sqlglot.optimizer.pushdown_predicates API documentation

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# sqlglot.optimizer.pushdown_predicates

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      1from sqlglot import exp
      2from sqlglot.optimizer.normalize import normalized
      3from sqlglot.optimizer.scope import build_scope, find_in_scope
      4from sqlglot.optimizer.simplify import simplify
      5
      6
      7def pushdown_predicates(expression, dialect=None):
      8    """
      9    Rewrite sqlglot AST to pushdown predicates in FROMS and JOINS
     10
     11    Example:
     12        >>> import sqlglot
     13        >>> sql = "SELECT y.a AS a FROM (SELECT x.a AS a FROM x AS x) AS y WHERE y.a = 1"
     14        >>> expression = sqlglot.parse_one(sql)
     15        >>> pushdown_predicates(expression).sql()
     16        'SELECT y.a AS a FROM (SELECT x.a AS a FROM x AS x WHERE x.a = 1) AS y WHERE TRUE'
     17
     18    Args:
     19        expression (sqlglot.Expression): expression to optimize
     20    Returns:
     21        sqlglot.Expression: optimized expression
     22    """
     23    root = build_scope(expression)
     24
     25    if root:
     26        scope_ref_count = root.ref_count()
     27
     28        for scope in reversed(list(root.traverse())):
     29            select = scope.expression
     30            where = select.args.get("where")
     31            if where:
     32                selected_sources = scope.selected_sources
     33                join_index = {
     34                    join.alias_or_name: i for i, join in enumerate(select.args.get("joins") or [])
     35                }
     36
     37                # a right join can only push down to itself and not the source FROM table
     38                for k, (node, source) in selected_sources.items():
     39                    parent = node.find_ancestor(exp.Join, exp.From)
     40                    if isinstance(parent, exp.Join) and parent.side == "RIGHT":
     41                        selected_sources = {k: (node, source)}
     42                        break
     43
     44                pushdown(where.this, selected_sources, scope_ref_count, dialect, join_index)
     45
     46            # joins should only pushdown into itself, not to other joins
     47            # so we limit the selected sources to only itself
     48            for join in select.args.get("joins") or []:
     49                name = join.alias_or_name
     50                if name in scope.selected_sources:
     51                    pushdown(
     52                        join.args.get("on"),
     53                        {name: scope.selected_sources[name]},
     54                        scope_ref_count,
     55                        dialect,
     56                    )
     57
     58    return expression
     59
     60
     61def pushdown(condition, sources, scope_ref_count, dialect, join_index=None):
     62    if not condition:
     63        return
     64
     65    condition = condition.replace(simplify(condition, dialect=dialect))
     66    cnf_like = normalized(condition) or not normalized(condition, dnf=True)
     67
     68    predicates = list(
     69        condition.flatten()
     70        if isinstance(condition, exp.And if cnf_like else exp.Or)
     71        else [condition]
     72    )
     73
     74    if cnf_like:
     75        pushdown_cnf(predicates, sources, scope_ref_count, join_index=join_index)
     76    else:
     77        pushdown_dnf(predicates, sources, scope_ref_count)
     78
     79
     80def pushdown_cnf(predicates, sources, scope_ref_count, join_index=None):
     81    """
     82    If the predicates are in CNF like form, we can simply replace each block in the parent.
     83    """
     84    join_index = join_index or {}
     85    for predicate in predicates:
     86        for node in nodes_for_predicate(predicate, sources, scope_ref_count).values():
     87            if isinstance(node, exp.Join):
     88                name = node.alias_or_name
     89                predicate_tables = exp.column_table_names(predicate, name)
     90
     91                # Don't push the predicate if it references tables that appear in later joins
     92                this_index = join_index[name]
     93                if all(join_index.get(table, -1) < this_index for table in predicate_tables):
     94                    predicate.replace(exp.true())
     95                    node.on(predicate, copy=False)
     96                    break
     97            if isinstance(node, exp.Select):
     98                predicate.replace(exp.true())
     99                inner_predicate = replace_aliases(node, predicate)
    100                if find_in_scope(inner_predicate, exp.AggFunc):
    101                    node.having(inner_predicate, copy=False)
    102                else:
    103                    node.where(inner_predicate, copy=False)
    104
    105
    106def pushdown_dnf(predicates, sources, scope_ref_count):
    107    """
    108    If the predicates are in DNF form, we can only push down conditions that are in all blocks.
    109    Additionally, we can't remove predicates from their original form.
    110    """
    111    # find all the tables that can be pushdown too
    112    # these are tables that are referenced in all blocks of a DNF
    113    # (a.x AND b.x) OR (a.y AND c.y)
    114    # only table a can be push down
    115    pushdown_tables = set()
    116
    117    for a in predicates:
    118        a_tables = exp.column_table_names(a)
    119
    120        for b in predicates:
    121            a_tables &= exp.column_table_names(b)
    122
    123        pushdown_tables.update(a_tables)
    124
    125    conditions = {}
    126
    127    # pushdown all predicates to their respective nodes
    128    for table in sorted(pushdown_tables):
    129        for predicate in predicates:
    130            nodes = nodes_for_predicate(predicate, sources, scope_ref_count)
    131
    132            if table not in nodes:
    133                continue
    134
    135            conditions[table] = (
    136                exp.or_(conditions[table], predicate) if table in conditions else predicate
    137            )
    138
    139        for name, node in nodes.items():
    140            if name not in conditions:
    141                continue
    142
    143            predicate = conditions[name]
    144
    145            if isinstance(node, exp.Join):
    146                node.on(predicate, copy=False)
    147            elif isinstance(node, exp.Select):
    148                inner_predicate = replace_aliases(node, predicate)
    149                if find_in_scope(inner_predicate, exp.AggFunc):
    150                    node.having(inner_predicate, copy=False)
    151                else:
    152                    node.where(inner_predicate, copy=False)
    153
    154
    155def nodes_for_predicate(predicate, sources, scope_ref_count):
    156    nodes = {}
    157    tables = exp.column_table_names(predicate)
    158    where_condition = isinstance(predicate.find_ancestor(exp.Join, exp.Where), exp.Where)
    159
    160    for table in sorted(tables):
    161        node, source = sources.get(table) or (None, None)
    162
    163        # if the predicate is in a where statement we can try to push it down
    164        # we want to find the root join or from statement
    165        if node and where_condition:
    166            node = node.find_ancestor(exp.Join, exp.From)
    167
    168        # a node can reference a CTE which should be pushed down
    169        if isinstance(node, exp.From) and not isinstance(source, exp.Table):
    170            with_ = source.parent.expression.args.get("with")
    171            if with_ and with_.recursive:
    172                return {}
    173            node = source.expression
    174
    175        if isinstance(node, exp.Join):
    176            if node.side and node.side != "RIGHT":
    177                return {}
    178            nodes[table] = node
    179        elif isinstance(node, exp.Select) and len(tables) == 1:
    180            # We can't push down window expressions
    181            has_window_expression = any(
    182                select for select in node.selects if select.find(exp.Window)
    183            )
    184            # we can't push down predicates to select statements if they are referenced in
    185            # multiple places.
    186            if (
    187                not node.args.get("group")
    188                and scope_ref_count[id(source)] < 2
    189                and not has_window_expression
    190            ):
    191                nodes[table] = node
    192    return nodes
    193
    194
    195def replace_aliases(source, predicate):
    196    aliases = {}
    197
    198    for select in source.selects:
    199        if isinstance(select, exp.Alias):
    200            aliases[select.alias] = select.this
    201        else:
    202            aliases[select.name] = select
    203
    204    def _replace_alias(column):
    205        if isinstance(column, exp.Column) and column.name in aliases:
    206            return aliases[column.name].copy()
    207        return column
    208
    209    return predicate.transform(_replace_alias)

def pushdown_predicates(expression, dialect=None): View Source

     8def pushdown_predicates(expression, dialect=None):
     9    """
    10    Rewrite sqlglot AST to pushdown predicates in FROMS and JOINS
    11
    12    Example:
    13        >>> import sqlglot
    14        >>> sql = "SELECT y.a AS a FROM (SELECT x.a AS a FROM x AS x) AS y WHERE y.a = 1"
    15        >>> expression = sqlglot.parse_one(sql)
    16        >>> pushdown_predicates(expression).sql()
    17        'SELECT y.a AS a FROM (SELECT x.a AS a FROM x AS x WHERE x.a = 1) AS y WHERE TRUE'
    18
    19    Args:
    20        expression (sqlglot.Expression): expression to optimize
    21    Returns:
    22        sqlglot.Expression: optimized expression
    23    """
    24    root = build_scope(expression)
    25
    26    if root:
    27        scope_ref_count = root.ref_count()
    28
    29        for scope in reversed(list(root.traverse())):
    30            select = scope.expression
    31            where = select.args.get("where")
    32            if where:
    33                selected_sources = scope.selected_sources
    34                join_index = {
    35                    join.alias_or_name: i for i, join in enumerate(select.args.get("joins") or [])
    36                }
    37
    38                # a right join can only push down to itself and not the source FROM table
    39                for k, (node, source) in selected_sources.items():
    40                    parent = node.find_ancestor(exp.Join, exp.From)
    41                    if isinstance(parent, exp.Join) and parent.side == "RIGHT":
    42                        selected_sources = {k: (node, source)}
    43                        break
    44
    45                pushdown(where.this, selected_sources, scope_ref_count, dialect, join_index)
    46
    47            # joins should only pushdown into itself, not to other joins
    48            # so we limit the selected sources to only itself
    49            for join in select.args.get("joins") or []:
    50                name = join.alias_or_name
    51                if name in scope.selected_sources:
    52                    pushdown(
    53                        join.args.get("on"),
    54                        {name: scope.selected_sources[name]},
    55                        scope_ref_count,
    56                        dialect,
    57                    )
    58
    59    return expression

Rewrite sqlglot AST to pushdown predicates in FROMS and JOINS

###### Example:

>     >>> import sqlglot
>     >>> sql = "SELECT y.a AS a FROM (SELECT x.a AS a FROM x AS x) AS y WHERE y.a = 1"
>     >>> expression = sqlglot.parse_one(sql)
>     >>> pushdown_predicates(expression).sql()
>     'SELECT y.a AS a FROM (SELECT x.a AS a FROM x AS x WHERE x.a = 1) AS y WHERE TRUE'

###### Arguments:

- expression (sqlglot.Expression): expression to optimize

###### Returns:

> sqlglot.Expression: optimized expression

def pushdown(condition, sources, scope_ref_count, dialect, join_index=None): View Source

    62def pushdown(condition, sources, scope_ref_count, dialect, join_index=None):
    63    if not condition:
    64        return
    65
    66    condition = condition.replace(simplify(condition, dialect=dialect))
    67    cnf_like = normalized(condition) or not normalized(condition, dnf=True)
    68
    69    predicates = list(
    70        condition.flatten()
    71        if isinstance(condition, exp.And if cnf_like else exp.Or)
    72        else [condition]
    73    )
    74
    75    if cnf_like:
    76        pushdown_cnf(predicates, sources, scope_ref_count, join_index=join_index)
    77    else:
    78        pushdown_dnf(predicates, sources, scope_ref_count)

def pushdown_cnf(predicates, sources, scope_ref_count, join_index=None): View Source

     81def pushdown_cnf(predicates, sources, scope_ref_count, join_index=None):
     82    """
     83    If the predicates are in CNF like form, we can simply replace each block in the parent.
     84    """
     85    join_index = join_index or {}
     86    for predicate in predicates:
     87        for node in nodes_for_predicate(predicate, sources, scope_ref_count).values():
     88            if isinstance(node, exp.Join):
     89                name = node.alias_or_name
     90                predicate_tables = exp.column_table_names(predicate, name)
     91
     92                # Don't push the predicate if it references tables that appear in later joins
     93                this_index = join_index[name]
     94                if all(join_index.get(table, -1) < this_index for table in predicate_tables):
     95                    predicate.replace(exp.true())
     96                    node.on(predicate, copy=False)
     97                    break
     98            if isinstance(node, exp.Select):
     99                predicate.replace(exp.true())
    100                inner_predicate = replace_aliases(node, predicate)
    101                if find_in_scope(inner_predicate, exp.AggFunc):
    102                    node.having(inner_predicate, copy=False)
    103                else:
    104                    node.where(inner_predicate, copy=False)

If the predicates are in CNF like form, we can simply replace each block in the parent.

def pushdown_dnf(predicates, sources, scope_ref_count): View Source

    107def pushdown_dnf(predicates, sources, scope_ref_count):
    108    """
    109    If the predicates are in DNF form, we can only push down conditions that are in all blocks.
    110    Additionally, we can't remove predicates from their original form.
    111    """
    112    # find all the tables that can be pushdown too
    113    # these are tables that are referenced in all blocks of a DNF
    114    # (a.x AND b.x) OR (a.y AND c.y)
    115    # only table a can be push down
    116    pushdown_tables = set()
    117
    118    for a in predicates:
    119        a_tables = exp.column_table_names(a)
    120
    121        for b in predicates:
    122            a_tables &= exp.column_table_names(b)
    123
    124        pushdown_tables.update(a_tables)
    125
    126    conditions = {}
    127
    128    # pushdown all predicates to their respective nodes
    129    for table in sorted(pushdown_tables):
    130        for predicate in predicates:
    131            nodes = nodes_for_predicate(predicate, sources, scope_ref_count)
    132
    133            if table not in nodes:
    134                continue
    135
    136            conditions[table] = (
    137                exp.or_(conditions[table], predicate) if table in conditions else predicate
    138            )
    139
    140        for name, node in nodes.items():
    141            if name not in conditions:
    142                continue
    143
    144            predicate = conditions[name]
    145
    146            if isinstance(node, exp.Join):
    147                node.on(predicate, copy=False)
    148            elif isinstance(node, exp.Select):
    149                inner_predicate = replace_aliases(node, predicate)
    150                if find_in_scope(inner_predicate, exp.AggFunc):
    151                    node.having(inner_predicate, copy=False)
    152                else:
    153                    node.where(inner_predicate, copy=False)

If the predicates are in DNF form, we can only push down conditions that are in all blocks. Additionally, we can't remove predicates from their original form.

def nodes_for_predicate(predicate, sources, scope_ref_count): View Source

    156def nodes_for_predicate(predicate, sources, scope_ref_count):
    157    nodes = {}
    158    tables = exp.column_table_names(predicate)
    159    where_condition = isinstance(predicate.find_ancestor(exp.Join, exp.Where), exp.Where)
    160
    161    for table in sorted(tables):
    162        node, source = sources.get(table) or (None, None)
    163
    164        # if the predicate is in a where statement we can try to push it down
    165        # we want to find the root join or from statement
    166        if node and where_condition:
    167            node = node.find_ancestor(exp.Join, exp.From)
    168
    169        # a node can reference a CTE which should be pushed down
    170        if isinstance(node, exp.From) and not isinstance(source, exp.Table):
    171            with_ = source.parent.expression.args.get("with")
    172            if with_ and with_.recursive:
    173                return {}
    174            node = source.expression
    175
    176        if isinstance(node, exp.Join):
    177            if node.side and node.side != "RIGHT":
    178                return {}
    179            nodes[table] = node
    180        elif isinstance(node, exp.Select) and len(tables) == 1:
    181            # We can't push down window expressions
    182            has_window_expression = any(
    183                select for select in node.selects if select.find(exp.Window)
    184            )
    185            # we can't push down predicates to select statements if they are referenced in
    186            # multiple places.
    187            if (
    188                not node.args.get("group")
    189                and scope_ref_count[id(source)] < 2
    190                and not has_window_expression
    191            ):
    192                nodes[table] = node
    193    return nodes

def replace_aliases(source, predicate): View Source

    196def replace_aliases(source, predicate):
    197    aliases = {}
    198
    199    for select in source.selects:
    200        if isinstance(select, exp.Alias):
    201            aliases[select.alias] = select.this
    202        else:
    203            aliases[select.name] = select
    204
    205    def _replace_alias(column):
    206        if isinstance(column, exp.Column) and column.name in aliases:
    207            return aliases[column.name].copy()
    208        return column
    209
    210    return predicate.transform(_replace_alias)