FastCDC 2020 implementation in Python, with Cython acceleration
Project description
PyFastCDC
A FastCDC 2020 implementation written in Python, with Cython acceleration
Supports Python 3.6+
Still under development
Installation
TODO
PyFastCDC is available on PyPI with prebuilt wheels for common platforms. You can install it via pip or other Python package managers you want:
pip install pyfastcdc
For platforms without prebuilt wheels, a suitable build environment capable of compiling Python extension modules is required.
For example, you might need to install gcc and python3-dev via apt in Debian
If the Cython extension fails to compile, the installation will fall back to a pure-Python implementation, which is significantly slower
Usage
TODO
import hashlib
from pyfastcdc import FastCDC
for chunk in FastCDC(16384).cut_file('archive.tar'):
print(chunk.offset, chunk.length, hashlib.sha256(chunk.data).hexdigest())
Please only import members from pyfastcdc in your application code and avoid importing inner modules (e.g. pyfastcdc.common) directly.
Only public APIs inside the pyfastcdc module are guaranteed to be stable across releases
from pyfastcdc import Chunk # GOOD
from pyfastcdc.common import Chunk # BAD, no API stability guarantee
Performance
With the help of Cython, PyFastCDC can achieve near-native performance on chunking inputs
Each test was run 10 times for averaging, achieving a maximum in-memory chunking speed of about 4.8GB/s
FastCDC parameters:
avg_size: Independent variablemin_size:avg_size/ 4 (default)max_size:avg_size* 4 (default)normalized_chunking: 1 (default)seed: 1 (default)
Test environment:
- Python 3.11.14, Cython 3.2.4
- Ryzen 7 6800H @ 4.55GHz, NVMe SSD, Debian 13.2
Test files:
rand_10G.bin: 10GiB randomly generated binary dataAlmaLinux-10.1-x86_64-dvd.iso: the DVD ISO image of AlmaLinux 10.1llvmorg-21.1.8.tar: gzip-unzipped LLVM 21.1.8 source code
Test command:
cd scripts
python benchmark.py --test-files rand_10G.bin AlmaLinux-10.1-x86_64-dvd.iso llvmorg-21.1.8.tar
Difference from iscc/fastcdc-py
This project is inspired by iscc/fastcdc-py, but differs in the following ways:
- Based on nlfiedler/fastcdc-rs, using its FastCDC 2020 implementation aligned with the original paper, rather than the simplified ronomon implementation
- Supports multiple types of input, including in-memory data buffers, regular file using mmap, and custom streaming input
- Does not include any CLI tool. It provides only the core FastCDC functionality
License
Reference
Papers
- FastCDC 2016: FastCDC: A Fast and Efficient Content-Defined Chunking Approach for Data Deduplication
- FastCDC 2020: The Design of Fast Content-Defined Chunking for Data Deduplication Based Storage Systems
Other FastCDC Implementations
- nlfiedler/fastcdc-rs, where this implementation is based on
- iscc/fastcdc-py, which provides an alternative FastCDC implementation based on ronomon/deduplication
Project details
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