Revert "feat: add SQLite storage backend for multi-process optimization"
This reverts commit ed80c59795.
# Conflicts:
# src/lib.rs
# src/storage/sqlite.rs
This commit is contained in:
@@ -27,7 +27,6 @@ tracing = { version = "0.1.29", optional = true }
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sobol_burley = { version = "0.5", optional = true }
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sobol_burley = { version = "0.5", optional = true }
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nalgebra = { version = "0.34", optional = true }
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nalgebra = { version = "0.34", optional = true }
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fs2 = { version = "0.4", optional = true }
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fs2 = { version = "0.4", optional = true }
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rusqlite = { version = "0.38", features = ["bundled"], optional = true }
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[features]
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[features]
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default = []
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default = []
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@@ -35,7 +34,6 @@ async = ["dep:tokio"]
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derive = ["dep:optimizer-derive"]
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derive = ["dep:optimizer-derive"]
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serde = ["dep:serde", "dep:serde_json"]
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serde = ["dep:serde", "dep:serde_json"]
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journal = ["dep:fs2", "serde"]
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journal = ["dep:fs2", "serde"]
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sqlite = ["dep:rusqlite", "serde"]
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tracing = ["dep:tracing"]
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tracing = ["dep:tracing"]
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sobol = ["dep:sobol_burley"]
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sobol = ["dep:sobol_burley"]
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cma-es = ["dep:nalgebra"]
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cma-es = ["dep:nalgebra"]
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@@ -76,7 +74,3 @@ path = "examples/visualization_demo.rs"
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[[test]]
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[[test]]
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name = "journal_tests"
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name = "journal_tests"
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required-features = ["journal"]
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required-features = ["journal"]
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[[test]]
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name = "sqlite_tests"
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required-features = ["sqlite"]
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+1
-1
@@ -95,7 +95,7 @@ pub enum Error {
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TaskError(String),
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TaskError(String),
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/// Returned when a storage operation fails.
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/// Returned when a storage operation fails.
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#[cfg(any(feature = "journal", feature = "sqlite"))]
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#[cfg(feature = "journal")]
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#[error("storage error: {0}")]
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#[error("storage error: {0}")]
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Storage(String),
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Storage(String),
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}
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}
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@@ -273,8 +273,6 @@ pub use sampler::sobol::SobolSampler;
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pub use sampler::tpe::TpeSampler;
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pub use sampler::tpe::TpeSampler;
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#[cfg(feature = "journal")]
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#[cfg(feature = "journal")]
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pub use storage::JournalStorage;
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pub use storage::JournalStorage;
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#[cfg(feature = "sqlite")]
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pub use storage::SqliteStorage;
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pub use storage::{MemoryStorage, Storage};
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pub use storage::{MemoryStorage, Storage};
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#[cfg(feature = "serde")]
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#[cfg(feature = "serde")]
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pub use study::StudySnapshot;
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pub use study::StudySnapshot;
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@@ -323,8 +321,6 @@ pub mod prelude {
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pub use crate::sampler::tpe::TpeSampler;
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pub use crate::sampler::tpe::TpeSampler;
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#[cfg(feature = "journal")]
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#[cfg(feature = "journal")]
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pub use crate::storage::JournalStorage;
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pub use crate::storage::JournalStorage;
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#[cfg(feature = "sqlite")]
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pub use crate::storage::SqliteStorage;
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pub use crate::storage::{MemoryStorage, Storage};
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pub use crate::storage::{MemoryStorage, Storage};
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#[cfg(feature = "serde")]
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#[cfg(feature = "serde")]
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pub use crate::study::StudySnapshot;
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pub use crate::study::StudySnapshot;
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@@ -8,16 +8,12 @@
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#[cfg(feature = "journal")]
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#[cfg(feature = "journal")]
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mod journal;
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mod journal;
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#[cfg(feature = "sqlite")]
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mod sqlite;
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use std::sync::Arc;
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use std::sync::Arc;
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#[cfg(feature = "journal")]
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#[cfg(feature = "journal")]
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pub use journal::JournalStorage;
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pub use journal::JournalStorage;
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use parking_lot::RwLock;
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use parking_lot::RwLock;
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#[cfg(feature = "sqlite")]
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pub use sqlite::SqliteStorage;
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mod memory;
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mod memory;
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pub use memory::MemoryStorage;
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pub use memory::MemoryStorage;
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@@ -1,142 +0,0 @@
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//! `SQLite`-backed storage backend for multi-process optimization.
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use core::marker::PhantomData;
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use std::path::Path;
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use std::sync::Arc;
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use parking_lot::{Mutex, RwLock};
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use rusqlite::Connection;
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use serde::Serialize;
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use serde::de::DeserializeOwned;
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use super::{MemoryStorage, Storage};
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use crate::sampler::CompletedTrial;
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/// A storage backend that persists completed trials in a `SQLite` database.
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///
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/// Uses WAL mode for concurrent readers and a single writer, making it
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/// suitable for single-machine multi-process optimization. Compared to
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/// [`JournalStorage`](super::JournalStorage), `SQLite` provides proper
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/// ACID transactions and better concurrent access.
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///
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/// The type parameter `V` is the objective value type (typically `f64`).
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/// It must be serializable so that trials can be written to disk.
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///
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/// # Examples
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///
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/// ```no_run
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/// use optimizer::storage::SqliteStorage;
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///
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/// let storage: SqliteStorage<f64> = SqliteStorage::new("trials.db").unwrap();
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/// ```
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pub struct SqliteStorage<V = f64> {
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memory: MemoryStorage<V>,
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conn: Mutex<Connection>,
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_marker: PhantomData<V>,
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}
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impl<V: Serialize + DeserializeOwned + Send + Sync> SqliteStorage<V> {
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/// Creates a new `SQLite` storage at the given path.
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///
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/// The database file is created if it does not exist. Any trials
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/// already stored in the database are loaded into memory.
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///
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/// WAL mode is enabled automatically for better concurrency.
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///
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/// # Errors
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///
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/// Returns a [`Storage`](crate::Error::Storage) error if the
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/// database cannot be opened or the schema cannot be created.
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pub fn new(path: impl AsRef<Path>) -> crate::Result<Self> {
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let conn = Connection::open(path).map_err(|e| crate::Error::Storage(e.to_string()))?;
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// WAL mode: concurrent readers, single writer.
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conn.pragma_update(None, "journal_mode", "WAL")
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.map_err(|e| crate::Error::Storage(e.to_string()))?;
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conn.execute_batch(
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"CREATE TABLE IF NOT EXISTS trials (
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trial_id INTEGER PRIMARY KEY,
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data TEXT NOT NULL
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);",
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)
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.map_err(|e| crate::Error::Storage(e.to_string()))?;
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let trials = load_all(&conn)?;
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Ok(Self {
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memory: MemoryStorage::with_trials(trials),
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conn: Mutex::new(conn),
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_marker: PhantomData,
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})
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}
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/// Persist a single trial into the database.
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fn write_trial(&self, trial: &CompletedTrial<V>) -> crate::Result<()> {
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let data =
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serde_json::to_string(trial).map_err(|e| crate::Error::Storage(e.to_string()))?;
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let conn = self.conn.lock();
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conn.execute(
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"INSERT OR REPLACE INTO trials (trial_id, data) VALUES (?1, ?2)",
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rusqlite::params![i64::try_from(trial.id).unwrap_or(i64::MAX), data],
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)
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.map_err(|e| crate::Error::Storage(e.to_string()))?;
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Ok(())
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}
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}
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impl<V: Serialize + DeserializeOwned + Send + Sync> Storage<V> for SqliteStorage<V> {
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fn push(&self, trial: CompletedTrial<V>) {
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// Best-effort persist; the trial stays in memory regardless.
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let _ = self.write_trial(&trial);
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self.memory.push(trial);
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}
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fn trials_arc(&self) -> &Arc<RwLock<Vec<CompletedTrial<V>>>> {
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self.memory.trials_arc()
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}
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fn next_trial_id(&self) -> u64 {
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self.memory.next_trial_id()
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}
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fn refresh(&self) -> bool {
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let conn = self.conn.lock();
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let Ok(loaded) = load_all::<V>(&conn) else {
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return false;
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};
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let mut guard = self.memory.trials_arc().write();
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if loaded.len() > guard.len() {
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if let Some(max_id) = loaded.iter().map(|t| t.id).max() {
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self.memory.bump_next_id(max_id + 1);
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}
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*guard = loaded;
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true
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} else {
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false
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}
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}
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}
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/// Load every trial from the database, ordered by id.
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fn load_all<V: DeserializeOwned>(conn: &Connection) -> crate::Result<Vec<CompletedTrial<V>>> {
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let mut stmt = conn
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.prepare("SELECT data FROM trials ORDER BY trial_id")
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.map_err(|e| crate::Error::Storage(e.to_string()))?;
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let rows = stmt
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.query_map([], |row| row.get::<_, String>(0))
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.map_err(|e| crate::Error::Storage(e.to_string()))?;
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let mut trials = Vec::new();
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for row in rows {
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let data = row.map_err(|e| crate::Error::Storage(e.to_string()))?;
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let trial: CompletedTrial<V> =
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serde_json::from_str(&data).map_err(|e| crate::Error::Storage(e.to_string()))?;
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trials.push(trial);
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}
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Ok(trials)
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}
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@@ -2469,34 +2469,6 @@ where
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}
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}
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}
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}
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#[cfg(feature = "sqlite")]
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impl<V> Study<V>
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where
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V: PartialOrd + Send + Sync + serde::Serialize + serde::de::DeserializeOwned + 'static,
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{
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/// Creates a study backed by a `SQLite` database.
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///
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/// Any existing trials in the database are loaded into memory and
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/// the trial ID counter is set to one past the highest stored ID.
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/// New trials are written through to the database on completion.
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///
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/// Uses WAL mode for concurrent readers, making it suitable for
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/// single-machine multi-process optimization.
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///
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/// # Errors
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///
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/// Returns a [`Storage`](crate::Error::Storage) error if the
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/// database cannot be opened.
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pub fn with_sqlite(
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direction: Direction,
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sampler: impl Sampler + 'static,
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path: impl AsRef<std::path::Path>,
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) -> crate::Result<Self> {
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let storage = crate::storage::SqliteStorage::<V>::new(path)?;
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Ok(Self::with_sampler_and_storage(direction, sampler, storage))
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}
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}
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impl Study<f64> {
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impl Study<f64> {
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/// Generates an HTML report with interactive Plotly.js charts.
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/// Generates an HTML report with interactive Plotly.js charts.
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///
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///
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@@ -1,243 +0,0 @@
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//! Integration tests for the SQLite storage backend.
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use std::collections::HashMap;
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use std::sync::Arc;
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use optimizer::parameter::{FloatParam, Parameter};
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use optimizer::sampler::CompletedTrial;
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use optimizer::sampler::random::RandomSampler;
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use optimizer::storage::{SqliteStorage, Storage};
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use optimizer::{Direction, Study};
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fn temp_path() -> std::path::PathBuf {
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let mut path = std::env::temp_dir();
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path.push(format!(
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"optimizer_sqlite_test_{}.db",
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std::time::SystemTime::now()
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.duration_since(std::time::UNIX_EPOCH)
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.unwrap()
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.as_nanos()
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));
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path
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}
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fn sample_trial(id: u64, value: f64) -> CompletedTrial<f64> {
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CompletedTrial::new(id, HashMap::new(), HashMap::new(), HashMap::new(), value)
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}
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#[test]
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fn roundtrip_single_trial() {
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let path = temp_path();
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let storage = SqliteStorage::new(&path).unwrap();
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storage.push(sample_trial(0, 42.0));
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let loaded = storage.trials_arc().read().clone();
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assert_eq!(loaded.len(), 1);
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assert_eq!(loaded[0].id, 0);
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assert_eq!(loaded[0].value, 42.0);
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// Verify via a fresh open from disk
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let storage2 = SqliteStorage::<f64>::new(&path).unwrap();
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let loaded2 = storage2.trials_arc().read().clone();
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assert_eq!(loaded2.len(), 1);
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assert_eq!(loaded2[0].value, 42.0);
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std::fs::remove_file(&path).ok();
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}
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#[test]
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fn append_multiple_trials() {
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let path = temp_path();
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let storage = SqliteStorage::new(&path).unwrap();
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for i in 0..5 {
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storage.push(sample_trial(i, i as f64));
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}
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// Reload from disk
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let storage2 = SqliteStorage::<f64>::new(&path).unwrap();
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let loaded = storage2.trials_arc().read().clone();
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assert_eq!(loaded.len(), 5);
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for (i, trial) in loaded.iter().enumerate() {
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assert_eq!(trial.id, i as u64);
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assert_eq!(trial.value, i as f64);
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}
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std::fs::remove_file(&path).ok();
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}
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#[test]
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fn concurrent_writes() {
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let path = temp_path();
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let storage = Arc::new(SqliteStorage::new(&path).unwrap());
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let mut handles = Vec::new();
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for thread_id in 0..4u64 {
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let s = Arc::clone(&storage);
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handles.push(std::thread::spawn(move || {
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for i in 0..25u64 {
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let id = thread_id * 25 + i;
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s.push(sample_trial(id, id as f64));
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}
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}));
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}
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for h in handles {
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h.join().unwrap();
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}
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|
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// Reload from disk to verify persistence
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let storage2 = SqliteStorage::<f64>::new(&path).unwrap();
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let loaded = storage2.trials_arc().read().clone();
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assert_eq!(loaded.len(), 100);
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// Verify all IDs are present (order may vary)
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let mut ids: Vec<u64> = loaded.iter().map(|t| t.id).collect();
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ids.sort();
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assert_eq!(ids, (0..100).collect::<Vec<_>>());
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std::fs::remove_file(&path).ok();
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|
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}
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|
||||||
|
|
||||||
#[test]
|
|
||||||
fn refresh_picks_up_external_writes() {
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let path = temp_path();
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let storage1 = SqliteStorage::new(&path).unwrap();
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||||||
let storage2 = SqliteStorage::<f64>::new(&path).unwrap();
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|
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||||||
// Write via storage1
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||||||
storage1.push(sample_trial(0, 1.0));
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||||||
storage1.push(sample_trial(1, 2.0));
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|
||||||
|
|
||||||
// storage2 doesn't see them yet in memory
|
|
||||||
assert_eq!(storage2.trials_arc().read().len(), 0);
|
|
||||||
|
|
||||||
// After refresh, storage2 picks them up
|
|
||||||
assert!(storage2.refresh());
|
|
||||||
assert_eq!(storage2.trials_arc().read().len(), 2);
|
|
||||||
|
|
||||||
// No-op refresh returns false
|
|
||||||
assert!(!storage2.refresh());
|
|
||||||
|
|
||||||
std::fs::remove_file(&path).ok();
|
|
||||||
}
|
|
||||||
|
|
||||||
#[test]
|
|
||||||
fn study_with_sqlite_integration() {
|
|
||||||
let path = temp_path();
|
|
||||||
let x = FloatParam::new(-10.0, 10.0);
|
|
||||||
|
|
||||||
// First "process": run some trials
|
|
||||||
{
|
|
||||||
let study =
|
|
||||||
Study::with_sqlite(Direction::Minimize, RandomSampler::with_seed(1), &path).unwrap();
|
|
||||||
study
|
|
||||||
.optimize(5, |trial| {
|
|
||||||
let val = x.suggest(trial)?;
|
|
||||||
Ok::<_, optimizer::Error>(val * val)
|
|
||||||
})
|
|
||||||
.unwrap();
|
|
||||||
assert_eq!(study.n_trials(), 5);
|
|
||||||
}
|
|
||||||
|
|
||||||
// Second "process": loads the same file, sees existing trials
|
|
||||||
let study2 =
|
|
||||||
Study::with_sqlite(Direction::Minimize, RandomSampler::with_seed(2), &path).unwrap();
|
|
||||||
assert_eq!(study2.n_trials(), 5);
|
|
||||||
|
|
||||||
// Continue optimizing
|
|
||||||
study2
|
|
||||||
.optimize(5, |trial| {
|
|
||||||
let val = x.suggest(trial)?;
|
|
||||||
Ok::<_, optimizer::Error>(val * val)
|
|
||||||
})
|
|
||||||
.unwrap();
|
|
||||||
assert_eq!(study2.n_trials(), 10);
|
|
||||||
|
|
||||||
// Verify all 10 written to disk
|
|
||||||
let storage3 = SqliteStorage::<f64>::new(&path).unwrap();
|
|
||||||
let loaded = storage3.trials_arc().read().clone();
|
|
||||||
assert_eq!(loaded.len(), 10);
|
|
||||||
|
|
||||||
std::fs::remove_file(&path).ok();
|
|
||||||
}
|
|
||||||
|
|
||||||
#[test]
|
|
||||||
fn ids_are_unique_after_reload() {
|
|
||||||
let path = temp_path();
|
|
||||||
|
|
||||||
// First batch
|
|
||||||
{
|
|
||||||
let study =
|
|
||||||
Study::with_sqlite(Direction::Minimize, RandomSampler::with_seed(1), &path).unwrap();
|
|
||||||
study
|
|
||||||
.optimize(3, |trial| {
|
|
||||||
let _ = FloatParam::new(0.0, 1.0).suggest(trial)?;
|
|
||||||
Ok::<_, optimizer::Error>(1.0)
|
|
||||||
})
|
|
||||||
.unwrap();
|
|
||||||
}
|
|
||||||
|
|
||||||
// Second batch — IDs should continue from 3
|
|
||||||
let study =
|
|
||||||
Study::with_sqlite(Direction::Minimize, RandomSampler::with_seed(2), &path).unwrap();
|
|
||||||
study
|
|
||||||
.optimize(3, |trial| {
|
|
||||||
let _ = FloatParam::new(0.0, 1.0).suggest(trial)?;
|
|
||||||
Ok::<_, optimizer::Error>(1.0)
|
|
||||||
})
|
|
||||||
.unwrap();
|
|
||||||
|
|
||||||
let all = study.trials();
|
|
||||||
let mut ids: Vec<u64> = all.iter().map(|t| t.id).collect();
|
|
||||||
ids.sort();
|
|
||||||
ids.dedup();
|
|
||||||
assert_eq!(ids.len(), 6);
|
|
||||||
|
|
||||||
std::fs::remove_file(&path).ok();
|
|
||||||
}
|
|
||||||
|
|
||||||
#[test]
|
|
||||||
fn pruned_trials_are_stored() {
|
|
||||||
let path = temp_path();
|
|
||||||
let study =
|
|
||||||
Study::with_sqlite(Direction::Minimize, RandomSampler::with_seed(1), &path).unwrap();
|
|
||||||
|
|
||||||
let x = FloatParam::new(0.0, 1.0);
|
|
||||||
study
|
|
||||||
.optimize(3, |trial| {
|
|
||||||
let _ = x.suggest(trial)?;
|
|
||||||
if trial.id() == 1 {
|
|
||||||
Err(optimizer::TrialPruned)?;
|
|
||||||
}
|
|
||||||
Ok::<_, optimizer::Error>(1.0)
|
|
||||||
})
|
|
||||||
.unwrap();
|
|
||||||
|
|
||||||
let storage2 = SqliteStorage::<f64>::new(&path).unwrap();
|
|
||||||
let loaded = storage2.trials_arc().read().clone();
|
|
||||||
assert_eq!(loaded.len(), 3);
|
|
||||||
assert!(
|
|
||||||
loaded
|
|
||||||
.iter()
|
|
||||||
.any(|t| t.state == optimizer::TrialState::Pruned)
|
|
||||||
);
|
|
||||||
|
|
||||||
std::fs::remove_file(&path).ok();
|
|
||||||
}
|
|
||||||
|
|
||||||
#[test]
|
|
||||||
fn handles_many_trials() {
|
|
||||||
let path = temp_path();
|
|
||||||
let storage = SqliteStorage::new(&path).unwrap();
|
|
||||||
|
|
||||||
for i in 0..1000 {
|
|
||||||
storage.push(sample_trial(i, i as f64));
|
|
||||||
}
|
|
||||||
|
|
||||||
let storage2 = SqliteStorage::<f64>::new(&path).unwrap();
|
|
||||||
let loaded = storage2.trials_arc().read().clone();
|
|
||||||
assert_eq!(loaded.len(), 1000);
|
|
||||||
|
|
||||||
std::fs::remove_file(&path).ok();
|
|
||||||
}
|
|
||||||
Reference in New Issue
Block a user