lance 4.0.0

// SPDX-License-Identifier: Apache-2.0
// SPDX-FileCopyrightText: Copyright The Lance Authors

//! Secondary Index pre-filter
//!
//! Based on the query, we might have information about which fragment ids and
//! row ids can be excluded from the search.

use std::borrow::Cow;
use std::cell::OnceCell;
use std::collections::HashMap;
use std::sync::Arc;
use std::sync::Mutex;

use async_trait::async_trait;
use futures::FutureExt;
use futures::StreamExt;
use futures::TryStreamExt;
use futures::future::BoxFuture;
use futures::stream;
use lance_core::utils::deletion::DeletionVector;
use lance_core::utils::mask::{RowAddrMask, RowAddrTreeMap};
use lance_core::utils::tokio::spawn_cpu;
use lance_table::format::Fragment;
use lance_table::format::IndexMetadata;
use lance_table::rowids::RowIdSequence;
use roaring::RoaringBitmap;
use tokio::join;
use tracing::Instrument;
use tracing::instrument;

use crate::Dataset;
use crate::Result;
use crate::dataset::fragment::FileFragment;
use crate::dataset::rowids::load_row_id_sequence;
use crate::utils::future::SharedPrerequisite;

pub use lance_index::prefilter::{FilterLoader, PreFilter};

/// Filter out row ids that we know are not relevant to the query.
///
/// This could be both rows that are deleted or a prefilter
/// that should be applied to the search
///
/// This struct is for internal use only and has no stability guarantees.
pub struct DatasetPreFilter {
    // Expressing these as tasks allows us to start calculating the block list
    // and allow list at the same time we start searching the query.  We will await
    // these tasks only when we've done as much work as we can without them.
    pub(super) deleted_ids: Option<Arc<SharedPrerequisite<Arc<RowAddrMask>>>>,
    pub(super) filtered_ids: Option<Arc<SharedPrerequisite<RowAddrMask>>>,
    // Fragment IDs whose data is still in the index but has been removed from the dataset.
    // Used by FTS merge-on-read to prune stale fragments at search time.
    pub(super) deleted_fragments: Option<RoaringBitmap>,
    // When the tasks are finished this is the combined filter
    pub(super) final_mask: Mutex<OnceCell<Arc<RowAddrMask>>>,
}

impl DatasetPreFilter {
    pub fn new(
        dataset: Arc<Dataset>,
        indices: &[IndexMetadata],
        filter: Option<Box<dyn FilterLoader>>,
    ) -> Self {
        let mut fragments = RoaringBitmap::new();
        if indices.iter().any(|idx| idx.fragment_bitmap.is_none()) {
            fragments.insert_range(0..dataset.manifest.max_fragment_id.unwrap_or(0));
        } else {
            indices.iter().for_each(|idx| {
                fragments |= idx.fragment_bitmap.as_ref().unwrap();
            });
        }
        let deleted_ids =
            Self::create_deletion_mask(dataset, fragments).map(SharedPrerequisite::spawn);
        let filtered_ids = filter
            .map(|filtered_ids| SharedPrerequisite::spawn(filtered_ids.load().in_current_span()));
        Self {
            deleted_ids,
            filtered_ids,
            deleted_fragments: None,
            final_mask: Mutex::new(OnceCell::new()),
        }
    }

    #[instrument(level = "debug", skip_all)]
    async fn do_create_deletion_mask(
        dataset: Arc<Dataset>,
        missing_frags: Vec<u32>,
        frags_with_deletion_files: Vec<u32>,
    ) -> Result<Arc<RowAddrMask>> {
        let fragments = dataset.get_fragments();
        let frag_map: Arc<HashMap<u32, &FileFragment>> = Arc::new(HashMap::from_iter(
            fragments.iter().map(|frag| (frag.id() as u32, frag)),
        ));
        let frag_id_deletion_vectors = stream::iter(
            frags_with_deletion_files
                .iter()
                .map(|frag_id| (frag_id, frag_map.clone())),
        )
        .map(|(frag_id, frag_map)| async move {
            let frag = frag_map.get(frag_id).unwrap();
            frag.get_deletion_vector()
                .await
                .transpose()
                .unwrap()
                .map(|deletion_vector| (*frag_id, RoaringBitmap::from(deletion_vector.as_ref())))
        })
        .collect::<Vec<_>>()
        .await;
        let mut frag_id_deletion_vectors = stream::iter(frag_id_deletion_vectors)
            .buffer_unordered(dataset.object_store.io_parallelism());

        let mut deleted_ids = RowAddrTreeMap::new();
        while let Some((id, deletion_vector)) = frag_id_deletion_vectors.try_next().await? {
            deleted_ids.insert_bitmap(id, deletion_vector);
        }

        for frag_id in missing_frags.into_iter() {
            deleted_ids.insert_fragment(frag_id);
        }
        Ok(Arc::new(RowAddrMask::from_block(deleted_ids)))
    }

    #[instrument(level = "debug", skip_all)]
    async fn do_create_deletion_mask_row_id(dataset: Arc<Dataset>) -> Result<Arc<RowAddrMask>> {
        // This can only be computed as an allow list, since we have no idea
        // what the row ids were in the missing fragments.
        async fn load_row_ids_and_deletions(
            dataset: &Dataset,
        ) -> Result<Vec<(Arc<RowIdSequence>, Option<Arc<DeletionVector>>)>> {
            stream::iter(dataset.get_fragments())
                .map(|frag| async move {
                    let row_ids = load_row_id_sequence(dataset, frag.metadata());
                    let deletion_vector = frag.get_deletion_vector();
                    let (row_ids, deletion_vector) = join!(row_ids, deletion_vector);
                    Ok::<_, crate::Error>((row_ids?, deletion_vector?))
                })
                .buffer_unordered(dataset.object_store().io_parallelism())
                .try_collect::<Vec<_>>()
                .await
        }

        let dataset_clone = dataset.clone();
        let key = crate::session::caches::RowAddrMaskKey {
            version: dataset.manifest().version,
        };
        dataset
            .metadata_cache
            .as_ref()
            .get_or_insert_with_key(key, move || {
                async move {
                    let row_ids_and_deletions = load_row_ids_and_deletions(&dataset_clone).await?;

                    // The process of computing the final mask is CPU-bound, so we spawn it
                    // on a blocking thread.
                    let allow_list = spawn_cpu(move || {
                        Result::Ok(row_ids_and_deletions.into_iter().fold(
                            RowAddrTreeMap::new(),
                            |mut allow_list, (row_ids, deletion_vector)| {
                                let seq = if let Some(deletion_vector) = deletion_vector {
                                    let mut row_ids = row_ids.as_ref().clone();
                                    row_ids.mask(deletion_vector.to_sorted_iter()).unwrap();
                                    Cow::<RowIdSequence>::Owned(row_ids)
                                } else {
                                    Cow::<RowIdSequence>::Borrowed(row_ids.as_ref())
                                };
                                let treemap = RowAddrTreeMap::from(seq.as_ref());
                                allow_list |= treemap;
                                allow_list
                            },
                        ))
                    })
                    .await?;

                    Ok(RowAddrMask::from_allowed(allow_list))
                }
            })
            .await
    }

    /// Sets the deleted fragment IDs to block during search.
    ///
    /// Used by FTS indices which track fragments that have been removed from the
    /// dataset but whose data is still present in the index (merge-on-read).
    pub fn set_deleted_fragments(&mut self, fragments: RoaringBitmap) {
        self.deleted_fragments = Some(fragments);
    }

    /// Creates a task to load mask to filter out deleted rows.
    ///
    /// Sometimes this will be a block list of row ids that are deleted, based
    /// on the deletion files in the fragments. If stable row ids are used and
    /// there are missing fragments, this may instead be an allow list, since
    /// we can't easily compute the block list.
    ///
    /// If it can be synchronously determined that there are no missing row ids then
    /// this function return None
    pub fn create_deletion_mask(
        dataset: Arc<Dataset>,
        fragments: RoaringBitmap,
    ) -> Option<BoxFuture<'static, Result<Arc<RowAddrMask>>>> {
        let mut missing_frags = Vec::new();
        let mut frags_with_deletion_files = Vec::new();
        let frag_map: HashMap<u32, &Fragment> = HashMap::from_iter(
            dataset
                .manifest
                .fragments
                .iter()
                .map(|frag| (frag.id as u32, frag)),
        );
        for frag_id in fragments.iter() {
            let frag = frag_map.get(&frag_id);
            if let Some(frag) = frag {
                if frag.deletion_file.is_some() {
                    frags_with_deletion_files.push(frag_id);
                }
            } else {
                missing_frags.push(frag_id);
            }
        }
        if missing_frags.is_empty() && frags_with_deletion_files.is_empty() {
            None
        } else if dataset.manifest.uses_stable_row_ids() {
            Some(Self::do_create_deletion_mask_row_id(dataset.clone()).boxed())
        } else {
            Some(
                Self::do_create_deletion_mask(dataset, missing_frags, frags_with_deletion_files)
                    .boxed(),
            )
        }
    }
}

#[async_trait]
impl PreFilter for DatasetPreFilter {
    /// Waits for the prefilter to be fully loaded
    ///
    /// The prefilter loads in the background while the rest of the index
    /// search is running.  When you are ready to use the prefilter you
    /// must first call this method to ensure it is fully loaded.  This
    /// allows `filter_row_ids` to be a synchronous method.
    #[instrument(level = "debug", skip(self))]
    async fn wait_for_ready(&self) -> Result<()> {
        if let Some(filtered_ids) = &self.filtered_ids {
            filtered_ids.wait_ready().await?;
        }
        if let Some(deleted_ids) = &self.deleted_ids {
            deleted_ids.wait_ready().await?;
        }
        let final_mask = self.final_mask.lock().unwrap();
        final_mask.get_or_init(|| {
            let mut combined = RowAddrMask::default();
            if let Some(filtered_ids) = &self.filtered_ids {
                combined = combined & filtered_ids.get_ready();
            }
            if let Some(deleted_ids) = &self.deleted_ids {
                combined = combined & (*deleted_ids.get_ready()).clone();
            }
            if let Some(deleted) = &self.deleted_fragments {
                let mut block_list = RowAddrTreeMap::new();
                for frag_id in deleted.iter() {
                    block_list.insert_fragment(frag_id);
                }
                combined = combined & RowAddrMask::from_block(block_list);
            }
            Arc::new(combined)
        });

        Ok(())
    }

    fn is_empty(&self) -> bool {
        self.deleted_ids.is_none()
            && self.filtered_ids.is_none()
            && self.deleted_fragments.is_none()
    }

    /// Get the row id mask for this prefilter
    fn mask(&self) -> Arc<RowAddrMask> {
        self.final_mask
            .lock()
            .unwrap()
            .get()
            .expect("mask called without call to wait_for_ready")
            .clone()
    }

    /// Check whether a slice of row ids should be included in a query.
    ///
    /// Returns a vector of indices into the input slice that should be included,
    /// also known as a selection vector.
    ///
    /// This method must be called after `wait_for_ready`
    #[instrument(level = "debug", skip_all)]
    fn filter_row_ids<'a>(&self, row_ids: Box<dyn Iterator<Item = &'a u64> + 'a>) -> Vec<u64> {
        self.mask().selected_indices(row_ids)
    }
}

#[cfg(test)]
mod test {
    use lance_core::utils::mask::RowSetOps;
    use lance_testing::datagen::{BatchGenerator, IncrementingInt32};

    use crate::dataset::WriteParams;

    use super::*;

    struct TestDatasets {
        no_deletions: Arc<Dataset>,
        deletions_no_missing_frags: Arc<Dataset>,
        deletions_missing_frags: Arc<Dataset>,
        only_missing_frags: Arc<Dataset>,
    }

    async fn test_datasets(use_stable_row_id: bool) -> TestDatasets {
        let test_data = BatchGenerator::new()
            .col(Box::new(IncrementingInt32::new().named("x")))
            .batch(9);
        let mut dataset = Dataset::write(
            test_data,
            "memory://test",
            Some(WriteParams {
                max_rows_per_file: 3,
                enable_stable_row_ids: use_stable_row_id,
                ..Default::default()
            }),
        )
        .await
        .unwrap();
        let no_deletions = Arc::new(dataset.clone());

        // This will add a deletion file.
        dataset.delete("x = 8").await.unwrap();
        let deletions_no_missing_frags = Arc::new(dataset.clone());

        dataset.delete("x >= 3 and x <= 5").await.unwrap();
        assert_eq!(dataset.get_fragments().len(), 2);
        let deletions_missing_frags = Arc::new(dataset.clone());

        dataset.delete("x >= 3").await.unwrap();
        assert_eq!(dataset.get_fragments().len(), 1);
        assert!(
            dataset.get_fragments()[0]
                .metadata()
                .deletion_file
                .is_none()
        );
        let only_missing_frags = Arc::new(dataset.clone());

        TestDatasets {
            no_deletions,
            deletions_no_missing_frags,
            deletions_missing_frags,
            only_missing_frags,
        }
    }

    #[tokio::test]
    async fn test_deletion_mask() {
        let datasets = test_datasets(false).await;

        // If there are no deletions, we should get None
        let mask = DatasetPreFilter::create_deletion_mask(
            datasets.no_deletions.clone(),
            RoaringBitmap::from_iter(0..3),
        );
        assert!(mask.is_none());

        // If there are deletions, we should get a mask
        let mask = DatasetPreFilter::create_deletion_mask(
            datasets.deletions_no_missing_frags.clone(),
            RoaringBitmap::from_iter(0..3),
        );
        assert!(mask.is_some());
        let mask = mask.unwrap().await.unwrap();
        assert_eq!(mask.block_list().and_then(|x| x.len()), Some(1)); // There was just one row deleted.

        // If there are deletions and missing fragments, we should get a mask
        let mask = DatasetPreFilter::create_deletion_mask(
            datasets.deletions_missing_frags.clone(),
            RoaringBitmap::from_iter(0..3),
        );
        assert!(mask.is_some());
        let mask = mask.unwrap().await.unwrap();
        let mut expected = RowAddrTreeMap::from_iter(vec![(2 << 32) + 2]);
        expected.insert_fragment(1);
        assert_eq!(mask.block_list(), Some(&expected));

        // If we don't pass the missing fragment id, we should get a smaller mask.
        let mask = DatasetPreFilter::create_deletion_mask(
            datasets.deletions_missing_frags.clone(),
            RoaringBitmap::from_iter(2..3),
        );
        assert!(mask.is_some());
        let mask = mask.unwrap().await.unwrap();
        assert_eq!(mask.block_list().and_then(|x| x.len()), Some(1));

        // If there are only missing fragments, we should still get a mask
        let mask = DatasetPreFilter::create_deletion_mask(
            datasets.only_missing_frags.clone(),
            RoaringBitmap::from_iter(0..3),
        );
        assert!(mask.is_some());
        let mask = mask.unwrap().await.unwrap();
        let mut expected = RowAddrTreeMap::new();
        expected.insert_fragment(1);
        expected.insert_fragment(2);
        assert_eq!(mask.block_list(), Some(&expected));
    }

    #[tokio::test]
    async fn test_deletion_mask_stable_row_id() {
        // Here, behavior is different.
        let datasets = test_datasets(true).await;

        // If there are no deletions, we should get None
        let mask = DatasetPreFilter::create_deletion_mask(
            datasets.no_deletions.clone(),
            RoaringBitmap::from_iter(0..3),
        );
        assert!(mask.is_none());

        // If there are deletions but no missing files, we should get a block list
        let mask = DatasetPreFilter::create_deletion_mask(
            datasets.deletions_no_missing_frags.clone(),
            RoaringBitmap::from_iter(0..3),
        );
        assert!(mask.is_some());
        let mask = mask.unwrap().await.unwrap();
        let expected = RowAddrTreeMap::from_iter(0..8);
        assert_eq!(mask.allow_list(), Some(&expected)); // There was just one row deleted.

        // If there are deletions and missing fragments, we should get an allow list
        let mask = DatasetPreFilter::create_deletion_mask(
            datasets.deletions_missing_frags.clone(),
            RoaringBitmap::from_iter(0..2),
        );
        assert!(mask.is_some());
        let mask = mask.unwrap().await.unwrap();
        assert_eq!(mask.allow_list().and_then(|x| x.len()), Some(5)); // There were five rows left over;

        // If there are only missing fragments, we should get an allow list
        let mask = DatasetPreFilter::create_deletion_mask(
            datasets.only_missing_frags.clone(),
            RoaringBitmap::from_iter(0..3),
        );
        assert!(mask.is_some());
        let mask = mask.unwrap().await.unwrap();
        assert_eq!(mask.allow_list().and_then(|x| x.len()), Some(3)); // There were three rows left over;
    }
}