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feat: clip supports expr arguments and physical numeric dtype (#11288)
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Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,151 @@ | ||
use num_traits::{clamp, clamp_max, clamp_min}; | ||
use polars_core::prelude::arity::{binary_elementwise, ternary_elementwise}; | ||
use polars_core::prelude::*; | ||
use polars_core::with_match_physical_numeric_polars_type; | ||
|
||
fn clip_helper<T>( | ||
ca: &ChunkedArray<T>, | ||
min: &ChunkedArray<T>, | ||
max: &ChunkedArray<T>, | ||
) -> ChunkedArray<T> | ||
where | ||
T: PolarsNumericType, | ||
T::Native: PartialOrd, | ||
{ | ||
match (min.len(), max.len()) { | ||
(1, 1) => match (min.get(0), max.get(0)) { | ||
(Some(min), Some(max)) => { | ||
ca.apply_generic(|s| s.map(|s| num_traits::clamp(s, min, max))) | ||
}, | ||
_ => ChunkedArray::<T>::full_null(ca.name(), ca.len()), | ||
}, | ||
(1, _) => match min.get(0) { | ||
Some(min) => binary_elementwise(ca, max, |opt_s, opt_max| match (opt_s, opt_max) { | ||
(Some(s), Some(max)) => Some(clamp(s, min, max)), | ||
_ => None, | ||
}), | ||
_ => ChunkedArray::<T>::full_null(ca.name(), ca.len()), | ||
}, | ||
(_, 1) => match max.get(0) { | ||
Some(max) => binary_elementwise(ca, min, |opt_s, opt_min| match (opt_s, opt_min) { | ||
(Some(s), Some(min)) => Some(clamp(s, min, max)), | ||
_ => None, | ||
}), | ||
_ => ChunkedArray::<T>::full_null(ca.name(), ca.len()), | ||
}, | ||
_ => ternary_elementwise(ca, min, max, |opt_s, opt_min, opt_max| { | ||
match (opt_s, opt_min, opt_max) { | ||
(Some(s), Some(min), Some(max)) => Some(clamp(s, min, max)), | ||
_ => None, | ||
} | ||
}), | ||
} | ||
} | ||
|
||
fn clip_min_max_helper<T, F>( | ||
ca: &ChunkedArray<T>, | ||
bound: &ChunkedArray<T>, | ||
op: F, | ||
) -> ChunkedArray<T> | ||
where | ||
T: PolarsNumericType, | ||
T::Native: PartialOrd, | ||
F: Fn(T::Native, T::Native) -> T::Native, | ||
{ | ||
match bound.len() { | ||
1 => match bound.get(0) { | ||
Some(bound) => ca.apply_generic(|s| s.map(|s| op(s, bound))), | ||
_ => ChunkedArray::<T>::full_null(ca.name(), ca.len()), | ||
}, | ||
_ => binary_elementwise(ca, bound, |opt_s, opt_bound| match (opt_s, opt_bound) { | ||
(Some(s), Some(bound)) => Some(op(s, bound)), | ||
_ => None, | ||
}), | ||
} | ||
} | ||
|
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/// Clamp underlying values to the `min` and `max` values. | ||
pub fn clip(s: &Series, min: &Series, max: &Series) -> PolarsResult<Series> { | ||
polars_ensure!(s.dtype().to_physical().is_numeric(), InvalidOperation: "Only physical numeric types are supported."); | ||
|
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let original_type = s.dtype(); | ||
// cast min & max to the dtype of s first. | ||
let (min, max) = (min.cast(s.dtype())?, max.cast(s.dtype())?); | ||
|
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let (s, min, max) = ( | ||
s.to_physical_repr(), | ||
min.to_physical_repr(), | ||
max.to_physical_repr(), | ||
); | ||
|
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match s.dtype() { | ||
dt if dt.is_numeric() => { | ||
with_match_physical_numeric_polars_type!(s.dtype(), |$T| { | ||
let ca: &ChunkedArray<$T> = s.as_ref().as_ref().as_ref(); | ||
let min: &ChunkedArray<$T> = min.as_ref().as_ref().as_ref(); | ||
let max: &ChunkedArray<$T> = max.as_ref().as_ref().as_ref(); | ||
let out = clip_helper(ca, min, max).into_series(); | ||
if original_type.is_logical(){ | ||
out.cast(original_type) | ||
}else{ | ||
Ok(out) | ||
} | ||
}) | ||
}, | ||
dt => polars_bail!(opq = clippy, dt), | ||
} | ||
} | ||
|
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/// Clamp underlying values to the `max` value. | ||
pub fn clip_max(s: &Series, max: &Series) -> PolarsResult<Series> { | ||
polars_ensure!(s.dtype().to_physical().is_numeric(), InvalidOperation: "Only physical numeric types are supported."); | ||
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let original_type = s.dtype(); | ||
// cast max to the dtype of s first. | ||
let max = max.cast(s.dtype())?; | ||
|
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let (s, max) = (s.to_physical_repr(), max.to_physical_repr()); | ||
|
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match s.dtype() { | ||
dt if dt.is_numeric() => { | ||
with_match_physical_numeric_polars_type!(s.dtype(), |$T| { | ||
let ca: &ChunkedArray<$T> = s.as_ref().as_ref().as_ref(); | ||
let max: &ChunkedArray<$T> = max.as_ref().as_ref().as_ref(); | ||
let out = clip_min_max_helper(ca, max, clamp_max).into_series(); | ||
if original_type.is_logical(){ | ||
out.cast(original_type) | ||
}else{ | ||
Ok(out) | ||
} | ||
}) | ||
}, | ||
dt => polars_bail!(opq = clippy_max, dt), | ||
} | ||
} | ||
|
||
/// Clamp underlying values to the `min` value. | ||
pub fn clip_min(s: &Series, min: &Series) -> PolarsResult<Series> { | ||
polars_ensure!(s.dtype().to_physical().is_numeric(), InvalidOperation: "Only physical numeric types are supported."); | ||
|
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let original_type = s.dtype(); | ||
// cast min to the dtype of s first. | ||
let min = min.cast(s.dtype())?; | ||
|
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let (s, min) = (s.to_physical_repr(), min.to_physical_repr()); | ||
|
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match s.dtype() { | ||
dt if dt.is_numeric() => { | ||
with_match_physical_numeric_polars_type!(s.dtype(), |$T| { | ||
let ca: &ChunkedArray<$T> = s.as_ref().as_ref().as_ref(); | ||
let min: &ChunkedArray<$T> = min.as_ref().as_ref().as_ref(); | ||
let out = clip_min_max_helper(ca, min, clamp_min).into_series(); | ||
if original_type.is_logical(){ | ||
out.cast(original_type) | ||
}else{ | ||
Ok(out) | ||
} | ||
}) | ||
}, | ||
dt => polars_bail!(opq = clippy_min, dt), | ||
} | ||
} |
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Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -1,14 +1,10 @@ | ||
use super::*; | ||
|
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pub(super) fn clip( | ||
s: Series, | ||
min: Option<AnyValue<'_>>, | ||
max: Option<AnyValue<'_>>, | ||
) -> PolarsResult<Series> { | ||
match (min, max) { | ||
(Some(min), Some(max)) => s.clip(min, max), | ||
(Some(min), None) => s.clip_min(min), | ||
(None, Some(max)) => s.clip_max(max), | ||
pub(super) fn clip(s: &[Series], has_min: bool, has_max: bool) -> PolarsResult<Series> { | ||
match (has_min, has_max) { | ||
(true, true) => polars_ops::prelude::clip(&s[0], &s[1], &s[2]), | ||
(true, false) => polars_ops::prelude::clip_min(&s[0], &s[1]), | ||
(false, true) => polars_ops::prelude::clip_max(&s[0], &s[1]), | ||
_ => unreachable!(), | ||
} | ||
} |
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