sqlglot.optimizer.canonicalize
1from __future__ import annotations 2 3import itertools 4import typing as t 5 6from sqlglot import exp 7from sqlglot.dialects.dialect import Dialect, DialectType 8from sqlglot.helper import is_date_unit, is_iso_date, is_iso_datetime 9from sqlglot.optimizer.annotate_types import TypeAnnotator 10 11 12def canonicalize(expression: exp.Expression, dialect: DialectType = None) -> exp.Expression: 13 """Converts a sql expression into a standard form. 14 15 This method relies on annotate_types because many of the 16 conversions rely on type inference. 17 18 Args: 19 expression: The expression to canonicalize. 20 """ 21 22 dialect = Dialect.get_or_raise(dialect) 23 24 def _canonicalize(expression: exp.Expression) -> exp.Expression: 25 expression = add_text_to_concat(expression) 26 expression = replace_date_funcs(expression) 27 expression = coerce_type(expression, dialect.PROMOTE_TO_INFERRED_DATETIME_TYPE) 28 expression = remove_redundant_casts(expression) 29 expression = ensure_bools(expression, _replace_int_predicate) 30 expression = remove_ascending_order(expression) 31 return expression 32 33 return exp.replace_tree(expression, _canonicalize) 34 35 36def add_text_to_concat(node: exp.Expression) -> exp.Expression: 37 if isinstance(node, exp.Add) and node.type and node.type.this in exp.DataType.TEXT_TYPES: 38 node = exp.Concat(expressions=[node.left, node.right]) 39 return node 40 41 42def replace_date_funcs(node: exp.Expression) -> exp.Expression: 43 if ( 44 isinstance(node, (exp.Date, exp.TsOrDsToDate)) 45 and not node.expressions 46 and not node.args.get("zone") 47 and node.this.is_string 48 and is_iso_date(node.this.name) 49 ): 50 return exp.cast(node.this, to=exp.DataType.Type.DATE) 51 if isinstance(node, exp.Timestamp) and not node.args.get("zone"): 52 if not node.type: 53 from sqlglot.optimizer.annotate_types import annotate_types 54 55 node = annotate_types(node) 56 return exp.cast(node.this, to=node.type or exp.DataType.Type.TIMESTAMP) 57 58 return node 59 60 61COERCIBLE_DATE_OPS = ( 62 exp.Add, 63 exp.Sub, 64 exp.EQ, 65 exp.NEQ, 66 exp.GT, 67 exp.GTE, 68 exp.LT, 69 exp.LTE, 70 exp.NullSafeEQ, 71 exp.NullSafeNEQ, 72) 73 74 75def coerce_type(node: exp.Expression, promote_to_inferred_datetime_type: bool) -> exp.Expression: 76 if isinstance(node, COERCIBLE_DATE_OPS): 77 _coerce_date(node.left, node.right, promote_to_inferred_datetime_type) 78 elif isinstance(node, exp.Between): 79 _coerce_date(node.this, node.args["low"], promote_to_inferred_datetime_type) 80 elif isinstance(node, exp.Extract) and not node.expression.type.is_type( 81 *exp.DataType.TEMPORAL_TYPES 82 ): 83 _replace_cast(node.expression, exp.DataType.Type.DATETIME) 84 elif isinstance(node, (exp.DateAdd, exp.DateSub, exp.DateTrunc)): 85 _coerce_timeunit_arg(node.this, node.unit) 86 elif isinstance(node, exp.DateDiff): 87 _coerce_datediff_args(node) 88 89 return node 90 91 92def remove_redundant_casts(expression: exp.Expression) -> exp.Expression: 93 if ( 94 isinstance(expression, exp.Cast) 95 and expression.this.type 96 and expression.to.this == expression.this.type.this 97 ): 98 return expression.this 99 if ( 100 isinstance(expression, (exp.Date, exp.TsOrDsToDate)) 101 and expression.this.type 102 and expression.this.type.this == exp.DataType.Type.DATE 103 ): 104 return expression.this 105 return expression 106 107 108def ensure_bools( 109 expression: exp.Expression, replace_func: t.Callable[[exp.Expression], None] 110) -> exp.Expression: 111 if isinstance(expression, exp.Connector): 112 replace_func(expression.left) 113 replace_func(expression.right) 114 elif isinstance(expression, exp.Not): 115 replace_func(expression.this) 116 # We can't replace num in CASE x WHEN num ..., because it's not the full predicate 117 elif isinstance(expression, exp.If) and not ( 118 isinstance(expression.parent, exp.Case) and expression.parent.this 119 ): 120 replace_func(expression.this) 121 elif isinstance(expression, (exp.Where, exp.Having)): 122 replace_func(expression.this) 123 124 return expression 125 126 127def remove_ascending_order(expression: exp.Expression) -> exp.Expression: 128 if isinstance(expression, exp.Ordered) and expression.args.get("desc") is False: 129 # Convert ORDER BY a ASC to ORDER BY a 130 expression.set("desc", None) 131 132 return expression 133 134 135def _coerce_date( 136 a: exp.Expression, 137 b: exp.Expression, 138 promote_to_inferred_datetime_type: bool, 139) -> None: 140 for a, b in itertools.permutations([a, b]): 141 if isinstance(b, exp.Interval): 142 a = _coerce_timeunit_arg(a, b.unit) 143 144 a_type = a.type 145 if ( 146 not a_type 147 or a_type.this not in exp.DataType.TEMPORAL_TYPES 148 or not b.type 149 or b.type.this not in exp.DataType.TEXT_TYPES 150 ): 151 continue 152 153 if promote_to_inferred_datetime_type: 154 if b.is_string: 155 date_text = b.name 156 if is_iso_date(date_text): 157 b_type = exp.DataType.Type.DATE 158 elif is_iso_datetime(date_text): 159 b_type = exp.DataType.Type.DATETIME 160 else: 161 b_type = a_type.this 162 else: 163 # If b is not a datetime string, we conservatively promote it to a DATETIME, 164 # in order to ensure there are no surprising truncations due to downcasting 165 b_type = exp.DataType.Type.DATETIME 166 167 target_type = ( 168 b_type if b_type in TypeAnnotator.COERCES_TO.get(a_type.this, {}) else a_type 169 ) 170 else: 171 target_type = a_type 172 173 if target_type != a_type: 174 _replace_cast(a, target_type) 175 176 _replace_cast(b, target_type) 177 178 179def _coerce_timeunit_arg(arg: exp.Expression, unit: t.Optional[exp.Expression]) -> exp.Expression: 180 if not arg.type: 181 return arg 182 183 if arg.type.this in exp.DataType.TEXT_TYPES: 184 date_text = arg.name 185 is_iso_date_ = is_iso_date(date_text) 186 187 if is_iso_date_ and is_date_unit(unit): 188 return arg.replace(exp.cast(arg.copy(), to=exp.DataType.Type.DATE)) 189 190 # An ISO date is also an ISO datetime, but not vice versa 191 if is_iso_date_ or is_iso_datetime(date_text): 192 return arg.replace(exp.cast(arg.copy(), to=exp.DataType.Type.DATETIME)) 193 194 elif arg.type.this == exp.DataType.Type.DATE and not is_date_unit(unit): 195 return arg.replace(exp.cast(arg.copy(), to=exp.DataType.Type.DATETIME)) 196 197 return arg 198 199 200def _coerce_datediff_args(node: exp.DateDiff) -> None: 201 for e in (node.this, node.expression): 202 if e.type.this not in exp.DataType.TEMPORAL_TYPES: 203 e.replace(exp.cast(e.copy(), to=exp.DataType.Type.DATETIME)) 204 205 206def _replace_cast(node: exp.Expression, to: exp.DATA_TYPE) -> None: 207 node.replace(exp.cast(node.copy(), to=to)) 208 209 210# this was originally designed for presto, there is a similar transform for tsql 211# this is different in that it only operates on int types, this is because 212# presto has a boolean type whereas tsql doesn't (people use bits) 213# with y as (select true as x) select x = 0 FROM y -- illegal presto query 214def _replace_int_predicate(expression: exp.Expression) -> None: 215 if isinstance(expression, exp.Coalesce): 216 for child in expression.iter_expressions(): 217 _replace_int_predicate(child) 218 elif expression.type and expression.type.this in exp.DataType.INTEGER_TYPES: 219 expression.replace(expression.neq(0))
def
canonicalize( expression: sqlglot.expressions.Expression, dialect: Union[str, sqlglot.dialects.dialect.Dialect, Type[sqlglot.dialects.dialect.Dialect], NoneType] = None) -> sqlglot.expressions.Expression:
13def canonicalize(expression: exp.Expression, dialect: DialectType = None) -> exp.Expression: 14 """Converts a sql expression into a standard form. 15 16 This method relies on annotate_types because many of the 17 conversions rely on type inference. 18 19 Args: 20 expression: The expression to canonicalize. 21 """ 22 23 dialect = Dialect.get_or_raise(dialect) 24 25 def _canonicalize(expression: exp.Expression) -> exp.Expression: 26 expression = add_text_to_concat(expression) 27 expression = replace_date_funcs(expression) 28 expression = coerce_type(expression, dialect.PROMOTE_TO_INFERRED_DATETIME_TYPE) 29 expression = remove_redundant_casts(expression) 30 expression = ensure_bools(expression, _replace_int_predicate) 31 expression = remove_ascending_order(expression) 32 return expression 33 34 return exp.replace_tree(expression, _canonicalize)
Converts a sql expression into a standard form.
This method relies on annotate_types because many of the conversions rely on type inference.
Arguments:
- expression: The expression to canonicalize.
43def replace_date_funcs(node: exp.Expression) -> exp.Expression: 44 if ( 45 isinstance(node, (exp.Date, exp.TsOrDsToDate)) 46 and not node.expressions 47 and not node.args.get("zone") 48 and node.this.is_string 49 and is_iso_date(node.this.name) 50 ): 51 return exp.cast(node.this, to=exp.DataType.Type.DATE) 52 if isinstance(node, exp.Timestamp) and not node.args.get("zone"): 53 if not node.type: 54 from sqlglot.optimizer.annotate_types import annotate_types 55 56 node = annotate_types(node) 57 return exp.cast(node.this, to=node.type or exp.DataType.Type.TIMESTAMP) 58 59 return node
COERCIBLE_DATE_OPS =
(<class 'sqlglot.expressions.Add'>, <class 'sqlglot.expressions.Sub'>, <class 'sqlglot.expressions.EQ'>, <class 'sqlglot.expressions.NEQ'>, <class 'sqlglot.expressions.GT'>, <class 'sqlglot.expressions.GTE'>, <class 'sqlglot.expressions.LT'>, <class 'sqlglot.expressions.LTE'>, <class 'sqlglot.expressions.NullSafeEQ'>, <class 'sqlglot.expressions.NullSafeNEQ'>)
def
coerce_type( node: sqlglot.expressions.Expression, promote_to_inferred_datetime_type: bool) -> sqlglot.expressions.Expression:
76def coerce_type(node: exp.Expression, promote_to_inferred_datetime_type: bool) -> exp.Expression: 77 if isinstance(node, COERCIBLE_DATE_OPS): 78 _coerce_date(node.left, node.right, promote_to_inferred_datetime_type) 79 elif isinstance(node, exp.Between): 80 _coerce_date(node.this, node.args["low"], promote_to_inferred_datetime_type) 81 elif isinstance(node, exp.Extract) and not node.expression.type.is_type( 82 *exp.DataType.TEMPORAL_TYPES 83 ): 84 _replace_cast(node.expression, exp.DataType.Type.DATETIME) 85 elif isinstance(node, (exp.DateAdd, exp.DateSub, exp.DateTrunc)): 86 _coerce_timeunit_arg(node.this, node.unit) 87 elif isinstance(node, exp.DateDiff): 88 _coerce_datediff_args(node) 89 90 return node
def
remove_redundant_casts( expression: sqlglot.expressions.Expression) -> sqlglot.expressions.Expression:
93def remove_redundant_casts(expression: exp.Expression) -> exp.Expression: 94 if ( 95 isinstance(expression, exp.Cast) 96 and expression.this.type 97 and expression.to.this == expression.this.type.this 98 ): 99 return expression.this 100 if ( 101 isinstance(expression, (exp.Date, exp.TsOrDsToDate)) 102 and expression.this.type 103 and expression.this.type.this == exp.DataType.Type.DATE 104 ): 105 return expression.this 106 return expression
def
ensure_bools( expression: sqlglot.expressions.Expression, replace_func: Callable[[sqlglot.expressions.Expression], NoneType]) -> sqlglot.expressions.Expression:
109def ensure_bools( 110 expression: exp.Expression, replace_func: t.Callable[[exp.Expression], None] 111) -> exp.Expression: 112 if isinstance(expression, exp.Connector): 113 replace_func(expression.left) 114 replace_func(expression.right) 115 elif isinstance(expression, exp.Not): 116 replace_func(expression.this) 117 # We can't replace num in CASE x WHEN num ..., because it's not the full predicate 118 elif isinstance(expression, exp.If) and not ( 119 isinstance(expression.parent, exp.Case) and expression.parent.this 120 ): 121 replace_func(expression.this) 122 elif isinstance(expression, (exp.Where, exp.Having)): 123 replace_func(expression.this) 124 125 return expression
def
remove_ascending_order( expression: sqlglot.expressions.Expression) -> sqlglot.expressions.Expression: