fix: Support varying quantile values per group in group_by aggregation

crates/polars-core/src/frame/column/mod.rs

@@ -844,6 +844,25 @@ impl Column {
         .into()
     }
 
+    /// # Safety
+    ///
+    /// Does no bounds checks, groups must be correct.
+    #[cfg(feature = "algorithm_group_by")]
+    pub unsafe fn agg_varying_quantile(
+        &self,
+        groups: &GroupsType,
+        quantiles: &[f64],
+        method: QuantileMethod,
+    ) -> Self {
+        // @scalar-opt
+
+        unsafe {
+            self.as_materialized_series()
+                .agg_varying_quantile(groups, quantiles, method)
+        }
+        .into()
+    }
+
     /// # Safety
     ///
     /// Does no bounds checks, groups must be correct.

crates/polars-core/src/frame/group_by/aggregations/dispatch.rs

@@ -504,6 +504,73 @@ impl Series {
         }
     }
 
+    #[doc(hidden)]
+    pub unsafe fn agg_varying_quantile(
+        &self,
+        groups: &GroupsType,
+        quantiles: &[f64],
+        method: QuantileMethod,
+    ) -> Series {
+        // Prevent a rechunk for every individual group.
+        let s = if groups.len() > 1 {
+            self.rechunk()
+        } else {
+            self.clone()
+        };
+
+        use DataType::*;
+        match s.dtype() {
+            Float32 => s
+                .f32()
+                .unwrap()
+                .agg_varying_quantile(groups, quantiles, method),
+            Float64 => s
+                .f64()
+                .unwrap()
+                .agg_varying_quantile(groups, quantiles, method),
+            #[cfg(feature = "dtype-decimal")]
+            Decimal(_, _) => s
+                .cast(&DataType::Float64)
+                .unwrap()
+                .agg_varying_quantile(groups, quantiles, method),
+            #[cfg(feature = "dtype-datetime")]
+            Datetime(tu, tz) => self
+                .to_physical_repr()
+                .agg_varying_quantile(groups, quantiles, method)
+                .cast(&Int64)
+                .unwrap()
+                .into_datetime(*tu, tz.clone()),
+            #[cfg(feature = "dtype-duration")]
+            Duration(tu) => self
+                .to_physical_repr()
+                .agg_varying_quantile(groups, quantiles, method)
+                .cast(&Int64)
+                .unwrap()
+                .into_duration(*tu),
+            #[cfg(feature = "dtype-time")]
+            Time => self
+                .to_physical_repr()
+                .agg_varying_quantile(groups, quantiles, method)
+                .cast(&Int64)
+                .unwrap()
+                .into_time(),
+            #[cfg(feature = "dtype-date")]
+            Date => (self
+                .to_physical_repr()
+                .agg_varying_quantile(groups, quantiles, method)
+                .cast(&Float64)
+                .unwrap()
+                * (US_IN_DAY as f64))
+                .cast(&DataType::Int64)
+                .unwrap()
+                .into_datetime(TimeUnit::Microseconds, None),
+            dt if dt.is_primitive_numeric() => {
+                apply_method_physical_integer!(s, agg_varying_quantile, groups, quantiles, method)
+            },
+            _ => Series::full_null(PlSmallStr::EMPTY, groups.len(), s.dtype()),
+        }
+    }
+
     #[doc(hidden)]
     pub unsafe fn agg_last(&self, groups: &GroupsType) -> Series {
         // Prevent a rechunk for every individual group.

crates/polars-core/src/frame/group_by/aggregations/mod.rs

@@ -182,6 +182,17 @@ where
     ca.into_series()
 }
 
+/// Same as `agg_helper_idx_on_all` but also passes the group index to the closure.
+fn agg_helper_idx_on_all_with_idx<T, F>(groups: &GroupsIdx, f: F) -> Series
+where
+    F: Fn((usize, &IdxVec)) -> Option<T::Native> + Send + Sync,
+    T: PolarsNumericType,
+{
+    let ca: ChunkedArray<T> =
+        POOL.install(|| groups.all().into_par_iter().enumerate().map(f).collect());
+    ca.into_series()
+}
+
 pub fn _agg_helper_slice<T, F>(groups: &[[IdxSize; 2]], f: F) -> Series
 where
     F: Fn([IdxSize; 2]) -> Option<T::Native> + Send + Sync,
@@ -191,6 +202,22 @@ where
     ca.into_series()
 }
 
+/// Same as `_agg_helper_slice` but also passes the group index to the closure.
+fn _agg_helper_slice_with_idx<T, F>(groups: &[[IdxSize; 2]], f: F) -> Series
+where
+    F: Fn(usize, [IdxSize; 2]) -> Option<T::Native> + Send + Sync,
+    T: PolarsNumericType,
+{
+    let ca: ChunkedArray<T> = POOL.install(|| {
+        groups
+            .par_iter()
+            .enumerate()
+            .map(|(idx, &g)| f(idx, g))
+            .collect()
+    });
+    ca.into_series()
+}
+
 pub fn _agg_helper_slice_no_null<T, F>(groups: &[[IdxSize; 2]], f: F) -> Series
 where
     F: Fn([IdxSize; 2]) -> T::Native + Send + Sync,
@@ -337,6 +364,64 @@ where
     }
 }
 
+/// Compute quantile aggregation where each group can have a different quantile value.
+unsafe fn agg_varying_quantile_generic<T, K>(
+    ca: &ChunkedArray<T>,
+    groups: &GroupsType,
+    quantiles: &[f64],
+    method: QuantileMethod,
+) -> Series
+where
+    T: PolarsNumericType,
+    ChunkedArray<T>: QuantileDispatcher<K::Native>,
+    K: PolarsNumericType,
+    <K as datatypes::PolarsNumericType>::Native: num_traits::Float + quantile_filter::SealedRolling,
+{
+    match groups {
+        GroupsType::Idx(groups) => {
+            let ca = ca.rechunk();
+            agg_helper_idx_on_all_with_idx::<K, _>(groups, |(group_idx, idx)| {
+                debug_assert!(idx.len() <= ca.len());
+                let quantile = quantiles[group_idx];
+                if !(0.0..=1.0).contains(&quantile) {
+                    return None;
+                }
+                match idx.len() {
+                    0 => None,
+                    1 => {
+                        let idx = idx[0] as usize;
+                        ca.get(idx).map(|v| NumCast::from(v).unwrap())
+                    },
+                    _ => {
+                        let take = { ca.take_unchecked(idx) };
+                        take._quantile(quantile, method).unwrap()
+                    },
+                }
+            })
+        },
+        GroupsType::Slice { groups, .. } => {
+            _agg_helper_slice_with_idx::<K, _>(groups, |group_idx, [first, len]| {
+                debug_assert!(first + len <= ca.len() as IdxSize);
+                let quantile = quantiles[group_idx];
+                if !(0.0..=1.0).contains(&quantile) {
+                    return None;
+                }
+                match len {
+                    0 => None,
+                    1 => ca.get(first as usize).map(|v| NumCast::from(v).unwrap()),
+                    _ => {
+                        let arr_group = _slice_from_offsets(ca, first, len);
+                        arr_group
+                            ._quantile(quantile, method)
+                            .unwrap_unchecked()
+                            .map(|flt| NumCast::from(flt).unwrap_unchecked())
+                    },
+                }
+            })
+        },
+    }
+}
+
 unsafe fn agg_median_generic<T, K>(ca: &ChunkedArray<T>, groups: &GroupsType) -> Series
 where
     T: PolarsNumericType,
@@ -1137,6 +1222,14 @@ impl Float32Chunked {
     ) -> Series {
         agg_quantile_generic::<_, Float32Type>(self, groups, quantile, method)
     }
+    pub(crate) unsafe fn agg_varying_quantile(
+        &self,
+        groups: &GroupsType,
+        quantiles: &[f64],
+        method: QuantileMethod,
+    ) -> Series {
+        agg_varying_quantile_generic::<_, Float32Type>(self, groups, quantiles, method)
+    }
     pub(crate) unsafe fn agg_median(&self, groups: &GroupsType) -> Series {
         agg_median_generic::<_, Float32Type>(self, groups)
     }
@@ -1150,6 +1243,14 @@ impl Float64Chunked {
     ) -> Series {
         agg_quantile_generic::<_, Float64Type>(self, groups, quantile, method)
     }
+    pub(crate) unsafe fn agg_varying_quantile(
+        &self,
+        groups: &GroupsType,
+        quantiles: &[f64],
+        method: QuantileMethod,
+    ) -> Series {
+        agg_varying_quantile_generic::<_, Float64Type>(self, groups, quantiles, method)
+    }
     pub(crate) unsafe fn agg_median(&self, groups: &GroupsType) -> Series {
         agg_median_generic::<_, Float64Type>(self, groups)
     }
@@ -1342,6 +1443,14 @@ where
     ) -> Series {
         agg_quantile_generic::<_, Float64Type>(self, groups, quantile, method)
     }
+    pub(crate) unsafe fn agg_varying_quantile(
+        &self,
+        groups: &GroupsType,
+        quantiles: &[f64],
+        method: QuantileMethod,
+    ) -> Series {
+        agg_varying_quantile_generic::<_, Float64Type>(self, groups, quantiles, method)
+    }
     pub(crate) unsafe fn agg_median(&self, groups: &GroupsType) -> Series {
         agg_median_generic::<_, Float64Type>(self, groups)
     }

crates/polars-expr/src/expressions/aggregation.rs

@@ -520,6 +520,22 @@ impl AggQuantileExpr {
         );
         quantile.get(0).unwrap().try_extract()
     }
+
+    fn get_quantile_from_scalar(&self, quantile_ac: &AggregationContext) -> PolarsResult<f64> {
+        let quantile_col = quantile_ac.get_values();
+        polars_ensure!(quantile_col.len() <= 1, ComputeError:
+            "polars only supports computing a single quantile; \
+            make sure the 'quantile' expression input produces a single quantile"
+        );
+        quantile_col.get(0).unwrap().try_extract()
+    }
+
+    fn get_quantiles_per_group(&self, quantile_ac: &AggregationContext) -> PolarsResult<Vec<f64>> {
+        let quantile_col = quantile_ac.get_values();
+        let quantile_col = quantile_col.cast(&DataType::Float64)?;
+        let quantile_ca = quantile_col.f64()?;
+        Ok(quantile_ca.iter().map(|v| v.unwrap_or(f64::NAN)).collect())
+    }
 }
 
 impl PhysicalExpr for AggQuantileExpr {
@@ -542,6 +558,7 @@ impl PhysicalExpr for AggQuantileExpr {
         state: &ExecutionState,
     ) -> PolarsResult<AggregationContext<'a>> {
         let mut ac = self.input.evaluate_on_groups(df, groups, state)?;
+        let quantile_ac = self.quantile.evaluate_on_groups(df, groups, state)?;
 
         // AggregatedScalar has no defined group structure. We fix it up here, so that we can
         // reliably call `agg_quantile` functions with the groups.
@@ -550,27 +567,52 @@ impl PhysicalExpr for AggQuantileExpr {
         // don't change names by aggregations as is done in polars-core
         let keep_name = ac.get_values().name().clone();
 
-        let quantile = self.get_quantile(df, state)?;
+        // Check if quantile is a literal/scalar (same for all groups) or varies per group
+        let is_uniform_quantile = quantile_ac.is_literal()
+            || matches!(quantile_ac.agg_state(), AggState::LiteralScalar(_));
 
-        if let AggState::LiteralScalar(c) = &mut ac.state {
-            *c = c
-                .quantile_reduce(quantile, self.method)?
-                .into_column(keep_name);
-            return Ok(ac);
-        }
+        if is_uniform_quantile {
+            // Fast path: single quantile value for all groups
+            let quantile = self.get_quantile_from_scalar(&quantile_ac)?;
 
-        // SAFETY:
-        // groups are in bounds
-        let mut agg = unsafe {
-            ac.flat_naive()
-                .into_owned()
-                .agg_quantile(ac.groups(), quantile, self.method)
-        };
-        agg.rename(keep_name);
-        Ok(AggregationContext::from_agg_state(
-            AggregatedScalar(agg),
-            Cow::Borrowed(groups),
-        ))
+            if let AggState::LiteralScalar(c) = &mut ac.state {
+                *c = c
+                    .quantile_reduce(quantile, self.method)?
+                    .into_column(keep_name);
+                return Ok(ac);
+            }
+
+            // SAFETY:
+            // groups are in bounds
+            let mut agg = unsafe {
+                ac.flat_naive()
+                    .into_owned()
+                    .agg_quantile(ac.groups(), quantile, self.method)
+            };
+            agg.rename(keep_name);
+            Ok(AggregationContext::from_agg_state(
+                AggregatedScalar(agg),
+                Cow::Borrowed(groups),
+            ))
+        } else {
+            // Different quantile value per group
+            let quantiles = self.get_quantiles_per_group(&quantile_ac)?;
+
+            // SAFETY:
+            // groups are in bounds
+            let mut agg = unsafe {
+                ac.flat_naive().into_owned().agg_varying_quantile(
+                    ac.groups(),
+                    &quantiles,
+                    self.method,
+                )
+            };
+            agg.rename(keep_name);
+            Ok(AggregationContext::from_agg_state(
+                AggregatedScalar(agg),
+                Cow::Borrowed(groups),
+            ))
+        }
     }
 
     fn to_field(&self, input_schema: &Schema) -> PolarsResult<Field> {