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from typing import Optional, Any | |
class NeuromorphicCache: | |
def __init__(self, size: str): | |
self.size = size | |
async def get(self, key: str) -> Any: | |
# Implementation would go here | |
pass | |
class QuantumInspiredCache: | |
def __init__(self, size: str): | |
self.size = size | |
async def get(self, key: str) -> Any: | |
# Implementation would go here | |
pass | |
class DistributedCache: | |
def __init__(self, size: str): | |
self.size = size | |
async def get(self, key: str) -> Any: | |
# Implementation would go here | |
pass | |
class CacheCoherencyManager: | |
def determine_optimal_cache(self, key: str) -> int: | |
# Implementation would go here | |
return 1 # Default to L1 cache | |
class MemoryHierarchy: | |
def __init__(self): | |
self.l1_cache = NeuromorphicCache(size="64GB") | |
self.l2_cache = QuantumInspiredCache(size="256GB") | |
self.l3_cache = DistributedCache(size="1TB") | |
self.cache_manager = CacheCoherencyManager() | |
async def access_memory(self, key: str, level: Optional[int] = None) -> Any: | |
if level == 1: | |
return await self.l1_cache.get(key) | |
elif level == 2: | |
return await self.l2_cache.get(key) | |
elif level == 3: | |
return await self.l3_cache.get(key) | |
return await self._smart_cache_access(key) | |
async def _smart_cache_access(self, key: str) -> Any: | |
cache_decision = self.cache_manager.determine_optimal_cache(key) | |
if cache_decision == 1: | |
return await self.l1_cache.get(key) | |
elif cache_decision == 2: | |
return await self.l2_cache.get(key) | |
elif cache_decision == 3: | |
return await self.l3_cache.get(key) | |
else: | |
raise ValueError(f"Invalid cache level: {cache_decision}") | |