PyFastCDC

A high-performance FastCDC 2020 implementation written in Python + Cython

Supports Python 3.6+. Provides prebuilt wheels for Python 3.8+

Its core algorithm implementation is a direct port of the v2020 module from nlfiedler/fastcdc-rs, which means that the output of PyFastCDC completely matches the output of nlfiedler/fastcdc-rs

Installation

PyFastCDC is available on PyPI, with prebuilt wheels for many common platforms thanks to cibuildwheel

To install, you can use pip or any other Python package manager you prefer:

pip install pyfastcdc

For platforms without prebuilt wheels, a suitable build environment capable of compiling Python extension modules is required. For example, on Debian, you might need to install gcc and python3-dev via apt

If the Cython extension fails to compile, the installation will fall back to a pure Python implementation, which is significantly slower (about 0.5% or less in memory chunking speed)

I only want to use the Cython implemetion, not the slow pure-Python one

You can set the environment variable PYFASTCDC_REQUIRE_CYTHON=true or PYFASTCDC_REQUIRE_CYTHON=1 for the pip installation command to disable the pure-Python fallback on extension compilation error and make the installation fail hard. Thus, after a successful installation, you will always have a working Cython extension

Example bash command using pip:

$ PYFASTCDC_REQUIRE_CYTHON=true pip install pyfastcdc
... some pip output ...
Building wheels for collected packages: pyfastcdc
  Building wheel for pyfastcdc (pyproject.toml) ... error
  ... some pip output ...
  ###########################################################################################################
  Failed to compile pyfastcdc Cython extension, fail hard since PYFASTCDC_REQUIRE_CYTHON is set to true
  Unset PYFASTCDC_REQUIRE_CYTHON to allow pure-Python fallback if that's acceptable for your use case.
  <class 'distutils.compilers.C.errors.CompileError'> command 'gcc' failed: No such file or directory
  ###########################################################################################################
  error: command 'gcc' failed: No such file or directory
  ----------------------------------------
  ERROR: Failed building wheel for pyfastcdc
  ... some pip output ...

Usage

The usage of PyFastCDC is simple:

Construct a FastCDC instance with desired parameters
Call FastCDC.cut_xxx() function to chunk your data
- Call cut_buf() to chunk in-memory data buffers
- Call cut_file() to chunk a regular file using mmap
- Call cut_stream() to chunk a custom file-like streaming object

Example:

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())

See docstrings of exported objects in the pyfastcdc module for more API details

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 NormalizedChunking         # GOOD
from pyfastcdc.common import NormalizedChunking  # 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

Benchmark details

FastCDC parameters:

avg_size: Independent variable
min_size: avg_size / 4 (default)
max_size: avg_size * 4 (default)
normalized_chunking: 1 (default)
seed: 0 (default)

Test environment:

PyFastCDC 0.2.0b1, precompiled wheel from Test PyPI, Cython 3.2.4
Python 3.11.14 using docker image python:3.11
Ryzen 7 6800H @ 4.55GHz, NVMe SSD, Debian 13.2

Test files:

rand_10G.bin: 10GiB randomly generated binary data
AlmaLinux-10.1-x86_64-dvd.iso: the DVD ISO image of AlmaLinux 10.1
llvmorg-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

MIT

Reference

Papers

Other FastCDC Implementations

HIT-HSSL/destor, the C implementation reference from the paper
nlfiedler/fastcdc-rs, where this implementation is based on
iscc/fastcdc-py, which provides an alternative FastCDC implementation based on ronomon/deduplication

Metadata

Release files for pyfastcdc 0.3.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for pyfastcdc 0.3.0
File	Size	Uploaded
pyfastcdc-0.3.0.tar.gz	31.7 kB	Jul 12, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for pyfastcdc 0.3.0
File	Interpreter	ABI	Platform	Reset
pyfastcdc-0.3.0-cp314-cp314t-win_arm64.whl 433.6 kB Jul 12, 2026	CPython 3.14	CPython 3.14 free-threading	Windows ARM64	Details
pyfastcdc-0.3.0-cp314-cp314t-win_amd64.whl 450.3 kB Jul 12, 2026	CPython 3.14	CPython 3.14 free-threading	Windows x86-64	Details
pyfastcdc-0.3.0-cp314-cp314t-win32.whl 438.2 kB Jul 12, 2026	CPython 3.14	CPython 3.14 free-threading	Windows x86-32	Details
pyfastcdc-0.3.0-cp314-cp314t-musllinux_1_2_x86_64.whl 849.1 kB Jul 12, 2026	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ x86-64	Details
pyfastcdc-0.3.0-cp314-cp314t-musllinux_1_2_aarch64.whl 840.6 kB Jul 12, 2026	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ ARM64	Details
pyfastcdc-0.3.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 861.9 kB Jul 12, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.28+ x86-64, Linux glibc 2.17+ x86-64	Details
pyfastcdc-0.3.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 875.0 kB Jul 12, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
pyfastcdc-0.3.0-cp314-cp314t-macosx_11_0_arm64.whl 156.7 kB Jul 12, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 11.0+ ARM64	Details
pyfastcdc-0.3.0-cp314-cp314t-macosx_10_15_x86_64.whl 166.8 kB Jul 12, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 10.15+ x86-64	Details
pyfastcdc-0.3.0-cp314-cp314-win_arm64.whl 425.7 kB Jul 12, 2026	CPython 3.14	CPython 3.14	Windows ARM64	Details
pyfastcdc-0.3.0-cp314-cp314-win_amd64.whl 440.5 kB Jul 12, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
pyfastcdc-0.3.0-cp314-cp314-win32.whl 429.6 kB Jul 12, 2026	CPython 3.14	CPython 3.14	Windows x86-32	Details
pyfastcdc-0.3.0-cp314-cp314-musllinux_1_2_x86_64.whl 801.7 kB Jul 12, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-64	Details
pyfastcdc-0.3.0-cp314-cp314-musllinux_1_2_aarch64.whl 779.6 kB Jul 12, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ ARM64	Details
pyfastcdc-0.3.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 808.3 kB Jul 12, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
pyfastcdc-0.3.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 797.4 kB Jul 12, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
pyfastcdc-0.3.0-cp314-cp314-macosx_11_0_arm64.whl 145.3 kB Jul 12, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
pyfastcdc-0.3.0-cp314-cp314-macosx_10_15_x86_64.whl 159.7 kB Jul 12, 2026	CPython 3.14	CPython 3.14	macOS 10.15+ x86-64	Details
pyfastcdc-0.3.0-cp313-cp313-win_arm64.whl 419.8 kB Jul 12, 2026	CPython 3.13	CPython 3.13	Windows ARM64	Details
pyfastcdc-0.3.0-cp313-cp313-win_amd64.whl 434.8 kB Jul 12, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
pyfastcdc-0.3.0-cp313-cp313-win32.whl 423.7 kB Jul 12, 2026	CPython 3.13	CPython 3.13	Windows x86-32	Details
pyfastcdc-0.3.0-cp313-cp313-musllinux_1_2_x86_64.whl 807.7 kB Jul 12, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-64	Details
pyfastcdc-0.3.0-cp313-cp313-musllinux_1_2_aarch64.whl 780.0 kB Jul 12, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ ARM64	Details
pyfastcdc-0.3.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 815.8 kB Jul 12, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
pyfastcdc-0.3.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 798.7 kB Jul 12, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
pyfastcdc-0.3.0-cp313-cp313-macosx_11_0_arm64.whl 144.6 kB Jul 12, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
pyfastcdc-0.3.0-cp313-cp313-macosx_10_13_x86_64.whl 159.0 kB Jul 12, 2026	CPython 3.13	CPython 3.13	macOS 10.13+ x86-64	Details
pyfastcdc-0.3.0-cp312-cp312-win_arm64.whl 420.5 kB Jul 12, 2026	CPython 3.12	CPython 3.12	Windows ARM64	Details
pyfastcdc-0.3.0-cp312-cp312-win_amd64.whl 435.9 kB Jul 12, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
pyfastcdc-0.3.0-cp312-cp312-win32.whl 424.2 kB Jul 12, 2026	CPython 3.12	CPython 3.12	Windows x86-32	Details
pyfastcdc-0.3.0-cp312-cp312-musllinux_1_2_x86_64.whl 824.8 kB Jul 12, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-64	Details
pyfastcdc-0.3.0-cp312-cp312-musllinux_1_2_aarch64.whl 796.3 kB Jul 12, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ ARM64	Details
pyfastcdc-0.3.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 831.3 kB Jul 12, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.28+ x86-64, Linux glibc 2.17+ x86-64	Details
pyfastcdc-0.3.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 814.2 kB Jul 12, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
pyfastcdc-0.3.0-cp312-cp312-macosx_11_0_arm64.whl 146.1 kB Jul 12, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
pyfastcdc-0.3.0-cp312-cp312-macosx_10_13_x86_64.whl 160.4 kB Jul 12, 2026	CPython 3.12	CPython 3.12	macOS 10.13+ x86-64	Details
pyfastcdc-0.3.0-cp311-cp311-win_arm64.whl 420.2 kB Jul 12, 2026	CPython 3.11	CPython 3.11	Windows ARM64	Details
pyfastcdc-0.3.0-cp311-cp311-win_amd64.whl 435.0 kB Jul 12, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
pyfastcdc-0.3.0-cp311-cp311-win32.whl 423.0 kB Jul 12, 2026	CPython 3.11	CPython 3.11	Windows x86-32	Details
pyfastcdc-0.3.0-cp311-cp311-musllinux_1_2_x86_64.whl 807.0 kB Jul 12, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-64	Details
pyfastcdc-0.3.0-cp311-cp311-musllinux_1_2_aarch64.whl 788.2 kB Jul 12, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ ARM64	Details
pyfastcdc-0.3.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 810.1 kB Jul 12, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
pyfastcdc-0.3.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 803.7 kB Jul 12, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
pyfastcdc-0.3.0-cp311-cp311-macosx_11_0_arm64.whl 145.7 kB Jul 12, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
pyfastcdc-0.3.0-cp311-cp311-macosx_10_9_x86_64.whl 157.9 kB Jul 12, 2026	CPython 3.11	CPython 3.11	macOS 10.9+ x86-64	Details
pyfastcdc-0.3.0-cp310-cp310-win_arm64.whl 420.4 kB Jul 12, 2026	CPython 3.10	CPython 3.10	Windows ARM64	Details
pyfastcdc-0.3.0-cp310-cp310-win_amd64.whl 434.6 kB Jul 12, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
pyfastcdc-0.3.0-cp310-cp310-win32.whl 423.9 kB Jul 12, 2026	CPython 3.10	CPython 3.10	Windows x86-32	Details
pyfastcdc-0.3.0-cp310-cp310-musllinux_1_2_x86_64.whl 760.1 kB Jul 12, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ x86-64	Details
pyfastcdc-0.3.0-cp310-cp310-musllinux_1_2_aarch64.whl 745.8 kB Jul 12, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ ARM64	Details
pyfastcdc-0.3.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 763.8 kB Jul 12, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.28+ x86-64, Linux glibc 2.17+ x86-64	Details
pyfastcdc-0.3.0-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 761.2 kB Jul 12, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
pyfastcdc-0.3.0-cp310-cp310-macosx_11_0_arm64.whl 146.3 kB Jul 12, 2026	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details
pyfastcdc-0.3.0-cp310-cp310-macosx_10_9_x86_64.whl 158.2 kB Jul 12, 2026	CPython 3.10	CPython 3.10	macOS 10.9+ x86-64	Details
pyfastcdc-0.3.0-cp39-cp39-win_arm64.whl 421.0 kB Jul 12, 2026	CPython 3.9	CPython 3.9	Windows ARM64	Details
pyfastcdc-0.3.0-cp39-cp39-win_amd64.whl 435.3 kB Jul 12, 2026	CPython 3.9	CPython 3.9	Windows x86-64	Details
pyfastcdc-0.3.0-cp39-cp39-win32.whl 424.5 kB Jul 12, 2026	CPython 3.9	CPython 3.9	Windows x86-32	Details
pyfastcdc-0.3.0-cp39-cp39-musllinux_1_2_x86_64.whl 759.9 kB Jul 12, 2026	CPython 3.9	CPython 3.9	Linux musl 1.2+ x86-64	Details
pyfastcdc-0.3.0-cp39-cp39-musllinux_1_2_aarch64.whl 744.4 kB Jul 12, 2026	CPython 3.9	CPython 3.9	Linux musl 1.2+ ARM64	Details
pyfastcdc-0.3.0-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 763.5 kB Jul 12, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
pyfastcdc-0.3.0-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 760.4 kB Jul 12, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
pyfastcdc-0.3.0-cp39-cp39-macosx_11_0_arm64.whl 147.0 kB Jul 12, 2026	CPython 3.9	CPython 3.9	macOS 11.0+ ARM64	Details
pyfastcdc-0.3.0-cp39-cp39-macosx_10_9_x86_64.whl 159.2 kB Jul 12, 2026	CPython 3.9	CPython 3.9	macOS 10.9+ x86-64	Details
pyfastcdc-0.3.0-cp38-cp38-win_amd64.whl 437.1 kB Jul 12, 2026	CPython 3.8	CPython 3.8	Windows x86-64	Details
pyfastcdc-0.3.0-cp38-cp38-win32.whl 426.1 kB Jul 12, 2026	CPython 3.8	CPython 3.8	Windows x86-32	Details
pyfastcdc-0.3.0-cp38-cp38-musllinux_1_2_x86_64.whl 792.0 kB Jul 12, 2026	CPython 3.8	CPython 3.8	Linux musl 1.2+ x86-64	Details
pyfastcdc-0.3.0-cp38-cp38-musllinux_1_2_aarch64.whl 776.0 kB Jul 12, 2026	CPython 3.8	CPython 3.8	Linux musl 1.2+ ARM64	Details
pyfastcdc-0.3.0-cp38-cp38-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 798.1 kB Jul 12, 2026	CPython 3.8	CPython 3.8	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
pyfastcdc-0.3.0-cp38-cp38-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 796.1 kB Jul 12, 2026	CPython 3.8	CPython 3.8	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
pyfastcdc-0.3.0-cp38-cp38-macosx_11_0_arm64.whl 150.5 kB Jul 12, 2026	CPython 3.8	CPython 3.8	macOS 11.0+ ARM64	Details
pyfastcdc-0.3.0-cp38-cp38-macosx_10_9_x86_64.whl 162.7 kB Jul 12, 2026	CPython 3.8	CPython 3.8	macOS 10.9+ x86-64	Details

Total release size: 37.9 MB

Release files / pyfastcdc-0.3.0.tar.gz

Download URL	pyfastcdc-0.3.0.tar.gz
Size	31.7 kB
Tags	Source
SHA-256 checksum How to use checksums	`0a8825465937cc21683836e3d816d54ebe27a61087c3486430225264958b7925`
BLAKE2b-256 checksum How to use checksums	`46bf925e302c9188780d851d7dc631631ee4bc1865440f3e58e7454375fd15a0`
Upload date	Jul 12, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

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Publishing platform: GitHub Actions
Publishing repository: github.com/Fallen-Breath/pyfastcdc
Publishing commit: github.com/Fallen-Breath/pyfastcdc/tree/4cb6bbcd81d64da5fb29927df67c15e544f08e05

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Publishing configuration: github.com/Fallen-Breath/pyfastcdc/blob/4cb6bbcd81d64da5fb29927df67c15e544f08e05/.github/workflows/ci.yml
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Release files / pyfastcdc-0.3.0-cp314-cp314t-win_arm64.whl

Download URL	pyfastcdc-0.3.0-cp314-cp314t-win_arm64.whl
Size	433.6 kB
Tags	CPython 3.14 CPython 3.14 free-threading Windows ARM64
SHA-256 checksum How to use checksums	`7385024d8fa85a89eeae3d2e768aba09aa9e6052c37ce9c3e8a4c78dd3dec768`
BLAKE2b-256 checksum How to use checksums	`8a1e9ca74caea63e77bf647622041b1e6d8c077c4ea8281940193f721d1603b6`
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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

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Publishing repository: github.com/Fallen-Breath/pyfastcdc
Publishing commit: github.com/Fallen-Breath/pyfastcdc/tree/4cb6bbcd81d64da5fb29927df67c15e544f08e05

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Subject: pyfastcdc-0.3.0-cp314-cp314t-win_arm64.whl
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Release files / pyfastcdc-0.3.0-cp314-cp314t-win_amd64.whl

Download URL	pyfastcdc-0.3.0-cp314-cp314t-win_amd64.whl
Size	450.3 kB
Tags	CPython 3.14 CPython 3.14 free-threading Windows x86-64
SHA-256 checksum How to use checksums	`1f37bf353afbb6a03c0cbc57be2ad5772832684f147cf975bf3880de8a28b6d0`
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Upload date	Jul 12, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

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Publishing platform: GitHub Actions
Publishing repository: github.com/Fallen-Breath/pyfastcdc
Publishing commit: github.com/Fallen-Breath/pyfastcdc/tree/4cb6bbcd81d64da5fb29927df67c15e544f08e05

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Release history Release notifications | RSS feed

This release

0.3.0 This release

Jul 12, 2026 72 release files

0.2.1

Feb 19, 2026 72 release files

0.2.0

Feb 19, 2026 72 release files

Pre-release

0.2.0b1

Feb 18, 2026 72 release files

0.1.0

Feb 8, 2026 72 release files

pyfastcdc 0.3.0

PyFastCDC

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