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docs/user-guide/cachingstore.rst

Lines changed: 35 additions & 28 deletions
Original file line numberDiff line numberDiff line change
@@ -51,7 +51,7 @@ The dual-store architecture allows you to use different store types for source a
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such as a remote store for source data and a local store for persistent caching.
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Performance Benefits
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-------------------
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--------------------
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The CacheStore provides significant performance improvements for repeated data access:
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@@ -70,7 +70,8 @@ The CacheStore provides significant performance improvements for repeated data a
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... _ = zarr_array_nocache[:]
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>>> elapsed_nocache = time.time() - start
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>>>
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>>> print(f"Speedup: {elapsed_nocache/elapsed_cache:.2f}x")
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>>> # Cache provides speedup for repeated access
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>>> speedup = elapsed_nocache / elapsed_cache # doctest: +SKIP
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Cache effectiveness is particularly pronounced with repeated access to the same data chunks.
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@@ -103,7 +104,7 @@ to the same chunk will be served from the local cache, providing dramatic speedu
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The cache persists between sessions when using a LocalStore for the cache backend.
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Cache Configuration
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------------------
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-------------------
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The CacheStore can be configured with several parameters:
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@@ -156,7 +157,7 @@ The CacheStore can be configured with several parameters:
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... )
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Cache Statistics
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---------------
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----------------
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The CacheStore provides statistics to monitor cache performance and state:
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@@ -166,28 +167,38 @@ The CacheStore provides statistics to monitor cache performance and state:
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>>>
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>>> # Get comprehensive cache information
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>>> info = cached_store.cache_info()
169-
>>> print(f"Cache store type: {info['cache_store_type']}")
170-
>>> print(f"Max age: {info['max_age_seconds']} seconds")
171-
>>> print(f"Max size: {info['max_size']} bytes")
172-
>>> print(f"Current size: {info['current_size']} bytes")
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>>> print(f"Tracked keys: {info['tracked_keys']}")
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>>> print(f"Cached keys: {info['cached_keys']}")
175-
>>> print(f"Cache set data: {info['cache_set_data']}")
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>>> info['cache_store_type'] # doctest: +SKIP
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'MemoryStore'
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>>> isinstance(info['max_age_seconds'], (int, str))
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True
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>>> isinstance(info['max_size'], (int, type(None)))
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True
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>>> info['current_size'] >= 0
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True
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>>> info['tracked_keys'] >= 0
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True
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>>> info['cached_keys'] >= 0
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True
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>>> isinstance(info['cache_set_data'], bool)
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True
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The `cache_info()` method returns a dictionary with detailed information about the cache state.
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Cache Management
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---------------
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----------------
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The CacheStore provides methods for manual cache management:
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>>> # Clear all cached data and tracking information
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>>> await cached_store.clear_cache()
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>>> import asyncio
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>>> asyncio.run(cached_store.clear_cache()) # doctest: +SKIP
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>>>
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>>> # Check cache info after clearing
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>>> info = cached_store.cache_info()
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>>> print(f"Tracked keys after clear: {info['tracked_keys']}") # Should be 0
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>>> print(f"Current size after clear: {info['current_size']}") # Should be 0
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>>> # Check cache info after clearing
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>>> info = cached_store.cache_info() # doctest: +SKIP
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>>> info['tracked_keys'] == 0 # doctest: +SKIP
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True
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>>> info['current_size'] == 0 # doctest: +SKIP
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True
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The `clear_cache()` method is an async method that clears both the cache store
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(if it supports the `clear` method) and all internal tracking data.
@@ -249,7 +260,7 @@ The dual-store architecture provides flexibility in choosing the best combinatio
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of source and cache stores for your specific use case.
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Examples from Real Usage
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-----------------------
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------------------------
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Here's a complete example demonstrating cache effectiveness:
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@@ -270,24 +281,20 @@ Here's a complete example demonstrating cache effectiveness:
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>>> zarr_array[:] = np.random.random((100, 100))
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>>>
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>>> # Demonstrate cache effectiveness with repeated access
273-
>>> print("First access (cache miss):")
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>>> start = time.time()
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>>> data = zarr_array[20:30, 20:30]
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>>> data = zarr_array[20:30, 20:30] # First access (cache miss)
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>>> first_access = time.time() - start
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>>>
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>>> print("Second access (cache hit):")
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>>> start = time.time()
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>>> data = zarr_array[20:30, 20:30] # Same data should be cached
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>>> data = zarr_array[20:30, 20:30] # Second access (cache hit)
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>>> second_access = time.time() - start
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>>>
283-
>>> print(f"First access time: {first_access:.4f} s")
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>>> print(f"Second access time: {second_access:.4f} s")
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>>> print(f"Cache speedup: {first_access/second_access:.2f}x")
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>>>
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>>> # Check cache statistics
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>>> info = cached_store.cache_info()
289-
>>> print(f"Cached keys: {info['cached_keys']}")
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>>> print(f"Current cache size: {info['current_size']} bytes")
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>>> info['cached_keys'] > 0 # Should have cached keys
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True
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>>> info['current_size'] > 0 # Should have cached data
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True
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This example shows how the CacheStore can significantly reduce access times for repeated
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data reads, particularly important when working with remote data sources. The dual-store

docs/user-guide/index.rst

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@@ -23,6 +23,7 @@ Advanced Topics
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data_types
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performance
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consolidated_metadata
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cachingstore
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extending
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gpu
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src/zarr/storage/__init__.py

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@@ -15,6 +15,7 @@
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from zarr.storage._zip import ZipStore
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__all__ = [
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"CacheStore",
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"FsspecStore",
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"GpuMemoryStore",
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"LocalStore",

tests/test_store/test_caching_store.py

Lines changed: 0 additions & 40 deletions
Original file line numberDiff line numberDiff line change
@@ -4,7 +4,6 @@
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import asyncio
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import time
7-
from typing import Any
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import pytest
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@@ -300,42 +299,3 @@ async def test_clear_cache(self, cached_store: CacheStore) -> None:
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# Verify data still exists in source store
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assert await cached_store._store.exists("clear_test_1")
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assert await cached_store._store.exists("clear_test_2")
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async def test_clear_cache_with_cache_store_without_clear(self) -> None:
305-
"""Test clear_cache when cache store doesn't support clear method."""
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# Create a mock cache store that wraps MemoryStore but doesn't expose clear
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memory_store = MemoryStore()
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class MockCacheStore:
311-
def __init__(self, wrapped_store: MemoryStore) -> None:
312-
self._wrapped = wrapped_store
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314-
def __getattr__(self, name: str) -> Any:
315-
if name == "clear":
316-
raise AttributeError("'MockCacheStore' object has no attribute 'clear'")
317-
return getattr(self._wrapped, name)
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319-
source_store = MemoryStore()
320-
mock_cache_store = MockCacheStore(memory_store)
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322-
# Verify mock doesn't have clear
323-
assert not hasattr(mock_cache_store, "clear")
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325-
cached_store = CacheStore(source_store, cache_store=mock_cache_store, key_insert_times={})
326-
327-
# Add test data
328-
test_data = CPUBuffer.from_bytes(b"test data")
329-
await cached_store.set("mock_test", test_data)
330-
331-
# Verify tracking before clear
332-
assert cached_store.cache_info()["tracked_keys"] == 1
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334-
# Clear cache (should only clear tracking, not the cache store since it has no clear method)
335-
await cached_store.clear_cache()
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337-
# Verify tracking is cleared
338-
info = cached_store.cache_info()
339-
assert info["tracked_keys"] == 0
340-
assert info["cached_keys"] == 0
341-
assert info["current_size"] == 0

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