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Add support for quantile and quantileIf functions
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Original file line number | Diff line number | Diff line change |
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from __future__ import annotations | ||
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from typing import TYPE_CHECKING, Any, TypeVar | ||
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from sqlalchemy.ext.compiler import compiles | ||
from sqlalchemy.sql import coercions, roles | ||
from sqlalchemy.sql.elements import ColumnElement | ||
from sqlalchemy.sql.functions import GenericFunction | ||
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from clickhouse_sqlalchemy import types | ||
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if TYPE_CHECKING: | ||
from sqlalchemy.sql._typing import _ColumnExpressionArgument | ||
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_T = TypeVar('_T', bound=Any) | ||
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class quantile(GenericFunction[_T]): | ||
inherit_cache = True | ||
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def __init__( | ||
self, level: float, expr: _ColumnExpressionArgument[Any], | ||
condition: _ColumnExpressionArgument[Any] = None, **kwargs: Any | ||
): | ||
arg: ColumnElement[Any] = coercions.expect( | ||
roles.ExpressionElementRole, expr, apply_propagate_attrs=self | ||
) | ||
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args = [arg] | ||
if condition is not None: | ||
condition = coercions.expect( | ||
roles.ExpressionElementRole, condition, | ||
apply_propagate_attrs=self | ||
) | ||
args.append(condition) | ||
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self.level = level | ||
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if isinstance(arg.type, (types.Decimal, types.Float, types.Int)): | ||
return_type = types.Float64 | ||
elif isinstance(arg.type, types.DateTime): | ||
return_type = types.DateTime | ||
elif isinstance(arg.type, types.Date): | ||
return_type = types.Date | ||
else: | ||
return_type = types.Float64 | ||
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kwargs['type_'] = return_type | ||
kwargs['_parsed_args'] = args | ||
super().__init__(arg, **kwargs) | ||
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class quantileIf(quantile[_T]): | ||
inherit_cache = True | ||
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@compiles(quantile, 'clickhouse') | ||
@compiles(quantileIf, 'clickhouse') | ||
def compile_quantile(element, compiler, **kwargs): | ||
args_str = compiler.function_argspec(element, **kwargs) | ||
return f'{element.name}({element.level}){args_str}' |
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Original file line number | Diff line number | Diff line change |
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from sqlalchemy import Column, func | ||
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from clickhouse_sqlalchemy import types, Table | ||
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from tests.testcase import CompilationTestCase | ||
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class FunctionTestCase(CompilationTestCase): | ||
table = Table( | ||
't1', CompilationTestCase.metadata(), | ||
Column('x', types.Int32, primary_key=True), | ||
Column('time', types.DateTime) | ||
) | ||
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def test_quantile(self): | ||
func0 = func.quantile(0.5, self.table.c.x) | ||
self.assertIsInstance(func0.type, types.Float64) | ||
func1 = func.quantile(0.5, self.table.c.time) | ||
self.assertIsInstance(func1.type, types.DateTime) | ||
self.assertEqual( | ||
self.compile(self.session.query(func0)), | ||
'SELECT quantile(0.5)(t1.x) AS quantile_1 FROM t1' | ||
) | ||
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func2 = func.quantileIf(0.5, self.table.c.x, self.table.c.x > 10) | ||
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self.assertEqual( | ||
self.compile( | ||
self.session.query(func2) | ||
), | ||
'SELECT quantileIf(0.5)(t1.x, t1.x > %(x_1)s) AS ' + | ||
'"quantileIf_1" FROM t1' | ||
) |