datafusion-physical-plan 53.1.0

Physical (ExecutionPlan) implementations for DataFusion query engine
Documentation
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// Licensed to the Apache Software Foundation (ASF) under one
// or more contributor license agreements.  See the NOTICE file
// distributed with this work for additional information
// regarding copyright ownership.  The ASF licenses this file
// to you under the Apache License, Version 2.0 (the
// "License"); you may not use this file except in compliance
// with the License.  You may obtain a copy of the License at
//
//   http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing,
// software distributed under the License is distributed on an
// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
// KIND, either express or implied.  See the License for the
// specific language governing permissions and limitations
// under the License.

use crate::aggregates::group_values::multi_group_by::{
    GroupColumn, Nulls, nulls_equal_to,
};
use crate::aggregates::group_values::null_builder::MaybeNullBufferBuilder;
use arrow::array::ArrowNativeTypeOp;
use arrow::array::{Array, ArrayRef, ArrowPrimitiveType, PrimitiveArray, cast::AsArray};
use arrow::buffer::ScalarBuffer;
use arrow::datatypes::DataType;
use datafusion_common::Result;
use datafusion_execution::memory_pool::proxy::VecAllocExt;
use itertools::izip;
use std::iter;
use std::sync::Arc;

/// An implementation of [`GroupColumn`] for primitive values
///
/// Optimized to skip null buffer construction if the input is known to be non nullable
///
/// # Template parameters
///
/// `T`: the native Rust type that stores the data
/// `NULLABLE`: if the data can contain any nulls
#[derive(Debug)]
pub struct PrimitiveGroupValueBuilder<T: ArrowPrimitiveType, const NULLABLE: bool> {
    data_type: DataType,
    group_values: Vec<T::Native>,
    nulls: MaybeNullBufferBuilder,
}

impl<T, const NULLABLE: bool> PrimitiveGroupValueBuilder<T, NULLABLE>
where
    T: ArrowPrimitiveType,
{
    /// Create a new `PrimitiveGroupValueBuilder`
    pub fn new(data_type: DataType) -> Self {
        Self {
            data_type,
            group_values: vec![],
            nulls: MaybeNullBufferBuilder::new(),
        }
    }

    fn vectorized_equal_to_non_nullable(
        &self,
        lhs_rows: &[usize],
        array: &ArrayRef,
        rhs_rows: &[usize],
        equal_to_results: &mut [bool],
    ) {
        assert!(
            !NULLABLE || (array.null_count() == 0 && !self.nulls.might_have_nulls()),
            "called with nullable input"
        );
        let array_values = array.as_primitive::<T>().values();

        let iter = izip!(
            lhs_rows.iter(),
            rhs_rows.iter(),
            equal_to_results.iter_mut(),
        );

        for (&lhs_row, &rhs_row, equal_to_result) in iter {
            let result = {
                // Getting unchecked not only for bound checks but because the bound checks are
                // what prevents auto-vectorization
                let left = if cfg!(debug_assertions) {
                    self.group_values[lhs_row]
                } else {
                    // SAFETY: indices are guaranteed to be in bounds
                    unsafe { *self.group_values.get_unchecked(lhs_row) }
                };
                let right = if cfg!(debug_assertions) {
                    array_values[rhs_row]
                } else {
                    // SAFETY: indices are guaranteed to be in bounds
                    unsafe { *array_values.get_unchecked(rhs_row) }
                };

                // Always evaluate, to allow for auto-vectorization
                left.is_eq(right)
            };

            *equal_to_result = result && *equal_to_result;
        }
    }

    pub fn vectorized_equal_nullable(
        &self,
        lhs_rows: &[usize],
        array: &ArrayRef,
        rhs_rows: &[usize],
        equal_to_results: &mut [bool],
    ) {
        assert!(NULLABLE, "called with non-nullable input");
        let array = array.as_primitive::<T>();

        let iter = izip!(
            lhs_rows.iter(),
            rhs_rows.iter(),
            equal_to_results.iter_mut(),
        );

        for (&lhs_row, &rhs_row, equal_to_result) in iter {
            // Has found not equal to in previous column, don't need to check
            if !*equal_to_result {
                continue;
            }

            // Perf: skip null check (by short circuit) if input is not nullable
            let exist_null = self.nulls.is_null(lhs_row);
            let input_null = array.is_null(rhs_row);
            if let Some(result) = nulls_equal_to(exist_null, input_null) {
                *equal_to_result = result;
                continue;
            }

            // Otherwise, we need to check their values
            *equal_to_result = self.group_values[lhs_row].is_eq(array.value(rhs_row));
        }
    }
}

impl<T: ArrowPrimitiveType, const NULLABLE: bool> GroupColumn
    for PrimitiveGroupValueBuilder<T, NULLABLE>
{
    fn equal_to(&self, lhs_row: usize, array: &ArrayRef, rhs_row: usize) -> bool {
        // Perf: skip null check (by short circuit) if input is not nullable
        if NULLABLE {
            let exist_null = self.nulls.is_null(lhs_row);
            let input_null = array.is_null(rhs_row);
            if let Some(result) = nulls_equal_to(exist_null, input_null) {
                return result;
            }
            // Otherwise, we need to check their values
        }

        self.group_values[lhs_row].is_eq(array.as_primitive::<T>().value(rhs_row))
    }

    fn append_val(&mut self, array: &ArrayRef, row: usize) -> Result<()> {
        // Perf: skip null check if input can't have nulls
        if NULLABLE {
            if array.is_null(row) {
                self.nulls.append(true);
                self.group_values.push(T::default_value());
            } else {
                self.nulls.append(false);
                self.group_values.push(array.as_primitive::<T>().value(row));
            }
        } else {
            self.group_values.push(array.as_primitive::<T>().value(row));
        }

        Ok(())
    }

    fn vectorized_equal_to(
        &self,
        lhs_rows: &[usize],
        array: &ArrayRef,
        rhs_rows: &[usize],
        equal_to_results: &mut [bool],
    ) {
        if !NULLABLE || (array.null_count() == 0 && !self.nulls.might_have_nulls()) {
            self.vectorized_equal_to_non_nullable(
                lhs_rows,
                array,
                rhs_rows,
                equal_to_results,
            );
        } else {
            self.vectorized_equal_nullable(lhs_rows, array, rhs_rows, equal_to_results);
        }
    }

    fn vectorized_append(&mut self, array: &ArrayRef, rows: &[usize]) -> Result<()> {
        let arr = array.as_primitive::<T>();

        let null_count = array.null_count();
        let num_rows = array.len();
        let all_null_or_non_null = if null_count == 0 {
            Nulls::None
        } else if null_count == num_rows {
            Nulls::All
        } else {
            Nulls::Some
        };

        match (NULLABLE, all_null_or_non_null) {
            (true, Nulls::Some) => {
                for &row in rows {
                    if array.is_null(row) {
                        self.nulls.append(true);
                        self.group_values.push(T::default_value());
                    } else {
                        self.nulls.append(false);
                        self.group_values.push(arr.value(row));
                    }
                }
            }

            (true, Nulls::None) => {
                self.nulls.append_n(rows.len(), false);
                for &row in rows {
                    self.group_values.push(arr.value(row));
                }
            }

            (true, Nulls::All) => {
                self.nulls.append_n(rows.len(), true);
                self.group_values
                    .extend(iter::repeat_n(T::default_value(), rows.len()));
            }

            (false, _) => {
                for &row in rows {
                    self.group_values.push(arr.value(row));
                }
            }
        }

        Ok(())
    }

    fn len(&self) -> usize {
        self.group_values.len()
    }

    fn size(&self) -> usize {
        self.group_values.allocated_size() + self.nulls.allocated_size()
    }

    fn build(self: Box<Self>) -> ArrayRef {
        let Self {
            data_type,
            group_values,
            nulls,
        } = *self;

        let nulls = nulls.build();
        if !NULLABLE {
            assert!(nulls.is_none(), "unexpected nulls in non nullable input");
        }

        let arr = PrimitiveArray::<T>::new(ScalarBuffer::from(group_values), nulls);
        // Set timezone information for timestamp
        Arc::new(arr.with_data_type(data_type))
    }

    fn take_n(&mut self, n: usize) -> ArrayRef {
        let first_n = self.group_values.drain(0..n).collect::<Vec<_>>();

        let first_n_nulls = if NULLABLE { self.nulls.take_n(n) } else { None };

        Arc::new(
            PrimitiveArray::<T>::new(ScalarBuffer::from(first_n), first_n_nulls)
                .with_data_type(self.data_type.clone()),
        )
    }
}

#[cfg(test)]
mod tests {
    use std::sync::Arc;

    use crate::aggregates::group_values::multi_group_by::primitive::PrimitiveGroupValueBuilder;
    use arrow::array::{ArrayRef, Float32Array, Int64Array, NullBufferBuilder};
    use arrow::datatypes::{DataType, Float32Type, Int64Type};

    use super::GroupColumn;

    #[test]
    fn test_nullable_primitive_equal_to() {
        let append = |builder: &mut PrimitiveGroupValueBuilder<Float32Type, true>,
                      builder_array: &ArrayRef,
                      append_rows: &[usize]| {
            for &index in append_rows {
                builder.append_val(builder_array, index).unwrap();
            }
        };

        let equal_to = |builder: &PrimitiveGroupValueBuilder<Float32Type, true>,
                        lhs_rows: &[usize],
                        input_array: &ArrayRef,
                        rhs_rows: &[usize],
                        equal_to_results: &mut Vec<bool>| {
            let iter = lhs_rows.iter().zip(rhs_rows.iter());
            for (idx, (&lhs_row, &rhs_row)) in iter.enumerate() {
                equal_to_results[idx] = builder.equal_to(lhs_row, input_array, rhs_row);
            }
        };

        test_nullable_primitive_equal_to_internal(append, equal_to);
    }

    #[test]
    fn test_nullable_primitive_vectorized_equal_to() {
        let append = |builder: &mut PrimitiveGroupValueBuilder<Float32Type, true>,
                      builder_array: &ArrayRef,
                      append_rows: &[usize]| {
            builder
                .vectorized_append(builder_array, append_rows)
                .unwrap();
        };

        let equal_to = |builder: &PrimitiveGroupValueBuilder<Float32Type, true>,
                        lhs_rows: &[usize],
                        input_array: &ArrayRef,
                        rhs_rows: &[usize],
                        equal_to_results: &mut Vec<bool>| {
            builder.vectorized_equal_to(
                lhs_rows,
                input_array,
                rhs_rows,
                equal_to_results,
            );
        };

        test_nullable_primitive_equal_to_internal(append, equal_to);
    }

    fn test_nullable_primitive_equal_to_internal<A, E>(mut append: A, mut equal_to: E)
    where
        A: FnMut(&mut PrimitiveGroupValueBuilder<Float32Type, true>, &ArrayRef, &[usize]),
        E: FnMut(
            &PrimitiveGroupValueBuilder<Float32Type, true>,
            &[usize],
            &ArrayRef,
            &[usize],
            &mut Vec<bool>,
        ),
    {
        // Will cover such cases:
        //   - exist null, input not null
        //   - exist null, input null; values not equal
        //   - exist null, input null; values equal
        //   - exist not null, input null
        //   - exist not null, input not null; values not equal
        //   - exist not null, input not null; values equal

        // Define PrimitiveGroupValueBuilder
        let mut builder =
            PrimitiveGroupValueBuilder::<Float32Type, true>::new(DataType::Float32);
        let builder_array = Arc::new(Float32Array::from(vec![
            None,
            None,
            None,
            Some(1.0),
            Some(2.0),
            Some(f32::NAN),
            Some(3.0),
        ])) as ArrayRef;
        append(&mut builder, &builder_array, &[0, 1, 2, 3, 4, 5, 6]);

        // Define input array
        let (_, values, _nulls) = Float32Array::from(vec![
            Some(1.0),
            Some(2.0),
            None,
            Some(1.0),
            None,
            Some(f32::NAN),
            None,
        ])
        .into_parts();

        // explicitly build a null buffer where one of the null values also happens to match
        let mut nulls = NullBufferBuilder::new(6);
        nulls.append_non_null();
        nulls.append_null(); // this sets Some(2) to null above
        nulls.append_null();
        nulls.append_non_null();
        nulls.append_null();
        nulls.append_non_null();
        nulls.append_null();
        let input_array = Arc::new(Float32Array::new(values, nulls.finish())) as ArrayRef;

        // Check
        let mut equal_to_results = vec![true; builder.len()];
        equal_to(
            &builder,
            &[0, 1, 2, 3, 4, 5, 6],
            &input_array,
            &[0, 1, 2, 3, 4, 5, 6],
            &mut equal_to_results,
        );

        assert!(!equal_to_results[0]);
        assert!(equal_to_results[1]);
        assert!(equal_to_results[2]);
        assert!(equal_to_results[3]);
        assert!(!equal_to_results[4]);
        assert!(equal_to_results[5]);
        assert!(!equal_to_results[6]);
    }

    #[test]
    fn test_not_nullable_primitive_equal_to() {
        let append = |builder: &mut PrimitiveGroupValueBuilder<Int64Type, false>,
                      builder_array: &ArrayRef,
                      append_rows: &[usize]| {
            for &index in append_rows {
                builder.append_val(builder_array, index).unwrap();
            }
        };

        let equal_to = |builder: &PrimitiveGroupValueBuilder<Int64Type, false>,
                        lhs_rows: &[usize],
                        input_array: &ArrayRef,
                        rhs_rows: &[usize],
                        equal_to_results: &mut Vec<bool>| {
            let iter = lhs_rows.iter().zip(rhs_rows.iter());
            for (idx, (&lhs_row, &rhs_row)) in iter.enumerate() {
                equal_to_results[idx] = builder.equal_to(lhs_row, input_array, rhs_row);
            }
        };

        test_not_nullable_primitive_equal_to_internal(append, equal_to);
    }

    #[test]
    fn test_not_nullable_primitive_vectorized_equal_to() {
        let append = |builder: &mut PrimitiveGroupValueBuilder<Int64Type, false>,
                      builder_array: &ArrayRef,
                      append_rows: &[usize]| {
            builder
                .vectorized_append(builder_array, append_rows)
                .unwrap();
        };

        let equal_to = |builder: &PrimitiveGroupValueBuilder<Int64Type, false>,
                        lhs_rows: &[usize],
                        input_array: &ArrayRef,
                        rhs_rows: &[usize],
                        equal_to_results: &mut Vec<bool>| {
            builder.vectorized_equal_to(
                lhs_rows,
                input_array,
                rhs_rows,
                equal_to_results,
            );
        };

        test_not_nullable_primitive_equal_to_internal(append, equal_to);
    }

    fn test_not_nullable_primitive_equal_to_internal<A, E>(mut append: A, mut equal_to: E)
    where
        A: FnMut(&mut PrimitiveGroupValueBuilder<Int64Type, false>, &ArrayRef, &[usize]),
        E: FnMut(
            &PrimitiveGroupValueBuilder<Int64Type, false>,
            &[usize],
            &ArrayRef,
            &[usize],
            &mut Vec<bool>,
        ),
    {
        // Will cover such cases:
        //   - values equal
        //   - values not equal

        // Define PrimitiveGroupValueBuilder
        let mut builder =
            PrimitiveGroupValueBuilder::<Int64Type, false>::new(DataType::Int64);
        let builder_array =
            Arc::new(Int64Array::from(vec![Some(0), Some(1)])) as ArrayRef;
        append(&mut builder, &builder_array, &[0, 1]);

        // Define input array
        let input_array = Arc::new(Int64Array::from(vec![Some(0), Some(2)])) as ArrayRef;

        // Check
        let mut equal_to_results = vec![true; builder.len()];
        equal_to(
            &builder,
            &[0, 1],
            &input_array,
            &[0, 1],
            &mut equal_to_results,
        );

        assert!(equal_to_results[0]);
        assert!(!equal_to_results[1]);
    }

    #[test]
    fn test_nullable_primitive_vectorized_operation_special_case() {
        // Test the special `all nulls` or `not nulls` input array case
        // for vectorized append and equal to

        let mut builder =
            PrimitiveGroupValueBuilder::<Int64Type, true>::new(DataType::Int64);

        // All nulls input array
        let all_nulls_input_array = Arc::new(Int64Array::from(vec![
            Option::<i64>::None,
            None,
            None,
            None,
            None,
        ])) as _;
        builder
            .vectorized_append(&all_nulls_input_array, &[0, 1, 2, 3, 4])
            .unwrap();

        let mut equal_to_results = vec![true; all_nulls_input_array.len()];
        builder.vectorized_equal_to(
            &[0, 1, 2, 3, 4],
            &all_nulls_input_array,
            &[0, 1, 2, 3, 4],
            &mut equal_to_results,
        );

        assert!(equal_to_results[0]);
        assert!(equal_to_results[1]);
        assert!(equal_to_results[2]);
        assert!(equal_to_results[3]);
        assert!(equal_to_results[4]);

        // All not nulls input array
        let all_not_nulls_input_array = Arc::new(Int64Array::from(vec![
            Some(1),
            Some(2),
            Some(3),
            Some(4),
            Some(5),
        ])) as _;
        builder
            .vectorized_append(&all_not_nulls_input_array, &[0, 1, 2, 3, 4])
            .unwrap();

        let mut equal_to_results = vec![true; all_not_nulls_input_array.len()];
        builder.vectorized_equal_to(
            &[5, 6, 7, 8, 9],
            &all_not_nulls_input_array,
            &[0, 1, 2, 3, 4],
            &mut equal_to_results,
        );

        assert!(equal_to_results[0]);
        assert!(equal_to_results[1]);
        assert!(equal_to_results[2]);
        assert!(equal_to_results[3]);
        assert!(equal_to_results[4]);
    }
}