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perf: Improve isin performance #1203
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c5d5cca
perf: Improve isin performance
TrevorBergeron 8fd157a
add implicit joiner support for isin
TrevorBergeron 977bb15
Merge remote-tracking branch 'github/main' into isin_join
TrevorBergeron 12bce61
Merge remote-tracking branch 'github/main' into isin_join
TrevorBergeron 8be5dc2
add Additive as mixin for nodes
TrevorBergeron c54cd3c
Merge remote-tracking branch 'github/main' into isin_join
TrevorBergeron 639f840
Merge remote-tracking branch 'github/main' into isin_join
TrevorBergeron e090095
define isin order rewrite
TrevorBergeron 9624809
Merge remote-tracking branch 'github/main' into isin_join
TrevorBergeron 387a356
add code-block to AdditiveNode doc
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Original file line number | Diff line number | Diff line change |
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# Copyright 2024 Google LLC | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
|
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"""Helpers to join ArrayValue objects.""" | ||
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from __future__ import annotations | ||
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import itertools | ||
from typing import Tuple | ||
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import bigframes_vendored.ibis.expr.datatypes as ibis_dtypes | ||
import bigframes_vendored.ibis.expr.types as ibis_types | ||
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import bigframes.core.compile.compiled as compiled | ||
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def isin_unordered( | ||
left: compiled.UnorderedIR, | ||
right: compiled.UnorderedIR, | ||
indicator_col: str, | ||
conditions: Tuple[str, str], | ||
) -> compiled.UnorderedIR: | ||
"""Join two expressions by column equality. | ||
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Arguments: | ||
left: Expression for left table to join. | ||
right: Expression for right table to join. | ||
conditions: Id pairs to compare | ||
Returns: | ||
The joined expression. | ||
""" | ||
left_table = left._to_ibis_expr() | ||
right_table = right._to_ibis_expr() | ||
new_column = ( | ||
value_to_join_key(left_table[conditions[0]]) | ||
.isin(value_to_join_key(right_table[conditions[1]])) | ||
.name(indicator_col) | ||
) | ||
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columns = tuple( | ||
itertools.chain( | ||
(left_table[col.get_name()] for col in left.columns), (new_column,) | ||
) | ||
) | ||
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return compiled.UnorderedIR( | ||
left_table, | ||
columns=columns, | ||
) | ||
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def value_to_join_key(value: ibis_types.Value): | ||
"""Converts nullable values to non-null string SQL will not match null keys together - but pandas does.""" | ||
if not value.type().is_string(): | ||
value = value.cast(ibis_dtypes.str) | ||
return ( | ||
value.fill_null(ibis_types.literal("$NULL_SENTINEL$")) | ||
if hasattr(value, "fill_null") | ||
else value.fillna(ibis_types.literal("$NULL_SENTINEL$")) | ||
) |
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Thinking aloud: I wonder if there's some way we can organize these sorts of tree transformations so that it's easier to reason about which can be applied in which order?