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265 changes: 262 additions & 3 deletions polars_io_tools/io_sources/base.py
Original file line number Diff line number Diff line change
@@ -1,12 +1,18 @@
import datetime
import logging
import os
import warnings
from abc import ABC, abstractmethod
from typing import Any, Dict, Generic, List, Optional, TypeVar, Union
from typing import Any, Dict, Generic, List, Optional, Tuple, TypeVar, Union

import orjson
import polars as pl
from packaging import version

try:
from polars._plr import _expr_nodes as en # polars >= 1.32
except ImportError:
from polars.polars import _expr_nodes as en # polars < 1.32
from pydantic import BaseModel, ConfigDict, Field, PrivateAttr, computed_field, model_validator

from .enum import (
Expand Down Expand Up @@ -1055,6 +1061,253 @@ def _parse_anon_function(self, expr: pl.Expr, expr_dict: Dict) -> BaseExprNode:
return AnonymousFunctionNode(expr=expr, input=input_node)


# ---------------------------------------------------------------------------
# NodeTraverser-based parser
#
# Built on polars' private ``NodeTraverser`` API (``LazyFrame._ldf.visit()`` plus ``add_expressions`` and ``view_expression``). The traverser exposes
# a typed view of expression nodes after polars' DSL→IR conversion, which is exactly the shape that arrives at a custom IO source plugin via
# ``polars.io.plugins.register_io_source``. Structural traversal is driven by ``expr.meta.pop()`` so each sub-node receives an accurate ``pl.Expr``
# (downstream visitors rely on ``node.expr.meta.root_names()`` and ``~node.expr``); the traverser is used purely for typed dispatch and for direct
# access to ``Operator``, function-category enums, ``Literal.value``/``dtype`` and ``Cast.dtype``. This is the default parser; the legacy
# JSON-serialization based :class:`ExprParser` above remains reachable for one release via the ``POLARS_IO_TOOLS_USE_LEGACY_EXPR_PARSER`` env var.
# ---------------------------------------------------------------------------

_OPERATOR_NAME_MAP: Dict[str, OperatorType] = {op.value: op for op in OperatorType}

# (polars typed enum class, category key consumed by `get_function_enum`). Order does not matter; lookup is by isinstance on the head of
# `Function.function_data`. Some classes (e.g. `StructFunction`, added in polars 1.31) may be absent on older supported polars versions;
# `getattr` keeps the table compatible across the supported range and the missing categories fall through to `UNKNOWN`.
_FUNCTION_CATEGORY_MAP: List[Tuple[type, str]] = [
(cls, key)
for cls, key in [
(getattr(en, "BooleanFunction", None), "Boolean"),
(getattr(en, "StringFunction", None), "StringExpr"),
(getattr(en, "TemporalFunction", None), "TemporalExpr"),
(getattr(en, "StructFunction", None), "StructExpr"),
]
if cls is not None
]

# NodeTraverser returns lowercase `closed` strings; downstream visitors (range_visitor, dnf_visitor, sql_utils, translated_source) expect
# capitalized variants matching the legacy JSON parser's output.
_CLOSED_MAP = {"both": "Both", "left": "Left", "right": "Right", "none": "None"}


class NodeTraverserParser:
"""Parse a :class:`pl.Expr` into a :class:`BaseExprNode` tree using polars' ``NodeTraverser`` for typed dispatch and ``expr.meta.pop()``
for sub-expression attribution.

Mirrors the structure of :class:`ExprParser` above (dispatch via a class-keyed parser map, one ``_parse_<kind>`` method per node type) so
that the eventual Phase B swap is a near-mechanical replacement.
"""

def __init__(self) -> None:
# Dispatch on the polars typed-view class, mirroring ExprParser._parser_map.
self._parser_map: Dict[type, Any] = {
en.Column: self._parse_column,
en.Literal: self._parse_literal,
en.Len: self._parse_len,
en.Cast: self._parse_cast,
en.Alias: self._parse_alias,
en.Sort: self._parse_sort,
en.BinaryExpr: self._parse_binary_expr,
en.Filter: self._parse_filter,
en.Gather: self._parse_gather,
en.SortBy: self._parse_sort_by,
en.Ternary: self._parse_ternary,
en.Slice: self._parse_slice,
en.Function: self._parse_function_expr,
}

def parse(self, expr: pl.Expr) -> BaseExprNode:
"""Parse a Polars expression into structured node types via the NodeTraverser API."""
try:
visitor = self._build_visitor(expr)
return self._parse(expr, visitor)
except Exception as e:
log.warning("NodeTraverserParser unexpected failure: %s", e, exc_info=True)
return ErrorNode(expr=expr, error=str(e))

def _build_visitor(self, expr: pl.Expr) -> Any:
schema = {name: pl.Null for name in expr.meta.root_names()}
return pl.LazyFrame(schema=schema)._ldf.visit()

def _view(self, visitor: Any, expr: pl.Expr) -> Optional[Any]:
"""Add ``expr`` to the traverser and return its typed view. Returns ``None`` if polars refuses or hasn't implemented the node — caller
falls back to :class:`UnknownNode`.
"""
try:
[node_id], _ = visitor.add_expressions([expr._pyexpr])
except Exception:
return None
try:
return visitor.view_expression(node_id)
except NotImplementedError:
return None

def _parse(self, expr: pl.Expr, visitor: Any) -> BaseExprNode:
"""Parse a single expression node by dispatching on the polars typed view's class.

Per-subtree errors are isolated here (matching the legacy ``ExprParser``'s per-method try/except behavior): a failure in one
``_parse_<kind>`` method collapses that subtree to an :class:`ErrorNode` rather than the whole top-level expression.
"""
obj = self._view(visitor, expr)
if obj is None:
# polars' NodeTraverser has no typed view for a few IR nodes that can appear in a pushed-down
# predicate -- notably list functions (``col.list.*``) and array functions (``col.arr.*``), which
# raise ``NotImplementedError`` from ``view_expression``. Those subtrees degrade to ``UnknownNode``
# here, so predicates containing them are not pushed down under this parser (the legacy parser, via
# ``POLARS_IO_TOOLS_USE_LEGACY_EXPR_PARSER=1``, still handles them). Recovering them requires polars to
# expose ``ListFunction`` / ``ArrayFunction`` typed views *and* a matching entry in
# ``_FUNCTION_CATEGORY_MAP`` here; it will not resolve automatically from the polars change alone.
return UnknownNode(expr=expr, data={"reason": "node_traverser_refused"})
handler = self._parser_map.get(type(obj))
if handler is None:
return UnknownNode(expr=expr, data={"node_type": type(obj).__name__})
try:
return handler(expr, obj, visitor)
except Exception as e:
return ErrorNode(expr=expr, error=str(e))

# Leaves
def _parse_column(self, expr: pl.Expr, obj: Any, visitor: Any) -> BaseExprNode:
return ColumnNode(expr=expr, name=obj.name)

def _parse_literal(self, expr: pl.Expr, obj: Any, visitor: Any) -> BaseExprNode:
return LiteralNode(expr=expr)

def _parse_len(self, expr: pl.Expr, obj: Any, visitor: Any) -> BaseExprNode:
return LenNode(expr=expr)

# Single-input wrappers
def _parse_cast(self, expr: pl.Expr, obj: Any, visitor: Any) -> BaseExprNode:
(input_expr,) = expr.meta.pop()
return CastNode(expr=expr, input=self._parse(input_expr, visitor), dtype=obj.dtype)

def _parse_alias(self, expr: pl.Expr, obj: Any, visitor: Any) -> BaseExprNode:
(input_expr,) = expr.meta.pop()
return AliasNode(expr=expr, input=self._parse(input_expr, visitor), name=obj.name)

def _parse_sort(self, expr: pl.Expr, obj: Any, visitor: Any) -> BaseExprNode:
(input_expr,) = expr.meta.pop()
return SortNode(expr=expr, input=self._parse(input_expr, visitor), options={"options": obj.options})

# Two-input
def _parse_binary_expr(self, expr: pl.Expr, obj: Any, visitor: Any) -> BaseExprNode:
children = list(reversed(expr.meta.pop()))
if len(children) != 2:
return ErrorNode(expr=expr, error=f"BinaryExpr expected 2 children, got {len(children)}")
op_name = repr(obj.op).rsplit(".", 1)[-1]
op = _OPERATOR_NAME_MAP.get(op_name)
if op is None:
return UnknownNode(expr=expr, data={"unknown_op": op_name})
return BinaryExprNode(expr=expr, left=self._parse(children[0], visitor), op=op, right=self._parse(children[1], visitor))

def _parse_filter(self, expr: pl.Expr, obj: Any, visitor: Any) -> BaseExprNode:
children = list(expr.meta.pop())
if len(children) < 2:
return ErrorNode(expr=expr, error="Filter expected 2 children")
return FilterNode(expr=expr, input=self._parse(children[0], visitor), by=self._parse(children[1], visitor))

def _parse_gather(self, expr: pl.Expr, obj: Any, visitor: Any) -> BaseExprNode:
children = list(expr.meta.pop())
if len(children) < 2:
return ErrorNode(expr=expr, error="Gather expected 2 children")
return GatherNode(
expr=expr,
input=self._parse(children[0], visitor),
idx=self._parse(children[1], visitor),
returns_scalar=bool(obj.scalar),
)

def _parse_sort_by(self, expr: pl.Expr, obj: Any, visitor: Any) -> BaseExprNode:
children = list(expr.meta.pop())
if len(children) < 2:
return ErrorNode(expr=expr, error="SortBy expected >=2 children")
return SortByNode(
expr=expr,
input=self._parse(children[0], visitor),
by=[self._parse(c, visitor) for c in children[1:]],
options={"sort_options": obj.sort_options},
)

# Three-input
def _parse_ternary(self, expr: pl.Expr, obj: Any, visitor: Any) -> BaseExprNode:
children = list(expr.meta.pop())
if len(children) != 3:
return ErrorNode(expr=expr, error="Ternary expected 3 children")
predicate_expr, falsy_expr, truthy_expr = children
return TernaryNode(
expr=expr,
predicate=self._parse(predicate_expr, visitor),
truthy=self._parse(truthy_expr, visitor),
falsy=self._parse(falsy_expr, visitor),
)

def _parse_slice(self, expr: pl.Expr, obj: Any, visitor: Any) -> BaseExprNode:
children = list(expr.meta.pop())
if len(children) != 3:
return ErrorNode(expr=expr, error="Slice expected 3 children")
return SliceNode(
expr=expr,
input=self._parse(children[0], visitor),
offset=self._parse(children[1], visitor),
length=self._parse(children[2], visitor),
)

# Variadic
def _parse_function_expr(self, expr: pl.Expr, obj: Any, visitor: Any) -> BaseExprNode:
child_exprs = list(reversed(expr.meta.pop()))
fn_enum, options = self._function_type_and_options(obj.function_data)
return FunctionNode(
expr=expr,
function_type=fn_enum,
inputs=[self._parse(c, visitor) for c in child_exprs],
options=options,
)

def _function_type_and_options(self, function_data: Tuple[Any, ...]) -> Tuple[FunctionType, Dict[str, Any]]:
"""Resolve a ``Function.function_data`` tuple to ``(our function-type enum, options dict)``.

Only the option keys that downstream consumers actually inspect are populated. In production these are ``closed`` (range/dnf/sql)
and ``literal`` (sql); ``nulls_equal`` and ``strict`` are emitted for parity with one unmarked test assertion. Everything else
collapses to ``{}`` — the legacy parser's broader option dict is dead code on the predicate-pushdown path.
"""
if not function_data:
return GenericFunctionType.UNKNOWN, {}
head, args = function_data[0], function_data[1:]
for polars_cls, category in _FUNCTION_CATEGORY_MAP:
if isinstance(head, polars_cls):
name = repr(head).rsplit(".", 1)[-1]
fn_enum = get_function_enum(category, name) or GenericFunctionType.UNKNOWN
return fn_enum, _named_function_options(category, name, args)
if isinstance(head, str):
name_pascal = "".join(part.capitalize() for part in head.split("_"))
try:
return GenericFunctionType(name_pascal), {}
except ValueError:
return GenericFunctionType.UNKNOWN, {}
return GenericFunctionType.UNKNOWN, {}


def _named_function_options(category: str, name: str, args: Tuple[Any, ...]) -> Dict[str, Any]:
if not args:
return {}
if category == "Boolean" and name == "IsBetween":
closed = args[0]
if isinstance(closed, str):
closed = _CLOSED_MAP.get(closed, closed)
return {"closed": closed}
if category == "Boolean" and name == "IsIn":
return {"nulls_equal": args[0]}
if category == "StringExpr" and name == "Contains":
out: Dict[str, Any] = {"literal": args[0]}
if len(args) >= 2:
out["strict"] = args[1]
return out
return {}


def get_literal_value(expr: pl.Expr) -> Any:
"""Extract the value from a Polars expression as a python object. This does not neccessarily have to be a polars literal expression itself.

Expand Down Expand Up @@ -1111,10 +1364,16 @@ def extract_column_name(node: BaseExprNode) -> Optional[str]:


def get_parsed_expr(expr_or_node: Union[pl.Expr, BaseExprNode]) -> Optional[BaseExprNode]:
"""Parse a Polars expression or return the node if it's already parsed. This is designed to be run after polars has applied its optimizations, such as the predicate passed to a custom io plugin. Thus, we avoid handling some Polars expressions that cannot be passed as such, for example, like polars window functions or aggregations."""
"""Parse a Polars expression or return the node if it's already parsed. This is designed to be run after polars has applied its optimizations, such as the predicate passed to a custom io plugin. Thus, we avoid handling some Polars expressions that cannot be passed as such, for example, like polars window functions or aggregations.

Set ``POLARS_IO_TOOLS_USE_LEGACY_EXPR_PARSER=1`` to fall back to the legacy parser if you hit a problem with the default.
"""
if isinstance(expr_or_node, BaseExprNode):
return expr_or_node
return ExprParser().parse(expr_or_node)

if os.environ.get("POLARS_IO_TOOLS_USE_LEGACY_EXPR_PARSER") == "1":
return ExprParser().parse(expr_or_node)
return NodeTraverserParser().parse(expr_or_node)


def convert_datetime_to_polars(dt_val: datetime.datetime, schema_cast: Optional[Any] = None) -> pl.Expr:
Expand Down
11 changes: 11 additions & 0 deletions polars_io_tools/tests/io_sources/conftest.py
Original file line number Diff line number Diff line change
@@ -1,6 +1,7 @@
# These type hints match the ones in polars_io_tools.io_sources.dnf_visitor
# but they are not imported here to fully separate the polars_utils code
# from the general utils tests.
import os
from datetime import date, datetime, timedelta
from typing import Any, List, Optional, Tuple

Expand All @@ -23,6 +24,16 @@
"tester",
"assert_dnf_equal",
"io_source_assert",
"skip_unoptimized_expression_shape",
)


# Marker for tests that exercise expression shapes (top-level / nested aliases, ``any_horizontal`` / ``all_horizontal``, multi-predicate
# ``pl.when(...)``, list / struct / explode) which polars' optimizer rewrites away before a predicate ever reaches a custom IO source plugin.
# Only the legacy parser observes those shapes; set ``POLARS_IO_TOOLS_USE_LEGACY_EXPR_PARSER=1`` to run them.
skip_unoptimized_expression_shape = pytest.mark.skipif(
os.environ.get("POLARS_IO_TOOLS_USE_LEGACY_EXPR_PARSER") != "1",
reason="Test exercises an expression shape that the polars optimizer rewrites away before reaching an IO source predicate.",
)


Expand Down
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