selection.rs

// 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 arrow_array::{Array, BooleanArray};
use arrow_select::filter::SlicesIterator;
use std::cmp::Ordering;
use std::collections::VecDeque;
use std::ops::Range;

/// [`RowSelection`] is a collection of [`RowSelector`] used to skip rows when
/// scanning a parquet file
#[derive(Debug, Clone, Copy, Eq, PartialEq)]
pub struct RowSelector {
    /// The number of rows
    pub row_count: usize,

    /// If true, skip `row_count` rows
    pub skip: bool,
}

impl RowSelector {
    /// Select `row_count` rows
    pub fn select(row_count: usize) -> Self {
        Self {
            row_count,
            skip: false,
        }
    }

    /// Skip `row_count` rows
    pub fn skip(row_count: usize) -> Self {
        Self {
            row_count,
            skip: true,
        }
    }
}

/// [`RowSelection`] allows selecting or skipping a provided number of rows
/// when scanning the parquet file.
///
/// This is applied prior to reading column data, and can therefore
/// be used to skip IO to fetch data into memory
///
/// A typical use-case would be using the [`PageIndex`] to filter out rows
/// that don't satisfy a predicate
///
/// # Example
/// ```
/// use parquet::arrow::arrow_reader::{RowSelection, RowSelector};
///
/// let selectors = vec![
///   RowSelector { row_count: 5, skip: true },
///   RowSelector { row_count: 5, skip: false },
///   RowSelector { row_count: 5, skip: false },
///   RowSelector { row_count: 5, skip: true },
/// ];
///
/// // Creating a selection will combine adjacent selectors
/// let selection: RowSelection = selectors.into();
///
/// let expected = vec![
///   RowSelector { row_count: 5, skip: true },
///   RowSelector { row_count: 10, skip: false },
///   RowSelector { row_count: 5, skip: true },
/// ];
///
/// let actual: Vec<RowSelector> = selection.into();
/// assert_eq!(actual, expected);
/// ```
///
/// [`PageIndex`]: crate::file::page_index::index::PageIndex
#[derive(Debug, Clone, Default, Eq, PartialEq)]
pub struct RowSelection {
    selectors: Vec<RowSelector>,
}

impl RowSelection {
    /// Creates a [`RowSelection`] from a slice of [`BooleanArray`]
    ///
    /// # Panic
    ///
    /// Panics if any of the [`BooleanArray`] contain nulls
    pub fn from_filters(filters: &[BooleanArray]) -> Self {
        let mut next_offset = 0;
        let total_rows = filters.iter().map(|x| x.len()).sum();

        let iter = filters.iter().flat_map(|filter| {
            let offset = next_offset;
            next_offset += filter.len();
            assert_eq!(filter.null_count(), 0);
            SlicesIterator::new(filter)
                .map(move |(start, end)| start + offset..end + offset)
        });

        Self::from_consecutive_ranges(iter, total_rows)
    }

    /// Creates a [`RowSelection`] from an iterator of consecutive ranges to keep
    fn from_consecutive_ranges<I: Iterator<Item = Range<usize>>>(
        ranges: I,
        total_rows: usize,
    ) -> Self {
        let mut selectors: Vec<RowSelector> = Vec::with_capacity(ranges.size_hint().0);
        let mut last_end = 0;
        for range in ranges {
            let len = range.end - range.start;

            match range.start.cmp(&last_end) {
                Ordering::Equal => match selectors.last_mut() {
                    Some(last) => last.row_count += len,
                    None => selectors.push(RowSelector::select(len)),
                },
                Ordering::Greater => {
                    selectors.push(RowSelector::skip(range.start - last_end));
                    selectors.push(RowSelector::select(len))
                }
                Ordering::Less => panic!("out of order"),
            }
            last_end = range.end;
        }

        if last_end != total_rows {
            selectors.push(RowSelector::skip(total_rows - last_end))
        }

        Self { selectors }
    }

    /// Creates a [`RowSelection`] from a slice of uncombined `RowSelector`:
    /// Like [skip(5),skip(5),read(10)].
    /// After combine will return [skip(10),read(10)]
    /// # Note
    ///  [`RowSelection`] must be combined prior to use within offset_index or else the code will panic.
    fn from_selectors_and_combine(selectors: &[RowSelector]) -> Self {
        if selectors.len() < 2 {
            return Self {
                selectors: Vec::from(selectors),
            };
        }
        let first = selectors.first().unwrap();
        let mut sum_rows = first.row_count;
        let mut skip = first.skip;
        let mut combined_result = vec![];

        for s in selectors.iter().skip(1) {
            if s.skip == skip {
                sum_rows += s.row_count
            } else {
                add_selector(skip, sum_rows, &mut combined_result);
                sum_rows = s.row_count;
                skip = s.skip;
            }
        }
        add_selector(skip, sum_rows, &mut combined_result);

        Self {
            selectors: combined_result,
        }
    }

    /// Given an offset index, return the offset ranges for all data pages selected by `self`
    #[cfg(any(test, feature = "async"))]
    pub(crate) fn scan_ranges(
        &self,
        page_locations: &[crate::format::PageLocation],
    ) -> Vec<Range<usize>> {
        let mut ranges = vec![];
        let mut row_offset = 0;

        let mut pages = page_locations.iter().peekable();
        let mut selectors = self.selectors.iter().cloned();
        let mut current_selector = selectors.next();
        let mut current_page = pages.next();

        let mut current_page_included = false;

        while let Some((selector, page)) = current_selector.as_mut().zip(current_page) {
            if !(selector.skip || current_page_included) {
                let start = page.offset as usize;
                let end = start + page.compressed_page_size as usize;
                ranges.push(start..end);
                current_page_included = true;
            }

            if let Some(next_page) = pages.peek() {
                if row_offset + selector.row_count > next_page.first_row_index as usize {
                    let remaining_in_page =
                        next_page.first_row_index as usize - row_offset;
                    selector.row_count -= remaining_in_page;
                    row_offset += remaining_in_page;
                    current_page = pages.next();
                    current_page_included = false;

                    continue;
                } else {
                    if row_offset + selector.row_count
                        == next_page.first_row_index as usize
                    {
                        current_page = pages.next();
                        current_page_included = false;
                    }
                    row_offset += selector.row_count;
                    current_selector = selectors.next();
                }
            } else {
                if !(selector.skip || current_page_included) {
                    let start = page.offset as usize;
                    let end = start + page.compressed_page_size as usize;
                    ranges.push(start..end);
                }
                current_selector = selectors.next()
            }
        }

        ranges
    }

    /// Splits off the first `row_count` from this [`RowSelection`]
    pub fn split_off(&mut self, row_count: usize) -> Self {
        let mut total_count = 0;

        // Find the index where the selector exceeds the row count
        let find = self.selectors.iter().enumerate().find(|(_, selector)| {
            total_count += selector.row_count;
            total_count > row_count
        });

        let split_idx = match find {
            Some((idx, _)) => idx,
            None => {
                let selectors = std::mem::take(&mut self.selectors);
                return Self { selectors };
            }
        };

        let mut remaining = self.selectors.split_off(split_idx);

        // Always present as `split_idx < self.selectors.len`
        let next = remaining.first_mut().unwrap();
        let overflow = total_count - row_count;

        if next.row_count != overflow {
            self.selectors.push(RowSelector {
                row_count: next.row_count - overflow,
                skip: next.skip,
            })
        }
        next.row_count = overflow;

        std::mem::swap(&mut remaining, &mut self.selectors);
        Self {
            selectors: remaining,
        }
    }
    /// Given a [`RowSelection`] computed under `self`, returns the [`RowSelection`]
    /// representing their conjunction
    ///
    /// For example:
    ///
    /// self:     NNNNNNNNNNNNYYYYYYYYYYYYYYYYYYYYYYNNNYYYYY
    /// other:                YYYYYNNNNYYYYYYYYYYYYY   YYNNN
    ///
    /// returned: NNNNNNNNNNNNYYYYYNNNNYYYYYYYYYYYYYNNNYYNNN
    ///
    ///
    /// # Panics
    ///
    /// Panics if `other` does not have a length equal to the number of rows selected
    /// by this RowSelection
    ///
    pub fn and_then(&self, other: &Self) -> Self {
        let mut selectors = vec![];
        let mut first = self.selectors.iter().cloned().peekable();
        let mut second = other.selectors.iter().cloned().peekable();

        let mut to_skip = 0;
        while let Some(b) = second.peek_mut() {
            let a = first
                .peek_mut()
                .expect("selection exceeds the number of selected rows");

            if b.row_count == 0 {
                second.next().unwrap();
                continue;
            }

            if a.row_count == 0 {
                first.next().unwrap();
                continue;
            }

            if a.skip {
                // Records were skipped when producing second
                to_skip += a.row_count;
                first.next().unwrap();
                continue;
            }

            let skip = b.skip;
            let to_process = a.row_count.min(b.row_count);

            a.row_count -= to_process;
            b.row_count -= to_process;

            match skip {
                true => to_skip += to_process,
                false => {
                    if to_skip != 0 {
                        selectors.push(RowSelector::skip(to_skip));
                        to_skip = 0;
                    }
                    selectors.push(RowSelector::select(to_process))
                }
            }
        }

        for v in first {
            if v.row_count != 0 {
                assert!(
                    v.skip,
                    "selection contains less than the number of selected rows"
                );
                to_skip += v.row_count
            }
        }

        if to_skip != 0 {
            selectors.push(RowSelector::skip(to_skip));
        }

        Self { selectors }
    }

    /// Compute the intersection of two [`RowSelection`]
    /// For example:
    /// self:      NNYYYYNNYYNYN
    /// other:     NYNNNNNNY
    ///
    /// returned:  NNNNNNNNYYNYN
    pub fn intersection(&self, other: &Self) -> Self {
        Self {
            selectors: intersect_row_selections(&self.selectors, &other.selectors),
        }
    }

    /// Returns `true` if this [`RowSelection`] selects any rows
    pub fn selects_any(&self) -> bool {
        self.selectors.iter().any(|x| !x.skip)
    }

    /// Trims this [`RowSelection`] removing any trailing skips
    pub(crate) fn trim(mut self) -> Self {
        while self.selectors.last().map(|x| x.skip).unwrap_or(false) {
            self.selectors.pop();
        }
        self
    }

    /// Returns an iterator over the [`RowSelector`]s for this
    /// [`RowSelection`].
    pub fn iter(&self) -> impl Iterator<Item = &RowSelector> {
        self.selectors.iter()
    }
}

impl From<Vec<RowSelector>> for RowSelection {
    fn from(selectors: Vec<RowSelector>) -> Self {
        Self::from_selectors_and_combine(selectors.as_slice())
    }
}

impl From<RowSelection> for Vec<RowSelector> {
    fn from(r: RowSelection) -> Self {
        r.selectors
    }
}

impl From<RowSelection> for VecDeque<RowSelector> {
    fn from(r: RowSelection) -> Self {
        r.selectors.into()
    }
}

/// Combine two lists of `RowSelection` return the intersection of them
/// For example:
/// self:      NNYYYYNNYYNYN
/// other:     NYNNNNNNY
///
/// returned:  NNNNNNNNYYNYN
fn intersect_row_selections(
    left: &[RowSelector],
    right: &[RowSelector],
) -> Vec<RowSelector> {
    let mut res = Vec::with_capacity(left.len());
    let mut l_iter = left.iter().copied().peekable();
    let mut r_iter = right.iter().copied().peekable();

    while let (Some(a), Some(b)) = (l_iter.peek_mut(), r_iter.peek_mut()) {
        if a.row_count == 0 {
            l_iter.next().unwrap();
            continue;
        }
        if b.row_count == 0 {
            r_iter.next().unwrap();
            continue;
        }
        match (a.skip, b.skip) {
            // Keep both ranges
            (false, false) => {
                if a.row_count < b.row_count {
                    res.push(RowSelector::select(a.row_count));
                    b.row_count -= a.row_count;
                    l_iter.next().unwrap();
                } else {
                    res.push(RowSelector::select(b.row_count));
                    a.row_count -= b.row_count;
                    r_iter.next().unwrap();
                }
            }
            // skip at least one
            _ => {
                if a.row_count < b.row_count {
                    res.push(RowSelector::skip(a.row_count));
                    b.row_count -= a.row_count;
                    l_iter.next().unwrap();
                } else {
                    res.push(RowSelector::skip(b.row_count));
                    a.row_count -= b.row_count;
                    r_iter.next().unwrap();
                }
            }
        }
    }

    if l_iter.peek().is_some() {
        res.extend(l_iter);
    }
    if r_iter.peek().is_some() {
        res.extend(r_iter);
    }
    res
}

fn add_selector(skip: bool, sum_row: usize, combined_result: &mut Vec<RowSelector>) {
    let selector = if skip {
        RowSelector::skip(sum_row)
    } else {
        RowSelector::select(sum_row)
    };
    combined_result.push(selector);
}

#[cfg(test)]
mod tests {
    use super::*;
    use crate::format::PageLocation;
    use rand::{thread_rng, Rng};

    #[test]
    fn test_from_filters() {
        let filters = vec![
            BooleanArray::from(vec![false, false, false, true, true, true, true]),
            BooleanArray::from(vec![true, true, false, false, true, true, true]),
            BooleanArray::from(vec![false, false, false, false]),
            BooleanArray::from(Vec::<bool>::new()),
        ];

        let selection = RowSelection::from_filters(&filters[..1]);
        assert!(selection.selects_any());
        assert_eq!(
            selection.selectors,
            vec![RowSelector::skip(3), RowSelector::select(4)]
        );

        let selection = RowSelection::from_filters(&filters[..2]);
        assert!(selection.selects_any());
        assert_eq!(
            selection.selectors,
            vec![
                RowSelector::skip(3),
                RowSelector::select(6),
                RowSelector::skip(2),
                RowSelector::select(3)
            ]
        );

        let selection = RowSelection::from_filters(&filters);
        assert!(selection.selects_any());
        assert_eq!(
            selection.selectors,
            vec![
                RowSelector::skip(3),
                RowSelector::select(6),
                RowSelector::skip(2),
                RowSelector::select(3),
                RowSelector::skip(4)
            ]
        );

        let selection = RowSelection::from_filters(&filters[2..3]);
        assert!(!selection.selects_any());
        assert_eq!(selection.selectors, vec![RowSelector::skip(4)]);
    }

    #[test]
    fn test_split_off() {
        let mut selection = RowSelection::from(vec![
            RowSelector::skip(34),
            RowSelector::select(12),
            RowSelector::skip(3),
            RowSelector::select(35),
        ]);

        let split = selection.split_off(34);
        assert_eq!(split.selectors, vec![RowSelector::skip(34)]);
        assert_eq!(
            selection.selectors,
            vec![
                RowSelector::select(12),
                RowSelector::skip(3),
                RowSelector::select(35)
            ]
        );

        let split = selection.split_off(5);
        assert_eq!(split.selectors, vec![RowSelector::select(5)]);
        assert_eq!(
            selection.selectors,
            vec![
                RowSelector::select(7),
                RowSelector::skip(3),
                RowSelector::select(35)
            ]
        );

        let split = selection.split_off(8);
        assert_eq!(
            split.selectors,
            vec![RowSelector::select(7), RowSelector::skip(1)]
        );
        assert_eq!(
            selection.selectors,
            vec![RowSelector::skip(2), RowSelector::select(35)]
        );

        let split = selection.split_off(200);
        assert_eq!(
            split.selectors,
            vec![RowSelector::skip(2), RowSelector::select(35)]
        );
        assert!(selection.selectors.is_empty());
    }

    #[test]
    fn test_and() {
        let mut a = RowSelection::from(vec![
            RowSelector::skip(12),
            RowSelector::select(23),
            RowSelector::skip(3),
            RowSelector::select(5),
        ]);

        let b = RowSelection::from(vec![
            RowSelector::select(5),
            RowSelector::skip(4),
            RowSelector::select(15),
            RowSelector::skip(4),
        ]);

        let mut expected = RowSelection::from(vec![
            RowSelector::skip(12),
            RowSelector::select(5),
            RowSelector::skip(4),
            RowSelector::select(14),
            RowSelector::skip(3),
            RowSelector::select(1),
            RowSelector::skip(4),
        ]);

        assert_eq!(a.and_then(&b), expected);

        a.split_off(7);
        expected.split_off(7);
        assert_eq!(a.and_then(&b), expected);

        let a = RowSelection::from(vec![RowSelector::select(5), RowSelector::skip(3)]);

        let b = RowSelection::from(vec![
            RowSelector::select(2),
            RowSelector::skip(1),
            RowSelector::select(1),
            RowSelector::skip(1),
        ]);

        assert_eq!(
            a.and_then(&b).selectors,
            vec![
                RowSelector::select(2),
                RowSelector::skip(1),
                RowSelector::select(1),
                RowSelector::skip(4)
            ]
        );
    }

    #[test]
    fn test_combine() {
        let a = vec![
            RowSelector::skip(3),
            RowSelector::skip(3),
            RowSelector::select(10),
            RowSelector::skip(4),
        ];

        let b = vec![
            RowSelector::skip(3),
            RowSelector::skip(3),
            RowSelector::select(10),
            RowSelector::skip(4),
            RowSelector::skip(0),
        ];

        let c = vec![
            RowSelector::skip(2),
            RowSelector::skip(4),
            RowSelector::select(3),
            RowSelector::select(3),
            RowSelector::select(4),
            RowSelector::skip(3),
            RowSelector::skip(1),
            RowSelector::skip(0),
        ];

        let expected = RowSelection::from(vec![
            RowSelector::skip(6),
            RowSelector::select(10),
            RowSelector::skip(4),
        ]);

        assert_eq!(RowSelection::from_selectors_and_combine(&a), expected);
        assert_eq!(RowSelection::from_selectors_and_combine(&b), expected);
        assert_eq!(RowSelection::from_selectors_and_combine(&c), expected);
    }

    #[test]
    fn test_combine_2elements() {
        let a = vec![RowSelector::select(10), RowSelector::select(5)];
        let a_expect = vec![RowSelector::select(15)];
        assert_eq!(
            RowSelection::from_selectors_and_combine(&a).selectors,
            a_expect
        );

        let b = vec![RowSelector::select(10), RowSelector::skip(5)];
        let b_expect = vec![RowSelector::select(10), RowSelector::skip(5)];
        assert_eq!(
            RowSelection::from_selectors_and_combine(&b).selectors,
            b_expect
        );

        let c = vec![RowSelector::skip(10), RowSelector::select(5)];
        let c_expect = vec![RowSelector::skip(10), RowSelector::select(5)];
        assert_eq!(
            RowSelection::from_selectors_and_combine(&c).selectors,
            c_expect
        );

        let d = vec![RowSelector::skip(10), RowSelector::skip(5)];
        let d_expect = vec![RowSelector::skip(15)];
        assert_eq!(
            RowSelection::from_selectors_and_combine(&d).selectors,
            d_expect
        );
    }

    #[test]
    fn test_from_one_and_empty() {
        let a = vec![RowSelector::select(10)];
        let selection1 = RowSelection::from(a.clone());
        assert_eq!(selection1.selectors, a);

        let b = vec![];
        let selection1 = RowSelection::from(b.clone());
        assert_eq!(selection1.selectors, b)
    }

    #[test]
    #[should_panic(expected = "selection exceeds the number of selected rows")]
    fn test_and_longer() {
        let a = RowSelection::from(vec![
            RowSelector::select(3),
            RowSelector::skip(33),
            RowSelector::select(3),
            RowSelector::skip(33),
        ]);
        let b = RowSelection::from(vec![RowSelector::select(36)]);
        a.and_then(&b);
    }

    #[test]
    #[should_panic(expected = "selection contains less than the number of selected rows")]
    fn test_and_shorter() {
        let a = RowSelection::from(vec![
            RowSelector::select(3),
            RowSelector::skip(33),
            RowSelector::select(3),
            RowSelector::skip(33),
        ]);
        let b = RowSelection::from(vec![RowSelector::select(3)]);
        a.and_then(&b);
    }

    #[test]
    fn test_intersect_row_selection_and_combine() {
        // a size equal b size
        let a = vec![
            RowSelector::select(5),
            RowSelector::skip(4),
            RowSelector::select(1),
        ];
        let b = vec![
            RowSelector::select(8),
            RowSelector::skip(1),
            RowSelector::select(1),
        ];

        let res = intersect_row_selections(&a, &b);
        assert_eq!(
            RowSelection::from_selectors_and_combine(&res).selectors,
            vec![
                RowSelector::select(5),
                RowSelector::skip(4),
                RowSelector::select(1),
            ],
        );

        // a size larger than b size
        let a = vec![
            RowSelector::select(3),
            RowSelector::skip(33),
            RowSelector::select(3),
            RowSelector::skip(33),
        ];
        let b = vec![RowSelector::select(36), RowSelector::skip(36)];
        let res = intersect_row_selections(&a, &b);
        assert_eq!(
            RowSelection::from_selectors_and_combine(&res).selectors,
            vec![RowSelector::select(3), RowSelector::skip(69)]
        );

        // a size less than b size
        let a = vec![RowSelector::select(3), RowSelector::skip(7)];
        let b = vec![
            RowSelector::select(2),
            RowSelector::skip(2),
            RowSelector::select(2),
            RowSelector::skip(2),
            RowSelector::select(2),
        ];
        let res = intersect_row_selections(&a, &b);
        assert_eq!(
            RowSelection::from_selectors_and_combine(&res).selectors,
            vec![RowSelector::select(2), RowSelector::skip(8)]
        );

        let a = vec![RowSelector::select(3), RowSelector::skip(7)];
        let b = vec![
            RowSelector::select(2),
            RowSelector::skip(2),
            RowSelector::select(2),
            RowSelector::skip(2),
            RowSelector::select(2),
        ];
        let res = intersect_row_selections(&a, &b);
        assert_eq!(
            RowSelection::from_selectors_and_combine(&res).selectors,
            vec![RowSelector::select(2), RowSelector::skip(8)]
        );
    }

    #[test]
    fn test_and_fuzz() {
        let mut rand = thread_rng();
        for _ in 0..100 {
            let a_len = rand.gen_range(10..100);
            let a_bools: Vec<_> = (0..a_len).map(|_| rand.gen_bool(0.2)).collect();
            let a = RowSelection::from_filters(&[BooleanArray::from(a_bools.clone())]);

            let b_len: usize = a_bools.iter().map(|x| *x as usize).sum();
            let b_bools: Vec<_> = (0..b_len).map(|_| rand.gen_bool(0.8)).collect();
            let b = RowSelection::from_filters(&[BooleanArray::from(b_bools.clone())]);

            let mut expected_bools = vec![false; a_len];

            let mut iter_b = b_bools.iter();
            for (idx, b) in a_bools.iter().enumerate() {
                if *b && *iter_b.next().unwrap() {
                    expected_bools[idx] = true;
                }
            }

            let expected =
                RowSelection::from_filters(&[BooleanArray::from(expected_bools)]);

            let total_rows: usize = expected.selectors.iter().map(|s| s.row_count).sum();
            assert_eq!(a_len, total_rows);

            assert_eq!(a.and_then(&b), expected);
        }
    }

    #[test]
    fn test_iter() {
        // use the iter() API to show it does what is expected and
        // avoid accidental deletion
        let selectors = vec![
            RowSelector::select(3),
            RowSelector::skip(33),
            RowSelector::select(4),
        ];

        let round_tripped = RowSelection::from(selectors.clone())
            .iter()
            .cloned()
            .collect::<Vec<_>>();
        assert_eq!(selectors, round_tripped);
    }

    #[test]
    fn test_scan_ranges() {
        let index = vec![
            PageLocation {
                offset: 0,
                compressed_page_size: 10,
                first_row_index: 0,
            },
            PageLocation {
                offset: 10,
                compressed_page_size: 10,
                first_row_index: 10,
            },
            PageLocation {
                offset: 20,
                compressed_page_size: 10,
                first_row_index: 20,
            },
            PageLocation {
                offset: 30,
                compressed_page_size: 10,
                first_row_index: 30,
            },
            PageLocation {
                offset: 40,
                compressed_page_size: 10,
                first_row_index: 40,
            },
            PageLocation {
                offset: 50,
                compressed_page_size: 10,
                first_row_index: 50,
            },
            PageLocation {
                offset: 60,
                compressed_page_size: 10,
                first_row_index: 60,
            },
        ];

        let selection = RowSelection::from(vec![
            // Skip first page
            RowSelector::skip(10),
            // Multiple selects in same page
            RowSelector::select(3),
            RowSelector::skip(3),
            RowSelector::select(4),
            // Select to page boundary
            RowSelector::skip(5),
            RowSelector::select(5),
            // Skip full page past page boundary
            RowSelector::skip(12),
            // Select across page boundaries
            RowSelector::select(12),
            // Skip final page
            RowSelector::skip(12),
        ]);

        let ranges = selection.scan_ranges(&index);

        // assert_eq!(mask, vec![false, true, true, false, true, true, false]);
        assert_eq!(ranges, vec![10..20, 20..30, 40..50, 50..60]);

        let selection = RowSelection::from(vec![
            // Skip first page
            RowSelector::skip(10),
            // Multiple selects in same page
            RowSelector::select(3),
            RowSelector::skip(3),
            RowSelector::select(4),
            // Select to page boundary
            RowSelector::skip(5),
            RowSelector::select(5),
            // Skip full page past page boundary
            RowSelector::skip(12),
            // Select across page boundaries
            RowSelector::select(12),
            RowSelector::skip(1),
            // Select across page boundaries including final page
            RowSelector::select(8),
        ]);

        let ranges = selection.scan_ranges(&index);

        // assert_eq!(mask, vec![false, true, true, false, true, true, true]);
        assert_eq!(ranges, vec![10..20, 20..30, 40..50, 50..60, 60..70]);

        let selection = RowSelection::from(vec![
            // Skip first page
            RowSelector::skip(10),
            // Multiple selects in same page
            RowSelector::select(3),
            RowSelector::skip(3),
            RowSelector::select(4),
            // Select to page boundary
            RowSelector::skip(5),
            RowSelector::select(5),
            // Skip full page past page boundary
            RowSelector::skip(12),
            // Select to final page bounday
            RowSelector::select(12),
            RowSelector::skip(1),
            // Skip across final page boundary
            RowSelector::skip(8),
            // Select from final page
            RowSelector::select(4),
        ]);

        let ranges = selection.scan_ranges(&index);

        // assert_eq!(mask, vec![false, true, true, false, true, true, true]);
        assert_eq!(ranges, vec![10..20, 20..30, 40..50, 50..60, 60..70]);

        let selection = RowSelection::from(vec![
            // Skip first page
            RowSelector::skip(10),
            // Multiple selects in same page
            RowSelector::select(3),
            RowSelector::skip(3),
            RowSelector::select(4),
            // Select to remaining in page and first row of next page
            RowSelector::skip(5),
            RowSelector::select(6),
            // Skip remaining
            RowSelector::skip(50),
        ]);

        let ranges = selection.scan_ranges(&index);

        // assert_eq!(mask, vec![false, true, true, false, true, true, true]);
        assert_eq!(ranges, vec![10..20, 20..30, 30..40]);
    }
}