Intelligent Caching Strategy Framework

Design an advanced caching system that implements adaptive cache eviction strategies, supports multi-level caching, and provides intelligent cache warming. Create a solution that can dynamically adjust cache parameters based on access patterns, implement probabilistic early expiration, and support complex cache invalidation scenarios. Include performance monitoring and predictive cache optimization mechanisms.