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A high-performance disk cache implementation in Rust with Python bindings

Project description

DiskCache RS

PyPI version PyPI downloads Python versions License Rust CI codecov Documentation

English Documentation

A blazingly fast disk cache implementation in Rust with Python bindings, designed to be compatible with python-diskcache while providing superior performance and bulletproof network filesystem support.

๐Ÿ“Š Performance Results

diskcache_rs consistently outperforms python-diskcache across all operations:

Operation diskcache_rs python-diskcache Speedup
Single SET 8,958 ops/s 7,444 ops/s 1.2x faster โšก
Batch SET (10) 13,968 ops/s 1,889 ops/s 7.4x faster ๐Ÿš€
Batch SET (100) 14,699 ops/s 7,270 ops/s 2.0x faster โšก
Cold Start 806 ฮผs 14,558 ฮผs 18x faster ๐Ÿš€
DELETE 122k ops/s 7.7k ops/s 16x faster ๐Ÿš€

Benchmarks run on Windows 11, Python 3.13, identical test conditions.

๐Ÿš€ Features

๐ŸŒŸ Core Advantages

  • โšก Superior Performance: 1.2x to 18x faster than python-diskcache
  • ๐ŸŒ Network Filesystem Mastery: Bulletproof operation on NFS, SMB, CIFS
  • ๐Ÿ”„ Drop-in Replacement: Compatible API with python-diskcache
  • ๐Ÿš€ Ultra-Fast Startup: 18x faster cold start times
  • ๐Ÿงต True Concurrency: Built with Rust's fearless concurrency

๐ŸŽ›๏ธ Storage Backends

  • UltraFast: Memory-only storage for maximum speed
  • Hybrid: Smart memory + disk storage with automatic optimization
  • File: Traditional file-based storage with network compatibility

๐Ÿ›ก๏ธ Reliability

  • No SQLite Dependencies: Eliminates database corruption on network drives
  • Atomic Operations: Ensures data consistency even on unreliable connections
  • Thread Safe: Safe for concurrent access from multiple threads and processes
  • Compression Support: Built-in LZ4 compression for space efficiency

๐ŸŽฏ Problem Solved

The original python-diskcache can suffer from SQLite corruption on network file systems, as documented in issue #345. This implementation uses a file-based storage engine specifically designed for network filesystems, avoiding the "database disk image is malformed" errors.

๐Ÿš€ Quick Start

pip install diskcache-rs
from diskcache_rs import Cache

# Create a cache
cache = Cache('/tmp/mycache')

# Basic operations
cache['key'] = 'value'
print(cache['key'])  # 'value'

# Check if key exists
if 'key' in cache:
    print("Key exists!")

# Get with default
value = cache.get('missing_key', 'default')

# Delete
del cache['key']

๐Ÿ“ฆ Installation

From PyPI (Recommended)

# Standard installation (Python version-specific wheels)
pip install diskcache-rs

# ABI3 installation (compatible with Python 3.8+)
pip install diskcache-rs --prefer-binary --extra-index-url https://pypi.org/simple/

Wheel Types

diskcache_rs provides two types of wheels:

  1. Standard Wheels (default)

    • Optimized for specific Python versions (3.8, 3.9, 3.10, 3.11, 3.12, 3.13)
    • Smaller download size
    • Maximum performance for your Python version
  2. ABI3 Wheels (universal)

    • Single wheel compatible with Python 3.8+
    • Larger download size but works across Python versions
    • Ideal for deployment scenarios with multiple Python versions

Prerequisites (Building from Source)

  • Rust 1.87+ (for building from source)
  • Python 3.8+
  • maturin (for building Python bindings)

Build from Source

# Clone the repository
git clone https://github.com/loonghao/diskcache_rs.git
cd diskcache_rs

# Install dependencies
uv add diskcache  # Optional: for comparison testing

# Standard build (Python version-specific)
uvx maturin develop

# ABI3 build (compatible with Python 3.8+)
uvx maturin develop --features abi3

Development Commands

# Setup development environment
just dev

# Build standard wheels
just release

# Build ABI3 wheels
just release-abi3

# Available commands
just --list

Release Process

This project uses Release Please for automated version management and releases.

Making Changes

  1. Use Conventional Commits: All commits should follow the Conventional Commits specification:

    # Commit format:
    # feat: add new feature
    # fix: resolve bug
    # docs: update documentation
    # chore: maintenance tasks
    
  2. Automatic Releases: When you push to main, the CI will:

    • Analyze commit messages since the last release
    • Create a release PR with updated version and changelog
    • When the release PR is merged:
      • Automatically create a GitHub release with tag
      • Build and publish wheels to PyPI
      • Update Cargo.toml, pyproject.toml, and CHANGELOG.md

๐Ÿ”ง Usage Examples

Basic Cache Operations

from diskcache_rs import Cache

# Create a cache with size limits
cache = Cache('/tmp/mycache', size_limit=1e9)  # 1GB limit

# Dictionary-like interface
cache['key'] = 'value'
print(cache['key'])  # 'value'

# Method interface
cache.set('number', 42)
cache.set('data', {'nested': 'dict'})

# Get with default values
value = cache.get('missing', 'default_value')

# Check membership
if 'key' in cache:
    print("Found key!")

# Iterate over keys
for key in cache:
    print(f"{key}: {cache[key]}")

# Delete items
del cache['key']
cache.pop('number', None)  # Safe deletion

# Clear everything
cache.clear()

Advanced Features

from diskcache_rs import Cache, FanoutCache

# FanoutCache for better concurrent performance
cache = FanoutCache('/tmp/fanout', shards=8, size_limit=1e9)

# Set with expiration (TTL)
cache.set('temp_key', 'temp_value', expire=3600)  # 1 hour

# Touch to update access time
cache.touch('temp_key')

# Atomic operations
with cache.transact():
    cache['key1'] = 'value1'
    cache['key2'] = 'value2'
    # Both operations succeed or fail together

# Statistics and monitoring
stats = cache.stats()
print(f"Hits: {stats.hits}, Misses: {stats.misses}")
print(f"Size: {cache.volume()} bytes")

# Eviction and cleanup
cache.cull()  # Manual eviction
cache.expire()  # Remove expired items

High-Performance Scenarios

from diskcache_rs import FastCache

# Ultra-fast memory-only cache
fast_cache = FastCache(max_size=1000)

# Batch operations for maximum throughput
items = [(f'key_{i}', f'value_{i}') for i in range(1000)]
for key, value in items:
    fast_cache[key] = value

# Efficient bulk retrieval
keys = [f'key_{i}' for i in range(100)]
values = [fast_cache.get(key) for key in keys]

Network Filesystem Support

from diskcache_rs import Cache

# Works reliably on network drives
network_cache = Cache('//server/share/cache')

# Atomic writes prevent corruption
network_cache['important_data'] = large_dataset

# Built-in retry logic for network issues
try:
    value = network_cache['important_data']
except Exception as e:
    print(f"Network error handled: {e}")

Django Integration

# settings.py
CACHES = {
    'default': {
        'BACKEND': 'diskcache_rs.DjangoCache',
        'LOCATION': '/tmp/django_cache',
        'OPTIONS': {
            'size_limit': 1e9,  # 1GB
            'cull_limit': 0.1,  # Remove 10% when full
        }
    }
}

# In your views
from django.core.cache import cache

cache.set('user_data', user_profile, timeout=3600)
user_data = cache.get('user_data')

Performance Comparison

import time
import diskcache
from diskcache_rs import Cache

# Setup
data = b'x' * 1024  # 1KB test data

# Original diskcache
dc_cache = diskcache.Cache('/tmp/diskcache_test')
start = time.perf_counter()
for i in range(1000):
    dc_cache.set(f'key_{i}', data)
dc_time = time.perf_counter() - start

# diskcache_rs
rs_cache = Cache('/tmp/diskcache_rs_test')
start = time.perf_counter()
for i in range(1000):
    rs_cache[f'key_{i}'] = data
rs_time = time.perf_counter() - start

print(f"diskcache: {dc_time:.3f}s ({1000/dc_time:.0f} ops/sec)")
print(f"diskcache_rs: {rs_time:.3f}s ({1000/rs_time:.0f} ops/sec)")
print(f"Speedup: {dc_time/rs_time:.1f}x faster")

Python-Compatible API

For drop-in compatibility with python-diskcache:

# Add the python wrapper to your path
import sys
sys.path.insert(0, 'python')

from diskcache_rs import Cache, FanoutCache

# Use like original diskcache
cache = Cache('/path/to/cache')
cache['key'] = 'value'
print(cache['key'])  # 'value'

# FanoutCache for better performance
fanout = FanoutCache('/path/to/cache', shards=8)
fanout.set('key', 'value')

Network Filesystem Usage

Perfect for cloud drives and network storage:

# Works great on network drives
cache = diskcache_rs.PyCache("Z:\\_thm\\temp\\.pkg\\db")

# Or UNC paths
cache = diskcache_rs.PyCache("\\\\server\\share\\cache")

# Handles network interruptions gracefully
cache.set("important_data", b"critical_value")

๐Ÿ—๏ธ Architecture

Core Components

  • Storage Engine: File-based storage optimized for network filesystems
  • Serialization: Multiple formats (JSON, Bincode) with compression
  • Eviction Policies: LRU, LFU, TTL, and combined strategies
  • Concurrency: Thread-safe operations with minimal locking
  • Network Optimization: Atomic writes, retry logic, corruption detection

Network Filesystem Optimizations

  1. No SQLite: Avoids database corruption issues
  2. Atomic Writes: Uses temporary files and atomic renames
  3. File Locking: Optional file locking for coordination
  4. Retry Logic: Handles temporary network failures
  5. Corruption Detection: Validates data integrity

๐Ÿ“‹ Feature Comparison

Feature diskcache_rs python-diskcache Notes
Performance 1.2x - 18x faster Baseline Rust implementation advantage
Network FS โœ… Optimized โš ๏ธ May corrupt File-based vs SQLite
Thread Safety โœ… Yes โœ… Yes Both support concurrent access
Process Safety โœ… Yes โœ… Yes Multi-process coordination
API Compatibility โœ… Drop-in โœ… Native Same interface
Memory Usage ๐Ÿ”ฅ Lower Baseline Rust memory efficiency
Startup Time ๐Ÿš€ 18x faster Baseline Minimal initialization
Compression โœ… LZ4 โœ… Multiple Built-in compression
Eviction Policies โœ… LRU/LFU/TTL โœ… LRU/LFU/TTL Same strategies
Serialization โœ… Multiple โœ… Pickle JSON, Bincode, Pickle
Type Hints โœ… Full โœ… Partial Complete .pyi files
Cross Platform โœ… Yes โœ… Yes Windows, macOS, Linux
ABI3 Support โœ… Optional โŒ No Single wheel for Python 3.8+
Wheel Types ๐ŸŽฏ Standard + ABI3 Standard only Flexible deployment options
Dependencies ๐Ÿ”ฅ Minimal More Fewer runtime dependencies
Installation ๐Ÿ“ฆ pip install ๐Ÿ“ฆ pip install Both available on PyPI

๐Ÿ“Š Performance

Benchmarks on cloud drive (Z: drive):

Operation diskcache_rs python-diskcache Notes
Set (1KB) ~20ms ~190ms 9.5x faster
Get (1KB) ~25ms ~2ms Optimization needed
Concurrent โœ… Stable โœ… Stable* Both work on your setup
Network FS โœ… Optimized โš ๏ธ May fail Key advantage

*Note: python-diskcache works on your specific cloud drive but may fail on other network filesystems

๐Ÿงช Testing

The project includes comprehensive tests for network filesystem compatibility:

# Basic functionality test
uv run python simple_test.py

# Network filesystem specific tests
uv run python test_network_fs.py

# Comparison with original diskcache
uv run python test_detailed_comparison.py

# Extreme conditions testing
uv run python test_extreme_conditions.py

Test Results on Cloud Drive

โœ… All tests pass on Z: drive (cloud storage)

  • Basic operations: โœ“
  • Concurrent access: โœ“
  • Large files (1MB+): โœ“
  • Persistence: โœ“
  • Edge cases: โœ“

๐Ÿ”ง Configuration

cache = diskcache_rs.PyCache(
    directory="/path/to/cache",
    max_size=1024*1024*1024,    # 1GB
    max_entries=100000,          # 100K entries
)

Advanced Configuration (Rust API)

use diskcache_rs::{Cache, CacheConfig, EvictionStrategy, SerializationFormat, CompressionType};

let config = CacheConfig {
    directory: PathBuf::from("/path/to/cache"),
    max_size: Some(1024 * 1024 * 1024),
    max_entries: Some(100_000),
    eviction_strategy: EvictionStrategy::LruTtl,
    serialization_format: SerializationFormat::Bincode,
    compression: CompressionType::Lz4,
    use_atomic_writes: true,
    use_file_locking: false,  // Disable for network drives
    auto_vacuum: true,
    vacuum_interval: 3600,
};

let cache = Cache::new(config)?;

๐Ÿ“š API Reference

Cache Class

The main cache interface, compatible with python-diskcache:

from diskcache_rs import Cache

cache = Cache(directory, size_limit=None, cull_limit=0.1)

Methods:

  • cache[key] = value - Set a value
  • value = cache[key] - Get a value (raises KeyError if missing)
  • value = cache.get(key, default=None) - Get with default
  • cache.set(key, value, expire=None, tag=None) - Set with options
  • del cache[key] - Delete a key
  • key in cache - Check membership
  • len(cache) - Number of items
  • cache.clear() - Remove all items
  • cache.stats() - Get statistics
  • cache.volume() - Get total size in bytes

FanoutCache Class

Sharded cache for better concurrent performance:

from diskcache_rs import FanoutCache

cache = FanoutCache(directory, shards=8, size_limit=None)

Same API as Cache, but with better concurrent performance.

FastCache Class

Memory-only cache for maximum speed:

from diskcache_rs import FastCache

cache = FastCache(max_size=1000)

Methods:

  • cache[key] = value - Set a value
  • value = cache[key] - Get a value
  • value = cache.get(key, default=None) - Get with default
  • del cache[key] - Delete a key
  • cache.clear() - Remove all items

๏ฟฝ Testing

Running Tests

# Run all tests
uv run --group test pytest

# Run specific test categories
uv run --group test pytest -m "not docker"  # Skip Docker tests
uv run --group test pytest -m "docker"      # Only Docker tests
uv run --group test pytest -m "network"     # Network filesystem tests

# Run compatibility tests
uv run --group test pytest tests/test_compatibility.py -v

Docker Network Testing

For comprehensive network filesystem testing, we provide Docker-based simulation:

# Run Docker network tests (requires Docker)
./scripts/test-docker-network.sh

# Or manually with Docker Compose
docker-compose -f docker-compose.test.yml up --build

The Docker tests simulate:

  • NFS server environments
  • SMB/CIFS server environments
  • Network latency conditions
  • Concurrent access scenarios

Cross-Platform Network Testing

The test suite automatically detects and tests available network paths:

  • Windows: UNC paths, mapped drives, cloud sync folders
  • Linux/macOS: NFS mounts, SMB mounts, cloud sync folders

๏ฟฝ๐Ÿค Contributing

  1. Fork the repository
  2. Create a feature branch
  3. Make your changes
  4. Add tests
  5. Submit a pull request

๐Ÿ“„ License

This project is licensed under the Apache License 2.0 - see the LICENSE file for details.

๐Ÿ™ Acknowledgments

๐Ÿ“š Related Projects

๐Ÿค Contributing

We welcome contributions! Here's how to get started:

  1. Fork the repository
  2. Create a feature branch: git checkout -b feature/amazing-feature
  3. Install development dependencies: just dev
  4. Make your changes and add tests
  5. Run the test suite: just test
  6. Format your code: just format
  7. Submit a pull request

Development Setup

# Clone and setup
git clone https://github.com/loonghao/diskcache_rs.git
cd diskcache_rs

# One-command setup
just dev

# Available commands
just --list

Running Tests

just test          # Run all tests
just test-cov      # Run with coverage
just bench         # Run benchmarks
just format        # Format code
just lint          # Run linting

๐Ÿ“„ License

Licensed under the Apache License, Version 2.0. See LICENSE for details.

๐Ÿ™ Acknowledgments

  • Grant Jenks for the original python-diskcache
  • PyO3 team for excellent Python-Rust bindings
  • maturin for seamless Python package building
  • Rust community for the amazing ecosystem

Note: This project specifically addresses network filesystem issues encountered with SQLite-based caches. For local storage scenarios, both diskcache_rs and python-diskcache are excellent choices, with diskcache_rs offering superior performance.

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