A simple and fast on disk cache library
Project description
SciQLop Cache
A fast, persistent key-value cache for Python and C++20. Built on SQLite with hybrid blob/file storage, it stays flat from 100 to 1M+ entries while being 2x faster than diskcache on writes and up to 6x faster in batched transactions.
pip install sciqlop-cache
Quick Start (Python)
from pysciqlop_cache import Cache
cache = Cache("/tmp/my-cache")
cache["sensor/temperature"] = {"ts": 1710000000, "values": [21.3, 21.5, 21.4]}
print(cache["sensor/temperature"])
Any picklable Python object works out of the box. For better performance with structured data, use the msgspec serializer:
from pysciqlop_cache import Cache, MsgspecSerializer
cache = Cache("/tmp/my-cache", serializer=MsgspecSerializer())
Expiration and Tags
cache.set("session/abc", token, expire=3600) # expires in 1 hour
cache.set("sensor/temp", data, tag="sensor") # tagged entry
cache.set("sensor/hum", data, expire=600, tag="sensor")
cache.evict_tag("sensor") # bulk-remove all "sensor" entries
cache.expire() # remove all expired entries
LRU Eviction
cache = Cache("/tmp/bounded", max_size=1_000_000_000) # 1 GB limit
# Least-recently-used entries are evicted automatically in the background
Atomic Transactions
with cache.transact():
cache["balance"] = cache.get("balance", 0) - amount
cache["log"] = f"withdrew {amount}"
# Automatically commits on success, rolls back on exception
transact() is reentrant on the same thread, so transactional helpers compose cleanly:
def withdraw(amount):
with cache.transact():
cache["balance"] = cache.get("balance", 0) - amount
with cache.transact(): # outer
withdraw(50) # nested transact is fine
withdraw(20)
# Outer commits; if it raises, both withdraws roll back together.
Sharded Concurrency with FanoutCache
For write-heavy concurrent workloads, FanoutCache shards keys across N independent stores:
from pysciqlop_cache import FanoutCache
cache = FanoutCache("/tmp/sharded", shard_count=8, max_size=1_000_000_000)
cache["key"] = "value" # routed to shard via hash(key) % 8
with cache.transact("key"): # transaction scoped to key's shard
cache["key"] = transform(cache["key"])
Lightweight Index
Index and FanoutIndex are bare key-value stores with no expiration, eviction, tags, or stats overhead:
from pysciqlop_cache import Index
idx = Index("/tmp/my-index")
idx["dataset/v2"] = metadata
Distributed Locking
# Cross-process lock backed by atomic add()
with cache.lock("my-resource", expire=30):
# exclusive access across processes
do_work()
Memoization
@cache.memoize(expire=300, tag="compute")
def expensive(x, y):
return heavy_computation(x, y)
expensive(1, 2) # computed
expensive(1, 2) # served from cache
Atomic Counters
cache.incr("page_views") # 1
cache.incr("page_views", delta=5) # 6
cache.decr("page_views") # 5
Hit/Miss Statistics
cache = Cache("/tmp/stats")
cache.set("k", "v")
cache.get("k") # hit
cache.get("missing") # miss
print(cache.stats()) # {"hits": 1, "misses": 1}
cache.reset_stats()
Integrity Checking
result = cache.check() # verify structural integrity
result = cache.check(True) # verify and fix (orphaned files, counter drift)
print(result.ok, result.orphaned_files, result.dangling_rows)
Disk Usage
print(cache.volume()) # total bytes on disk (SQLite DB + file-backed values)
print(cache.size()) # total bytes of stored values only
Dict-like Interface
All store types support the standard Python dict interface:
cache["key"] = value # set
value = cache["key"] # get
del cache["key"] # delete
"key" in cache # exists
for key in cache: ... # iterate keys
len(cache) # count
Migrating from diskcache
# Migrate an existing diskcache Cache or FanoutCache
python -m pysciqlop_cache.migrate /old/diskcache /new/sciqlop-cache
# Migrate a diskcache Index
python -m pysciqlop_cache.migrate --type index /old/index /new/index
# Migrate and delete entries from source as they are copied
python -m pysciqlop_cache.migrate --drop /old/diskcache /new/sciqlop-cache
Auto-detects Cache vs FanoutCache, preserves expiration TTLs and tags. Use --type index for Index sources (creates a lightweight sciqlop-cache Index). Also usable as a library:
from pysciqlop_cache.migrate import migrate
result = migrate("/old/cache", "/new/cache", drop=True)
result = migrate("/old/index", "/new/index", store_type="index")
print(result) # {"migrated": 1234, "skipped": 0, "errors": 0, "elapsed_secs": 1.5}
C++ API
#include "sciqlop_cache/sciqlop_cache.hpp"
// Full-featured cache with expiration, LRU eviction, tags, and stats
Cache cache(".cache/", /*max_size=*/1'000'000'000);
cache.set("key", std::vector<char>{'a', 'b', 'c'});
cache.set("key", data, 60s); // with expiration
cache.set("key", data, "mytag"); // with tag
cache.set("key", data, 60s, "mytag"); // both
auto value = cache.get("key"); // std::optional<Buffer>
cache.del("key");
cache.pop("key"); // get + delete
cache.add("key", data); // set only if absent
cache.touch("key", 120s); // update expiration
cache.evict_tag("mytag"); // bulk remove by tag
// Bare key-value store (no expiration/eviction/tags overhead)
Index index(".index/");
// Atomic counters
cache.incr("counter", 1, /*default=*/0);
cache.decr("counter");
// Integrity and diagnostics
auto cr = cache.check(); // structural integrity
auto cr2 = cache.check(true); // verify and fix
cache.volume(); // total disk usage in bytes
cache.stats(); // {hits, misses}
// Sharded variants for write concurrency
FanoutCache fc(".fc/", /*shard_count=*/8, /*max_size=*/0);
FanoutIndex fi(".fi/", /*shard_count=*/8);
Concurrency
- Thread-safe: per-instance mutex + per-instance SQLite connection. Multiple threads can share a single
Cacheinstance. - Multi-process safe: SQLite WAL mode with 600s busy timeout. Multiple processes can open the same cache directory.
- FanoutCache/FanoutIndex: shard keys across N independent stores for write concurrency. Each shard has its own database and lock.
Performance
Latency scaling (100 to 1M entries, 256-byte values)
Latency vs value size (64B to 1MB)
Batched transactions (per-op cost)
Amortized per-op latency drops significantly with larger batches, especially for small values:
Reproduce
# Scaling benchmarks
PYTHONPATH=build python benchmark/scaling.py --max-entries 1000000 --backend both > results.csv
python benchmark/plot_scaling.py results.csv -o benchmark/scaling_chart.png
PYTHONPATH=build python benchmark/scaling.py --max-entries 1000000 --raw --backend both > raw.csv
python benchmark/plot_scaling.py raw.csv --violin -o benchmark/scaling_violin.png
# Value-size and batch benchmarks
PYTHONPATH=build python benchmark/bench_valuesize.py > benchmark/valuesize_results.csv
python benchmark/plot_valuesize.py benchmark/valuesize_results.csv -o benchmark
Building from Source
pip install meson-python numpy
meson setup build -Dwith_tests=true
meson compile -C build
meson test -C build
License
MIT
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