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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

benchmark

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 variable
  • min_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:

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:

  1. Based on nlfiedler/fastcdc-rs, using its FastCDC 2020 implementation aligned with the original paper, rather than the simplified ronomon implementation
  2. Supports multiple types of input, including in-memory data buffers, regular file using mmap, and custom streaming input
  3. Does not include any CLI tool. It provides only the core FastCDC functionality

License

MIT

Reference

Papers

Other FastCDC Implementations

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