Dandandan commented on code in PR #12095:
URL: https://github.com/apache/datafusion/pull/12095#discussion_r1730276848
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datafusion/functions-aggregate/src/variance.rs:
##########
@@ -344,3 +391,181 @@ impl Accumulator for VarianceAccumulator {
true
}
}
+
+#[derive(Debug)]
+pub struct VarianceGroupsAccumulator {
+ m2s: Vec<f64>,
+ means: Vec<f64>,
+ counts: Vec<u64>,
+ stats_type: StatsType,
+}
+
+impl VarianceGroupsAccumulator {
+ pub fn new(s_type: StatsType) -> Self {
+ Self {
+ m2s: Vec::new(),
+ means: Vec::new(),
+ counts: Vec::new(),
+ stats_type: s_type,
+ }
+ }
+
+ fn resize(&mut self, total_num_groups: usize) {
+ self.m2s.resize(total_num_groups, 0.0);
+ self.means.resize(total_num_groups, 0.0);
+ self.counts.resize(total_num_groups, 0);
+ }
+
+ fn merge<F>(
+ group_indices: &[usize],
+ counts: &UInt64Array,
+ means: &Float64Array,
+ m2s: &Float64Array,
+ opt_filter: Option<&BooleanArray>,
+ mut value_fn: F,
+ ) where
+ F: FnMut(usize, u64, f64, f64) + Send,
+ {
+ assert_eq!(counts.null_count(), 0);
+ assert_eq!(means.null_count(), 0);
+ assert_eq!(m2s.null_count(), 0);
+
+ match opt_filter {
+ None => {
+ group_indices
+ .iter()
+ .zip(counts.values().iter())
+ .zip(means.values().iter())
+ .zip(m2s.values().iter())
+ .for_each(|(((&group_index, &count), &mean), &m2)| {
+ value_fn(group_index, count, mean, m2);
+ });
+ }
+ Some(filter) => {
+ group_indices
+ .iter()
+ .zip(counts.values().iter())
+ .zip(means.values().iter())
+ .zip(m2s.values().iter())
+ .zip(filter.iter())
+ .for_each(
+ |((((&group_index, &count), &mean), &m2),
filter_value)| {
+ if let Some(true) = filter_value {
+ value_fn(group_index, count, mean, m2);
+ }
+ },
+ );
+ }
+ }
+ }
+
+ pub fn variance(
+ &mut self,
+ emit_to: datafusion_expr::EmitTo,
+ ) -> (Vec<f64>, NullBuffer) {
+ let mut counts = emit_to.take_needed(&mut self.counts);
+ let _ = emit_to.take_needed(&mut self.means);
Review Comment:
Although I think it won't gain much, so probably better to leave as is.
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