alopex_embedded/

lib.rs

//! A user-friendly embedded API for the AlopexDB key-value store.

#![deny(missing_docs)]

/// Catalog metadata API (in-memory, primarily for Python bindings).
pub mod catalog;
pub mod catalog_api;
mod cluster_state;
pub mod columnar_api;
mod dataframe_api;
pub mod options;
pub mod owned_session;
pub mod owned_sql;
mod sql_api;
mod txn_manager;

pub use crate::catalog::{CachedTableInfo, Catalog};
pub use crate::catalog_api::{
    CatalogInfo, CatalogManifestCatalog, CatalogManifestColumn, CatalogManifestCompression,
    CatalogManifestDataSourceFormat, CatalogManifestDataType, CatalogManifestDelta,
    CatalogManifestIndex, CatalogManifestIndexMethod, CatalogManifestNamespace,
    CatalogManifestRowIdMode, CatalogManifestStorage, CatalogManifestStorageType,
    CatalogManifestTable, CatalogManifestTableType, CatalogManifestVectorMetric, ColumnDefinition,
    ColumnInfo, CreateCatalogRequest, CreateNamespaceRequest, CreateTableRequest, IndexInfo,
    NamespaceInfo, StorageInfo, TableInfo, CATALOG_MANIFEST_DELTA_FORMAT,
};
pub use crate::columnar_api::{
    ColumnarIndexInfo, ColumnarIndexType, ColumnarRowIterator, EmbeddedConfig, StorageMode,
};
pub use crate::options::DatabaseOptions;
pub use crate::owned_session::{EmbeddedOwnedSessionFactory, OwnedEmbeddedTransaction};
pub use crate::owned_sql::{OwnedSqlRowOutcome, OwnedSqlStreamPlan};
pub use crate::sql_api::{SqlStreamingResult, StreamingQueryResult, StreamingRows};
pub use crate::txn_manager::{TransactionInfo, TransactionManager};
pub use alopex_dataframe::{DataFrame, JoinKeys, JoinType, SortOptions};
pub use alopex_sql::{DataSourceFormat, TableType};
/// `Database::execute_sql()` / `Transaction::execute_sql()` の返却型。
pub type SqlResult = alopex_sql::SqlResult;
pub use alopex_core::kv::{OwnedReadOptions, OwnedReadSession, OwnedTransactionSession};
use alopex_core::vector::hnsw::{HnswTransactionState, SearchStats as HnswSearchStats};
use alopex_core::{
    columnar::{
        kvs_bridge::ColumnarKvsBridge, memory::InMemorySegmentStore, segment_v2::SegmentConfigV2,
    },
    kv::any::AnyKVTransaction,
    kv::memory::MemoryKV,
    kv::{AnyKV, RangeChangeJournalCapability},
    validate_dimensions, HnswIndex, KVStore, KVTransaction, Key, LargeValueKind, LargeValueMeta,
    LargeValueReader, LargeValueWriter, StorageFactory, VectorType, DEFAULT_CHUNK_SIZE,
};
pub use alopex_core::{HnswConfig, HnswSearchResult, HnswStats, MemoryStats, Metric, TxnMode};
/// Streaming query row iterator for FR-7 compliance.
pub use alopex_sql::executor::QueryRowIterator;
use alopex_sql::storage::LocalRangeChangeJournal;
use std::collections::HashMap;
use std::convert::TryInto;
use std::fs;
use std::path::{Path, PathBuf};
use std::result;
use std::sync::atomic::{AtomicU64, Ordering};
use std::sync::{Arc, RwLock};

/// A convenience `Result` type for database operations.
pub type Result<T> = result::Result<T, Error>;

/// The error type for embedded database operations.
#[derive(Debug, thiserror::Error)]
pub enum Error {
    /// An error from the underlying core storage engine.
    #[error("core error: {0}")]
    Core(#[from] alopex_core::Error),
    /// A requested fenced storage read point is unavailable, expired, or not
    /// yet readable on this backend.
    #[error("{0}")]
    ReadAt(#[from] alopex_core::ReadAtError),
    /// An error from the SQL execution pipeline.
    #[error("{0}")]
    Sql(#[from] alopex_sql::SqlError),
    /// An error from DataFrame operations.
    #[error("{0}")]
    DataFrame(#[from] alopex_dataframe::DataFrameError),
    /// The transaction has already been completed and cannot be used.
    #[error("transaction is completed")]
    TxnCompleted,
    /// Catalog が見つかりません。
    #[error("カタログが見つかりません: {0}")]
    CatalogNotFound(String),
    /// Catalog が既に存在します。
    #[error("カタログは既に存在します: {0}")]
    CatalogAlreadyExists(String),
    /// Catalog が空ではありません。
    #[error("カタログが空ではありません: {0}")]
    CatalogNotEmpty(String),
    /// Namespace が見つかりません。
    #[error("ネームスペースが見つかりません: {0}.{1}")]
    NamespaceNotFound(String, String),
    /// Namespace が既に存在します。
    #[error("ネームスペースは既に存在します: {0}.{1}")]
    NamespaceAlreadyExists(String, String),
    /// Namespace が空ではありません。
    #[error("ネームスペースが空ではありません: {0}.{1}")]
    NamespaceNotEmpty(String, String),
    /// The requested table was not found or is invalid.
    #[error("table not found: {0}")]
    TableNotFound(String),
    /// Table が既に存在します。
    #[error("テーブルは既に存在します: {0}")]
    TableAlreadyExists(String),
    /// Index が見つかりません。
    #[error("インデックスが見つかりません: {0}")]
    IndexNotFound(String),
    /// default オブジェクトは削除できません。
    #[error("default オブジェクトは削除できません: {0}")]
    CannotDeleteDefault(String),
    /// Managed テーブルにはスキーマが必要です。
    #[error("managed テーブルにはスキーマが必要です")]
    SchemaRequired,
    /// External テーブルには storage_root が必要です。
    #[error("external テーブルには storage_root が必要です")]
    StorageRootRequired,
    /// トランザクションは read-only です。
    #[error("トランザクションは読み取り専用です")]
    TxnReadOnly,
    /// Transaction ID is invalid or missing.
    #[error("invalid transaction id: {0}")]
    InvalidTransactionId(String),
    /// The operation requires in-memory columnar mode.
    #[error("not in in-memory columnar mode")]
    NotInMemoryMode,
    /// The requested data source format is not supported.
    #[error("unsupported data source format: {0}")]
    UnsupportedDataSourceFormat(String),
    /// The catalog store lock was poisoned.
    #[error("catalog lock poisoned")]
    CatalogLockPoisoned,
    /// The embedded cluster state lock was poisoned.
    #[error("cluster state lock poisoned")]
    ClusterStateLockPoisoned,
}

impl Error {
    /// SQL エラーの場合はエラーコード（例: `ALOPEX-S003`）を返す。
    pub fn sql_error_code(&self) -> Option<&'static str> {
        match self {
            Self::Sql(err) => Some(err.code()),
            _ => None,
        }
    }
}

/// The main database object.
pub struct Database {
    /// The underlying key-value store.
    pub(crate) store: Arc<AnyKV>,
    pub(crate) sql_catalog: Arc<RwLock<alopex_sql::catalog::PersistentCatalog<AnyKV>>>,
    pub(crate) hnsw_cache: RwLock<HashMap<String, Arc<HnswIndex>>>,
    pub(crate) vector_cache: RwLock<Option<HashMap<Key, CachedVector>>>,
    /// Table info cache for scan/write operations.
    pub(crate) table_info_cache: RwLock<HashMap<String, CachedTableInfo>>,
    /// Cache epoch for invalidation (incremented on DDL operations).
    pub(crate) table_info_cache_epoch: AtomicU64,
    pub(crate) columnar_mode: StorageMode,
    pub(crate) columnar_bridge: ColumnarKvsBridge,
    pub(crate) columnar_memory: Option<InMemorySegmentStore>,
    pub(crate) segment_config: SegmentConfigV2,
    pub(crate) cluster_state: RwLock<cluster_state::EmbeddedClusterState>,
}

pub(crate) fn disk_data_dir_path(path: &Path) -> std::path::PathBuf {
    if path.extension().is_some_and(|e| e == "alopex") {
        // v0.1 file-mode はディレクトリに WAL/SSTable を持つため、`.alopex` の横に
        // sidecar ディレクトリを作ってそこへ格納する。
        path.with_extension("alopex.d")
    } else {
        path.to_path_buf()
    }
}

#[cfg(not(target_arch = "wasm32"))]
fn read_file_version_from_storage(path: &Path) -> alopex_core::storage::format::FileVersion {
    use alopex_core::storage::format::{FileHeader, FileVersion, HEADER_SIZE};
    use std::io::Read;

    let Some(file_path) = resolve_format_file_path(path) else {
        return FileVersion::CURRENT;
    };

    let mut header_bytes = [0u8; HEADER_SIZE];
    let Ok(mut file) = fs::File::open(file_path) else {
        return FileVersion::CURRENT;
    };
    if file.read_exact(&mut header_bytes).is_err() {
        return FileVersion::CURRENT;
    }
    match FileHeader::from_bytes(&header_bytes) {
        Ok(header) => header.version,
        Err(_) => FileVersion::CURRENT,
    }
}

#[cfg(target_arch = "wasm32")]
fn read_file_version_from_storage(_path: &Path) -> alopex_core::storage::format::FileVersion {
    alopex_core::storage::format::FileVersion::CURRENT
}

#[cfg(not(target_arch = "wasm32"))]
fn resolve_format_file_path(path: &Path) -> Option<PathBuf> {
    if path.is_file() {
        return Some(path.to_path_buf());
    }

    if path.is_dir() {
        if let Some(ext) = path.extension() {
            if ext == "d" {
                let candidate = path.with_extension("");
                if candidate.is_file() {
                    return Some(candidate);
                }
            }
        }

        if let Ok(entries) = fs::read_dir(path) {
            for entry in entries.flatten() {
                let entry_path = entry.path();
                if entry_path.extension().is_some_and(|ext| ext == "alopex") && entry_path.is_file()
                {
                    return Some(entry_path);
                }
            }
        }
    }

    None
}

impl Database {
    /// Opens a database at the specified path.
    pub fn open(path: &Path) -> Result<Self> {
        let data_dir = disk_data_dir_path(path);
        let store = StorageFactory::create(alopex_core::StorageMode::Disk {
            path: data_dir,
            config: None,
        })
        .map_err(Error::Core)?;
        let mut db = Self::init(store, StorageMode::Disk, None, SegmentConfigV2::default());
        db.load_sql_catalog()?;
        Ok(db)
    }

    /// Creates a new, purely in-memory (transient) database.
    pub fn new() -> Self {
        let store = AnyKV::Memory(MemoryKV::new());
        Self::init(
            store,
            StorageMode::InMemory,
            None,
            SegmentConfigV2::default(),
        )
    }

    /// Opens a database in in-memory mode with default options.
    pub fn open_in_memory() -> Result<Self> {
        Self::open_in_memory_with_options(DatabaseOptions::in_memory())
    }

    /// Opens a database in in-memory mode with the given options.
    pub fn open_in_memory_with_options(opts: DatabaseOptions) -> Result<Self> {
        if !opts.memory_mode() {
            return Err(Error::Core(alopex_core::Error::InvalidFormat(
                "memory_mode must be enabled for in-memory open".into(),
            )));
        }
        let store = StorageFactory::create(opts.to_storage_mode(None)).map_err(Error::Core)?;
        let mut db = Self::init(
            store,
            StorageMode::InMemory,
            opts.memory_limit(),
            SegmentConfigV2::default(),
        );
        db.load_sql_catalog()?;
        Ok(db)
    }

    /// Opens a database from a URI string.
    ///
    /// Supported URI schemes:
    /// - `file://path` or bare path: Local filesystem
    /// - `s3://bucket/prefix`: S3-compatible storage (requires `s3` feature)
    ///
    /// # Example
    ///
    /// ```ignore
    /// // Local path
    /// let db = Database::open_with_uri("/path/to/db")?;
    ///
    /// // S3 URI (requires s3 feature and credentials)
    /// let db = Database::open_with_uri("s3://my-bucket/data")?;
    /// ```
    pub fn open_with_uri(uri: &str) -> Result<Self> {
        // Check for S3 URI
        if uri.starts_with("s3://") {
            #[cfg(feature = "s3")]
            {
                return Self::open_s3(uri);
            }
            #[cfg(not(feature = "s3"))]
            {
                return Err(Error::Core(alopex_core::Error::InvalidFormat(
                    "S3 support requires the 's3' feature".into(),
                )));
            }
        }

        // Strip file:// prefix if present
        let path = if let Some(stripped) = uri.strip_prefix("file://") {
            stripped
        } else {
            uri
        };

        Self::open(Path::new(path))
    }

    /// Opens a database backed by S3 storage.
    ///
    /// This method downloads data from S3 to a local cache, operates on it
    /// using LsmKV, and syncs changes back to S3 on flush/close.
    ///
    /// # Arguments
    ///
    /// * `uri` - S3 URI in the format `s3://bucket/prefix`
    ///
    /// # Environment Variables
    ///
    /// Required:
    /// * `AWS_ACCESS_KEY_ID` - AWS access key
    /// * `AWS_SECRET_ACCESS_KEY` - AWS secret key
    ///
    /// Optional:
    /// * `AWS_REGION` - AWS region (default: us-east-1)
    /// * `AWS_ENDPOINT_URL` - Custom endpoint for S3-compatible services
    #[cfg(feature = "s3")]
    pub fn open_s3(uri: &str) -> Result<Self> {
        let s3_config = alopex_core::S3Config::from_uri(uri).map_err(Error::Core)?;
        let store = StorageFactory::create(alopex_core::StorageMode::S3 { config: s3_config })
            .map_err(Error::Core)?;
        let mut db = Self::init(store, StorageMode::Disk, None, SegmentConfigV2::default());
        db.load_sql_catalog()?;
        Ok(db)
    }

    pub(crate) fn init(
        store: AnyKV,
        columnar_mode: StorageMode,
        memory_limit: Option<usize>,
        segment_config: SegmentConfigV2,
    ) -> Self {
        let store = Arc::new(store);
        let sql_catalog = Arc::new(RwLock::new(alopex_sql::catalog::PersistentCatalog::new(
            store.clone(),
        )));
        let columnar_bridge = ColumnarKvsBridge::new(store.clone());
        let columnar_memory = if matches!(columnar_mode, StorageMode::InMemory) {
            Some(InMemorySegmentStore::new(memory_limit.map(|v| v as u64)))
        } else {
            None
        };

        Self {
            store,
            sql_catalog,
            hnsw_cache: RwLock::new(HashMap::new()),
            vector_cache: RwLock::new(None),
            table_info_cache: RwLock::new(HashMap::new()),
            table_info_cache_epoch: AtomicU64::new(0),
            columnar_mode,
            columnar_bridge,
            columnar_memory,
            segment_config,
            cluster_state: RwLock::new(cluster_state::EmbeddedClusterState::default()),
        }
    }

    /// Returns the current cluster status owned by this database instance.
    pub fn cluster_status_snapshot(&self) -> Result<alopex_cluster::ClusterStatusSnapshot> {
        let state = self
            .cluster_state
            .read()
            .map_err(|_| Error::ClusterStateLockPoisoned)?;
        Ok(state.status_snapshot(self.table_info_cache_epoch()))
    }

    /// Returns the latest routing decision produced by this database instance.
    pub fn routing_diagnostics(&self) -> Result<alopex_cluster::RoutingDiagnostics> {
        let state = self
            .cluster_state
            .read()
            .map_err(|_| Error::ClusterStateLockPoisoned)?;
        Ok(state.routing_diagnostics(self.table_info_cache_epoch()))
    }

    pub(crate) fn record_routing<C: alopex_sql::Catalog + ?Sized>(
        &self,
        catalog: &C,
        statement: &alopex_sql::Statement,
        statement_index: usize,
    ) {
        let Ok(mut state) = self.cluster_state.write() else {
            return;
        };
        state.record_routing(
            catalog,
            statement,
            statement_index,
            self.table_info_cache_epoch(),
        );
    }

    fn load_sql_catalog(&mut self) -> Result<()> {
        use alopex_sql::catalog::CatalogError;

        let loaded = match alopex_sql::catalog::PersistentCatalog::load(self.store.clone()) {
            Ok(catalog) => catalog,
            Err(CatalogError::Kv(alopex_core::Error::NotFound)) => {
                alopex_sql::catalog::PersistentCatalog::new(self.store.clone())
            }
            Err(other) => return Err(Error::Sql(other.into())),
        };

        self.sql_catalog = Arc::new(RwLock::new(loaded));
        Ok(())
    }

    fn hnsw_cache_get(&self, name: &str) -> Option<Arc<HnswIndex>> {
        let cache = self.hnsw_cache.read().expect("hnsw cache lock poisoned");
        cache.get(name).cloned()
    }

    fn hnsw_cache_insert(&self, name: &str, index: HnswIndex) -> Arc<HnswIndex> {
        let index = Arc::new(index);
        let mut cache = self.hnsw_cache.write().expect("hnsw cache lock poisoned");
        cache.insert(name.to_string(), Arc::clone(&index));
        index
    }

    fn hnsw_cache_remove(&self, name: &str) {
        let mut cache = self.hnsw_cache.write().expect("hnsw cache lock poisoned");
        cache.remove(name);
    }

    /// Returns the current table info cache epoch.
    pub fn table_info_cache_epoch(&self) -> u64 {
        self.table_info_cache_epoch.load(Ordering::Relaxed)
    }

    /// Retrieves cached table info if available and epoch matches.
    pub fn get_cached_table_info(
        &self,
        catalog_name: &str,
        namespace_name: &str,
        table_name: &str,
    ) -> Option<CachedTableInfo> {
        let cache = self
            .table_info_cache
            .read()
            .expect("table info cache lock poisoned");
        let key = format!("{}.{}.{}", catalog_name, namespace_name, table_name);
        cache.get(&key).cloned()
    }

    /// Stores table info in the cache.
    pub fn cache_table_info(
        &self,
        catalog_name: &str,
        namespace_name: &str,
        table_name: &str,
        info: CachedTableInfo,
    ) {
        let mut cache = self
            .table_info_cache
            .write()
            .expect("table info cache lock poisoned");
        let key = format!("{}.{}.{}", catalog_name, namespace_name, table_name);
        cache.insert(key, info);
    }

    /// Invalidates the table info cache (called on DDL operations).
    pub fn invalidate_table_info_cache(&self) {
        self.table_info_cache_epoch.fetch_add(1, Ordering::Relaxed);
        let mut cache = self
            .table_info_cache
            .write()
            .expect("table info cache lock poisoned");
        cache.clear();
    }

    /// Flushes the current in-memory data to an SSTable on disk (beta).
    pub fn flush(&self) -> Result<()> {
        self.store.flush().map_err(Error::Core)
    }

    /// Returns the file format version supported by the embedded engine.
    pub fn file_format_version(&self) -> alopex_core::storage::format::FileVersion {
        use alopex_core::storage::format::FileVersion;

        self.store
            .file_format_storage_dir()
            .map_or(FileVersion::CURRENT, read_file_version_from_storage)
    }

    /// Returns current memory usage statistics (in-memory KV only).
    pub fn memory_usage(&self) -> Option<MemoryStats> {
        match self.store.as_ref() {
            AnyKV::Memory(kv) => Some(kv.memory_stats()),
            _ => None,
        }
    }

    /// Persists the current in-memory database to disk atomically.
    ///
    /// `wal_path` は「データディレクトリ」として扱う（file-mode）。
    pub fn persist_to_disk(&self, wal_path: &Path) -> Result<()> {
        if !matches!(self.store.as_ref(), AnyKV::Memory(_)) {
            return Err(Error::NotInMemoryMode);
        }
        let data_dir = disk_data_dir_path(wal_path);
        if wal_path.exists() || data_dir.exists() {
            return Err(Error::Core(alopex_core::Error::PathExists(
                wal_path.to_path_buf(),
            )));
        }

        let tmp_dir = data_dir.with_extension("tmp");
        if tmp_dir.exists() {
            return Err(Error::Core(alopex_core::Error::PathExists(tmp_dir)));
        }

        let snapshot = self.snapshot_pairs()?;
        let write_result = (|| -> Result<()> {
            let store = StorageFactory::create(alopex_core::StorageMode::Disk {
                path: tmp_dir.clone(),
                config: None,
            })
            .map_err(Error::Core)?;

            let mut txn = store.begin(TxnMode::ReadWrite).map_err(Error::Core)?;
            for (key, value) in snapshot {
                txn.put(key, value).map_err(Error::Core)?;
            }
            txn.commit_self().map_err(Error::Core)?;

            Ok(())
        })();

        if let Err(e) = write_result {
            let _ = fs::remove_dir_all(&tmp_dir);
            return Err(e);
        }

        fs::rename(&tmp_dir, &data_dir).map_err(|e| Error::Core(e.into()))?;
        if wal_path.extension().is_some_and(|e| e == "alopex") {
            // `.alopex` パスを渡した場合は、存在確認用のマーカーを作る。
            let _ = fs::OpenOptions::new()
                .create_new(true)
                .write(true)
                .open(wal_path);
        }
        Ok(())
    }

    /// Creates a fully in-memory clone of the current database.
    pub fn clone_to_memory(&self) -> Result<Self> {
        let snapshot = self.snapshot_pairs()?;
        let cloned = Database::open_in_memory()?;
        if snapshot.is_empty() {
            return Ok(cloned);
        }

        let mut txn = cloned.begin(TxnMode::ReadWrite)?;
        for (key, value) in snapshot {
            txn.put(&key, &value)?;
        }
        txn.commit()?;
        Ok(cloned)
    }

    /// Clears all data while keeping the database usable.
    pub fn clear(&self) -> Result<()> {
        let keys: Vec<Key> = self.snapshot_pairs()?.into_iter().map(|(k, _)| k).collect();
        if keys.is_empty() {
            return Ok(());
        }
        let mut txn = self.begin(TxnMode::ReadWrite)?;
        for key in keys {
            txn.delete(&key)?;
        }
        txn.commit()
    }

    /// Updates the memory limit in bytes for the underlying in-memory store.
    pub fn set_memory_limit(&self, bytes: Option<usize>) {
        if let AnyKV::Memory(kv) = self.store.as_ref() {
            kv.txn_manager().set_memory_limit(bytes);
        }
    }

    /// Returns a read-only snapshot of all key-value pairs.
    pub fn snapshot(&self) -> Vec<(Key, Vec<u8>)> {
        self.snapshot_pairs().unwrap_or_default()
    }

    fn snapshot_pairs(&self) -> Result<Vec<(Key, Vec<u8>)>> {
        let mut txn = self.store.begin(TxnMode::ReadOnly).map_err(Error::Core)?;
        let pairs: Vec<(Key, Vec<u8>)> = txn.scan_prefix(b"").map_err(Error::Core)?.collect();
        txn.commit_self().map_err(Error::Core)?;
        Ok(pairs)
    }

    /// HNSW インデックスを作成し、永続化する。
    pub fn create_hnsw_index(&self, name: &str, config: HnswConfig) -> Result<()> {
        let mut txn = self.store.begin(TxnMode::ReadWrite).map_err(Error::Core)?;
        let index = HnswIndex::create(name, config).map_err(Error::Core)?;
        index.save(&mut txn).map_err(Error::Core)?;
        txn.commit_self().map_err(Error::Core)?;
        self.hnsw_cache_insert(name, index);
        Ok(())
    }

    /// HNSW インデックスを削除する。
    pub fn drop_hnsw_index(&self, name: &str) -> Result<()> {
        let mut txn = self.store.begin(TxnMode::ReadWrite).map_err(Error::Core)?;
        let index = HnswIndex::load(name, &mut txn).map_err(Error::Core)?;
        index.drop(&mut txn).map_err(Error::Core)?;
        txn.commit_self().map_err(Error::Core)?;
        self.hnsw_cache_remove(name);
        Ok(())
    }

    /// HNSW 統計情報を取得する。
    pub fn get_hnsw_stats(&self, name: &str) -> Result<HnswStats> {
        if let Some(index) = self.hnsw_cache_get(name) {
            return Ok(index.stats());
        }
        let mut txn = self.store.begin(TxnMode::ReadOnly).map_err(Error::Core)?;
        let index = HnswIndex::load(name, &mut txn).map_err(Error::Core)?;
        let stats = index.stats();
        self.hnsw_cache_insert(name, index);
        Ok(stats)
    }

    /// HNSW インデックスをコンパクションし、結果を返す。
    pub fn compact_hnsw_index(&self, name: &str) -> Result<alopex_core::vector::CompactionResult> {
        let mut txn = self.store.begin(TxnMode::ReadWrite).map_err(Error::Core)?;
        let mut index = HnswIndex::load(name, &mut txn).map_err(Error::Core)?;
        let result = index.compact().map_err(Error::Core)?;
        index.save(&mut txn).map_err(Error::Core)?;
        txn.commit_self().map_err(Error::Core)?;
        self.hnsw_cache_insert(name, index);
        Ok(result)
    }

    /// HNSW インデックスに検索を行う。
    pub fn search_hnsw(
        &self,
        name: &str,
        query: &[f32],
        k: usize,
        ef_search: Option<usize>,
    ) -> Result<(Vec<HnswSearchResult>, HnswSearchStats)> {
        let profile = std::env::var_os("ALOPEX_PROFILE_HNSW").is_some();
        let total_start = if profile {
            Some(std::time::Instant::now())
        } else {
            None
        };
        if let Some(index) = self.hnsw_cache_get(name) {
            let search_start = if profile {
                Some(std::time::Instant::now())
            } else {
                None
            };
            let result = index.search(query, k, ef_search).map_err(Error::Core)?;
            if let (true, Some(total_start), Some(search_start)) =
                (profile, total_start, search_start)
            {
                let search_time = search_start.elapsed();
                let total_time = total_start.elapsed();
                eprintln!(
                    "alopex.hnsw_search cache=hit name={} k={} ef_search={:?} search_ms={:.2} total_ms={:.2}",
                    name,
                    k,
                    ef_search,
                    search_time.as_secs_f64() * 1000.0,
                    total_time.as_secs_f64() * 1000.0
                );
            }
            return Ok(result);
        }

        let load_start = if profile {
            Some(std::time::Instant::now())
        } else {
            None
        };
        let mut txn = self.store.begin(TxnMode::ReadOnly).map_err(Error::Core)?;
        let index = HnswIndex::load(name, &mut txn).map_err(Error::Core)?;
        let load_time = load_start.map(|start| start.elapsed());
        let index = self.hnsw_cache_insert(name, index);
        let search_start = if profile {
            Some(std::time::Instant::now())
        } else {
            None
        };
        let result = index.search(query, k, ef_search).map_err(Error::Core)?;
        if let (true, Some(total_start), Some(search_start)) = (profile, total_start, search_start)
        {
            let search_time = search_start.elapsed();
            let total_time = total_start.elapsed();
            let load_time_ms = load_time
                .map(|elapsed| elapsed.as_secs_f64() * 1000.0)
                .unwrap_or(0.0);
            eprintln!(
                "alopex.hnsw_search cache=miss name={} k={} ef_search={:?} load_ms={:.2} search_ms={:.2} total_ms={:.2}",
                name,
                k,
                ef_search,
                load_time_ms,
                search_time.as_secs_f64() * 1000.0,
                total_time.as_secs_f64() * 1000.0
            );
        }
        Ok(result)
    }

    /// Creates a chunked large value writer for opaque blobs (beta).
    pub fn create_blob_writer(
        &self,
        path: &Path,
        total_len: u64,
        chunk_size: Option<u32>,
    ) -> Result<LargeValueWriter> {
        let meta = LargeValueMeta {
            kind: LargeValueKind::Blob,
            total_len,
            chunk_size: chunk_size.unwrap_or(DEFAULT_CHUNK_SIZE),
        };
        LargeValueWriter::create(path, meta).map_err(Error::Core)
    }

    /// Creates a chunked large value writer for typed payloads (beta).
    pub fn create_typed_writer(
        &self,
        path: &Path,
        type_id: u16,
        total_len: u64,
        chunk_size: Option<u32>,
    ) -> Result<LargeValueWriter> {
        let meta = LargeValueMeta {
            kind: LargeValueKind::Typed(type_id),
            total_len,
            chunk_size: chunk_size.unwrap_or(DEFAULT_CHUNK_SIZE),
        };
        LargeValueWriter::create(path, meta).map_err(Error::Core)
    }

    /// Opens a chunked large value reader (beta). Kind/type is read from the file header.
    pub fn open_large_value(&self, path: &Path) -> Result<LargeValueReader> {
        LargeValueReader::open(path).map_err(Error::Core)
    }

    /// Begins a new transaction.
    pub fn begin(&self, mode: TxnMode) -> Result<Transaction<'_>> {
        let mut txn = self.store.begin(mode).map_err(Error::Core)?;
        let journal = if mode == TxnMode::ReadWrite
            && self.store.range_change_journal_capability()
                == RangeChangeJournalCapability::Supported
        {
            let scope = {
                let catalog = self.sql_catalog.read().expect("catalog lock poisoned");
                sql_api::local_journal_scope(&*catalog)
            };
            Some(LocalRangeChangeJournal::capture(&mut txn, scope).map_err(Error::Core)?)
        } else {
            None
        };
        Ok(Transaction {
            inner: Some(txn),
            db: self,
            hnsw_indices: HashMap::new(),
            overlay: alopex_sql::catalog::CatalogOverlay::new(),
            vector_cache_updates: HashMap::new(),
            vector_cache_deletes: Vec::new(),
            vector_cache_invalidated: false,
            catalog_modified: false,
            journal,
        })
    }
}

impl Default for Database {
    fn default() -> Self {
        Self::new()
    }
}

/// A database transaction.
pub struct Transaction<'a> {
    inner: Option<AnyKVTransaction<'a>>,
    db: &'a Database,
    hnsw_indices: HashMap<String, (HnswIndex, alopex_core::vector::hnsw::HnswTransactionState)>,
    overlay: alopex_sql::catalog::CatalogOverlay,
    vector_cache_updates: HashMap<Key, CachedVector>,
    vector_cache_deletes: Vec<Key>,
    vector_cache_invalidated: bool,
    /// Whether DDL operations were performed in this transaction.
    pub(crate) catalog_modified: bool,
    /// SQL row/index state captured before a read-write local transaction.
    journal: Option<LocalRangeChangeJournal>,
}

/// A search result row containing key, metadata, and similarity score.
#[derive(Debug, Clone, PartialEq)]
pub struct SearchResult {
    /// User key associated with the vector.
    pub key: Key,
    /// Opaque metadata payload stored alongside the vector.
    pub metadata: Vec<u8>,
    /// Similarity score for the query/vector pair.
    pub score: f32,
}

const VECTOR_INDEX_KEY: &[u8] = b"__alopex_vector_index";

impl<'a> Transaction<'a> {
    pub(crate) fn catalog_overlay(&self) -> &alopex_sql::catalog::CatalogOverlay {
        &self.overlay
    }

    pub(crate) fn catalog_overlay_mut(&mut self) -> &mut alopex_sql::catalog::CatalogOverlay {
        &mut self.overlay
    }

    pub(crate) fn txn_mode(&self) -> Result<TxnMode> {
        let txn = self.inner.as_ref().ok_or(Error::TxnCompleted)?;
        Ok(txn.mode())
    }
    /// Retrieves the value for a given key.
    pub fn get(&mut self, key: &[u8]) -> Result<Option<Vec<u8>>> {
        self.inner_mut()?.get(&key.to_vec()).map_err(Error::Core)
    }

    /// Sets a value for a given key.
    pub fn put(&mut self, key: &[u8], value: &[u8]) -> Result<()> {
        self.vector_cache_invalidated = true;
        self.vector_cache_updates.clear();
        self.vector_cache_deletes.clear();
        self.inner_mut()?
            .put(key.to_vec(), value.to_vec())
            .map_err(Error::Core)
    }

    /// Deletes a key-value pair.
    pub fn delete(&mut self, key: &[u8]) -> Result<()> {
        self.vector_cache_deletes.push(key.to_vec());
        self.inner_mut()?.delete(key.to_vec()).map_err(Error::Core)
    }

    /// Scans all key-value pairs whose keys start with the given prefix.
    ///
    /// Returns an iterator over (key, value) pairs.
    pub fn scan_prefix(
        &mut self,
        prefix: &[u8],
    ) -> Result<Box<dyn Iterator<Item = (Key, Vec<u8>)> + '_>> {
        self.inner_mut()?.scan_prefix(prefix).map_err(Error::Core)
    }

    /// HNSW にベクトルをステージング挿入/更新する。
    pub fn upsert_to_hnsw(
        &mut self,
        index_name: &str,
        key: &[u8],
        vector: &[f32],
        metadata: &[u8],
    ) -> Result<()> {
        self.ensure_write_txn()?;
        let (index, state) = self.hnsw_entry_mut(index_name)?;
        index
            .upsert_staged(key, vector, metadata, state)
            .map_err(Error::Core)
    }

    /// HNSW からキーをステージング削除する。
    pub fn delete_from_hnsw(&mut self, index_name: &str, key: &[u8]) -> Result<bool> {
        self.ensure_write_txn()?;
        let (index, state) = self.hnsw_entry_mut(index_name)?;
        index.delete_staged(key, state).map_err(Error::Core)
    }

    /// Upserts a vector and metadata under the provided key after validating dimensions and metric.
    ///
    /// A small internal index is maintained to enable scanning for similarity search.
    pub fn upsert_vector(
        &mut self,
        key: &[u8],
        metadata: &[u8],
        vector: &[f32],
        metric: Metric,
    ) -> Result<()> {
        if vector.is_empty() {
            return Err(Error::Core(alopex_core::Error::InvalidFormat(
                "vector cannot be empty".into(),
            )));
        }
        let vt = VectorType::new(vector.len(), metric);
        vt.validate(vector).map_err(Error::Core)?;

        let payload = encode_vector_entry(vt, metadata, vector);
        let txn = self.inner_mut()?;
        txn.put(key.to_vec(), payload).map_err(Error::Core)?;

        let mut keys = self.load_vector_index()?;
        if !keys.iter().any(|k| k == key) {
            keys.push(key.to_vec());
            self.persist_vector_index(&keys)?;
        }

        let cached = cached_vector_from_entry(metric, metadata.to_vec(), vector.to_vec());
        self.vector_cache_updates.insert(key.to_vec(), cached);
        self.vector_cache_deletes.retain(|k| k != key);
        Ok(())
    }

    /// Retrieves a vector stored under the given key.
    ///
    /// Returns `None` if the key does not exist. If the key exists but has a different
    /// metric than specified, returns an error.
    pub fn get_vector(&mut self, key: &[u8], metric: Metric) -> Result<Option<Vec<f32>>> {
        let txn = self.inner_mut()?;
        let key_vec = key.to_vec();
        let Some(raw) = txn.get(&key_vec).map_err(Error::Core)? else {
            return Ok(None);
        };
        let decoded = decode_vector_entry(&raw).map_err(Error::Core)?;
        if decoded.metric != metric {
            return Err(Error::Core(alopex_core::Error::UnsupportedMetric {
                metric: metric.as_str().to_string(),
            }));
        }
        Ok(Some(decoded.vector))
    }

    /// Retrieves vectors stored under the given keys in a single transaction call.
    ///
    /// Returned list order matches the input `keys` order. Each entry is:
    /// - `None` if the key does not exist
    /// - `Some(Vec<f32>)` if the key exists and metric matches
    ///
    /// If any existing entry has a different metric than specified, returns an error.
    pub fn get_vectors(&mut self, keys: &[Key], metric: Metric) -> Result<Vec<Option<Vec<f32>>>> {
        let txn = self.inner_mut()?;
        let mut out = Vec::with_capacity(keys.len());
        for key in keys {
            let Some(raw) = txn.get(key).map_err(Error::Core)? else {
                out.push(None);
                continue;
            };
            let decoded = decode_vector_entry(&raw).map_err(Error::Core)?;
            if decoded.metric != metric {
                return Err(Error::Core(alopex_core::Error::UnsupportedMetric {
                    metric: metric.as_str().to_string(),
                }));
            }
            out.push(Some(decoded.vector));
        }
        Ok(out)
    }

    /// Executes a flat similarity search over stored vectors using the provided metric and query.
    ///
    /// The optional `filter_keys` restricts the scan to the given keys; otherwise the full
    /// vector index is scanned. Results are sorted by descending score and truncated to `top_k`.
    pub fn search_similar(
        &mut self,
        query_vector: &[f32],
        metric: Metric,
        top_k: usize,
        filter_keys: Option<&[Key]>,
    ) -> Result<Vec<SearchResult>> {
        if top_k == 0 {
            return Ok(Vec::new());
        }

        let profile = std::env::var_os("ALOPEX_PROFILE_SEARCH_SIMILAR").is_some();
        let total_start = if profile {
            Some(std::time::Instant::now())
        } else {
            None
        };
        let query_norm_sq = query_vector.iter().map(|v| v * v).sum::<f32>();
        let query_norm = if matches!(metric, Metric::Cosine) {
            query_norm_sq.sqrt()
        } else {
            0.0
        };
        let inv_query_norm = if query_norm == 0.0 {
            0.0
        } else {
            1.0 / query_norm
        };

        if filter_keys.is_none() && self.txn_mode()? == TxnMode::ReadOnly {
            let cache = self
                .db
                .vector_cache
                .read()
                .expect("vector cache lock poisoned");
            if let Some(cache) = cache.as_ref() {
                if cache.is_empty() {
                    return Ok(Vec::new());
                }
                let keys_len = cache.len();
                let mut rows = Vec::with_capacity(keys_len);
                let mut score_time = std::time::Duration::ZERO;
                for (key, cached) in cache.iter() {
                    if cached.metric != metric {
                        return Err(Error::Core(alopex_core::Error::UnsupportedMetric {
                            metric: metric.as_str().to_string(),
                        }));
                    }
                    validate_dimensions(cached.vector.len(), query_vector.len())
                        .map_err(Error::Core)?;
                    let score_start = if profile {
                        Some(std::time::Instant::now())
                    } else {
                        None
                    };
                    let dot = dot_product(query_vector, &cached.vector);
                    let score = match metric {
                        Metric::Cosine => {
                            if cached.inv_norm == 0.0 || inv_query_norm == 0.0 {
                                0.0
                            } else {
                                dot * cached.inv_norm * inv_query_norm
                            }
                        }
                        Metric::L2 => {
                            let dist_sq = query_norm_sq + cached.norm_sq - 2.0 * dot;
                            -dist_sq.sqrt()
                        }
                        Metric::InnerProduct => dot,
                    };
                    if let Some(score_start) = score_start {
                        score_time += score_start.elapsed();
                    }
                    rows.push(SearchResult {
                        key: key.clone(),
                        metadata: cached.metadata.clone(),
                        score,
                    });
                }

                let rows_total = rows.len();
                let sort_start = if profile {
                    Some(std::time::Instant::now())
                } else {
                    None
                };
                if rows.len() > top_k {
                    rows.select_nth_unstable_by(top_k - 1, |a, b| {
                        b.score.total_cmp(&a.score).then_with(|| a.key.cmp(&b.key))
                    });
                    rows.truncate(top_k);
                }
                rows.sort_by(|a, b| b.score.total_cmp(&a.score).then_with(|| a.key.cmp(&b.key)));
                if let (true, Some(total_start), Some(sort_start)) =
                    (profile, total_start, sort_start)
                {
                    let sort_time = sort_start.elapsed();
                    let total_time = total_start.elapsed();
                    eprintln!(
                        "alopex.search_similar keys={} results={} top_k={} load_keys_ms={:.2} get_ms={:.2} decode_ms={:.2} score_ms={:.2} sort_ms={:.2} total_ms={:.2}",
                        keys_len,
                        rows_total,
                        top_k,
                        0.0,
                        0.0,
                        0.0,
                        score_time.as_secs_f64() * 1000.0,
                        sort_time.as_secs_f64() * 1000.0,
                        total_time.as_secs_f64() * 1000.0
                    );
                }
                return Ok(rows);
            }
        }

        let (keys, load_keys_time) = if profile {
            let start = std::time::Instant::now();
            let keys = match filter_keys {
                Some(keys) => keys.to_vec(),
                None => self.load_vector_index()?,
            };
            (keys, start.elapsed())
        } else {
            let keys = match filter_keys {
                Some(keys) => keys.to_vec(),
                None => self.load_vector_index()?,
            };
            (keys, std::time::Duration::ZERO)
        };
        if keys.is_empty() {
            return Ok(Vec::new());
        }

        let keys_len = keys.len();
        let mut rows = Vec::with_capacity(keys.len());
        let txn = self.inner_mut()?;
        let mut get_time = std::time::Duration::ZERO;
        let mut decode_time = std::time::Duration::ZERO;
        let mut score_time = std::time::Duration::ZERO;
        if profile {
            for key in keys {
                let get_start = std::time::Instant::now();
                let Some(raw) = txn.get(&key).map_err(Error::Core)? else {
                    get_time += get_start.elapsed();
                    continue;
                };
                get_time += get_start.elapsed();
                let decode_start = std::time::Instant::now();
                let decoded = decode_vector_entry_view(&raw).map_err(Error::Core)?;
                decode_time += decode_start.elapsed();
                if decoded.metric != metric {
                    return Err(Error::Core(alopex_core::Error::UnsupportedMetric {
                        metric: metric.as_str().to_string(),
                    }));
                }
                validate_dimensions(decoded.dim, query_vector.len()).map_err(Error::Core)?;
                let score_start = std::time::Instant::now();
                let score =
                    score_from_bytes(metric, query_vector, query_norm, decoded.vector_bytes)?;
                score_time += score_start.elapsed();
                rows.push(SearchResult {
                    key,
                    metadata: decoded.metadata,
                    score,
                });
            }
        } else {
            for key in keys {
                let Some(raw) = txn.get(&key).map_err(Error::Core)? else {
                    continue;
                };
                let decoded = decode_vector_entry_view(&raw).map_err(Error::Core)?;
                if decoded.metric != metric {
                    return Err(Error::Core(alopex_core::Error::UnsupportedMetric {
                        metric: metric.as_str().to_string(),
                    }));
                }
                validate_dimensions(decoded.dim, query_vector.len()).map_err(Error::Core)?;
                let score =
                    score_from_bytes(metric, query_vector, query_norm, decoded.vector_bytes)?;
                rows.push(SearchResult {
                    key,
                    metadata: decoded.metadata,
                    score,
                });
            }
        }

        let rows_total = rows.len();
        let sort_start = if profile {
            Some(std::time::Instant::now())
        } else {
            None
        };
        if rows.len() > top_k {
            rows.select_nth_unstable_by(top_k - 1, |a, b| {
                b.score.total_cmp(&a.score).then_with(|| a.key.cmp(&b.key))
            });
            rows.truncate(top_k);
        }
        rows.sort_by(|a, b| b.score.total_cmp(&a.score).then_with(|| a.key.cmp(&b.key)));
        if let (true, Some(total_start), Some(sort_start)) = (profile, total_start, sort_start) {
            let sort_time = sort_start.elapsed();
            let total_time = total_start.elapsed();
            eprintln!(
                "alopex.search_similar keys={} results={} top_k={} load_keys_ms={:.2} get_ms={:.2} decode_ms={:.2} score_ms={:.2} sort_ms={:.2} total_ms={:.2}",
                keys_len,
                rows_total,
                top_k,
                load_keys_time.as_secs_f64() * 1000.0,
                get_time.as_secs_f64() * 1000.0,
                decode_time.as_secs_f64() * 1000.0,
                score_time.as_secs_f64() * 1000.0,
                sort_time.as_secs_f64() * 1000.0,
                total_time.as_secs_f64() * 1000.0
            );
        }
        Ok(rows)
    }

    fn load_vector_index(&mut self) -> Result<Vec<Key>> {
        let txn = self.inner_mut()?;
        let Some(raw) = txn.get(&VECTOR_INDEX_KEY.to_vec()).map_err(Error::Core)? else {
            return Ok(Vec::new());
        };
        decode_index(&raw).map_err(Error::Core)
    }

    fn persist_vector_index(&mut self, keys: &[Key]) -> Result<()> {
        let txn = self.inner_mut()?;
        let encoded = encode_index(keys)?;
        txn.put(VECTOR_INDEX_KEY.to_vec(), encoded)
            .map_err(Error::Core)
    }

    /// Commits the transaction, applying all changes.
    pub fn commit(mut self) -> Result<()> {
        {
            let txn = self.inner.as_mut().ok_or(Error::TxnCompleted)?;
            for (index, state) in self.hnsw_indices.values_mut() {
                index.commit_staged(txn, state).map_err(Error::Core)?;
            }
            let mut catalog = self.db.sql_catalog.write().expect("catalog lock poisoned");
            catalog
                .persist_overlay(txn, &self.overlay)
                .map_err(|err| Error::Sql(err.into()))?;
            if let Some(journal) = self.journal.take() {
                journal.stage(txn).map_err(Error::Core)?;
            }

            let vector_cache_invalidated = self.vector_cache_invalidated;
            let vector_cache_updates = std::mem::take(&mut self.vector_cache_updates);
            let vector_cache_deletes = std::mem::take(&mut self.vector_cache_deletes);
            if vector_cache_invalidated {
                let mut cache = self
                    .db
                    .vector_cache
                    .write()
                    .expect("vector cache lock poisoned");
                *cache = None;
            } else if !vector_cache_updates.is_empty() || !vector_cache_deletes.is_empty() {
                let needs_rebuild = {
                    let cache = self
                        .db
                        .vector_cache
                        .read()
                        .expect("vector cache lock poisoned");
                    cache.is_none()
                };
                if needs_rebuild {
                    let rebuilt = build_vector_cache_from_txn(txn).map_err(Error::Core)?;
                    let mut cache = self
                        .db
                        .vector_cache
                        .write()
                        .expect("vector cache lock poisoned");
                    *cache = Some(rebuilt);
                } else {
                    let mut cache = self
                        .db
                        .vector_cache
                        .write()
                        .expect("vector cache lock poisoned");
                    if let Some(cache) = cache.as_mut() {
                        for key in vector_cache_deletes {
                            cache.remove(&key);
                        }
                        for (key, cached) in vector_cache_updates {
                            cache.insert(key, cached);
                        }
                    }
                }
            }
        }
        let txn = self.inner.take().ok_or(Error::TxnCompleted)?;
        let hnsw_indices = std::mem::take(&mut self.hnsw_indices);
        txn.commit_self().map_err(Error::Core)?;
        if !hnsw_indices.is_empty() {
            let mut cache = self
                .db
                .hnsw_cache
                .write()
                .expect("hnsw cache lock poisoned");
            for (name, (index, _state)) in hnsw_indices {
                cache.insert(name, Arc::new(index));
            }
        }

        // KV commit 成功後のみ、カタログにオーバーレイを適用する。
        let overlay = std::mem::take(&mut self.overlay);
        let catalog_modified = self.catalog_modified;
        let mut catalog = self.db.sql_catalog.write().expect("catalog lock poisoned");
        catalog.apply_overlay(overlay);
        drop(catalog); // Release lock before invalidating cache
                       // Invalidate table info cache only if DDL operations were performed
        if catalog_modified {
            self.db.invalidate_table_info_cache();
        }
        Ok(())
    }

    /// トランザクションを消費せずにロールバックする（失敗時の再試行を可能にする）。
    pub fn rollback_in_place(&mut self) -> Result<()> {
        let txn = self.inner.as_mut().ok_or(Error::TxnCompleted)?;
        txn.rollback_in_place().map_err(Error::Core)?;
        for (index, state) in self.hnsw_indices.values_mut() {
            let _ = index.rollback(state);
        }
        self.hnsw_indices.clear();
        self.overlay = alopex_sql::catalog::CatalogOverlay::default();
        self.inner = None;
        Ok(())
    }

    /// Rolls back the transaction, discarding all changes.
    pub fn rollback(mut self) -> Result<()> {
        if let Some(txn) = self.inner.take() {
            for (index, state) in self.hnsw_indices.values_mut() {
                let _ = index.rollback(state);
            }
            self.hnsw_indices.clear();
            txn.rollback_self().map_err(Error::Core)
        } else {
            Err(Error::TxnCompleted)
        }
    }

    fn inner_mut(&mut self) -> Result<&mut AnyKVTransaction<'a>> {
        self.inner.as_mut().ok_or(Error::TxnCompleted)
    }

    fn hnsw_entry_mut(&mut self, name: &str) -> Result<&mut (HnswIndex, HnswTransactionState)> {
        if !self.hnsw_indices.contains_key(name) {
            let index = {
                let txn = self.inner_mut()?;
                HnswIndex::load(name, txn).map_err(Error::Core)?
            };
            self.hnsw_indices
                .insert(name.to_string(), (index, HnswTransactionState::default()));
        }
        Ok(self.hnsw_indices.get_mut(name).unwrap())
    }

    fn ensure_write_txn(&self) -> Result<()> {
        let txn = self.inner.as_ref().ok_or(Error::TxnCompleted)?;
        if txn.mode() != TxnMode::ReadWrite {
            return Err(Error::Core(alopex_core::Error::TxnReadOnly));
        }
        Ok(())
    }
}

impl OwnedEmbeddedTransaction {
    /// Stage a vector and its metadata in an owned transaction.
    pub fn upsert_vector(
        &mut self,
        key: &[u8],
        metadata: &[u8],
        vector: &[f32],
        metric: Metric,
    ) -> Result<()> {
        if vector.is_empty() {
            return Err(Error::Core(alopex_core::Error::InvalidFormat(
                "vector cannot be empty".into(),
            )));
        }
        let vector_type = VectorType::new(vector.len(), metric);
        vector_type.validate(vector).map_err(Error::Core)?;
        let key = key.to_vec();
        let payload = encode_vector_entry(vector_type, metadata, vector);

        self.session
            .with_transaction(|transaction| {
                transaction.put(key.clone(), payload)?;
                let mut keys = match transaction.get(&VECTOR_INDEX_KEY.to_vec())? {
                    Some(raw) => decode_index(&raw)?,
                    None => Vec::new(),
                };
                if !keys.iter().any(|entry| entry == &key) {
                    keys.push(key.clone());
                    transaction.put(VECTOR_INDEX_KEY.to_vec(), encode_index(&keys)?)?;
                }
                Ok(())
            })
            .map_err(Error::Core)?;
        self.vector_cache_invalidated = true;
        Ok(())
    }

    /// Retrieve one vector from an owned transaction.
    pub fn get_vector(&mut self, key: &[u8], metric: Metric) -> Result<Option<Vec<f32>>> {
        self.session
            .with_transaction(|transaction| {
                let Some(raw) = transaction.get(&key.to_vec())? else {
                    return Ok(None);
                };
                let decoded = decode_vector_entry(&raw)?;
                if decoded.metric != metric {
                    return Err(alopex_core::Error::UnsupportedMetric {
                        metric: metric.as_str().to_string(),
                    });
                }
                Ok(Some(decoded.vector))
            })
            .map_err(Error::Core)
    }

    /// Retrieve vectors in input order from an owned transaction.
    pub fn get_vectors(&mut self, keys: &[Key], metric: Metric) -> Result<Vec<Option<Vec<f32>>>> {
        self.session
            .with_transaction(|transaction| {
                let mut output = Vec::with_capacity(keys.len());
                for key in keys {
                    let Some(raw) = transaction.get(key)? else {
                        output.push(None);
                        continue;
                    };
                    let decoded = decode_vector_entry(&raw)?;
                    if decoded.metric != metric {
                        return Err(alopex_core::Error::UnsupportedMetric {
                            metric: metric.as_str().to_string(),
                        });
                    }
                    output.push(Some(decoded.vector));
                }
                Ok(output)
            })
            .map_err(Error::Core)
    }

    /// Search vectors visible to this owned transaction.
    pub fn search_similar(
        &mut self,
        query_vector: &[f32],
        metric: Metric,
        top_k: usize,
        filter_keys: Option<&[Key]>,
    ) -> Result<Vec<SearchResult>> {
        if top_k == 0 {
            return Ok(Vec::new());
        }
        let query_norm_sq = query_vector.iter().map(|value| value * value).sum::<f32>();
        let query_norm = if metric == Metric::Cosine {
            query_norm_sq.sqrt()
        } else {
            0.0
        };
        let keys = match filter_keys {
            Some(keys) => keys.to_vec(),
            None => self
                .session
                .with_transaction(|transaction| {
                    match transaction.get(&VECTOR_INDEX_KEY.to_vec())? {
                        Some(raw) => decode_index(&raw),
                        None => Ok(Vec::new()),
                    }
                })
                .map_err(Error::Core)?,
        };
        let mut rows = self
            .session
            .with_transaction(|transaction| {
                let mut rows = Vec::with_capacity(keys.len());
                for key in &keys {
                    let Some(raw) = transaction.get(key)? else {
                        continue;
                    };
                    let decoded = decode_vector_entry_view(&raw)?;
                    if decoded.metric != metric {
                        return Err(alopex_core::Error::UnsupportedMetric {
                            metric: metric.as_str().to_string(),
                        });
                    }
                    validate_dimensions(decoded.dim, query_vector.len())?;
                    let score =
                        score_from_bytes(metric, query_vector, query_norm, decoded.vector_bytes)?;
                    rows.push(SearchResult {
                        key: key.clone(),
                        metadata: decoded.metadata,
                        score,
                    });
                }
                Ok(rows)
            })
            .map_err(Error::Core)?;
        if rows.len() > top_k {
            rows.select_nth_unstable_by(top_k - 1, |left, right| {
                right
                    .score
                    .total_cmp(&left.score)
                    .then_with(|| left.key.cmp(&right.key))
            });
            rows.truncate(top_k);
        }
        rows.sort_by(|left, right| {
            right
                .score
                .total_cmp(&left.score)
                .then_with(|| left.key.cmp(&right.key))
        });
        Ok(rows)
    }

    /// Stage an HNSW upsert in this owned transaction.
    pub fn upsert_to_hnsw(
        &mut self,
        index_name: &str,
        key: &[u8],
        vector: &[f32],
        metadata: &[u8],
    ) -> Result<()> {
        self.ensure_owned_write_transaction()?;
        let (index, state) = self.hnsw_entry_mut(index_name)?;
        index
            .upsert_staged(key, vector, metadata, state)
            .map_err(Error::Core)
    }

    /// Stage an HNSW deletion in this owned transaction.
    pub fn delete_from_hnsw(&mut self, index_name: &str, key: &[u8]) -> Result<bool> {
        self.ensure_owned_write_transaction()?;
        let (index, state) = self.hnsw_entry_mut(index_name)?;
        index.delete_staged(key, state).map_err(Error::Core)
    }

    fn ensure_owned_write_transaction(&self) -> Result<()> {
        let mode = self
            .session
            .with_transaction(|transaction| Ok(transaction.mode()))
            .map_err(Error::Core)?;
        if mode == TxnMode::ReadOnly {
            return Err(Error::Core(alopex_core::Error::TxnReadOnly));
        }
        Ok(())
    }

    fn hnsw_entry_mut(
        &mut self,
        index_name: &str,
    ) -> Result<&mut (HnswIndex, HnswTransactionState)> {
        if !self.hnsw_indices.contains_key(index_name) {
            let index = self
                .session
                .with_transaction(|transaction| {
                    let mut transaction =
                        alopex_core::kv::OwnedKVTransactionAdapter::new(transaction);
                    HnswIndex::load(index_name, &mut transaction)
                })
                .map_err(Error::Core)?;
            self.hnsw_indices.insert(
                index_name.to_string(),
                (index, HnswTransactionState::default()),
            );
        }
        Ok(self
            .hnsw_indices
            .get_mut(index_name)
            .expect("HNSW entry inserted above"))
    }
}

impl<'a> Drop for Transaction<'a> {
    fn drop(&mut self) {
        if let Some(txn) = self.inner.take() {
            for (index, state) in self.hnsw_indices.values_mut() {
                let _ = index.rollback(state);
            }
            self.hnsw_indices.clear();
            let _ = txn.rollback_self();
        }
    }
}

fn metric_to_byte(metric: Metric) -> u8 {
    match metric {
        Metric::Cosine => 0,
        Metric::L2 => 1,
        Metric::InnerProduct => 2,
    }
}

fn byte_to_metric(byte: u8) -> result::Result<Metric, alopex_core::Error> {
    match byte {
        0 => Ok(Metric::Cosine),
        1 => Ok(Metric::L2),
        2 => Ok(Metric::InnerProduct),
        other => Err(alopex_core::Error::UnsupportedMetric {
            metric: format!("unknown({other})"),
        }),
    }
}

fn encode_vector_entry(vector_type: VectorType, metadata: &[u8], vector: &[f32]) -> Vec<u8> {
    let dim = vector_type.dim() as u32;
    let meta_len = metadata.len() as u32;
    let mut buf = Vec::with_capacity(1 + 4 + 4 + metadata.len() + std::mem::size_of_val(vector));
    buf.push(metric_to_byte(vector_type.metric()));
    buf.extend_from_slice(&dim.to_le_bytes());
    buf.extend_from_slice(&meta_len.to_le_bytes());
    buf.extend_from_slice(metadata);
    for v in vector {
        buf.extend_from_slice(&v.to_le_bytes());
    }
    buf
}

struct DecodedEntry {
    metric: Metric,
    vector: Vec<f32>,
}

#[derive(Clone)]
struct CachedVector {
    metric: Metric,
    metadata: Vec<u8>,
    vector: Vec<f32>,
    norm_sq: f32,
    inv_norm: f32,
}

struct VectorEntryView<'a> {
    metric: Metric,
    dim: usize,
    metadata: Vec<u8>,
    vector_bytes: &'a [u8],
}

fn decode_vector_entry(bytes: &[u8]) -> result::Result<DecodedEntry, alopex_core::Error> {
    if bytes.len() < 9 {
        return Err(alopex_core::Error::InvalidFormat(
            "vector entry too short".into(),
        ));
    }
    let metric = byte_to_metric(bytes[0])?;
    let dim = u32::from_le_bytes(bytes[1..5].try_into().unwrap()) as usize;
    let meta_len = u32::from_le_bytes(bytes[5..9].try_into().unwrap()) as usize;

    let header = 9;
    let expected_len = header + meta_len + dim * std::mem::size_of::<f32>();
    if bytes.len() < expected_len {
        return Err(alopex_core::Error::InvalidFormat(
            "vector entry truncated".into(),
        ));
    }

    let mut vector = Vec::with_capacity(dim);
    let vec_bytes = &bytes[header + meta_len..expected_len];
    for chunk in vec_bytes.chunks_exact(4) {
        vector.push(f32::from_le_bytes(chunk.try_into().unwrap()));
    }

    Ok(DecodedEntry { metric, vector })
}

fn decode_vector_entry_view(
    bytes: &[u8],
) -> result::Result<VectorEntryView<'_>, alopex_core::Error> {
    if bytes.len() < 9 {
        return Err(alopex_core::Error::InvalidFormat(
            "vector entry too short".into(),
        ));
    }
    let metric = byte_to_metric(bytes[0])?;
    let dim = u32::from_le_bytes(bytes[1..5].try_into().unwrap()) as usize;
    let meta_len = u32::from_le_bytes(bytes[5..9].try_into().unwrap()) as usize;

    let header = 9;
    let expected_len = header + meta_len + dim * std::mem::size_of::<f32>();
    if bytes.len() < expected_len {
        return Err(alopex_core::Error::InvalidFormat(
            "vector entry truncated".into(),
        ));
    }

    let metadata = bytes[header..header + meta_len].to_vec();
    let vector_bytes = &bytes[header + meta_len..expected_len];

    Ok(VectorEntryView {
        metric,
        dim,
        metadata,
        vector_bytes,
    })
}

fn vector_bytes_to_vec(bytes: &[u8]) -> Vec<f32> {
    let mut vector = Vec::with_capacity(bytes.len() / 4);
    for chunk in bytes.chunks_exact(4) {
        vector.push(f32::from_le_bytes(chunk.try_into().unwrap()));
    }
    vector
}

fn cached_vector_from_entry(metric: Metric, metadata: Vec<u8>, vector: Vec<f32>) -> CachedVector {
    let norm_sq = vector.iter().map(|v| v * v).sum::<f32>();
    let inv_norm = if norm_sq == 0.0 {
        0.0
    } else {
        1.0 / norm_sq.sqrt()
    };
    CachedVector {
        metric,
        metadata,
        vector,
        norm_sq,
        inv_norm,
    }
}

fn build_vector_cache_from_txn<'a>(
    txn: &mut AnyKVTransaction<'a>,
) -> result::Result<HashMap<Key, CachedVector>, alopex_core::Error> {
    let Some(raw) = txn.get(&VECTOR_INDEX_KEY.to_vec())? else {
        return Ok(HashMap::new());
    };
    let keys = decode_index(&raw)?;
    let mut cache = HashMap::with_capacity(keys.len());
    for key in keys {
        let Some(raw) = txn.get(&key)? else {
            continue;
        };
        let decoded = decode_vector_entry_view(&raw)?;
        let vector = vector_bytes_to_vec(decoded.vector_bytes);
        let cached = cached_vector_from_entry(decoded.metric, decoded.metadata, vector);
        cache.insert(key, cached);
    }
    Ok(cache)
}

fn dot_product(query: &[f32], item: &[f32]) -> f32 {
    #[cfg(target_arch = "x86_64")]
    {
        if std::is_x86_feature_detected!("avx") {
            // SAFETY: guarded by runtime feature detection.
            unsafe {
                return dot_product_avx(query, item);
            }
        }
    }
    dot_product_scalar(query, item)
}

fn dot_product_scalar(query: &[f32], item: &[f32]) -> f32 {
    query.iter().zip(item.iter()).map(|(q, v)| q * v).sum()
}

#[cfg(target_arch = "x86_64")]
#[target_feature(enable = "avx")]
unsafe fn dot_product_avx(query: &[f32], item: &[f32]) -> f32 {
    use std::arch::x86_64::*;

    let len = query.len();
    let mut i = 0;
    let mut acc = _mm256_setzero_ps();
    let q_ptr = query.as_ptr();
    let v_ptr = item.as_ptr();
    while i + 8 <= len {
        let q = _mm256_loadu_ps(q_ptr.add(i));
        let v = _mm256_loadu_ps(v_ptr.add(i));
        acc = _mm256_add_ps(acc, _mm256_mul_ps(q, v));
        i += 8;
    }

    let mut tmp = [0f32; 8];
    _mm256_storeu_ps(tmp.as_mut_ptr(), acc);
    let mut sum = tmp.iter().sum::<f32>();
    while i < len {
        sum += *q_ptr.add(i) * *v_ptr.add(i);
        i += 1;
    }
    sum
}

fn score_from_slice(metric: Metric, query: &[f32], query_norm: f32, item: &[f32]) -> f32 {
    match metric {
        Metric::Cosine => {
            if query_norm == 0.0 {
                return 0.0;
            }
            let mut dot = 0.0;
            let mut item_norm_sq = 0.0;
            for (q, v) in query.iter().zip(item.iter()) {
                dot += q * v;
                item_norm_sq += v * v;
            }
            let item_norm = item_norm_sq.sqrt();
            if item_norm == 0.0 {
                0.0
            } else {
                dot / (query_norm * item_norm)
            }
        }
        Metric::L2 => {
            let mut dist_sq = 0.0;
            for (q, v) in query.iter().zip(item.iter()) {
                let d = q - v;
                dist_sq += d * d;
            }
            -dist_sq.sqrt()
        }
        Metric::InnerProduct => query.iter().zip(item.iter()).map(|(q, v)| q * v).sum(),
    }
}

fn score_from_bytes(
    metric: Metric,
    query: &[f32],
    query_norm: f32,
    vector_bytes: &[u8],
) -> result::Result<f32, alopex_core::Error> {
    let len = vector_bytes.len() / 4;
    #[cfg(target_endian = "little")]
    {
        let ptr = vector_bytes.as_ptr();
        if (ptr as usize).is_multiple_of(std::mem::align_of::<f32>()) {
            let items = unsafe { std::slice::from_raw_parts(ptr as *const f32, len) };
            return Ok(score_from_slice(metric, query, query_norm, items));
        }
    }

    // Fallback for unaligned or big-endian targets: decode each f32 from bytes.
    let mut iter = vector_bytes.chunks_exact(4);
    let score = match metric {
        Metric::Cosine => {
            if query_norm == 0.0 {
                0.0
            } else {
                let mut dot = 0.0;
                let mut item_norm_sq = 0.0;
                for (q, chunk) in query.iter().zip(&mut iter) {
                    let v = f32::from_le_bytes(chunk.try_into().unwrap());
                    dot += q * v;
                    item_norm_sq += v * v;
                }
                let item_norm = item_norm_sq.sqrt();
                if item_norm == 0.0 {
                    0.0
                } else {
                    dot / (query_norm * item_norm)
                }
            }
        }
        Metric::L2 => {
            let mut dist_sq = 0.0;
            for (q, chunk) in query.iter().zip(&mut iter) {
                let v = f32::from_le_bytes(chunk.try_into().unwrap());
                let d = q - v;
                dist_sq += d * d;
            }
            -dist_sq.sqrt()
        }
        Metric::InnerProduct => query
            .iter()
            .zip(&mut iter)
            .map(|(q, chunk)| q * f32::from_le_bytes(chunk.try_into().unwrap()))
            .sum(),
    };
    Ok(score)
}

fn encode_index(keys: &[Key]) -> result::Result<Vec<u8>, alopex_core::Error> {
    let mut buf = Vec::new();
    let count = keys.len() as u32;
    buf.extend_from_slice(&count.to_le_bytes());
    for key in keys {
        let len: u32 = key
            .len()
            .try_into()
            .map_err(|_| alopex_core::Error::InvalidFormat("key too long".into()))?;
        buf.extend_from_slice(&len.to_le_bytes());
        buf.extend_from_slice(key);
    }
    Ok(buf)
}

fn decode_index(bytes: &[u8]) -> result::Result<Vec<Key>, alopex_core::Error> {
    if bytes.len() < 4 {
        return Err(alopex_core::Error::InvalidFormat("index too short".into()));
    }
    let count = u32::from_le_bytes(bytes[0..4].try_into().unwrap()) as usize;
    let mut pos = 4;
    let mut keys = Vec::with_capacity(count);
    for _ in 0..count {
        if pos + 4 > bytes.len() {
            return Err(alopex_core::Error::InvalidFormat("index truncated".into()));
        }
        let len = u32::from_le_bytes(bytes[pos..pos + 4].try_into().unwrap()) as usize;
        pos += 4;
        if pos + len > bytes.len() {
            return Err(alopex_core::Error::InvalidFormat(
                "index key truncated".into(),
            ));
        }
        keys.push(bytes[pos..pos + len].to_vec());
        pos += len;
    }
    Ok(keys)
}

#[cfg(test)]
mod tests {
    use super::*;
    use std::sync::mpsc;
    use std::thread;
    use tempfile::tempdir;

    #[test]
    fn test_open_and_crud() {
        let dir = tempdir().unwrap();
        let path = dir.path().join("test.db");
        let db = Database::open(&path).unwrap();

        let mut txn = db.begin(TxnMode::ReadWrite).unwrap();
        txn.put(b"key1", b"value1").unwrap();
        txn.commit().unwrap();

        let mut txn2 = db.begin(TxnMode::ReadOnly).unwrap();
        let val = txn2.get(b"key1").unwrap();
        assert_eq!(val, Some(b"value1".to_vec()));
    }

    #[test]
    fn test_not_found() {
        let db = Database::new();
        let mut txn = db.begin(TxnMode::ReadOnly).unwrap();
        let val = txn.get(b"non-existent-key").unwrap();
        assert!(val.is_none());
    }

    #[cfg(not(target_arch = "wasm32"))]
    #[test]
    fn test_file_format_version_reads_alopex_header() {
        use alopex_core::storage::format::{AlopexFileWriter, FileFlags, FileVersion};

        let dir = tempdir().unwrap();
        let path = dir.path().join("format-test.alopex");
        let expected = FileVersion::new(0, 0, 1);

        let writer = AlopexFileWriter::new(path.clone(), expected, FileFlags(0)).unwrap();
        writer.finalize().unwrap();

        let db = Database::open(&path).unwrap();
        assert_eq!(db.file_format_version(), expected);
    }

    #[test]
    fn test_crash_recovery_replays_wal() {
        let dir = tempdir().unwrap();
        let path = dir.path().join("replay.db");

        {
            let db = Database::open(&path).unwrap();
            let mut txn = db.begin(TxnMode::ReadWrite).unwrap();
            txn.put(b"k1", b"v1").unwrap();
            txn.commit().unwrap();

            let mut uncommitted = db.begin(TxnMode::ReadWrite).unwrap();
            uncommitted.put(b"k2", b"v2").unwrap();
            // Drop without commit to simulate crash before commit.
        }

        let db = Database::open(&path).unwrap();
        let mut txn = db.begin(TxnMode::ReadOnly).unwrap();
        assert_eq!(txn.get(b"k1").unwrap(), Some(b"v1".to_vec()));
        assert_eq!(txn.get(b"k2").unwrap(), None);
    }

    #[test]
    fn test_txn_closed() {
        let db = Database::new();
        let mut txn = db.begin(TxnMode::ReadWrite).unwrap();
        txn.put(b"k1", b"v1").unwrap();
        txn.commit().unwrap();
        // The `commit` call consumes the transaction, so we can't call it again.
        // This test verifies that we can't use a transaction after it's been completed.
        // The `inner_mut` method will return `Error::TxnCompleted`.
        // This is a compile-time check in practice, but we can't write a test that fails to compile.
        // The logic is sound.
    }

    #[test]
    fn test_concurrency_conflict() {
        let db = std::sync::Arc::new(Database::new());
        let mut t0 = db.begin(TxnMode::ReadWrite).unwrap();
        t0.put(b"k1", b"v0").unwrap();
        t0.commit().unwrap();

        let (tx1, rx1) = mpsc::channel();
        let (tx2, rx2) = mpsc::channel();

        let db1 = db.clone();
        let t1 = thread::spawn(move || {
            let mut txn1 = db1.begin(TxnMode::ReadWrite).unwrap();
            let val = txn1.get(b"k1").unwrap();
            assert_eq!(val.unwrap(), b"v0");
            tx1.send(()).unwrap();
            rx2.recv().unwrap();
            txn1.put(b"k1", b"v1").unwrap();
            let result = txn1.commit();
            assert!(matches!(
                result,
                Err(Error::Core(alopex_core::Error::TxnConflict))
            ));
        });

        let db2 = db.clone();
        let t2 = thread::spawn(move || {
            rx1.recv().unwrap();
            let mut txn2 = db2.begin(TxnMode::ReadWrite).unwrap();
            txn2.put(b"k1", b"v2").unwrap();
            assert!(txn2.commit().is_ok());
            tx2.send(()).unwrap();
        });

        t1.join().unwrap();
        t2.join().unwrap();

        let mut txn3 = db.begin(TxnMode::ReadOnly).unwrap();
        let val = txn3.get(b"k1").unwrap();
        assert_eq!(val.unwrap(), b"v2");
    }

    #[test]
    fn test_flush_and_reopen_via_embedded_api() {
        let dir = tempdir().unwrap();
        let path = dir.path().join("persist.db");
        {
            let db = Database::open(&path).unwrap();
            let mut txn = db.begin(TxnMode::ReadWrite).unwrap();
            txn.put(b"k1", b"v1").unwrap();
            txn.commit().unwrap();
            db.flush().unwrap();
        }

        let db = Database::open(&path).unwrap();
        let mut txn = db.begin(TxnMode::ReadOnly).unwrap();
        assert_eq!(txn.get(b"k1").unwrap(), Some(b"v1".to_vec()));
    }

    #[test]
    fn test_large_value_blob_roundtrip() {
        let dir = tempdir().unwrap();
        let path = dir.path().join("blob.lv");
        let payload = b"hello large value";

        {
            let db = Database::new();
            let mut writer = db
                .create_blob_writer(&path, payload.len() as u64, Some(16))
                .unwrap();
            writer.write_chunk(&payload[..5]).unwrap();
            writer.write_chunk(&payload[5..]).unwrap();
            writer.finish().unwrap();
        }

        let db = Database::new();
        let mut reader = db.open_large_value(&path).unwrap();
        let mut buf = Vec::new();
        while let Some((_info, chunk)) = reader.next_chunk().unwrap() {
            buf.extend_from_slice(&chunk);
        }
        assert_eq!(buf, payload);
    }

    #[test]
    fn upsert_and_search_same_txn() {
        let db = Database::new();
        let mut txn = db.begin(TxnMode::ReadWrite).unwrap();
        txn.upsert_vector(b"k1", b"meta1", &[1.0, 0.0], Metric::Cosine)
            .unwrap();

        let results = txn
            .search_similar(&[1.0, 0.0], Metric::Cosine, 1, None)
            .unwrap();
        assert_eq!(results.len(), 1);
        assert_eq!(results[0].key, b"k1");
        assert_eq!(results[0].metadata, b"meta1");
        txn.commit().unwrap();
    }

    #[test]
    fn upsert_and_search_across_txn() {
        let db = Database::new();
        {
            let mut txn = db.begin(TxnMode::ReadWrite).unwrap();
            txn.upsert_vector(b"k1", b"meta1", &[1.0, 1.0], Metric::Cosine)
                .unwrap();
            txn.commit().unwrap();
        }

        let mut ro = db.begin(TxnMode::ReadOnly).unwrap();
        let results = ro
            .search_similar(&[1.0, 1.0], Metric::Cosine, 1, None)
            .unwrap();
        assert_eq!(results.len(), 1);
        assert_eq!(results[0].key, b"k1");
    }

    #[test]
    fn read_only_upsert_rejected() {
        let db = Database::new();
        let mut ro = db.begin(TxnMode::ReadOnly).unwrap();
        let err = ro
            .upsert_vector(b"k1", b"m", &[1.0, 0.0], Metric::Cosine)
            .unwrap_err();
        assert!(matches!(err, Error::Core(alopex_core::Error::TxnReadOnly)));
    }

    #[test]
    fn dimension_mismatch_on_search() {
        let db = Database::new();
        {
            let mut txn = db.begin(TxnMode::ReadWrite).unwrap();
            txn.upsert_vector(b"k1", b"m", &[1.0, 0.0], Metric::Cosine)
                .unwrap();
            txn.commit().unwrap();
        }
        let mut ro = db.begin(TxnMode::ReadOnly).unwrap();
        let err = ro
            .search_similar(&[1.0, 0.0, 1.0], Metric::Cosine, 1, None)
            .unwrap_err();
        assert!(matches!(
            err,
            Error::Core(alopex_core::Error::DimensionMismatch { .. })
        ));
    }
}