sqlglot.optimizer.canonicalize
1from __future__ import annotations 2 3import itertools 4import typing as t 5 6from sqlglot import exp 7from sqlglot.helper import is_date_unit, is_iso_date, is_iso_datetime 8 9 10def canonicalize(expression: exp.Expression) -> exp.Expression: 11 """Converts a sql expression into a standard form. 12 13 This method relies on annotate_types because many of the 14 conversions rely on type inference. 15 16 Args: 17 expression: The expression to canonicalize. 18 """ 19 exp.replace_children(expression, canonicalize) 20 21 expression = add_text_to_concat(expression) 22 expression = replace_date_funcs(expression) 23 expression = coerce_type(expression) 24 expression = remove_redundant_casts(expression) 25 expression = ensure_bools(expression, _replace_int_predicate) 26 expression = remove_ascending_order(expression) 27 28 return expression 29 30 31def add_text_to_concat(node: exp.Expression) -> exp.Expression: 32 if isinstance(node, exp.Add) and node.type and node.type.this in exp.DataType.TEXT_TYPES: 33 node = exp.Concat(expressions=[node.left, node.right]) 34 return node 35 36 37def replace_date_funcs(node: exp.Expression) -> exp.Expression: 38 if isinstance(node, exp.Date) and not node.expressions and not node.args.get("zone"): 39 return exp.cast(node.this, to=exp.DataType.Type.DATE) 40 if isinstance(node, exp.Timestamp) and not node.expression: 41 return exp.cast(node.this, to=exp.DataType.Type.TIMESTAMP) 42 return node 43 44 45COERCIBLE_DATE_OPS = ( 46 exp.Add, 47 exp.Sub, 48 exp.EQ, 49 exp.NEQ, 50 exp.GT, 51 exp.GTE, 52 exp.LT, 53 exp.LTE, 54 exp.NullSafeEQ, 55 exp.NullSafeNEQ, 56) 57 58 59def coerce_type(node: exp.Expression) -> exp.Expression: 60 if isinstance(node, COERCIBLE_DATE_OPS): 61 _coerce_date(node.left, node.right) 62 elif isinstance(node, exp.Between): 63 _coerce_date(node.this, node.args["low"]) 64 elif isinstance(node, exp.Extract) and not node.expression.type.is_type( 65 *exp.DataType.TEMPORAL_TYPES 66 ): 67 _replace_cast(node.expression, exp.DataType.Type.DATETIME) 68 elif isinstance(node, (exp.DateAdd, exp.DateSub, exp.DateTrunc)): 69 _coerce_timeunit_arg(node.this, node.unit) 70 elif isinstance(node, exp.DateDiff): 71 _coerce_datediff_args(node) 72 73 return node 74 75 76def remove_redundant_casts(expression: exp.Expression) -> exp.Expression: 77 if ( 78 isinstance(expression, exp.Cast) 79 and expression.to.type 80 and expression.this.type 81 and expression.to.type.this == expression.this.type.this 82 ): 83 return expression.this 84 return expression 85 86 87def ensure_bools( 88 expression: exp.Expression, replace_func: t.Callable[[exp.Expression], None] 89) -> exp.Expression: 90 if isinstance(expression, exp.Connector): 91 replace_func(expression.left) 92 replace_func(expression.right) 93 elif isinstance(expression, exp.Not): 94 replace_func(expression.this) 95 # We can't replace num in CASE x WHEN num ..., because it's not the full predicate 96 elif isinstance(expression, exp.If) and not ( 97 isinstance(expression.parent, exp.Case) and expression.parent.this 98 ): 99 replace_func(expression.this) 100 elif isinstance(expression, (exp.Where, exp.Having)): 101 replace_func(expression.this) 102 103 return expression 104 105 106def remove_ascending_order(expression: exp.Expression) -> exp.Expression: 107 if isinstance(expression, exp.Ordered) and expression.args.get("desc") is False: 108 # Convert ORDER BY a ASC to ORDER BY a 109 expression.set("desc", None) 110 111 return expression 112 113 114def _coerce_date(a: exp.Expression, b: exp.Expression) -> None: 115 for a, b in itertools.permutations([a, b]): 116 if isinstance(b, exp.Interval): 117 a = _coerce_timeunit_arg(a, b.unit) 118 if ( 119 a.type 120 and a.type.this == exp.DataType.Type.DATE 121 and b.type 122 and b.type.this 123 not in ( 124 exp.DataType.Type.DATE, 125 exp.DataType.Type.INTERVAL, 126 ) 127 ): 128 _replace_cast(b, exp.DataType.Type.DATE) 129 130 131def _coerce_timeunit_arg(arg: exp.Expression, unit: t.Optional[exp.Expression]) -> exp.Expression: 132 if not arg.type: 133 return arg 134 135 if arg.type.this in exp.DataType.TEXT_TYPES: 136 date_text = arg.name 137 is_iso_date_ = is_iso_date(date_text) 138 139 if is_iso_date_ and is_date_unit(unit): 140 return arg.replace(exp.cast(arg.copy(), to=exp.DataType.Type.DATE)) 141 142 # An ISO date is also an ISO datetime, but not vice versa 143 if is_iso_date_ or is_iso_datetime(date_text): 144 return arg.replace(exp.cast(arg.copy(), to=exp.DataType.Type.DATETIME)) 145 146 elif arg.type.this == exp.DataType.Type.DATE and not is_date_unit(unit): 147 return arg.replace(exp.cast(arg.copy(), to=exp.DataType.Type.DATETIME)) 148 149 return arg 150 151 152def _coerce_datediff_args(node: exp.DateDiff) -> None: 153 for e in (node.this, node.expression): 154 if e.type.this not in exp.DataType.TEMPORAL_TYPES: 155 e.replace(exp.cast(e.copy(), to=exp.DataType.Type.DATETIME)) 156 157 158def _replace_cast(node: exp.Expression, to: exp.DataType.Type) -> None: 159 node.replace(exp.cast(node.copy(), to=to)) 160 161 162# this was originally designed for presto, there is a similar transform for tsql 163# this is different in that it only operates on int types, this is because 164# presto has a boolean type whereas tsql doesn't (people use bits) 165# with y as (select true as x) select x = 0 FROM y -- illegal presto query 166def _replace_int_predicate(expression: exp.Expression) -> None: 167 if isinstance(expression, exp.Coalesce): 168 for _, child in expression.iter_expressions(): 169 _replace_int_predicate(child) 170 elif expression.type and expression.type.this in exp.DataType.INTEGER_TYPES: 171 expression.replace(expression.neq(0))
11def canonicalize(expression: exp.Expression) -> exp.Expression: 12 """Converts a sql expression into a standard form. 13 14 This method relies on annotate_types because many of the 15 conversions rely on type inference. 16 17 Args: 18 expression: The expression to canonicalize. 19 """ 20 exp.replace_children(expression, canonicalize) 21 22 expression = add_text_to_concat(expression) 23 expression = replace_date_funcs(expression) 24 expression = coerce_type(expression) 25 expression = remove_redundant_casts(expression) 26 expression = ensure_bools(expression, _replace_int_predicate) 27 expression = remove_ascending_order(expression) 28 29 return expression
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.
38def replace_date_funcs(node: exp.Expression) -> exp.Expression: 39 if isinstance(node, exp.Date) and not node.expressions and not node.args.get("zone"): 40 return exp.cast(node.this, to=exp.DataType.Type.DATE) 41 if isinstance(node, exp.Timestamp) and not node.expression: 42 return exp.cast(node.this, to=exp.DataType.Type.TIMESTAMP) 43 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'>)
60def coerce_type(node: exp.Expression) -> exp.Expression: 61 if isinstance(node, COERCIBLE_DATE_OPS): 62 _coerce_date(node.left, node.right) 63 elif isinstance(node, exp.Between): 64 _coerce_date(node.this, node.args["low"]) 65 elif isinstance(node, exp.Extract) and not node.expression.type.is_type( 66 *exp.DataType.TEMPORAL_TYPES 67 ): 68 _replace_cast(node.expression, exp.DataType.Type.DATETIME) 69 elif isinstance(node, (exp.DateAdd, exp.DateSub, exp.DateTrunc)): 70 _coerce_timeunit_arg(node.this, node.unit) 71 elif isinstance(node, exp.DateDiff): 72 _coerce_datediff_args(node) 73 74 return node
def
remove_redundant_casts( expression: sqlglot.expressions.Expression) -> sqlglot.expressions.Expression:
def
ensure_bools( expression: sqlglot.expressions.Expression, replace_func: Callable[[sqlglot.expressions.Expression], NoneType]) -> sqlglot.expressions.Expression:
88def ensure_bools( 89 expression: exp.Expression, replace_func: t.Callable[[exp.Expression], None] 90) -> exp.Expression: 91 if isinstance(expression, exp.Connector): 92 replace_func(expression.left) 93 replace_func(expression.right) 94 elif isinstance(expression, exp.Not): 95 replace_func(expression.this) 96 # We can't replace num in CASE x WHEN num ..., because it's not the full predicate 97 elif isinstance(expression, exp.If) and not ( 98 isinstance(expression.parent, exp.Case) and expression.parent.this 99 ): 100 replace_func(expression.this) 101 elif isinstance(expression, (exp.Where, exp.Having)): 102 replace_func(expression.this) 103 104 return expression
def
remove_ascending_order( expression: sqlglot.expressions.Expression) -> sqlglot.expressions.Expression: