Expand description
§Hot/Warm/Cold Tiering System for Vector Indices
This module provides a production-grade tiering system that automatically manages vector indices across different storage tiers based on access patterns, size, and performance requirements.
§Tiering Strategy
- Hot Tier: In-memory, frequently accessed indices (sub-millisecond latency)
- Warm Tier: Memory-mapped or SSD-backed indices (millisecond latency)
- Cold Tier: Compressed, disk-based indices (second latency, loaded on demand)
§Features
- Automatic tier promotion/demotion based on access patterns
- Configurable policies (LRU, LFU, cost-based, adaptive)
- Integration with monitoring and analytics
- Support for gradual tier transitions
- Predictive tier management using ML
- Multi-tenant resource allocation
§Example
ⓘ
use oxirs_vec::tiering::{TieringManager, TieringConfig, TieringPolicy};
let config = TieringConfig {
hot_tier_capacity_gb: 16.0,
warm_tier_capacity_gb: 128.0,
cold_tier_capacity_gb: 1024.0,
policy: TieringPolicy::Adaptive,
..Default::default()
};
let mut manager = TieringManager::new(config)?;
// Add an index
manager.register_index("embeddings_v1", index)?;
// Access triggers automatic tier management
let results = manager.query_index("embeddings_v1", query_vector, k)?;
// Check tier statistics
let stats = manager.get_tier_statistics();
println!("Hot tier: {:.2}% utilized", stats.hot_tier_utilization * 100.0);Re-exports§
pub use config::TieringConfig;pub use manager::TieringManager;pub use metrics::TierMetrics;pub use policies::TierTransitionReason;pub use policies::TieringPolicy;pub use types::IndexMetadata;pub use types::StorageTier;pub use types::TierStatistics;
Modules§
- access_
tracker - Access pattern tracking for tiering decisions
- config
- Configuration for hot/warm/cold tiering system
- manager
- Main tiering manager that coordinates tier operations
- metrics
- Metrics collection for tiering system
- policies
- Tiering policies for index placement and transition decisions
- storage_
backends - Storage backends for different tiers
- tier_
optimizer - Tier optimization using ML and statistical analysis
- types
- Core types for hot/warm/cold tiering system