sqlglot.optimizer.simplify API documentation

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# sqlglot.optimizer.simplify

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      1import datetime
      2import functools
      3import itertools
      4from collections import deque
      5from decimal import Decimal
      6
      7from sqlglot import exp
      8from sqlglot.generator import Generator
      9from sqlglot.helper import first, while_changing
     10
     11GENERATOR = Generator(normalize=True, identify="safe")
     12
     13
     14def simplify(expression):
     15    """
     16    Rewrite sqlglot AST to simplify expressions.
     17
     18    Example:
     19        >>> import sqlglot
     20        >>> expression = sqlglot.parse_one("TRUE AND TRUE")
     21        >>> simplify(expression).sql()
     22        'TRUE'
     23
     24    Args:
     25        expression (sqlglot.Expression): expression to simplify
     26    Returns:
     27        sqlglot.Expression: simplified expression
     28    """
     29
     30    cache = {}
     31
     32    def _simplify(expression, root=True):
     33        node = expression
     34        node = rewrite_between(node)
     35        node = uniq_sort(node, cache, root)
     36        node = absorb_and_eliminate(node, root)
     37        exp.replace_children(node, lambda e: _simplify(e, False))
     38        node = simplify_not(node)
     39        node = flatten(node)
     40        node = simplify_connectors(node, root)
     41        node = remove_compliments(node, root)
     42        node.parent = expression.parent
     43        node = simplify_literals(node, root)
     44        node = simplify_parens(node)
     45        if root:
     46            expression.replace(node)
     47        return node
     48
     49    expression = while_changing(expression, _simplify)
     50    remove_where_true(expression)
     51    return expression
     52
     53
     54def rewrite_between(expression: exp.Expression) -> exp.Expression:
     55    """Rewrite x between y and z to x >= y AND x <= z.
     56
     57    This is done because comparison simplification is only done on lt/lte/gt/gte.
     58    """
     59    if isinstance(expression, exp.Between):
     60        return exp.and_(
     61            exp.GTE(this=expression.this.copy(), expression=expression.args["low"]),
     62            exp.LTE(this=expression.this.copy(), expression=expression.args["high"]),
     63            copy=False,
     64        )
     65    return expression
     66
     67
     68def simplify_not(expression):
     69    """
     70    Demorgan's Law
     71    NOT (x OR y) -> NOT x AND NOT y
     72    NOT (x AND y) -> NOT x OR NOT y
     73    """
     74    if isinstance(expression, exp.Not):
     75        if is_null(expression.this):
     76            return exp.null()
     77        if isinstance(expression.this, exp.Paren):
     78            condition = expression.this.unnest()
     79            if isinstance(condition, exp.And):
     80                return exp.or_(
     81                    exp.not_(condition.left, copy=False),
     82                    exp.not_(condition.right, copy=False),
     83                    copy=False,
     84                )
     85            if isinstance(condition, exp.Or):
     86                return exp.and_(
     87                    exp.not_(condition.left, copy=False),
     88                    exp.not_(condition.right, copy=False),
     89                    copy=False,
     90                )
     91            if is_null(condition):
     92                return exp.null()
     93        if always_true(expression.this):
     94            return exp.false()
     95        if is_false(expression.this):
     96            return exp.true()
     97        if isinstance(expression.this, exp.Not):
     98            # double negation
     99            # NOT NOT x -> x
    100            return expression.this.this
    101    return expression
    102
    103
    104def flatten(expression):
    105    """
    106    A AND (B AND C) -> A AND B AND C
    107    A OR (B OR C) -> A OR B OR C
    108    """
    109    if isinstance(expression, exp.Connector):
    110        for node in expression.args.values():
    111            child = node.unnest()
    112            if isinstance(child, expression.__class__):
    113                node.replace(child)
    114    return expression
    115
    116
    117def simplify_connectors(expression, root=True):
    118    def _simplify_connectors(expression, left, right):
    119        if left == right:
    120            return left
    121        if isinstance(expression, exp.And):
    122            if is_false(left) or is_false(right):
    123                return exp.false()
    124            if is_null(left) or is_null(right):
    125                return exp.null()
    126            if always_true(left) and always_true(right):
    127                return exp.true()
    128            if always_true(left):
    129                return right
    130            if always_true(right):
    131                return left
    132            return _simplify_comparison(expression, left, right)
    133        elif isinstance(expression, exp.Or):
    134            if always_true(left) or always_true(right):
    135                return exp.true()
    136            if is_false(left) and is_false(right):
    137                return exp.false()
    138            if (
    139                (is_null(left) and is_null(right))
    140                or (is_null(left) and is_false(right))
    141                or (is_false(left) and is_null(right))
    142            ):
    143                return exp.null()
    144            if is_false(left):
    145                return right
    146            if is_false(right):
    147                return left
    148            return _simplify_comparison(expression, left, right, or_=True)
    149
    150    if isinstance(expression, exp.Connector):
    151        return _flat_simplify(expression, _simplify_connectors, root)
    152    return expression
    153
    154
    155LT_LTE = (exp.LT, exp.LTE)
    156GT_GTE = (exp.GT, exp.GTE)
    157
    158COMPARISONS = (
    159    *LT_LTE,
    160    *GT_GTE,
    161    exp.EQ,
    162    exp.NEQ,
    163)
    164
    165INVERSE_COMPARISONS = {
    166    exp.LT: exp.GT,
    167    exp.GT: exp.LT,
    168    exp.LTE: exp.GTE,
    169    exp.GTE: exp.LTE,
    170}
    171
    172
    173def _simplify_comparison(expression, left, right, or_=False):
    174    if isinstance(left, COMPARISONS) and isinstance(right, COMPARISONS):
    175        ll, lr = left.args.values()
    176        rl, rr = right.args.values()
    177
    178        largs = {ll, lr}
    179        rargs = {rl, rr}
    180
    181        matching = largs & rargs
    182        columns = {m for m in matching if isinstance(m, exp.Column)}
    183
    184        if matching and columns:
    185            try:
    186                l = first(largs - columns)
    187                r = first(rargs - columns)
    188            except StopIteration:
    189                return expression
    190
    191            # make sure the comparison is always of the form x > 1 instead of 1 < x
    192            if left.__class__ in INVERSE_COMPARISONS and l == ll:
    193                left = INVERSE_COMPARISONS[left.__class__](this=lr, expression=ll)
    194            if right.__class__ in INVERSE_COMPARISONS and r == rl:
    195                right = INVERSE_COMPARISONS[right.__class__](this=rr, expression=rl)
    196
    197            if l.is_number and r.is_number:
    198                l = float(l.name)
    199                r = float(r.name)
    200            elif l.is_string and r.is_string:
    201                l = l.name
    202                r = r.name
    203            else:
    204                return None
    205
    206            for (a, av), (b, bv) in itertools.permutations(((left, l), (right, r))):
    207                if isinstance(a, LT_LTE) and isinstance(b, LT_LTE):
    208                    return left if (av > bv if or_ else av <= bv) else right
    209                if isinstance(a, GT_GTE) and isinstance(b, GT_GTE):
    210                    return left if (av < bv if or_ else av >= bv) else right
    211
    212                # we can't ever shortcut to true because the column could be null
    213                if not or_:
    214                    if isinstance(a, exp.LT) and isinstance(b, GT_GTE):
    215                        if av <= bv:
    216                            return exp.false()
    217                    elif isinstance(a, exp.GT) and isinstance(b, LT_LTE):
    218                        if av >= bv:
    219                            return exp.false()
    220                    elif isinstance(a, exp.EQ):
    221                        if isinstance(b, exp.LT):
    222                            return exp.false() if av >= bv else a
    223                        if isinstance(b, exp.LTE):
    224                            return exp.false() if av > bv else a
    225                        if isinstance(b, exp.GT):
    226                            return exp.false() if av <= bv else a
    227                        if isinstance(b, exp.GTE):
    228                            return exp.false() if av < bv else a
    229                        if isinstance(b, exp.NEQ):
    230                            return exp.false() if av == bv else a
    231    return None
    232
    233
    234def remove_compliments(expression, root=True):
    235    """
    236    Removing compliments.
    237
    238    A AND NOT A -> FALSE
    239    A OR NOT A -> TRUE
    240    """
    241    if isinstance(expression, exp.Connector) and (root or not expression.same_parent):
    242        compliment = exp.false() if isinstance(expression, exp.And) else exp.true()
    243
    244        for a, b in itertools.permutations(expression.flatten(), 2):
    245            if is_complement(a, b):
    246                return compliment
    247    return expression
    248
    249
    250def uniq_sort(expression, cache=None, root=True):
    251    """
    252    Uniq and sort a connector.
    253
    254    C AND A AND B AND B -> A AND B AND C
    255    """
    256    if isinstance(expression, exp.Connector) and (root or not expression.same_parent):
    257        result_func = exp.and_ if isinstance(expression, exp.And) else exp.or_
    258        flattened = tuple(expression.flatten())
    259        deduped = {GENERATOR.generate(e, cache): e for e in flattened}
    260        arr = tuple(deduped.items())
    261
    262        # check if the operands are already sorted, if not sort them
    263        # A AND C AND B -> A AND B AND C
    264        for i, (sql, e) in enumerate(arr[1:]):
    265            if sql < arr[i][0]:
    266                expression = result_func(*(e for _, e in sorted(arr)), copy=False)
    267                break
    268        else:
    269            # we didn't have to sort but maybe we need to dedup
    270            if len(deduped) < len(flattened):
    271                expression = result_func(*deduped.values(), copy=False)
    272
    273    return expression
    274
    275
    276def absorb_and_eliminate(expression, root=True):
    277    """
    278    absorption:
    279        A AND (A OR B) -> A
    280        A OR (A AND B) -> A
    281        A AND (NOT A OR B) -> A AND B
    282        A OR (NOT A AND B) -> A OR B
    283    elimination:
    284        (A AND B) OR (A AND NOT B) -> A
    285        (A OR B) AND (A OR NOT B) -> A
    286    """
    287    if isinstance(expression, exp.Connector) and (root or not expression.same_parent):
    288        kind = exp.Or if isinstance(expression, exp.And) else exp.And
    289
    290        for a, b in itertools.permutations(expression.flatten(), 2):
    291            if isinstance(a, kind):
    292                aa, ab = a.unnest_operands()
    293
    294                # absorb
    295                if is_complement(b, aa):
    296                    aa.replace(exp.true() if kind == exp.And else exp.false())
    297                elif is_complement(b, ab):
    298                    ab.replace(exp.true() if kind == exp.And else exp.false())
    299                elif (set(b.flatten()) if isinstance(b, kind) else {b}) < set(a.flatten()):
    300                    a.replace(exp.false() if kind == exp.And else exp.true())
    301                elif isinstance(b, kind):
    302                    # eliminate
    303                    rhs = b.unnest_operands()
    304                    ba, bb = rhs
    305
    306                    if aa in rhs and (is_complement(ab, ba) or is_complement(ab, bb)):
    307                        a.replace(aa)
    308                        b.replace(aa)
    309                    elif ab in rhs and (is_complement(aa, ba) or is_complement(aa, bb)):
    310                        a.replace(ab)
    311                        b.replace(ab)
    312
    313    return expression
    314
    315
    316def simplify_literals(expression, root=True):
    317    if isinstance(expression, exp.Binary) and not isinstance(expression, exp.Connector):
    318        return _flat_simplify(expression, _simplify_binary, root)
    319    elif isinstance(expression, exp.Neg):
    320        this = expression.this
    321        if this.is_number:
    322            value = this.name
    323            if value[0] == "-":
    324                return exp.Literal.number(value[1:])
    325            return exp.Literal.number(f"-{value}")
    326
    327    return expression
    328
    329
    330def _simplify_binary(expression, a, b):
    331    if isinstance(expression, exp.Is):
    332        if isinstance(b, exp.Not):
    333            c = b.this
    334            not_ = True
    335        else:
    336            c = b
    337            not_ = False
    338
    339        if is_null(c):
    340            if isinstance(a, exp.Literal):
    341                return exp.true() if not_ else exp.false()
    342            if is_null(a):
    343                return exp.false() if not_ else exp.true()
    344    elif isinstance(expression, (exp.NullSafeEQ, exp.NullSafeNEQ)):
    345        return None
    346    elif is_null(a) or is_null(b):
    347        return exp.null()
    348
    349    if a.is_number and b.is_number:
    350        a = int(a.name) if a.is_int else Decimal(a.name)
    351        b = int(b.name) if b.is_int else Decimal(b.name)
    352
    353        if isinstance(expression, exp.Add):
    354            return exp.Literal.number(a + b)
    355        if isinstance(expression, exp.Sub):
    356            return exp.Literal.number(a - b)
    357        if isinstance(expression, exp.Mul):
    358            return exp.Literal.number(a * b)
    359        if isinstance(expression, exp.Div):
    360            # engines have differing int div behavior so intdiv is not safe
    361            if isinstance(a, int) and isinstance(b, int):
    362                return None
    363            return exp.Literal.number(a / b)
    364
    365        boolean = eval_boolean(expression, a, b)
    366
    367        if boolean:
    368            return boolean
    369    elif a.is_string and b.is_string:
    370        boolean = eval_boolean(expression, a.this, b.this)
    371
    372        if boolean:
    373            return boolean
    374    elif isinstance(a, exp.Cast) and isinstance(b, exp.Interval):
    375        a, b = extract_date(a), extract_interval(b)
    376        if a and b:
    377            if isinstance(expression, exp.Add):
    378                return date_literal(a + b)
    379            if isinstance(expression, exp.Sub):
    380                return date_literal(a - b)
    381    elif isinstance(a, exp.Interval) and isinstance(b, exp.Cast):
    382        a, b = extract_interval(a), extract_date(b)
    383        # you cannot subtract a date from an interval
    384        if a and b and isinstance(expression, exp.Add):
    385            return date_literal(a + b)
    386
    387    return None
    388
    389
    390def simplify_parens(expression):
    391    if (
    392        isinstance(expression, exp.Paren)
    393        and not isinstance(expression.this, exp.Select)
    394        and (
    395            not isinstance(expression.parent, (exp.Condition, exp.Binary))
    396            or isinstance(expression.this, exp.Predicate)
    397            or not isinstance(expression.this, exp.Binary)
    398        )
    399    ):
    400        return expression.this
    401    return expression
    402
    403
    404def remove_where_true(expression):
    405    for where in expression.find_all(exp.Where):
    406        if always_true(where.this):
    407            where.parent.set("where", None)
    408    for join in expression.find_all(exp.Join):
    409        if always_true(join.args.get("on")):
    410            join.set("kind", "CROSS")
    411            join.set("on", None)
    412
    413
    414def always_true(expression):
    415    return (isinstance(expression, exp.Boolean) and expression.this) or isinstance(
    416        expression, exp.Literal
    417    )
    418
    419
    420def is_complement(a, b):
    421    return isinstance(b, exp.Not) and b.this == a
    422
    423
    424def is_false(a: exp.Expression) -> bool:
    425    return type(a) is exp.Boolean and not a.this
    426
    427
    428def is_null(a: exp.Expression) -> bool:
    429    return type(a) is exp.Null
    430
    431
    432def eval_boolean(expression, a, b):
    433    if isinstance(expression, (exp.EQ, exp.Is)):
    434        return boolean_literal(a == b)
    435    if isinstance(expression, exp.NEQ):
    436        return boolean_literal(a != b)
    437    if isinstance(expression, exp.GT):
    438        return boolean_literal(a > b)
    439    if isinstance(expression, exp.GTE):
    440        return boolean_literal(a >= b)
    441    if isinstance(expression, exp.LT):
    442        return boolean_literal(a < b)
    443    if isinstance(expression, exp.LTE):
    444        return boolean_literal(a <= b)
    445    return None
    446
    447
    448def extract_date(cast):
    449    # The "fromisoformat" conversion could fail if the cast is used on an identifier,
    450    # so in that case we can't extract the date.
    451    try:
    452        if cast.args["to"].this == exp.DataType.Type.DATE:
    453            return datetime.date.fromisoformat(cast.name)
    454        if cast.args["to"].this == exp.DataType.Type.DATETIME:
    455            return datetime.datetime.fromisoformat(cast.name)
    456    except ValueError:
    457        return None
    458
    459
    460def extract_interval(interval):
    461    try:
    462        from dateutil.relativedelta import relativedelta  # type: ignore
    463    except ModuleNotFoundError:
    464        return None
    465
    466    n = int(interval.name)
    467    unit = interval.text("unit").lower()
    468
    469    if unit == "year":
    470        return relativedelta(years=n)
    471    if unit == "month":
    472        return relativedelta(months=n)
    473    if unit == "week":
    474        return relativedelta(weeks=n)
    475    if unit == "day":
    476        return relativedelta(days=n)
    477    return None
    478
    479
    480def date_literal(date):
    481    return exp.cast(
    482        exp.Literal.string(date),
    483        "DATETIME" if isinstance(date, datetime.datetime) else "DATE",
    484    )
    485
    486
    487def boolean_literal(condition):
    488    return exp.true() if condition else exp.false()
    489
    490
    491def _flat_simplify(expression, simplifier, root=True):
    492    if root or not expression.same_parent:
    493        operands = []
    494        queue = deque(expression.flatten(unnest=False))
    495        size = len(queue)
    496
    497        while queue:
    498            a = queue.popleft()
    499
    500            for b in queue:
    501                result = simplifier(expression, a, b)
    502
    503                if result:
    504                    queue.remove(b)
    505                    queue.appendleft(result)
    506                    break
    507            else:
    508                operands.append(a)
    509
    510        if len(operands) < size:
    511            return functools.reduce(
    512                lambda a, b: expression.__class__(this=a, expression=b), operands
    513            )
    514    return expression

def simplify(expression): View Source

    15def simplify(expression):
    16    """
    17    Rewrite sqlglot AST to simplify expressions.
    18
    19    Example:
    20        >>> import sqlglot
    21        >>> expression = sqlglot.parse_one("TRUE AND TRUE")
    22        >>> simplify(expression).sql()
    23        'TRUE'
    24
    25    Args:
    26        expression (sqlglot.Expression): expression to simplify
    27    Returns:
    28        sqlglot.Expression: simplified expression
    29    """
    30
    31    cache = {}
    32
    33    def _simplify(expression, root=True):
    34        node = expression
    35        node = rewrite_between(node)
    36        node = uniq_sort(node, cache, root)
    37        node = absorb_and_eliminate(node, root)
    38        exp.replace_children(node, lambda e: _simplify(e, False))
    39        node = simplify_not(node)
    40        node = flatten(node)
    41        node = simplify_connectors(node, root)
    42        node = remove_compliments(node, root)
    43        node.parent = expression.parent
    44        node = simplify_literals(node, root)
    45        node = simplify_parens(node)
    46        if root:
    47            expression.replace(node)
    48        return node
    49
    50    expression = while_changing(expression, _simplify)
    51    remove_where_true(expression)
    52    return expression

Rewrite sqlglot AST to simplify expressions.

###### Example:

>     >>> import sqlglot
>     >>> expression = sqlglot.parse_one("TRUE AND TRUE")
>     >>> simplify(expression).sql()
>     'TRUE'

###### Arguments:

- expression (sqlglot.Expression): expression to simplify

###### Returns:

> sqlglot.Expression: simplified expression

def rewrite_between( expression: sqlglot.expressions.Expression) -> sqlglot.expressions.Expression: View Source

    55def rewrite_between(expression: exp.Expression) -> exp.Expression:
    56    """Rewrite x between y and z to x >= y AND x <= z.
    57
    58    This is done because comparison simplification is only done on lt/lte/gt/gte.
    59    """
    60    if isinstance(expression, exp.Between):
    61        return exp.and_(
    62            exp.GTE(this=expression.this.copy(), expression=expression.args["low"]),
    63            exp.LTE(this=expression.this.copy(), expression=expression.args["high"]),
    64            copy=False,
    65        )
    66    return expression

Rewrite x between y and z to x >= y AND x <= z.

This is done because comparison simplification is only done on lt/lte/gt/gte.

def simplify_not(expression): View Source

     69def simplify_not(expression):
     70    """
     71    Demorgan's Law
     72    NOT (x OR y) -> NOT x AND NOT y
     73    NOT (x AND y) -> NOT x OR NOT y
     74    """
     75    if isinstance(expression, exp.Not):
     76        if is_null(expression.this):
     77            return exp.null()
     78        if isinstance(expression.this, exp.Paren):
     79            condition = expression.this.unnest()
     80            if isinstance(condition, exp.And):
     81                return exp.or_(
     82                    exp.not_(condition.left, copy=False),
     83                    exp.not_(condition.right, copy=False),
     84                    copy=False,
     85                )
     86            if isinstance(condition, exp.Or):
     87                return exp.and_(
     88                    exp.not_(condition.left, copy=False),
     89                    exp.not_(condition.right, copy=False),
     90                    copy=False,
     91                )
     92            if is_null(condition):
     93                return exp.null()
     94        if always_true(expression.this):
     95            return exp.false()
     96        if is_false(expression.this):
     97            return exp.true()
     98        if isinstance(expression.this, exp.Not):
     99            # double negation
    100            # NOT NOT x -> x
    101            return expression.this.this
    102    return expression

Demorgan's Law NOT (x OR y) -> NOT x AND NOT y NOT (x AND y) -> NOT x OR NOT y

def flatten(expression): View Source

    105def flatten(expression):
    106    """
    107    A AND (B AND C) -> A AND B AND C
    108    A OR (B OR C) -> A OR B OR C
    109    """
    110    if isinstance(expression, exp.Connector):
    111        for node in expression.args.values():
    112            child = node.unnest()
    113            if isinstance(child, expression.__class__):
    114                node.replace(child)
    115    return expression

A AND (B AND C) -> A AND B AND C A OR (B OR C) -> A OR B OR C

def simplify_connectors(expression, root=True): View Source

    118def simplify_connectors(expression, root=True):
    119    def _simplify_connectors(expression, left, right):
    120        if left == right:
    121            return left
    122        if isinstance(expression, exp.And):
    123            if is_false(left) or is_false(right):
    124                return exp.false()
    125            if is_null(left) or is_null(right):
    126                return exp.null()
    127            if always_true(left) and always_true(right):
    128                return exp.true()
    129            if always_true(left):
    130                return right
    131            if always_true(right):
    132                return left
    133            return _simplify_comparison(expression, left, right)
    134        elif isinstance(expression, exp.Or):
    135            if always_true(left) or always_true(right):
    136                return exp.true()
    137            if is_false(left) and is_false(right):
    138                return exp.false()
    139            if (
    140                (is_null(left) and is_null(right))
    141                or (is_null(left) and is_false(right))
    142                or (is_false(left) and is_null(right))
    143            ):
    144                return exp.null()
    145            if is_false(left):
    146                return right
    147            if is_false(right):
    148                return left
    149            return _simplify_comparison(expression, left, right, or_=True)
    150
    151    if isinstance(expression, exp.Connector):
    152        return _flat_simplify(expression, _simplify_connectors, root)
    153    return expression

def remove_compliments(expression, root=True): View Source

    235def remove_compliments(expression, root=True):
    236    """
    237    Removing compliments.
    238
    239    A AND NOT A -> FALSE
    240    A OR NOT A -> TRUE
    241    """
    242    if isinstance(expression, exp.Connector) and (root or not expression.same_parent):
    243        compliment = exp.false() if isinstance(expression, exp.And) else exp.true()
    244
    245        for a, b in itertools.permutations(expression.flatten(), 2):
    246            if is_complement(a, b):
    247                return compliment
    248    return expression

Removing compliments.

A AND NOT A -> FALSE A OR NOT A -> TRUE

def uniq_sort(expression, cache=None, root=True): View Source

    251def uniq_sort(expression, cache=None, root=True):
    252    """
    253    Uniq and sort a connector.
    254
    255    C AND A AND B AND B -> A AND B AND C
    256    """
    257    if isinstance(expression, exp.Connector) and (root or not expression.same_parent):
    258        result_func = exp.and_ if isinstance(expression, exp.And) else exp.or_
    259        flattened = tuple(expression.flatten())
    260        deduped = {GENERATOR.generate(e, cache): e for e in flattened}
    261        arr = tuple(deduped.items())
    262
    263        # check if the operands are already sorted, if not sort them
    264        # A AND C AND B -> A AND B AND C
    265        for i, (sql, e) in enumerate(arr[1:]):
    266            if sql < arr[i][0]:
    267                expression = result_func(*(e for _, e in sorted(arr)), copy=False)
    268                break
    269        else:
    270            # we didn't have to sort but maybe we need to dedup
    271            if len(deduped) < len(flattened):
    272                expression = result_func(*deduped.values(), copy=False)
    273
    274    return expression

Uniq and sort a connector.

C AND A AND B AND B -> A AND B AND C

def absorb_and_eliminate(expression, root=True): View Source

    277def absorb_and_eliminate(expression, root=True):
    278    """
    279    absorption:
    280        A AND (A OR B) -> A
    281        A OR (A AND B) -> A
    282        A AND (NOT A OR B) -> A AND B
    283        A OR (NOT A AND B) -> A OR B
    284    elimination:
    285        (A AND B) OR (A AND NOT B) -> A
    286        (A OR B) AND (A OR NOT B) -> A
    287    """
    288    if isinstance(expression, exp.Connector) and (root or not expression.same_parent):
    289        kind = exp.Or if isinstance(expression, exp.And) else exp.And
    290
    291        for a, b in itertools.permutations(expression.flatten(), 2):
    292            if isinstance(a, kind):
    293                aa, ab = a.unnest_operands()
    294
    295                # absorb
    296                if is_complement(b, aa):
    297                    aa.replace(exp.true() if kind == exp.And else exp.false())
    298                elif is_complement(b, ab):
    299                    ab.replace(exp.true() if kind == exp.And else exp.false())
    300                elif (set(b.flatten()) if isinstance(b, kind) else {b}) < set(a.flatten()):
    301                    a.replace(exp.false() if kind == exp.And else exp.true())
    302                elif isinstance(b, kind):
    303                    # eliminate
    304                    rhs = b.unnest_operands()
    305                    ba, bb = rhs
    306
    307                    if aa in rhs and (is_complement(ab, ba) or is_complement(ab, bb)):
    308                        a.replace(aa)
    309                        b.replace(aa)
    310                    elif ab in rhs and (is_complement(aa, ba) or is_complement(aa, bb)):
    311                        a.replace(ab)
    312                        b.replace(ab)
    313
    314    return expression

absorption: A AND (A OR B) -> A A OR (A AND B) -> A A AND (NOT A OR B) -> A AND B A OR (NOT A AND B) -> A OR B elimination: (A AND B) OR (A AND NOT B) -> A (A OR B) AND (A OR NOT B) -> A

def simplify_literals(expression, root=True): View Source

    317def simplify_literals(expression, root=True):
    318    if isinstance(expression, exp.Binary) and not isinstance(expression, exp.Connector):
    319        return _flat_simplify(expression, _simplify_binary, root)
    320    elif isinstance(expression, exp.Neg):
    321        this = expression.this
    322        if this.is_number:
    323            value = this.name
    324            if value[0] == "-":
    325                return exp.Literal.number(value[1:])
    326            return exp.Literal.number(f"-{value}")
    327
    328    return expression

def simplify_parens(expression): View Source

    391def simplify_parens(expression):
    392    if (
    393        isinstance(expression, exp.Paren)
    394        and not isinstance(expression.this, exp.Select)
    395        and (
    396            not isinstance(expression.parent, (exp.Condition, exp.Binary))
    397            or isinstance(expression.this, exp.Predicate)
    398            or not isinstance(expression.this, exp.Binary)
    399        )
    400    ):
    401        return expression.this
    402    return expression

def remove_where_true(expression): View Source

    405def remove_where_true(expression):
    406    for where in expression.find_all(exp.Where):
    407        if always_true(where.this):
    408            where.parent.set("where", None)
    409    for join in expression.find_all(exp.Join):
    410        if always_true(join.args.get("on")):
    411            join.set("kind", "CROSS")
    412            join.set("on", None)

def always_true(expression): View Source

    415def always_true(expression):
    416    return (isinstance(expression, exp.Boolean) and expression.this) or isinstance(
    417        expression, exp.Literal
    418    )

def is_complement(a, b): View Source

    421def is_complement(a, b):
    422    return isinstance(b, exp.Not) and b.this == a

def is_false(a: sqlglot.expressions.Expression) -> bool: View Source

    425def is_false(a: exp.Expression) -> bool:
    426    return type(a) is exp.Boolean and not a.this

def is_null(a: sqlglot.expressions.Expression) -> bool: View Source

    429def is_null(a: exp.Expression) -> bool:
    430    return type(a) is exp.Null

def eval_boolean(expression, a, b): View Source

    433def eval_boolean(expression, a, b):
    434    if isinstance(expression, (exp.EQ, exp.Is)):
    435        return boolean_literal(a == b)
    436    if isinstance(expression, exp.NEQ):
    437        return boolean_literal(a != b)
    438    if isinstance(expression, exp.GT):
    439        return boolean_literal(a > b)
    440    if isinstance(expression, exp.GTE):
    441        return boolean_literal(a >= b)
    442    if isinstance(expression, exp.LT):
    443        return boolean_literal(a < b)
    444    if isinstance(expression, exp.LTE):
    445        return boolean_literal(a <= b)
    446    return None

def extract_date(cast): View Source

    449def extract_date(cast):
    450    # The "fromisoformat" conversion could fail if the cast is used on an identifier,
    451    # so in that case we can't extract the date.
    452    try:
    453        if cast.args["to"].this == exp.DataType.Type.DATE:
    454            return datetime.date.fromisoformat(cast.name)
    455        if cast.args["to"].this == exp.DataType.Type.DATETIME:
    456            return datetime.datetime.fromisoformat(cast.name)
    457    except ValueError:
    458        return None

def extract_interval(interval): View Source

    461def extract_interval(interval):
    462    try:
    463        from dateutil.relativedelta import relativedelta  # type: ignore
    464    except ModuleNotFoundError:
    465        return None
    466
    467    n = int(interval.name)
    468    unit = interval.text("unit").lower()
    469
    470    if unit == "year":
    471        return relativedelta(years=n)
    472    if unit == "month":
    473        return relativedelta(months=n)
    474    if unit == "week":
    475        return relativedelta(weeks=n)
    476    if unit == "day":
    477        return relativedelta(days=n)
    478    return None

def date_literal(date): View Source

    481def date_literal(date):
    482    return exp.cast(
    483        exp.Literal.string(date),
    484        "DATETIME" if isinstance(date, datetime.datetime) else "DATE",
    485    )

def boolean_literal(condition): View Source

    488def boolean_literal(condition):
    489    return exp.true() if condition else exp.false()