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use nulls;
use nulls::{rolling_apply_agg_window, RollingAggWindowNulls};
use super::*;
pub struct SumWindow<'a, T> {
slice: &'a [T],
validity: &'a Bitmap,
sum: Option<T>,
last_start: usize,
last_end: usize,
pub(super) null_count: usize,
}
impl<'a, T: NativeType + IsFloat + Add<Output = T> + Sub<Output = T>> SumWindow<'a, T> {
unsafe fn compute_sum_and_null_count(&mut self, start: usize, end: usize) -> Option<T> {
let mut sum = None;
let mut idx = start;
self.null_count = 0;
for value in &self.slice[start..end] {
let valid = self.validity.get_bit_unchecked(idx);
if valid {
match sum {
None => sum = Some(*value),
Some(current) => sum = Some(*value + current),
}
} else {
self.null_count += 1;
}
idx += 1;
}
self.sum = sum;
sum
}
}
impl<'a, T: NativeType + IsFloat + Add<Output = T> + Sub<Output = T>> RollingAggWindowNulls<'a, T>
for SumWindow<'a, T>
{
unsafe fn new(slice: &'a [T], validity: &'a Bitmap, start: usize, end: usize) -> Self {
let mut out = Self {
slice,
validity,
sum: None,
last_start: start,
last_end: end,
null_count: 0,
};
out.compute_sum_and_null_count(start, end);
out
}
unsafe fn update(&mut self, start: usize, end: usize) -> Option<T> {
let recompute_sum = if start >= self.last_end {
true
} else {
let mut recompute_sum = false;
for idx in self.last_start..start {
let valid = self.validity.get_bit_unchecked(idx);
if valid {
let leaving_value = self.slice.get_unchecked(idx);
if T::is_float() && leaving_value.is_nan() {
recompute_sum = true;
break;
}
self.sum = self.sum.map(|v| v - *leaving_value)
} else {
self.null_count -= 1;
if self.sum.is_none() {
recompute_sum = true;
break;
}
}
}
recompute_sum
};
self.last_start = start;
if recompute_sum {
self.compute_sum_and_null_count(start, end);
} else {
for idx in self.last_end..end {
let valid = self.validity.get_bit_unchecked(idx);
if valid {
let value = *self.slice.get_unchecked(idx);
match self.sum {
None => self.sum = Some(value),
Some(current) => self.sum = Some(current + value),
}
} else {
self.null_count += 1;
}
}
}
self.last_end = end;
self.sum
}
fn is_valid(&self, min_periods: usize) -> bool {
((self.last_end - self.last_start) - self.null_count) >= min_periods
}
}
pub fn rolling_sum<T>(
arr: &PrimitiveArray<T>,
window_size: usize,
min_periods: usize,
center: bool,
weights: Option<&[f64]>,
) -> ArrayRef
where
T: NativeType + IsFloat + PartialOrd + Add<Output = T> + Sub<Output = T>,
{
if weights.is_some() {
panic!("weights not yet supported on array with null values")
}
if center {
rolling_apply_agg_window::<SumWindow<_>, _, _>(
arr.values().as_slice(),
arr.validity().as_ref().unwrap(),
window_size,
min_periods,
det_offsets_center,
)
} else {
rolling_apply_agg_window::<SumWindow<_>, _, _>(
arr.values().as_slice(),
arr.validity().as_ref().unwrap(),
window_size,
min_periods,
det_offsets,
)
}
}