velesdb-core 1.13.5

//! `AgentMemory` - Unified memory interface for AI agents (EPIC-010)
//!
//! Provides three memory subsystems for AI agents:
//! - **`SemanticMemory`**: Long-term knowledge facts with vector similarity search
//! - **`EpisodicMemory`**: Event timeline with temporal and similarity queries
//! - **`ProceduralMemory`**: Learned patterns with confidence scoring
//!
//! # Enhanced Features
//!
//! - **TTL/Eviction**: Automatic expiration and memory consolidation
//! - **Snapshots**: Versioned state persistence and rollback
//! - **Temporal Index**: Efficient O(log N) time-based queries
//! - **Adaptive Reinforcement**: Extensible confidence update strategies

// Reason: Numeric casts in agent memory are intentional:
// - u64 <-> i64 casts for timestamps (SystemTime uses u64, DB schema uses i64)
// - Values are always positive (elapsed time) and bounded by reasonable ranges
// - Casts verified by temporal index tests and snapshot functionality
#![allow(clippy::cast_possible_wrap)]
#![allow(clippy::cast_sign_loss)]

use crate::Database;
use std::sync::Arc;

pub use super::episodic_memory::EpisodicMemory;
pub use super::error::AgentMemoryError;
pub use super::procedural_memory::{ProceduralMemory, ProcedureMatch};
pub use super::semantic_memory::SemanticMemory;
pub use super::snapshot::{MemoryState, SnapshotManager};
pub use super::temporal_index::TemporalIndex;
pub use super::ttl::{EvictionConfig, ExpireResult, MemoryTtl};

/// Default embedding dimension for memory collections.
pub const DEFAULT_DIMENSION: usize = 384;

/// Unified memory interface for AI agents.
///
/// Provides access to three memory subsystems:
/// - `semantic`: Long-term knowledge (vector-graph storage)
/// - `episodic`: Event timeline with temporal context
/// - `procedural`: Learned patterns and action sequences
///
/// # Enhanced Features
///
/// - TTL management for automatic expiration
/// - Snapshot/restore for state persistence
/// - Temporal indexing for efficient time-based queries
/// - Configurable eviction policies
pub struct AgentMemory {
    db: Arc<Database>,
    semantic: SemanticMemory,
    episodic: EpisodicMemory,
    procedural: ProceduralMemory,
    ttl: Arc<MemoryTtl>,
    // Reason: temporal_index will be used for time-based queries in future implementation
    #[allow(dead_code)]
    temporal_index: Arc<TemporalIndex>,
    eviction_config: EvictionConfig,
    snapshot_manager: Option<SnapshotManager>,
}

impl AgentMemory {
    /// Creates a new `AgentMemory` instance from a `Database`.
    ///
    /// Initializes or connects to the three memory subsystem collections:
    /// - `_semantic_memory`: For knowledge facts
    /// - `_episodic_memory`: For event timeline
    /// - `_procedural_memory`: For learned patterns
    ///
    /// Uses the default embedding dimension (384).
    ///
    /// # Errors
    ///
    /// Returns an error when one of the underlying memory subsystems cannot be initialized.
    pub fn new(db: Arc<Database>) -> Result<Self, AgentMemoryError> {
        Self::with_dimension(db, DEFAULT_DIMENSION)
    }

    /// Creates a new `AgentMemory` with a custom embedding dimension.
    ///
    /// # Errors
    ///
    /// Returns an error when one of the underlying memory subsystems cannot be initialized.
    pub fn with_dimension(db: Arc<Database>, dimension: usize) -> Result<Self, AgentMemoryError> {
        let ttl = Arc::new(MemoryTtl::new());
        let temporal_index = Arc::new(TemporalIndex::new());

        let semantic = SemanticMemory::new(Arc::clone(&db), dimension, Arc::clone(&ttl))?;
        let episodic = EpisodicMemory::new(
            Arc::clone(&db),
            dimension,
            Arc::clone(&ttl),
            Arc::clone(&temporal_index),
        )?;
        let procedural = ProceduralMemory::new(Arc::clone(&db), dimension, Arc::clone(&ttl))?;

        Ok(Self {
            db,
            semantic,
            episodic,
            procedural,
            ttl,
            temporal_index,
            eviction_config: EvictionConfig::default(),
            snapshot_manager: None,
        })
    }

    /// Configures eviction policies for automatic memory cleanup.
    #[must_use]
    pub fn with_eviction_config(mut self, config: EvictionConfig) -> Self {
        self.eviction_config = config;
        self
    }

    /// Enables snapshot management with a storage directory.
    ///
    /// # Arguments
    ///
    /// * `snapshot_dir` - Directory path for storing snapshots
    /// * `max_snapshots` - Maximum number of snapshots to retain
    #[must_use]
    pub fn with_snapshots(mut self, snapshot_dir: &str, max_snapshots: usize) -> Self {
        self.snapshot_manager = Some(SnapshotManager::new(snapshot_dir, max_snapshots));
        self
    }

    /// Returns a reference to the semantic memory subsystem.
    #[must_use]
    pub fn semantic(&self) -> &SemanticMemory {
        &self.semantic
    }

    /// Returns a reference to the episodic memory subsystem.
    #[must_use]
    pub fn episodic(&self) -> &EpisodicMemory {
        &self.episodic
    }

    /// Returns a reference to the procedural memory subsystem.
    #[must_use]
    pub fn procedural(&self) -> &ProceduralMemory {
        &self.procedural
    }

    /// Sets TTL for a semantic memory entry.
    pub fn set_semantic_ttl(&self, id: u64, ttl_seconds: u64) {
        self.ttl.set_ttl(id, ttl_seconds);
    }

    /// Sets TTL for an episodic memory entry.
    pub fn set_episodic_ttl(&self, id: u64, ttl_seconds: u64) {
        self.ttl.set_ttl(id, ttl_seconds);
    }

    /// Sets TTL for a procedural memory entry.
    pub fn set_procedural_ttl(&self, id: u64, ttl_seconds: u64) {
        self.ttl.set_ttl(id, ttl_seconds);
    }

    /// Performs automatic expiration of entries that have exceeded their TTL.
    ///
    /// This method should be called periodically to clean up expired entries.
    /// It also handles consolidation of old episodic memories to semantic memory
    /// based on the configured eviction policy.
    ///
    /// # Returns
    ///
    /// Statistics about the expiration operation.
    ///
    /// # Errors
    ///
    /// Returns an error when consolidation operations fail.
    pub fn auto_expire(&self) -> Result<ExpireResult, AgentMemoryError> {
        let expired_ids = self.ttl.expire();
        let mut result = ExpireResult::default();

        for id in &expired_ids {
            if self.semantic.delete(*id).is_ok() {
                result.semantic_expired += 1;
            }
            if self.episodic.delete(*id).is_ok() {
                result.episodic_expired += 1;
            }
            if self.procedural.delete(*id).is_ok() {
                result.procedural_expired += 1;
            }
        }

        if self.eviction_config.consolidation_age_threshold > 0 {
            let now = std::time::SystemTime::now()
                .duration_since(std::time::UNIX_EPOCH)
                .map_or(0, |d| d.as_secs() as i64);
            let cutoff = now - self.eviction_config.consolidation_age_threshold as i64;
            result.episodic_consolidated = self.consolidate_old_episodes(cutoff)?;
        }

        Ok(result)
    }

    /// Evicts procedures with confidence below the threshold.
    ///
    /// # Arguments
    ///
    /// * `min_confidence` - Minimum confidence threshold (0.0 - 1.0)
    ///
    /// # Returns
    ///
    /// Number of procedures evicted.
    ///
    /// # Errors
    ///
    /// Returns an error when listing or deleting procedures fails.
    pub fn evict_low_confidence_procedures(
        &self,
        min_confidence: f32,
    ) -> Result<usize, AgentMemoryError> {
        let all_procedures = self.procedural.list_all()?;
        let mut evicted = 0;

        for proc in all_procedures {
            if proc.confidence < min_confidence {
                self.procedural.delete(proc.id)?;
                evicted += 1;
            }
        }

        Ok(evicted)
    }

    /// Returns the snapshot manager, or an error if not configured.
    ///
    /// RF-DEDUP: Eliminates the repeated `ok_or_else(|| SnapshotError(...))` pattern
    /// across `snapshot`, `load_latest_snapshot`, `load_snapshot_version`, and
    /// `list_snapshot_versions`.
    fn require_snapshot_manager(&self) -> Result<&SnapshotManager, AgentMemoryError> {
        self.snapshot_manager.as_ref().ok_or_else(|| {
            AgentMemoryError::SnapshotError("Snapshot manager not configured".to_string())
        })
    }

    /// Creates a snapshot of the current memory state.
    ///
    /// # Returns
    ///
    /// The version number of the created snapshot.
    ///
    /// # Errors
    ///
    /// Returns an error when snapshot manager is not configured or snapshot persistence fails.
    pub fn snapshot(&self) -> Result<u64, AgentMemoryError> {
        let manager = self.require_snapshot_manager()?;

        let state = MemoryState {
            semantic: self.semantic.serialize()?,
            episodic: self.episodic.serialize()?,
            procedural: self.procedural.serialize()?,
            ttl: self.ttl.serialize(),
        };

        Ok(manager.create_versioned_snapshot(&state)?)
    }

    /// Loads the most recent snapshot.
    ///
    /// # Returns
    ///
    /// The version number of the loaded snapshot.
    ///
    /// # Errors
    ///
    /// Returns an error when snapshot manager is not configured, loading fails,
    /// or state restoration fails.
    pub fn load_latest_snapshot(&self) -> Result<u64, AgentMemoryError> {
        let manager = self.require_snapshot_manager()?;

        let (version, state) = manager.load_latest()?;
        self.restore_state(&state)?;
        Ok(version)
    }

    /// Loads a specific snapshot version.
    ///
    /// # Errors
    ///
    /// Returns an error when snapshot manager is not configured, loading fails,
    /// or state restoration fails.
    pub fn load_snapshot_version(&self, version: u64) -> Result<(), AgentMemoryError> {
        let manager = self.require_snapshot_manager()?;

        let state = manager.load_version(version)?;
        self.restore_state(&state)?;
        Ok(())
    }

    /// Lists all available snapshot versions.
    ///
    /// # Errors
    ///
    /// Returns an error when snapshot manager is not configured or listing fails.
    pub fn list_snapshot_versions(&self) -> Result<Vec<u64>, AgentMemoryError> {
        let manager = self.require_snapshot_manager()?;
        Ok(manager.list_versions()?)
    }

    /// Executes a `VelesQL` query against the semantic memory collection.
    ///
    /// Delegates to `Collection::execute_query_str` on the `_semantic_memory`
    /// collection. Use standard `VelesQL` syntax including `WHERE vector NEAR $v`,
    /// payload filters, `ORDER BY`, and `WITH` options.
    ///
    /// # Errors
    ///
    /// Returns an error if the collection is missing or the query fails.
    pub fn query_semantic(
        &self,
        sql: &str,
        params: &std::collections::HashMap<String, serde_json::Value>,
    ) -> Result<Vec<crate::SearchResult>, AgentMemoryError> {
        super::memory_helpers::execute_velesql(
            &self.db,
            self.semantic.collection_name(),
            sql,
            params,
        )
    }

    /// Executes a `VelesQL` query against the episodic memory collection.
    ///
    /// Delegates to `Collection::execute_query_str` on the `_episodic_memory`
    /// collection. Supports payload field filters like `WHERE timestamp > N`,
    /// `ORDER BY timestamp DESC`, and similarity search via `NEAR`.
    ///
    /// # Errors
    ///
    /// Returns an error if the collection is missing or the query fails.
    pub fn query_episodic(
        &self,
        sql: &str,
        params: &std::collections::HashMap<String, serde_json::Value>,
    ) -> Result<Vec<crate::SearchResult>, AgentMemoryError> {
        super::memory_helpers::execute_velesql(
            &self.db,
            self.episodic.collection_name(),
            sql,
            params,
        )
    }

    /// Executes a `VelesQL` query against the procedural memory collection.
    ///
    /// Delegates to `Collection::execute_query_str` on the `_procedural_memory`
    /// collection. Supports payload field filters like `WHERE confidence > 0.7`,
    /// `ORDER BY confidence DESC`, and scan queries.
    ///
    /// # Errors
    ///
    /// Returns an error if the collection is missing or the query fails.
    pub fn query_procedural(
        &self,
        sql: &str,
        params: &std::collections::HashMap<String, serde_json::Value>,
    ) -> Result<Vec<crate::SearchResult>, AgentMemoryError> {
        super::memory_helpers::execute_velesql(
            &self.db,
            self.procedural.collection_name(),
            sql,
            params,
        )
    }

    fn restore_state(&self, state: &MemoryState) -> Result<(), AgentMemoryError> {
        self.semantic.deserialize(&state.semantic)?;
        self.episodic.deserialize(&state.episodic)?;
        self.procedural.deserialize(&state.procedural)?;

        if let Some(ttl) = MemoryTtl::deserialize(&state.ttl) {
            self.ttl.replace_from(&ttl);
        } else {
            self.ttl.clear();
        }

        Ok(())
    }

    fn consolidate_old_episodes(&self, cutoff_timestamp: i64) -> Result<usize, AgentMemoryError> {
        let old_events = self.episodic.older_than(cutoff_timestamp, 1000)?;
        let mut consolidated = 0;

        for (id, _description, _timestamp) in old_events {
            if let Some((description, _ts, embedding)) = self.episodic.get_with_embedding(id)? {
                self.semantic.store(id, &description, &embedding)?;
                self.episodic.delete(id)?;
                consolidated += 1;
            }
        }

        Ok(consolidated)
    }
}