lsm_tree/compaction/

leveled.rs

// Copyright (c) 2024-present, fjall-rs
// This source code is licensed under both the Apache 2.0 and MIT License
// (found in the LICENSE-* files in the repository)

use super::{Choice, CompactionStrategy, Input as CompactionInput};
use crate::{
    compaction::state::{hidden_set::HiddenSet, CompactionState},
    config::Config,
    segment::Segment,
    slice_windows::{GrowingWindowsExt, ShrinkingWindowsExt},
    version::{run::Ranged, Run, Version},
    HashSet, KeyRange, SegmentId,
};

pub fn aggregate_run_key_range(segments: &[Segment]) -> KeyRange {
    let lo = segments.first().expect("run should never be empty");
    let hi = segments.last().expect("run should never be empty");
    KeyRange::new((lo.key_range().min().clone(), hi.key_range().max().clone()))
}

/// Tries to find the most optimal compaction set from one level into the other.
fn pick_minimal_compaction(
    curr_run: &Run<Segment>,
    next_run: Option<&Run<Segment>>,
    hidden_set: &HiddenSet,
    overshoot: u64,
    segment_base_size: u64,
) -> Option<(HashSet<SegmentId>, bool)> {
    // NOTE: Find largest trivial move (if it exists)
    if let Some(window) = curr_run.shrinking_windows().find(|window| {
        if hidden_set.is_blocked(window.iter().map(Segment::id)) {
            // IMPORTANT: Compaction is blocked because of other
            // on-going compaction
            return false;
        }

        let Some(next_run) = &next_run else {
            // No run in next level, so we can trivially move
            return true;
        };

        let key_range = aggregate_run_key_range(window);

        next_run.get_overlapping(&key_range).is_empty()
    }) {
        let ids = window.iter().map(Segment::id).collect();
        return Some((ids, true));
    }

    // NOTE: Look for merges
    if let Some(next_run) = &next_run {
        next_run
            .growing_windows()
            .take_while(|window| {
                // Cap at 50x segments per compaction for now
                //
                // At this point, all compactions are too large anyway
                // so we can escape early
                let next_level_size = window.iter().map(Segment::file_size).sum::<u64>();
                next_level_size <= (50 * segment_base_size)
            })
            .filter_map(|window| {
                if hidden_set.is_blocked(window.iter().map(Segment::id)) {
                    // IMPORTANT: Compaction is blocked because of other
                    // on-going compaction
                    return None;
                }

                let key_range = aggregate_run_key_range(window);

                // Pull in all contained segments in current level into compaction
                let curr_level_pull_in = curr_run.get_contained(&key_range);

                let curr_level_size = curr_level_pull_in
                    .iter()
                    .map(Segment::file_size)
                    .sum::<u64>();

                // if curr_level_size < overshoot {
                //     return None;
                // }

                if hidden_set.is_blocked(curr_level_pull_in.iter().map(Segment::id)) {
                    // IMPORTANT: Compaction is blocked because of other
                    // on-going compaction
                    return None;
                }

                let next_level_size = window.iter().map(Segment::file_size).sum::<u64>();

                //  let compaction_bytes = curr_level_size + next_level_size;

                #[allow(clippy::cast_precision_loss)]
                let write_amp = (next_level_size as f32) / (curr_level_size as f32);

                Some((window, curr_level_pull_in, write_amp))
            })
            // Find the compaction with the smallest write amplification factor
            .min_by(|a, b| a.2.partial_cmp(&b.2).unwrap_or(std::cmp::Ordering::Equal))
            .map(|(window, curr_level_pull_in, _)| {
                let mut ids: HashSet<_> = window.iter().map(Segment::id).collect();
                ids.extend(curr_level_pull_in.iter().map(Segment::id));
                (ids, false)
            })
    } else {
        None
    }
}

/// Levelled compaction strategy (LCS)
///
/// When a level reaches some threshold size, parts of it are merged into overlapping segments in the next level.
///
/// Each level Ln for n >= 2 can have up to `level_base_size * ratio^(n - 1)` segments.
///
/// LCS suffers from comparatively high write amplification, but has decent read amplification and great space amplification (~1.1x).
///
/// LCS is the recommended compaction strategy to use.
///
/// More info here: <https://fjall-rs.github.io/post/lsm-leveling/>
#[derive(Clone)]
pub struct Strategy {
    /// When the number of segments in L0 reaches this threshold,
    /// they are merged into L1.
    ///
    /// Default = 4
    ///
    /// Same as `level0_file_num_compaction_trigger` in `RocksDB`.
    pub l0_threshold: u8,

    /// The target segment size as disk (possibly compressed).
    ///
    /// Default = 64 MiB
    ///
    /// Same as `target_file_size_base` in `RocksDB`.
    pub target_size: u32,

    /// Size ratio between levels of the LSM tree (a.k.a fanout, growth rate)
    ///
    /// This is the exponential growth of the from one.
    /// level to the next
    ///
    /// A level target size is: max_memtable_size * level_ratio.pow(#level + 1).
    ///
    /// Default = 10
    #[allow(clippy::doc_markdown)]
    pub level_ratio: u8,
}

impl Default for Strategy {
    fn default() -> Self {
        Self {
            l0_threshold: 4,
            target_size:/* 64 Mib */ 64 * 1_024 * 1_024,
            level_ratio: 10,
        }
    }
}

impl Strategy {
    /// Calculates the level target size.
    ///
    /// L1 = `level_base_size`
    ///
    /// L2 = `level_base_size * ratio`
    ///
    /// L3 = `level_base_size * ratio * ratio`
    ///
    /// ...
    fn level_target_size(&self, canonical_level_idx: u8) -> u64 {
        assert!(
            canonical_level_idx >= 1,
            "level_target_size does not apply to L0",
        );

        let power = (self.level_ratio as usize).pow(u32::from(canonical_level_idx) - 1) as u64;

        power * self.level_base_size()
    }

    fn level_base_size(&self) -> u64 {
        u64::from(self.target_size) * u64::from(self.l0_threshold)
    }
}

impl CompactionStrategy for Strategy {
    fn get_name(&self) -> &'static str {
        "LeveledCompaction"
    }

    #[allow(clippy::too_many_lines)]
    fn choose(&self, version: &Version, _: &Config, state: &CompactionState) -> Choice {
        assert!(version.level_count() == 7, "should have exactly 7 levels");

        // Find the level that corresponds to L1
        #[allow(clippy::map_unwrap_or)]
        let mut canonical_l1_idx = version
            .iter_levels()
            .enumerate()
            .skip(1)
            .find(|(_, lvl)| !lvl.is_empty())
            .map(|(idx, _)| idx)
            .unwrap_or_else(|| version.level_count() - 1);

        // Number of levels we have to shift to get from the actual level idx to the canonical
        let mut level_shift = canonical_l1_idx - 1;

        if canonical_l1_idx > 1 && version.iter_levels().skip(1).any(|lvl| !lvl.is_empty()) {
            let need_new_l1 = version
                .iter_levels()
                .enumerate()
                .skip(1)
                .filter(|(_, lvl)| !lvl.is_empty())
                .all(|(idx, level)| {
                    let level_size = level
                        .iter()
                        .flat_map(|x| x.iter())
                        // NOTE: Take bytes that are already being compacted into account,
                        // otherwise we may be overcompensating
                        .filter(|x| !state.hidden_set().is_hidden(x.id()))
                        .map(Segment::file_size)
                        .sum::<u64>();

                    let target_size = self.level_target_size((idx - level_shift) as u8);

                    level_size > target_size
                });

            // Move up L1 one level if all current levels are at capacity
            if need_new_l1 {
                canonical_l1_idx -= 1;
                level_shift -= 1;
            }
        }

        // Scoring
        let mut scores = [(/* score */ 0.0, /* overshoot */ 0u64); 7];

        {
            // Score first level

            // NOTE: We always have at least one level
            #[allow(clippy::expect_used)]
            let first_level = version.l0();

            // TODO: use run_count instead? but be careful because of version free list GC thingy
            if first_level.segment_count() >= usize::from(self.l0_threshold) {
                let ratio = (first_level.segment_count() as f64) / f64::from(self.l0_threshold);
                scores[0] = (ratio, 0);
            }

            // Score L1+
            for (idx, level) in version.iter_levels().enumerate().skip(1) {
                if level.is_empty() {
                    continue;
                }

                let level_size = level
                    .iter()
                    .flat_map(|x| x.iter())
                    // NOTE: Take bytes that are already being compacted into account,
                    // otherwise we may be overcompensating
                    .filter(|x| !state.hidden_set().is_hidden(x.id()))
                    .map(Segment::file_size)
                    .sum::<u64>();

                let target_size = self.level_target_size((idx - level_shift) as u8);

                // NOTE: We check for level length above
                #[allow(clippy::indexing_slicing)]
                if level_size > target_size {
                    scores[idx] = (
                        level_size as f64 / target_size as f64,
                        level_size - target_size,
                    );

                    // NOTE: Force a trivial move
                    if version
                        .level(idx + 1)
                        .is_some_and(|next_level| next_level.is_empty())
                    {
                        scores[idx] = (99.99, 999);
                    }
                }
            }

            // NOTE: Never score Lmax
            //
            // NOTE: We check for level length above
            #[allow(clippy::indexing_slicing)]
            {
                scores[6] = (0.0, 0);
            }
        }

        // Choose compaction
        let (level_idx_with_highest_score, (score, overshoot_bytes)) = scores
            .into_iter()
            .enumerate()
            .max_by(|(_, (score_a, _)), (_, (score_b, _))| {
                score_a
                    .partial_cmp(score_b)
                    .unwrap_or(std::cmp::Ordering::Equal)
            })
            .expect("should have highest score somewhere");

        if score < 1.0 {
            return Choice::DoNothing;
        }

        // We choose L0->L1 compaction
        if level_idx_with_highest_score == 0 {
            let Some(first_level) = version.level(0) else {
                return Choice::DoNothing;
            };

            if version.level_is_busy(0, state.hidden_set())
                || version.level_is_busy(canonical_l1_idx, state.hidden_set())
            {
                return Choice::DoNothing;
            }

            let Some(target_level) = &version.level(canonical_l1_idx) else {
                return Choice::DoNothing;
            };

            let mut segment_ids: HashSet<u64> = first_level.list_ids();

            let key_range = first_level.aggregate_key_range();

            // Get overlapping segments in next level
            let target_level_overlapping_segment_ids: Vec<_> = target_level
                .iter()
                .flat_map(|run| run.get_overlapping(&key_range))
                .map(Segment::id)
                .collect();

            segment_ids.extend(&target_level_overlapping_segment_ids);

            let choice = CompactionInput {
                segment_ids,
                dest_level: canonical_l1_idx as u8,
                canonical_level: 1,
                target_size: u64::from(self.target_size),
            };

            /* eprintln!(
                "merge {} segments, L0->L1: {:?}",
                choice.segment_ids.len(),
                choice.segment_ids,
            ); */

            if target_level_overlapping_segment_ids.is_empty() && first_level.is_disjoint() {
                return Choice::Move(choice);
            }
            return Choice::Merge(choice);
        }

        // We choose L1+ compaction instead

        // NOTE: Level count is 255 max
        #[allow(clippy::cast_possible_truncation)]
        let curr_level_index = level_idx_with_highest_score as u8;

        let next_level_index = curr_level_index + 1;

        let Some(level) = version.level(level_idx_with_highest_score) else {
            return Choice::DoNothing;
        };

        let Some(next_level) = version.level(next_level_index as usize) else {
            return Choice::DoNothing;
        };

        debug_assert!(level.is_disjoint(), "level should be disjoint");
        debug_assert!(next_level.is_disjoint(), "next level should be disjoint");

        let Some((segment_ids, can_trivial_move)) = pick_minimal_compaction(
            level.first_run().expect("should have exactly one run"),
            next_level.first_run().map(std::ops::Deref::deref),
            state.hidden_set(),
            overshoot_bytes,
            u64::from(self.target_size),
        ) else {
            return Choice::DoNothing;
        };

        let choice = CompactionInput {
            segment_ids,
            dest_level: next_level_index,
            canonical_level: next_level_index - (level_shift as u8),
            target_size: u64::from(self.target_size),
        };

        /* eprintln!(
            "{} {} segments, L{}->L{next_level_index}: {:?}",
            if can_trivial_move { "move" } else { "merge" },
            choice.segment_ids.len(),
            next_level_index - 1,
            choice.segment_ids,
        ); */

        if can_trivial_move && level.is_disjoint() {
            return Choice::Move(choice);
        }
        Choice::Merge(choice)
    }
}

/*
#[cfg(test)]
mod tests {
    use super::{Choice, Strategy};
    use crate::{
        cache::Cache,
        compaction::{CompactionStrategy, Input as CompactionInput},
        descriptor_table::FileDescriptorTable,
        level_manifest::LevelManifest,
        segment::{
            block::offset::BlockOffset,
            block_index::{two_level_index::TwoLevelBlockIndex, BlockIndexImpl},
            file_offsets::FileOffsets,
            meta::{Metadata, SegmentId},
            SegmentInner,
        },
        super_segment::Segment,
        time::unix_timestamp,
        Config, HashSet, KeyRange,
    };
    use std::{
        path::Path,
        sync::{atomic::AtomicBool, Arc},
    };
    use test_log::test;

    fn string_key_range(a: &str, b: &str) -> KeyRange {
        KeyRange::new((a.as_bytes().into(), b.as_bytes().into()))
    }

    #[allow(
        clippy::expect_used,
        clippy::cast_possible_truncation,
        clippy::cast_sign_loss
    )]
    fn fixture_segment(
        id: SegmentId,
        key_range: KeyRange,
        size: u64,
        tombstone_ratio: f32,
    ) -> Segment {
        todo!()

        /*   let cache = Arc::new(Cache::with_capacity_bytes(10 * 1_024 * 1_024));

        let block_index = TwoLevelBlockIndex::new((0, id).into(), cache.clone());
        let block_index = Arc::new(BlockIndexImpl::TwoLevel(block_index));

        SegmentInner {
            tree_id: 0,
            descriptor_table: Arc::new(FileDescriptorTable::new(512, 1)),
            block_index,

            offsets: FileOffsets {
                bloom_ptr: BlockOffset(0),
                range_filter_ptr: BlockOffset(0),
                index_block_ptr: BlockOffset(0),
                metadata_ptr: BlockOffset(0),
                range_tombstones_ptr: BlockOffset(0),
                tli_ptr: BlockOffset(0),
                pfx_ptr: BlockOffset(0),
            },

            metadata: Metadata {
                data_block_count: 0,
                index_block_count: 0,
                data_block_size: 4_096,
                index_block_size: 4_096,
                created_at: unix_timestamp().as_nanos(),
                id,
                file_size: size,
                compression: crate::segment::meta::CompressionType::None,
                table_type: crate::segment::meta::TableType::Block,
                item_count: 1_000_000,
                key_count: 0,
                key_range,
                tombstone_count: (1_000_000.0 * tombstone_ratio) as u64,
                range_tombstone_count: 0,
                uncompressed_size: 0,
                seqnos: (0, 0),
            },
            cache,

            bloom_filter: Some(crate::bloom::BloomFilter::with_fp_rate(1, 0.1)),

            path: "a".into(),
            is_deleted: AtomicBool::default(),
        }
        .into() */
    }

    #[allow(clippy::expect_used)]
    fn build_levels(
        path: &Path,
        recipe: Vec<Vec<(SegmentId, &str, &str, u64)>>,
    ) -> crate::Result<LevelManifest> {
        let mut levels = LevelManifest::create_new(
            recipe.len().try_into().expect("oopsie"),
            path.join("levels"),
        )?;

        for (idx, level) in recipe.into_iter().enumerate() {
            for (id, min, max, size_mib) in level {
                levels.insert_into_level(
                    idx.try_into().expect("oopsie"),
                    fixture_segment(
                        id,
                        string_key_range(min, max),
                        size_mib * 1_024 * 1_024,
                        0.0,
                    ),
                );
            }
        }

        Ok(levels)
    }

    #[test]
    fn leveled_empty_levels() -> crate::Result<()> {
        let tempdir = tempfile::tempdir()?;
        let compactor = Strategy::default();

        #[rustfmt::skip]
        let levels = build_levels(tempdir.path(), vec![
            vec![],
            vec![],
            vec![],
            vec![],
        ])?;

        assert_eq!(
            compactor.choose(&levels, &Config::default()),
            Choice::DoNothing
        );

        Ok(())
    }

    #[test]
    fn leveled_default_l0() -> crate::Result<()> {
        let tempdir = tempfile::tempdir()?;
        let compactor = Strategy {
            target_size: 64 * 1_024 * 1_024,
            ..Default::default()
        };

        #[rustfmt::skip]
        let mut levels = build_levels(tempdir.path(), vec![
            vec![(1, "a", "z", 64), (2, "a", "z", 64), (3, "a", "z", 64), (4, "a", "z", 64)],
            vec![],
            vec![],
            vec![],
        ])?;

        assert_eq!(
            compactor.choose(&levels, &Config::default()),
            Choice::Merge(CompactionInput {
                dest_level: 1,
                segment_ids: [1, 2, 3, 4].into_iter().collect::<HashSet<_>>(),
                target_size: 64 * 1_024 * 1_024
            })
        );

        levels.hide_segments(std::iter::once(4));

        assert_eq!(
            compactor.choose(&levels, &Config::default()),
            Choice::DoNothing
        );

        Ok(())
    }

    #[test]
    #[allow(
        clippy::cast_sign_loss,
        clippy::cast_precision_loss,
        clippy::cast_possible_truncation
    )]
    fn leveled_intra_l0() -> crate::Result<()> {
        let tempdir = tempfile::tempdir()?;
        let compactor = Strategy {
            target_size: 64 * 1_024 * 1_024,
            ..Default::default()
        };

        #[rustfmt::skip]
        let mut levels = build_levels(tempdir.path(), vec![
            vec![(1, "a", "z", 1), (2, "a", "z", 1), (3, "a", "z", 1), (4, "a", "z", 1)],
            vec![],
            vec![],
            vec![],
        ])?;

        assert_eq!(
            compactor.choose(&levels, &Config::default()),
            Choice::Merge(CompactionInput {
                dest_level: 0,
                segment_ids: [1, 2, 3, 4].into_iter().collect::<HashSet<_>>(),
                target_size: u64::from(compactor.target_size),
            })
        );

        levels.hide_segments(std::iter::once(4));

        assert_eq!(
            compactor.choose(&levels, &Config::default()),
            Choice::DoNothing
        );

        Ok(())
    }

    #[test]
    fn leveled_more_than_min_no_overlap() -> crate::Result<()> {
        let tempdir = tempfile::tempdir()?;
        let compactor = Strategy {
            target_size: 64 * 1_024 * 1_024,
            ..Default::default()
        };

        #[rustfmt::skip]
        let levels = build_levels(tempdir.path(), vec![
            vec![(1, "h", "t", 64), (2, "h", "t", 64), (3, "h", "t", 64), (4, "h", "t", 64)],
            vec![(5, "a", "g", 64), (6, "a", "g", 64), (7, "a", "g", 64), (8, "a", "g", 64)],
            vec![],
            vec![],
        ])?;

        assert_eq!(
            compactor.choose(&levels, &Config::default()),
            Choice::Merge(CompactionInput {
                dest_level: 1,
                segment_ids: [1, 2, 3, 4].into_iter().collect::<HashSet<_>>(),
                target_size: 64 * 1_024 * 1_024
            })
        );

        Ok(())
    }

    #[test]
    fn leveled_more_than_min_with_overlap() -> crate::Result<()> {
        let tempdir = tempfile::tempdir()?;
        let compactor = Strategy {
            target_size: 64 * 1_024 * 1_024,
            ..Default::default()
        };

        #[rustfmt::skip]
        let mut levels = build_levels(tempdir.path(), vec![
            vec![(1, "a", "g", 64), (2, "h", "t", 64), (3, "i", "t", 64), (4, "j", "t", 64)],
            vec![(5, "a", "g", 64), (6, "a", "g", 64), (7, "y", "z", 64), (8, "y", "z", 64)],
            vec![],
            vec![],
        ])?;

        assert_eq!(
            compactor.choose(&levels, &Config::default()),
            Choice::Merge(CompactionInput {
                dest_level: 1,
                segment_ids: [1, 2, 3, 4, 5, 6].into_iter().collect::<HashSet<_>>(),
                target_size: 64 * 1_024 * 1_024
            })
        );

        levels.hide_segments(std::iter::once(5));
        assert_eq!(
            compactor.choose(&levels, &Config::default()),
            Choice::DoNothing
        );

        Ok(())
    }

    #[test]
    fn levelled_from_tiered() -> crate::Result<()> {
        let tempdir = tempfile::tempdir()?;
        let compactor = Strategy {
            target_size: 64 * 1_024 * 1_024,
            ..Default::default()
        };
        let config = Config::default();

        #[rustfmt::skip]
        let levels = build_levels(tempdir.path(), vec![
            vec![],
            vec![(1, "a", "z", 64), (2, "a", "z", 64), (3, "g", "z", 64), (5, "g", "z", 64), (6, "g", "z", 64)],
            vec![(4, "a", "g", 64)],
            vec![],
        ])?;

        assert_eq!(
            compactor.choose(&levels, &config),
            Choice::Merge(CompactionInput {
                dest_level: 2,
                segment_ids: [1, 2, 3, 4, 5, 6].into_iter().collect::<HashSet<_>>(),
                target_size: 64 * 1_024 * 1_024
            })
        );

        Ok(())
    }
}
 */