: int,
default_schema: Optional[str],
) -> TokenList:
"""
Update a statement inplace applying any associated RLS predicates.
"""
rls: Optional[TokenList] = None
state = InsertRLSState.SCANNING
for token in token_list.tokens:
# Recurse into child token list
if isinstance(token, TokenList):
i = token_list.tokens.index(token)
token_list.tokens[i] = insert_rls(token, database_id, default_schema)
# Found a source keyword (FROM/JOIN)
if imt(token, m=[(Keyword, "FROM"), (Keyword, "JOIN")]):
state = InsertRLSState.SEEN_SOURCE
# Found identifier/keyword after FROM/JOIN, test for table
elif state == InsertRLSState.SEEN_SOURCE and (
isinstance(token, Identifier) or token.ttype == Keyword
):
rls = get_rls_for_table(token, database_id, default_schema)
if rls:
state = InsertRLSState.FOUND_TABLE
# Found WHERE clause, insert RLS. Note that we insert it even it already exists,
# to be on the safe side: it could be present in a clause like `1=1 OR RLS`.
elif state == InsertRLSState.FOUND_TABLE and isinstance(token, Where):
rls = cast(TokenList, rls)
token.tokens[1:1] = [Token(Whitespace, " "), Token(Punctuation, "(")]
token.tokens.extend(
[
Token(Punctuation, ")"),
Token(Whitespace, " "),
Token(Keyword, "AND"),
Token(Whitespace, " "),
]
+ rls.tokens
)
state = InsertRLSState.SCANNING
# Found ON clause, insert RLS. The logic for ON is more complicated than the logic
# for WHERE because in the former the comparisons are siblings, while on the
# latter they are children.
elif (
state == InsertRLSState.FOUND_TABLE
and token.ttype == Keyword
and token.value.upper() == "ON"
):
tokens = [
Token(Whitespace, " "),
rls,
Token(Whitespace, " "),
Token(Keyword, "AND"),
Token(Whitespace, " "),
Token(Punctuation, "("),
]
i = token_list.tokens.index(token)
token.parent.tokens[i + 1 : i + 1] = tokens
i += len(tokens) + 2
# close parenthesis after last existing comparison
j = 0
for j, sibling in enumerate(token_list.tokens[i:]):
# scan until we hit a non-comparison keyword (like ORDER BY) or a WHERE
if (
sibling.ttype == Keyword
and not imt(
sibling, m=[(Keyword, "AND"), (Keyword, "OR"), (Keyword, "NOT")]
)
or isinstance(sibling, Where)
):
j -= 1
break
token.parent.tokens[i + j + 1 : i + j + 1] = [
Token(Whitespace, " "),
Token(Punctuation, ")"),
Token(Whitespace, " "),
]
state = InsertRLSState.SCANNING
# Found table but no WHERE clause found, insert one
elif state == InsertRLSState.FOUND_TABLE and token.ttype != Whitespace:
i = token_list.tokens.index(token)
token_list.tokens[i:i] = [
Token(Whitespace, " "),
Where([Token(Keyword, "WHERE"), Token(Whitespace, " "), rls]),
Token(Whitespace, " "),
]
state = InsertRLSState.SCANNING
# Found nothing, leaving source
elif state == InsertRLSState.SEEN_SOURCE and token.ttype != Whitespace:
state = InsertRLSState.SCANNING
# found table at the end of the statement; append a WHERE clause
if state == InsertRLSState.FOUND_TABLE:
token_list.tokens.extend(
[
Token(Whitespace, " "),
Where([Token(Keyword, "WHERE"), Token(Whitespace, " "), rls]),
]
)
return token_list
# mapping between sqloxide and SQLAlchemy dialects
SQLOXITE_DIALECTS = {
"ansi": {"trino", "trinonative", "presto"},
"hive": {"hive", "databricks"},
"ms": {"mssql"},
"mysql": {"mysql"},
"postgres": {
"cockroachdb",
"hana",
"netezza",
"postgres",
"postgresql",
"redshift",
"vertica",
},
"snowflake": {"snowflake"},
"sqlite": {"sqlite", "gsheets", "shillelagh"},
"clickhouse": {"clickhouse"},
}
RE_JINJA_VAR = re.compile(r"\{\{[^\{\}]+\}\}")
RE_JINJA_BLOCK = re.compile(r"\{[%#][^\{\}%#]+[%#]\}")
def extract_table_references(
sql_text: str, sqla_dialect: str, show_warning: bool = True
) -> Set["Table"]:
"""
Return all the dependencies from a SQL sql_text.
"""
dialect = "generic"
tree = None
if sqloxide_parse:
for dialect, sqla_dialects in SQLOXITE_DIALECTS.items():
if sqla_dialect in sqla_dialects:
break
sql_text = RE_JINJA_BLOCK.sub(" ", sql_text)
sql_text = RE_JINJA_VAR.sub("abc", sql_text)
try:
tree = sqloxide_parse(sql_text, dialect=dialect)
except Exception as ex: # pylint: disable=broad-except
if show_warning:
logger.warning(
"\nUnable to parse query with sqloxide:\n%s\n%s", sql_text, ex
)
# fallback to sqlparse
if not tree:
parsed = ParsedQuery(sql_text)
return parsed.tables
def find_nodes_by_key(element: Any, target: str) -> Iterator[Any]:
"""
Find all nodes in a SQL tree matching a given key.
"""
if isinstance(element, list):
for child in element:
yield from find_nodes_by_key(child, target)
elif isinstance(element, dict):
for key, value in element.items():
if key == target:
yield value
else:
yield from find_nodes_by_key(value, target)
return {
Table(*[part["value"] for part in table["name"][::-1]])
for table in find_nodes_by_key(tree, "Table")
}
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