Skip to main content

tests wheels PyPI Python versions license

CEFast

CEFast

A fast reader for CEF (Cluster Exchange Format), the text format of ESA's Cluster Science Archive. C++20 core, Python bindings, no dependencies beyond numpy.

pip install cefast
import cefast
f = cefast.load("C1_CP_FGM_SPIN__20010201_000000_20010202_000000_V140305.cef.gz")
f["B_vec_xyz_gse__C1_CP_FGM_SPIN"].values      # (records, 3) float32
f["time_tags__C1_CP_FGM_SPIN"].values.dtype    # datetime64[ns]

Why CEFast

CEFLIB is the reference CEF reader, and it is hard to live with: source tarball only, no wheels, a global singleton, and no working byte variables. CEFast is installable with pip, free of global state, and readable by someone else.

Correctness is checked, not claimed:

  • every CEF 2.0 construct the archive uses, checked against the specification, with the deviations we accept listed in docs/accepted-deviations.md;
  • 41 real CSA files, every one CEFLIB can read compared value by value against CEFLIB 1.8.6, plus hand-made files for malformed input;
  • the full suite runs under ASan and UBSan in CI, together with an allocation budget test for the header path;
  • libFuzzer targets run in CI, each comparing a fast path with a slow reference: serial against parallel loading, the float parser against strtod, the fixed-width time parser against the general one, the header lexer and the record scanner against frozen copies of the simpler code they replaced;
  • a malformed file raises a ParseError naming the file, the line and the record: it never returns shifted columns or garbage.

Install

pip install cefast

Wheels are built for Linux (x86_64, aarch64), macOS 13+ (x86_64, arm64) and Windows (x64, ARM64), for CPython 3.10 and newer, including free-threaded builds. A Pyodide (wasm32) wheel is built too. Elsewhere, pip install builds from the sdist with a C++20 compiler and meson.

Loading

cefast.load("file.cef")            # path or os.PathLike
cefast.load("file.cef.gz")         # gzip, detected from the content
cefast.load(data)                  # bytes, bytearray or memoryview

threads=0 (the default) picks a thread count from the machine, threads=1 parses serially, threads=N uses at most N. Data sections above ~48 KiB are split across threads; the result is identical either way.

Loading releases the GIL. A path is memory-mapped, or read when the platform has no mmap, and bytes are borrowed: the returned arrays are views on that memory, valid as long as the CEF object and its variables live.

Variables

f.keys()                           # names, in file order
"B_vec_xyz_gse__C1_CP_FGM_SPIN" in f
v = f["B_vec_xyz_gse__C1_CP_FGM_SPIN"]
v.name, v.value_type               # 'B_vec_xyz_gse__C1_CP_FGM_SPIN', 'FLOAT'
v.sizes                            # (3,), the CEF SIZES attribute
v.is_nrv                           # True when the values are in the header (DATA), not per record
v.attributes                       # dict of the other variable attributes
f.attributes                       # dict of the global attributes

Attribute values are plain Python values: text and numbers come as one value or a list, times as datetime.datetime, time ranges as a pair of them.

Values are numpy arrays. Record-varying variables get a record axis, header variables keep their declared shape.

CEF VALUE_TYPE numpy dtype
FLOAT float32
DOUBLE float64
INT int32
BYTE uint8
CHAR numpy unicode string, copied
ISO_TIME datetime64[ns]
ISO_TIME_RANGE datetime64[ns], one extra dimension of 2

Missing data stays raw for numeric variables (the FILLVAL number itself) and becomes NaT for time variables.

INCLUDE

INCLUDE = "file.ceh" is resolved, in this order, with include_resolver first when given:

cefast.load("file.cef", include_paths=["/data/headers"])
cefast.load("file.cef", include_resolver=lambda name: headers.get(name))  # str or None

then the directory of the file being read, then include_paths, then the CEFPATH environment variable, then the current directory (which is what CEFLIB does).

Errors

Anything that would silently produce wrong numbers raises instead:

try:
    cefast.load("broken.cef")
except cefast.ParseError as error:
    print(error)   # broken.cef:214: expected 31 values, got 30 (record 12)

ParseError subclasses ValueError and names the file, the line and, inside the data section, the record.

C++

Header-only C++20, same API shape:

#include <cefast/cefast.hpp>

auto file = cefast::load("file.cef");
for (const auto& var : file.variables)
    std::cout << var.name << '\n';

With meson: dependency('cefast', fallback: ['cefast', 'cefast_dep']).

Performance

On the 41-file CSA sample corpus (10.4 MB), against CEFLIB 1.8.6, loading every file from Python with the default threads: 11.5 ms against 35.1 ms (3.05x overall, median 1.60x per file). Every file is faster, from 1.20x to 7x. Numbers from a Ryzen 7 5800X; gzipped files are limited by decompression. tools/ceflib/benchmark.py reproduces them.

Speed does not cost correctness: every float is correctly rounded (the value strtod gives), and a malformed value is an error, where CEFLIB reads 12abc as 12.

Tests

python -I tools/fetch_csa_corpus.py    # downloads the CSA sample corpus and verifies its hashes
meson setup build && meson test -C build

The corpus is not in the repository: it is fetched from the archive and checked against tests/resources/csa_manifest.json. Tests that need it skip when it is missing. tools/ceflib/benchmark.py builds CEFLIB to compare against it; the differential test skips when CEFLIB is not importable.

Known differences from CEFLIB and from the strict CEF 2.0 document are listed in docs/accepted-deviations.md.

License

MIT, see COPYING.

Metadata

Release files for cefast 0.1.0

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

Source distribution (sdist)

Source distribution for cefast 0.1.0
File Size Uploaded Provenance Actions
cefast-0.1.0.tar.gz 683.5 kB With provenance Details for cefast-0.1.0.tar.gz

Built distributions (wheels)

Table of built distributions (wheels) for cefast 0.1.0
File Actions
cefast-0.1.0-cp315-cp315t-win_arm64.whl CPython 3.15 CPython 3.15 free-threading Windows ARM64 Details for cefast-0.1.0-cp315-cp315t-win_arm64.whl
cefast-0.1.0-cp315-cp315t-win_amd64.whl CPython 3.15 CPython 3.15 free-threading Windows x86-64 Details for cefast-0.1.0-cp315-cp315t-win_amd64.whl
cefast-0.1.0-cp315-cp315t-musllinux_1_2_x86_64.whl CPython 3.15 CPython 3.15 free-threading Linux musl 1.2+ x86-64 Details for cefast-0.1.0-cp315-cp315t-musllinux_1_2_x86_64.whl
cefast-0.1.0-cp315-cp315t-musllinux_1_2_aarch64.whl CPython 3.15 CPython 3.15 free-threading Linux musl 1.2+ ARM64 Details for cefast-0.1.0-cp315-cp315t-musllinux_1_2_aarch64.whl
cefast-0.1.0-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.15 CPython 3.15 free-threading Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details for cefast-0.1.0-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
cefast-0.1.0-cp315-cp315t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl CPython 3.15 CPython 3.15 free-threading Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64 Details for cefast-0.1.0-cp315-cp315t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
cefast-0.1.0-cp315-cp315t-macosx_13_0_x86_64.whl CPython 3.15 CPython 3.15 free-threading macOS 13.0+ x86-64 Details for cefast-0.1.0-cp315-cp315t-macosx_13_0_x86_64.whl
cefast-0.1.0-cp315-cp315t-macosx_13_0_arm64.whl CPython 3.15 CPython 3.15 free-threading macOS 13.0+ ARM64 Details for cefast-0.1.0-cp315-cp315t-macosx_13_0_arm64.whl
cefast-0.1.0-cp315-cp315-win_arm64.whl CPython 3.15 CPython 3.15 Windows ARM64 Details for cefast-0.1.0-cp315-cp315-win_arm64.whl
cefast-0.1.0-cp315-cp315-win_amd64.whl CPython 3.15 CPython 3.15 Windows x86-64 Details for cefast-0.1.0-cp315-cp315-win_amd64.whl
cefast-0.1.0-cp315-cp315-pyemscripten_2026_5_wasm32.whl CPython 3.15 CPython 3.15 PyEmscripten 2026.5+ WebAssembly Details for cefast-0.1.0-cp315-cp315-pyemscripten_2026_5_wasm32.whl
cefast-0.1.0-cp315-cp315-musllinux_1_2_x86_64.whl CPython 3.15 CPython 3.15 Linux musl 1.2+ x86-64 Details for cefast-0.1.0-cp315-cp315-musllinux_1_2_x86_64.whl
cefast-0.1.0-cp315-cp315-musllinux_1_2_aarch64.whl CPython 3.15 CPython 3.15 Linux musl 1.2+ ARM64 Details for cefast-0.1.0-cp315-cp315-musllinux_1_2_aarch64.whl
cefast-0.1.0-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.15 CPython 3.15 Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details for cefast-0.1.0-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
cefast-0.1.0-cp315-cp315-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl CPython 3.15 CPython 3.15 Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64 Details for cefast-0.1.0-cp315-cp315-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
cefast-0.1.0-cp315-cp315-macosx_13_0_x86_64.whl CPython 3.15 CPython 3.15 macOS 13.0+ x86-64 Details for cefast-0.1.0-cp315-cp315-macosx_13_0_x86_64.whl
cefast-0.1.0-cp315-cp315-macosx_13_0_arm64.whl CPython 3.15 CPython 3.15 macOS 13.0+ ARM64 Details for cefast-0.1.0-cp315-cp315-macosx_13_0_arm64.whl
cefast-0.1.0-cp314-cp314t-win_arm64.whl CPython 3.14 CPython 3.14 free-threading Windows ARM64 Details for cefast-0.1.0-cp314-cp314t-win_arm64.whl
cefast-0.1.0-cp314-cp314t-win_amd64.whl CPython 3.14 CPython 3.14 free-threading Windows x86-64 Details for cefast-0.1.0-cp314-cp314t-win_amd64.whl
cefast-0.1.0-cp314-cp314t-musllinux_1_2_x86_64.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64 Details for cefast-0.1.0-cp314-cp314t-musllinux_1_2_x86_64.whl
cefast-0.1.0-cp314-cp314t-musllinux_1_2_aarch64.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARM64 Details for cefast-0.1.0-cp314-cp314t-musllinux_1_2_aarch64.whl
cefast-0.1.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details for cefast-0.1.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
cefast-0.1.0-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64 Details for cefast-0.1.0-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
cefast-0.1.0-cp314-cp314t-macosx_13_0_x86_64.whl CPython 3.14 CPython 3.14 free-threading macOS 13.0+ x86-64 Details for cefast-0.1.0-cp314-cp314t-macosx_13_0_x86_64.whl
cefast-0.1.0-cp314-cp314t-macosx_13_0_arm64.whl CPython 3.14 CPython 3.14 free-threading macOS 13.0+ ARM64 Details for cefast-0.1.0-cp314-cp314t-macosx_13_0_arm64.whl
cefast-0.1.0-cp314-cp314-win_arm64.whl CPython 3.14 CPython 3.14 Windows ARM64 Details for cefast-0.1.0-cp314-cp314-win_arm64.whl
cefast-0.1.0-cp314-cp314-win_amd64.whl CPython 3.14 CPython 3.14 Windows x86-64 Details for cefast-0.1.0-cp314-cp314-win_amd64.whl
cefast-0.1.0-cp314-cp314-pyemscripten_2026_0_wasm32.whl CPython 3.14 CPython 3.14 PyEmscripten 2026.0+ WebAssembly Details for cefast-0.1.0-cp314-cp314-pyemscripten_2026_0_wasm32.whl
cefast-0.1.0-cp314-cp314-musllinux_1_2_x86_64.whl CPython 3.14 CPython 3.14 Linux musl 1.2+ x86-64 Details for cefast-0.1.0-cp314-cp314-musllinux_1_2_x86_64.whl
cefast-0.1.0-cp314-cp314-musllinux_1_2_aarch64.whl CPython 3.14 CPython 3.14 Linux musl 1.2+ ARM64 Details for cefast-0.1.0-cp314-cp314-musllinux_1_2_aarch64.whl
cefast-0.1.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.14 CPython 3.14 Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details for cefast-0.1.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
cefast-0.1.0-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl CPython 3.14 CPython 3.14 Linux glibc 2.26+ ARM64, Linux glibc 2.28+ ARM64 Details for cefast-0.1.0-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
cefast-0.1.0-cp314-cp314-macosx_13_0_x86_64.whl CPython 3.14 CPython 3.14 macOS 13.0+ x86-64 Details for cefast-0.1.0-cp314-cp314-macosx_13_0_x86_64.whl
cefast-0.1.0-cp314-cp314-macosx_13_0_arm64.whl CPython 3.14 CPython 3.14 macOS 13.0+ ARM64 Details for cefast-0.1.0-cp314-cp314-macosx_13_0_arm64.whl
cefast-0.1.0-cp313-cp313-win_arm64.whl CPython 3.13 CPython 3.13 Windows ARM64 Details for cefast-0.1.0-cp313-cp313-win_arm64.whl
cefast-0.1.0-cp313-cp313-win_amd64.whl CPython 3.13 CPython 3.13 Windows x86-64 Details for cefast-0.1.0-cp313-cp313-win_amd64.whl
cefast-0.1.0-cp313-cp313-pyemscripten_2025_0_wasm32.whl CPython 3.13 CPython 3.13 PyEmscripten 2025.0+ WebAssembly Details for cefast-0.1.0-cp313-cp313-pyemscripten_2025_0_wasm32.whl
cefast-0.1.0-cp313-cp313-musllinux_1_2_x86_64.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-64 Details for cefast-0.1.0-cp313-cp313-musllinux_1_2_x86_64.whl
cefast-0.1.0-cp313-cp313-musllinux_1_2_aarch64.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ ARM64 Details for cefast-0.1.0-cp313-cp313-musllinux_1_2_aarch64.whl
cefast-0.1.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.13 CPython 3.13 Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 Details for cefast-0.1.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
cefast-0.1.0-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl CPython 3.13 CPython 3.13 Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64 Details for cefast-0.1.0-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
cefast-0.1.0-cp313-cp313-macosx_13_0_x86_64.whl CPython 3.13 CPython 3.13 macOS 13.0+ x86-64 Details for cefast-0.1.0-cp313-cp313-macosx_13_0_x86_64.whl
cefast-0.1.0-cp313-cp313-macosx_13_0_arm64.whl CPython 3.13 CPython 3.13 macOS 13.0+ ARM64 Details for cefast-0.1.0-cp313-cp313-macosx_13_0_arm64.whl
cefast-0.1.0-cp312-cp312-win_arm64.whl CPython 3.12 CPython 3.12 Windows ARM64 Details for cefast-0.1.0-cp312-cp312-win_arm64.whl
cefast-0.1.0-cp312-cp312-win_amd64.whl CPython 3.12 CPython 3.12 Windows x86-64 Details for cefast-0.1.0-cp312-cp312-win_amd64.whl
cefast-0.1.0-cp312-cp312-musllinux_1_2_x86_64.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-64 Details for cefast-0.1.0-cp312-cp312-musllinux_1_2_x86_64.whl
cefast-0.1.0-cp312-cp312-musllinux_1_2_aarch64.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ ARM64 Details for cefast-0.1.0-cp312-cp312-musllinux_1_2_aarch64.whl
cefast-0.1.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details for cefast-0.1.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
cefast-0.1.0-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl CPython 3.12 CPython 3.12 Linux glibc 2.26+ ARM64, Linux glibc 2.28+ ARM64 Details for cefast-0.1.0-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
cefast-0.1.0-cp312-cp312-macosx_13_0_x86_64.whl CPython 3.12 CPython 3.12 macOS 13.0+ x86-64 Details for cefast-0.1.0-cp312-cp312-macosx_13_0_x86_64.whl
cefast-0.1.0-cp312-cp312-macosx_13_0_arm64.whl CPython 3.12 CPython 3.12 macOS 13.0+ ARM64 Details for cefast-0.1.0-cp312-cp312-macosx_13_0_arm64.whl
cefast-0.1.0-cp311-cp311-win_arm64.whl CPython 3.11 CPython 3.11 Windows ARM64 Details for cefast-0.1.0-cp311-cp311-win_arm64.whl
cefast-0.1.0-cp311-cp311-win_amd64.whl CPython 3.11 CPython 3.11 Windows x86-64 Details for cefast-0.1.0-cp311-cp311-win_amd64.whl
cefast-0.1.0-cp311-cp311-musllinux_1_2_x86_64.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-64 Details for cefast-0.1.0-cp311-cp311-musllinux_1_2_x86_64.whl
cefast-0.1.0-cp311-cp311-musllinux_1_2_aarch64.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ ARM64 Details for cefast-0.1.0-cp311-cp311-musllinux_1_2_aarch64.whl
cefast-0.1.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details for cefast-0.1.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
cefast-0.1.0-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl CPython 3.11 CPython 3.11 Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64 Details for cefast-0.1.0-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
cefast-0.1.0-cp311-cp311-macosx_13_0_x86_64.whl CPython 3.11 CPython 3.11 macOS 13.0+ x86-64 Details for cefast-0.1.0-cp311-cp311-macosx_13_0_x86_64.whl
cefast-0.1.0-cp311-cp311-macosx_13_0_arm64.whl CPython 3.11 CPython 3.11 macOS 13.0+ ARM64 Details for cefast-0.1.0-cp311-cp311-macosx_13_0_arm64.whl
cefast-0.1.0-cp310-cp310-win_amd64.whl CPython 3.10 CPython 3.10 Windows x86-64 Details for cefast-0.1.0-cp310-cp310-win_amd64.whl
cefast-0.1.0-cp310-cp310-musllinux_1_2_x86_64.whl CPython 3.10 CPython 3.10 Linux musl 1.2+ x86-64 Details for cefast-0.1.0-cp310-cp310-musllinux_1_2_x86_64.whl
cefast-0.1.0-cp310-cp310-musllinux_1_2_aarch64.whl CPython 3.10 CPython 3.10 Linux musl 1.2+ ARM64 Details for cefast-0.1.0-cp310-cp310-musllinux_1_2_aarch64.whl
cefast-0.1.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.10 CPython 3.10 Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details for cefast-0.1.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
cefast-0.1.0-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl CPython 3.10 CPython 3.10 Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64 Details for cefast-0.1.0-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
cefast-0.1.0-cp310-cp310-macosx_13_0_x86_64.whl CPython 3.10 CPython 3.10 macOS 13.0+ x86-64 Details for cefast-0.1.0-cp310-cp310-macosx_13_0_x86_64.whl
cefast-0.1.0-cp310-cp310-macosx_13_0_arm64.whl CPython 3.10 CPython 3.10 macOS 13.0+ ARM64 Details for cefast-0.1.0-cp310-cp310-macosx_13_0_arm64.whl

Total release size: 35.4 MB

Release files / cefast-0.1.0.tar.gz

Download URL cefast-0.1.0.tar.gz
Size 683.5 kB
Tags Source
SHA-256 checksum
How to use checksums
e370c73e4c6b27662642867194cddd1dbf36e4869d5e75e10259eb24643be9f8
BLAKE2b-256 checksum
How to use checksums
bae7193e5e848dec27c3513120f0c40d5422844566a4fa3a23eec30b27136275
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp315-cp315t-win_arm64.whl

Download URL cefast-0.1.0-cp315-cp315t-win_arm64.whl
Size 232.0 kB
Tags CPython 3.15 CPython 3.15 free-threading Windows ARM64
SHA-256 checksum
How to use checksums
e357a4b2416a9fea3b9d1aca4136221f594881368507156cf02127283b9cd12d
BLAKE2b-256 checksum
How to use checksums
88e2a35b8cfefcd1cd52c7bd5199aaa54809de9f431231109f4a573411624e69
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp315-cp315t-win_amd64.whl

Download URL cefast-0.1.0-cp315-cp315t-win_amd64.whl
Size 240.6 kB
Tags CPython 3.15 CPython 3.15 free-threading Windows x86-64
SHA-256 checksum
How to use checksums
077be07ef6ded66acf8a7524334bbd06371ea9323d01e870d37ac3f1d201f6e8
BLAKE2b-256 checksum
How to use checksums
15b64dc877864ace45e0338b5c3c195103d786fabe2d4e75e38518ee7fe218f2
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp315-cp315t-musllinux_1_2_x86_64.whl

Download URL cefast-0.1.0-cp315-cp315t-musllinux_1_2_x86_64.whl
Size 1.3 MB
Tags CPython 3.15 CPython 3.15 free-threading Linux musl 1.2+ x86-64
SHA-256 checksum
How to use checksums
51333f63c5be89bd406e20eb8c07366f129d38978621e1de5b61ba1bf56b5d5d
BLAKE2b-256 checksum
How to use checksums
419f60657226326e88b69631d90fed8376a69ca524655743274d506ef719ec35
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp315-cp315t-musllinux_1_2_aarch64.whl

Download URL cefast-0.1.0-cp315-cp315t-musllinux_1_2_aarch64.whl
Size 1.3 MB
Tags CPython 3.15 CPython 3.15 free-threading Linux musl 1.2+ ARM64
SHA-256 checksum
How to use checksums
ccbdf9f52f9e6bcaa7f142529a06e8f3fb71f2b3c3f216dfdab92050388ea228
BLAKE2b-256 checksum
How to use checksums
9c581eadb5800a0aec8f0478d621efa2f45b514e7b3c3e748a030e814709c7d2
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL cefast-0.1.0-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size 393.7 kB
Tags CPython 3.15 CPython 3.15 free-threading Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
cd78b67433e5270687480f0795ea59896df7d4d5eccb64f712efb5d7a8cd5b7f
BLAKE2b-256 checksum
How to use checksums
50435db10593db98b24028bc052b827d619238850ea1ac3b777f078dd709d22b
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp315-cp315t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

Download URL cefast-0.1.0-cp315-cp315t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Size 359.2 kB
Tags CPython 3.15 CPython 3.15 free-threading Linux glibc 2.26+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum
How to use checksums
3da2b4c9c7549de7b119bd79133e2a4dc926f8e8812a9dcaf88e4da5b38e951a
BLAKE2b-256 checksum
How to use checksums
9e077387f9097a8f399dd3b2fd08f1c282d3c5e56766879fd8039fbaa2c170b9
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp315-cp315t-macosx_13_0_x86_64.whl

Download URL cefast-0.1.0-cp315-cp315t-macosx_13_0_x86_64.whl
Size 264.0 kB
Tags CPython 3.15 CPython 3.15 free-threading macOS 13.0+ x86-64
SHA-256 checksum
How to use checksums
7755e25ed28e75a3f3055cdd7197b9a0fce8bc0cb03a4c2f6d80964b724ee8d3
BLAKE2b-256 checksum
How to use checksums
aeb231e6b944d2fab2afa79b28130c57e2a32e9034212ca4e3791edde512976f
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp315-cp315t-macosx_13_0_arm64.whl

Download URL cefast-0.1.0-cp315-cp315t-macosx_13_0_arm64.whl
Size 244.1 kB
Tags CPython 3.15 CPython 3.15 free-threading macOS 13.0+ ARM64
SHA-256 checksum
How to use checksums
ae92c7b81ab2458a6889414780b32c651e8b92db628e3150867b154cbffad2b1
BLAKE2b-256 checksum
How to use checksums
b200dcd0550dabad56476a1bc0199a1c34471579431ee3cd4f1bcfe1e4c85018
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp315-cp315-win_arm64.whl

Download URL cefast-0.1.0-cp315-cp315-win_arm64.whl
Size 227.9 kB
Tags CPython 3.15 Windows ARM64
SHA-256 checksum
How to use checksums
272adf8532ee8c71768ee9a32d44e6b927cad64567add8e6ab3dc41d794528ac
BLAKE2b-256 checksum
How to use checksums
d0e09888f6b2721119d733ebed6953f3c51254f0b3b878e17f278ce26ce7dc24
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp315-cp315-win_amd64.whl

Download URL cefast-0.1.0-cp315-cp315-win_amd64.whl
Size 235.9 kB
Tags CPython 3.15 Windows x86-64
SHA-256 checksum
How to use checksums
1af5638b7cde4ffa9eb0a99b7b9b2e2a84ef64a9752ab7fdbd7fcbd9907b2089
BLAKE2b-256 checksum
How to use checksums
4898543f314ea0c2430311eb8290aca1c5a52d9ef92fc676f3bc68e0b2b9326f
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp315-cp315-pyemscripten_2026_5_wasm32.whl

Download URL cefast-0.1.0-cp315-cp315-pyemscripten_2026_5_wasm32.whl
Size 129.9 kB
Tags CPython 3.15 PyEmscripten 2026.5+ WebAssembly
SHA-256 checksum
How to use checksums
bbc331a1a6e4c54a773ccb8e131d64bbd3b587312ba1e9dd060b1663af4d022e
BLAKE2b-256 checksum
How to use checksums
a42486c32f5f033763f9a167ef81d8a1a47f081b1d9aeae3c0ef682ac241be8d
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp315-cp315-musllinux_1_2_x86_64.whl

Download URL cefast-0.1.0-cp315-cp315-musllinux_1_2_x86_64.whl
Size 1.3 MB
Tags CPython 3.15 Linux musl 1.2+ x86-64
SHA-256 checksum
How to use checksums
2911d92e8aac87e2e535ad3b158c442983cd8572716749b907892fedd635b8e2
BLAKE2b-256 checksum
How to use checksums
ee1aa6c05744b6f6ed38eaa2d79ffdf9bc9bdbe59788d7256b0103fa55b22b5d
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp315-cp315-musllinux_1_2_aarch64.whl

Download URL cefast-0.1.0-cp315-cp315-musllinux_1_2_aarch64.whl
Size 1.3 MB
Tags CPython 3.15 Linux musl 1.2+ ARM64
SHA-256 checksum
How to use checksums
7dcf050767f73f06f29bcf142d5b79a2e48b0f6f6c595012429737cab763f228
BLAKE2b-256 checksum
How to use checksums
f7d5ec6113f677fcd0a979c4fb332bbefa0e7f903b13a11a04685625aaada90b
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL cefast-0.1.0-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size 390.3 kB
Tags CPython 3.15 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
83329f36e01c7bec0098f99f79369e1c2c8f0f6df4a70f5e2cb4d18ee30bf88b
BLAKE2b-256 checksum
How to use checksums
4e4463a99b0373a61aea37262c400f98e9bac02b76d0e0350d6d57edb334f223
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp315-cp315-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

Download URL cefast-0.1.0-cp315-cp315-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Size 356.4 kB
Tags CPython 3.15 Linux glibc 2.26+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum
How to use checksums
26fe369508b8bc3a2b97160de9f780093d29f0959723bb84882b27dab4bafa07
BLAKE2b-256 checksum
How to use checksums
aee280dca8eef675395f9aba7b741f2aff1c9d22129ac769e378b6b9f18f3acb
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp315-cp315-macosx_13_0_x86_64.whl

Download URL cefast-0.1.0-cp315-cp315-macosx_13_0_x86_64.whl
Size 257.4 kB
Tags CPython 3.15 macOS 13.0+ x86-64
SHA-256 checksum
How to use checksums
4de083eb1c1c07db323ecda22c064b3509679ea6352128fc90e27163ff00fc58
BLAKE2b-256 checksum
How to use checksums
298159d6cf7ff48274a5af287ed84cbb6b5a6a3f6d33aa16847851d0ae2058c0
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp315-cp315-macosx_13_0_arm64.whl

Download URL cefast-0.1.0-cp315-cp315-macosx_13_0_arm64.whl
Size 237.2 kB
Tags CPython 3.15 macOS 13.0+ ARM64
SHA-256 checksum
How to use checksums
50ab9bbb77de1d34af0653c8c8dcf1ecab1e8a67503c831d53a1d0fb7206a6dd
BLAKE2b-256 checksum
How to use checksums
cba4bbb1b05658ef347526ce210edfdc63c5231e97222f264e5ba9d40f9ef1b8
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp314-cp314t-win_arm64.whl

Download URL cefast-0.1.0-cp314-cp314t-win_arm64.whl
Size 232.0 kB
Tags CPython 3.14 CPython 3.14 free-threading Windows ARM64
SHA-256 checksum
How to use checksums
a5c25c4ac8a29ca07da40ba84cbd6a029c2561fd49f560ebc30f5cbb8dee2f1c
BLAKE2b-256 checksum
How to use checksums
26980f0289f935f260674c2defd86580c736ee9e5f76803ea7610eedf9905c9b
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp314-cp314t-win_amd64.whl

Download URL cefast-0.1.0-cp314-cp314t-win_amd64.whl
Size 240.6 kB
Tags CPython 3.14 CPython 3.14 free-threading Windows x86-64
SHA-256 checksum
How to use checksums
2ed0d227c23180035b16c769578f14bd50e379024c0d745c932cb28ac18ef5c7
BLAKE2b-256 checksum
How to use checksums
14a8141829efe7ac05742e0988d13a01b0170c834863a66f03c018ce2fd52739
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp314-cp314t-musllinux_1_2_x86_64.whl

Download URL cefast-0.1.0-cp314-cp314t-musllinux_1_2_x86_64.whl
Size 1.3 MB
Tags CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64
SHA-256 checksum
How to use checksums
0fb5346fab8d3e2864e769133e3f769c769da83ee9f3b8293049b2790fc0dc97
BLAKE2b-256 checksum
How to use checksums
62606646afe6543393a03422c770a0b00d3935ceeef17ff2381e79d72d8c21a3
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp314-cp314t-musllinux_1_2_aarch64.whl

Download URL cefast-0.1.0-cp314-cp314t-musllinux_1_2_aarch64.whl
Size 1.3 MB
Tags CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARM64
SHA-256 checksum
How to use checksums
6e31d56399f38196d934e884d37876bc869fbed3a44508295b056f927497bbc2
BLAKE2b-256 checksum
How to use checksums
9edfb5a32519082f2f9a511b65c55a6c017ebc35ee889c39268de9d3e332dd45
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL cefast-0.1.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size 393.5 kB
Tags CPython 3.14 CPython 3.14 free-threading Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
d3cb095d3b4f4a602a2fc2cb9e84c518cd9180fe473a084b4f3682a971f73ae5
BLAKE2b-256 checksum
How to use checksums
11ee23c8acbb5be05d347461e6a38ffac8c603e874c2d556bd391baed42e8cc6
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

Download URL cefast-0.1.0-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Size 360.2 kB
Tags CPython 3.14 CPython 3.14 free-threading Linux glibc 2.26+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum
How to use checksums
c4710cae25de044b3bcc3984e7b01d7e10febe0ec20e39ff03255648df2bbb69
BLAKE2b-256 checksum
How to use checksums
29a6722417dc86ab16defae4500aa4eb92ad60e9faed8389a7c675a5020f5be5
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp314-cp314t-macosx_13_0_x86_64.whl

Download URL cefast-0.1.0-cp314-cp314t-macosx_13_0_x86_64.whl
Size 264.0 kB
Tags CPython 3.14 CPython 3.14 free-threading macOS 13.0+ x86-64
SHA-256 checksum
How to use checksums
cd7b8220eb0238e248ab0afb0b86ec50a347a99b81155f3f649db6caf6798d51
BLAKE2b-256 checksum
How to use checksums
bbfe4994756b860d96abee87d5ae3b504f3fc1dab73a409a1a932407021042ed
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp314-cp314t-macosx_13_0_arm64.whl

Download URL cefast-0.1.0-cp314-cp314t-macosx_13_0_arm64.whl
Size 244.2 kB
Tags CPython 3.14 CPython 3.14 free-threading macOS 13.0+ ARM64
SHA-256 checksum
How to use checksums
fca60db0647f1227f4066870b2cf7d8d26453536b8037a2fe0d3d1749a5d33e4
BLAKE2b-256 checksum
How to use checksums
671ce3174547051698c734941570a4d21372bd6a681f2131b9114f3ea281c9ae
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp314-cp314-win_arm64.whl

Download URL cefast-0.1.0-cp314-cp314-win_arm64.whl
Size 227.9 kB
Tags CPython 3.14 Windows ARM64
SHA-256 checksum
How to use checksums
b706b54791f90fc0014109c9aeeb7892e214d3bc9ab7b52958231a26f3af64e5
BLAKE2b-256 checksum
How to use checksums
1a891ba741c7eac4033709e31622b48cb89eca5360d9945d1ed6f21a9d11e8b6
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp314-cp314-win_amd64.whl

Download URL cefast-0.1.0-cp314-cp314-win_amd64.whl
Size 235.9 kB
Tags CPython 3.14 Windows x86-64
SHA-256 checksum
How to use checksums
f75d582e8f9af5e5ac8218d73d4862e0b98e827dfcb073590e0b3eb0ffa6e171
BLAKE2b-256 checksum
How to use checksums
b3ae76fb19941b364ac65be415ddb151fa9cf4d878882a82c26619753e3cdb36
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp314-cp314-pyemscripten_2026_0_wasm32.whl

Download URL cefast-0.1.0-cp314-cp314-pyemscripten_2026_0_wasm32.whl
Size 130.4 kB
Tags CPython 3.14 PyEmscripten 2026.0+ WebAssembly
SHA-256 checksum
How to use checksums
70d80480689d1445e5bbceb039a703f930b621769fe0518e2502f90a5173e647
BLAKE2b-256 checksum
How to use checksums
543c660c5a25ba4ceb8eef77dae6be481f12471dabfb5b976c6b6c0aff4f81c4
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp314-cp314-musllinux_1_2_x86_64.whl

Download URL cefast-0.1.0-cp314-cp314-musllinux_1_2_x86_64.whl
Size 1.3 MB
Tags CPython 3.14 Linux musl 1.2+ x86-64
SHA-256 checksum
How to use checksums
6ff334f72549033140daca266e6f84cbeb45afd881657ac9d15a1fa517d7f3bb
BLAKE2b-256 checksum
How to use checksums
2263b8d47e51a7ffb6a3343228c04084715f5f8e1447e87636199852705c3cc6
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp314-cp314-musllinux_1_2_aarch64.whl

Download URL cefast-0.1.0-cp314-cp314-musllinux_1_2_aarch64.whl
Size 1.3 MB
Tags CPython 3.14 Linux musl 1.2+ ARM64
SHA-256 checksum
How to use checksums
5f53476b5684948917dc35c22be0960c7b0b700fd9f4b71dc655776509de0e7e
BLAKE2b-256 checksum
How to use checksums
b963809dfcc149892420c75e1509ad3f6e6596deca232db8c749b91032931a4b
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL cefast-0.1.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size 390.2 kB
Tags CPython 3.14 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
1a5a7fec605ffed9aff980d713f1687000e2d8025a923cd07d918cf90aa5b256
BLAKE2b-256 checksum
How to use checksums
1a560c935cca2b50489ab1ba9e05916bd9491f11187784f3a31804b6a2c8c30f
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

Download URL cefast-0.1.0-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Size 356.1 kB
Tags CPython 3.14 Linux glibc 2.26+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum
How to use checksums
98c0dabf6030ce9ef4e42bbc0cbce7a539cbf718979b3f700311698b7a4c59b8
BLAKE2b-256 checksum
How to use checksums
c1467ce5ac16bbbe33384e1e8a490b7bfcde9818a4bced63600c40771ea109af
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp314-cp314-macosx_13_0_x86_64.whl

Download URL cefast-0.1.0-cp314-cp314-macosx_13_0_x86_64.whl
Size 257.3 kB
Tags CPython 3.14 macOS 13.0+ x86-64
SHA-256 checksum
How to use checksums
f66e14bc548d07eb4731acb5b4d06b0e36600b5302e9bc818809920af1b96dec
BLAKE2b-256 checksum
How to use checksums
dd7073acb0bb69a2818eaf3959fa199f2e36c08255d1f69b5cb8fc25bb099100
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp314-cp314-macosx_13_0_arm64.whl

Download URL cefast-0.1.0-cp314-cp314-macosx_13_0_arm64.whl
Size 237.2 kB
Tags CPython 3.14 macOS 13.0+ ARM64
SHA-256 checksum
How to use checksums
4015375d959c12c274a2e62b0c3d5851c07785bc9b3a74f25432f73a935623e6
BLAKE2b-256 checksum
How to use checksums
3246bd5ca6ca60de47f03dcdc67bc67128a79833bfae9dd9a67bd7a1e6a4c2c0
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp313-cp313-win_arm64.whl

Download URL cefast-0.1.0-cp313-cp313-win_arm64.whl
Size 221.4 kB
Tags CPython 3.13 Windows ARM64
SHA-256 checksum
How to use checksums
0ed49c967f44e3384b92ffba52d9e899969e133ac33f8cc5d3c8fd9157a99d91
BLAKE2b-256 checksum
How to use checksums
b5197f22d41c6ff353c7ff9143f4f7055717b109f4c547db9a0d6cbd101f54b6
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp313-cp313-win_amd64.whl

Download URL cefast-0.1.0-cp313-cp313-win_amd64.whl
Size 229.2 kB
Tags CPython 3.13 Windows x86-64
SHA-256 checksum
How to use checksums
82921f6d87ffc9fe74dfe3f15ad3a1ab4fd893113b9869710991d993cb3235ba
BLAKE2b-256 checksum
How to use checksums
942b6a59e08d936600d247c2a63c05bf5d2b7d11990c437fabc5e7c235d9574c
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp313-cp313-pyemscripten_2025_0_wasm32.whl

Download URL cefast-0.1.0-cp313-cp313-pyemscripten_2025_0_wasm32.whl
Size 129.9 kB
Tags CPython 3.13 PyEmscripten 2025.0+ WebAssembly
SHA-256 checksum
How to use checksums
9cf97f74512bfa65f72bfee1bb4c6ef6782feb03deada603d458277563a2f6a0
BLAKE2b-256 checksum
How to use checksums
3bc49862b8d1d413035b4e60165cc6c35411d34c22b28636d794b625ca4975d4
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp313-cp313-musllinux_1_2_x86_64.whl

Download URL cefast-0.1.0-cp313-cp313-musllinux_1_2_x86_64.whl
Size 1.3 MB
Tags CPython 3.13 Linux musl 1.2+ x86-64
SHA-256 checksum
How to use checksums
45ba2147f38f178fee9c34aefa4d9fd94cf5caea1499ad6e6158ac26eed22bbf
BLAKE2b-256 checksum
How to use checksums
162cd39b22c13fe604394147229749e8d41f3e131be5056a363e35125b80a3cf
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp313-cp313-musllinux_1_2_aarch64.whl

Download URL cefast-0.1.0-cp313-cp313-musllinux_1_2_aarch64.whl
Size 1.3 MB
Tags CPython 3.13 Linux musl 1.2+ ARM64
SHA-256 checksum
How to use checksums
1aa95b387e98993dc669a5a273b31db4561575fc3c759c76c602039047ddfd04
BLAKE2b-256 checksum
How to use checksums
b891fad83f9f08ccea2d18451ec8b1b3b18cf1ed3fd9cf874e7a83bca9f4bd8b
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL cefast-0.1.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size 389.9 kB
Tags CPython 3.13 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
6f1485e1ab450bdb81e89064999442dcb596c268cfdbc06321a627e85a8cb783
BLAKE2b-256 checksum
How to use checksums
8590e84c52ad014bbd371b8a449fa20b59b1b56abcb2d02c4a6036a62ca748ea
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

Download URL cefast-0.1.0-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Size 355.5 kB
Tags CPython 3.13 Linux glibc 2.26+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum
How to use checksums
51c700bab6c7fde705a377d37363d286a84f824239bdd3d09912d21fa4c97f4e
BLAKE2b-256 checksum
How to use checksums
9f1f1a404a84ce7598ccdef88450005e1e8bf011cc6b5d0239e78b43d83c9fb1
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp313-cp313-macosx_13_0_x86_64.whl

Download URL cefast-0.1.0-cp313-cp313-macosx_13_0_x86_64.whl
Size 257.1 kB
Tags CPython 3.13 macOS 13.0+ x86-64
SHA-256 checksum
How to use checksums
9e943206a043e7d5e3df0ee3ea91329e30e0027698fd621678b99cf15c2d593c
BLAKE2b-256 checksum
How to use checksums
a38a41b4a7af1aeab3ba00a48549051a0e867c60af26360773fb161b1a5d0d2b
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp313-cp313-macosx_13_0_arm64.whl

Download URL cefast-0.1.0-cp313-cp313-macosx_13_0_arm64.whl
Size 236.8 kB
Tags CPython 3.13 macOS 13.0+ ARM64
SHA-256 checksum
How to use checksums
aca10d3c42314010bf5933c75265006ae039f5c573629a4bce7b7b6387cde7d3
BLAKE2b-256 checksum
How to use checksums
a05d1e0393c6a8e2612fa8963f2525e75c45cd7b63e063ffa6a62f6381560088
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp312-cp312-win_arm64.whl

Download URL cefast-0.1.0-cp312-cp312-win_arm64.whl
Size 221.4 kB
Tags CPython 3.12 Windows ARM64
SHA-256 checksum
How to use checksums
858480de61e7bb46950862961cf06113a81c111cea90b945b4f76e975c23408f
BLAKE2b-256 checksum
How to use checksums
ad027eef3b86cf0afa8ecaaab3c72e11915842c6ea2fe976393866fc0073631a
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp312-cp312-win_amd64.whl

Download URL cefast-0.1.0-cp312-cp312-win_amd64.whl
Size 229.2 kB
Tags CPython 3.12 Windows x86-64
SHA-256 checksum
How to use checksums
f7e5806fdfbbc298215e1b1cc1cbbcbdc331f20d0083ac7858bd2d2fab37a3ea
BLAKE2b-256 checksum
How to use checksums
0bc5d4665f8ee197d958c84997b952c7f97cc34333251aa1848ab0891df8eb3c
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp312-cp312-musllinux_1_2_x86_64.whl

Download URL cefast-0.1.0-cp312-cp312-musllinux_1_2_x86_64.whl
Size 1.3 MB
Tags CPython 3.12 Linux musl 1.2+ x86-64
SHA-256 checksum
How to use checksums
b6f3c5a6671e7a628e1c90b104b22472a1157dfbd969b7eb298522a89788de94
BLAKE2b-256 checksum
How to use checksums
cbb65e8c310c7c74357a932e8190ccb77658bf563f429a218cb0c2f09f7e4254
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp312-cp312-musllinux_1_2_aarch64.whl

Download URL cefast-0.1.0-cp312-cp312-musllinux_1_2_aarch64.whl
Size 1.3 MB
Tags CPython 3.12 Linux musl 1.2+ ARM64
SHA-256 checksum
How to use checksums
ddbd0ff50f4b464b4e7895c33ce66199a6f2634d7f773c1d44a312c70df9c094
BLAKE2b-256 checksum
How to use checksums
20c5a1e2fdba410822ec737d5cbe962b2da14f9c16ec5c972164f84c04ea49ad
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL cefast-0.1.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size 389.9 kB
Tags CPython 3.12 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
3fc10b7d0fa11528f6f9db5ac401d4daa3c9959acf32bc44c2f9986e633f96d5
BLAKE2b-256 checksum
How to use checksums
1e2eb5bace9920aa77ee3fa2f6cc0b5e40611538dacac16081b166f1ba54a5b0
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

Download URL cefast-0.1.0-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Size 355.7 kB
Tags CPython 3.12 Linux glibc 2.26+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum
How to use checksums
fd5536454ea9a2b6896b865aa1cdb3e17cc7bf3128d7780390031ae7fe89f014
BLAKE2b-256 checksum
How to use checksums
f01368d175743091827bd865a3f4bf7d8b281c1d942db369a246dfcc157ade19
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp312-cp312-macosx_13_0_x86_64.whl

Download URL cefast-0.1.0-cp312-cp312-macosx_13_0_x86_64.whl
Size 257.0 kB
Tags CPython 3.12 macOS 13.0+ x86-64
SHA-256 checksum
How to use checksums
04bba8036d0035c51c621d01c12a64f9d05f45709d47258770d9d818bfb8ae47
BLAKE2b-256 checksum
How to use checksums
f8f0df173e6ad22e9be3e4337323f95c1850fc15b4d38e2bf50070e6a2dabc12
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp312-cp312-macosx_13_0_arm64.whl

Download URL cefast-0.1.0-cp312-cp312-macosx_13_0_arm64.whl
Size 236.7 kB
Tags CPython 3.12 macOS 13.0+ ARM64
SHA-256 checksum
How to use checksums
b3172184480547dd7932d3fd48fd2eb8c09347142a3a2301c67387e11893ff8f
BLAKE2b-256 checksum
How to use checksums
ab12162a0962ba4a4d0e3f01de3a96531ec7b436d6717d43d3c67185122cb7d9
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp311-cp311-win_arm64.whl

Download URL cefast-0.1.0-cp311-cp311-win_arm64.whl
Size 222.1 kB
Tags CPython 3.11 Windows ARM64
SHA-256 checksum
How to use checksums
42478e432a29db6eee305f2c6db3951f05713889740f747921f5c96e0e9cef4c
BLAKE2b-256 checksum
How to use checksums
8cb45471cd190ae1e081e0308482b2845e375d50d0c45075ea7efbfd93683676
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp311-cp311-win_amd64.whl

Download URL cefast-0.1.0-cp311-cp311-win_amd64.whl
Size 228.0 kB
Tags CPython 3.11 Windows x86-64
SHA-256 checksum
How to use checksums
88df8a70f4cc6be963f1391930d660ac32612a190aef7aa4b80ac0b9999439ae
BLAKE2b-256 checksum
How to use checksums
36b967462bd7fe066c49ddd50642a81014b9fecac189eed3a374ffb87b87d77e
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp311-cp311-musllinux_1_2_x86_64.whl

Download URL cefast-0.1.0-cp311-cp311-musllinux_1_2_x86_64.whl
Size 1.3 MB
Tags CPython 3.11 Linux musl 1.2+ x86-64
SHA-256 checksum
How to use checksums
5ee4ecc6d489ad137a056f0608964f2cf5caefdc6caa19516726648aebfa699f
BLAKE2b-256 checksum
How to use checksums
c6d7e35c4abddb0d9078a1b5c57c0b9e4c5409d956123084c19581784f7917c7
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp311-cp311-musllinux_1_2_aarch64.whl

Download URL cefast-0.1.0-cp311-cp311-musllinux_1_2_aarch64.whl
Size 1.3 MB
Tags CPython 3.11 Linux musl 1.2+ ARM64
SHA-256 checksum
How to use checksums
bcb16970c5a95308ed9b117fc953fbc973ea0d60ca9653d9c57acdcaf1579e64
BLAKE2b-256 checksum
How to use checksums
d933414555b1591d8c0628c70552d0c77209aa77cf51edb46dfe810ee7edeea4
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL cefast-0.1.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size 389.0 kB
Tags CPython 3.11 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
193f04c3c3c954ca0f38578e82a24f59dd13b35314925824f58e8036530dac5e
BLAKE2b-256 checksum
How to use checksums
27c4bca8af23fe236222aa710ea395749efd815ec99de186b3073c610b387232
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

Download URL cefast-0.1.0-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Size 355.8 kB
Tags CPython 3.11 Linux glibc 2.26+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum
How to use checksums
e87c245a27d7c2334441244a032f8700eac806053baac17f73686daacfcd0269
BLAKE2b-256 checksum
How to use checksums
d2e19cfa9bc8e51d3c90ae3c5d60ab1097b690f9ded151c9be0b3323ba4d7e2f
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp311-cp311-macosx_13_0_x86_64.whl

Download URL cefast-0.1.0-cp311-cp311-macosx_13_0_x86_64.whl
Size 255.7 kB
Tags CPython 3.11 macOS 13.0+ x86-64
SHA-256 checksum
How to use checksums
5f0d6274d9b8d21fc9ef938a9b81b2fa2e0f99b082d2ad27412db275ef21974a
BLAKE2b-256 checksum
How to use checksums
1c118890d0f4f5e87ef33a217d369aee9873a20b91eadcdac595cde585532b25
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp311-cp311-macosx_13_0_arm64.whl

Download URL cefast-0.1.0-cp311-cp311-macosx_13_0_arm64.whl
Size 236.1 kB
Tags CPython 3.11 macOS 13.0+ ARM64
SHA-256 checksum
How to use checksums
c08b449c8892846257597dff31f2232fbb2e20ef7bd261b5c99c6de470227449
BLAKE2b-256 checksum
How to use checksums
204042ce251af0c16756bc6de2ef0688ee347deca2065d50cfa5b463366acb3e
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp310-cp310-win_amd64.whl

Download URL cefast-0.1.0-cp310-cp310-win_amd64.whl
Size 226.9 kB
Tags CPython 3.10 Windows x86-64
SHA-256 checksum
How to use checksums
561f948178ef28789a5d0eb5bd50a59be7250d09cd8707cc3a53ae1855db8f0c
BLAKE2b-256 checksum
How to use checksums
a0bda314fbb79392f898ab985fb71ebb64e09315d62cae5939a1b31487420e03
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp310-cp310-musllinux_1_2_x86_64.whl

Download URL cefast-0.1.0-cp310-cp310-musllinux_1_2_x86_64.whl
Size 1.3 MB
Tags CPython 3.10 Linux musl 1.2+ x86-64
SHA-256 checksum
How to use checksums
434089801a116dae242602ff978ba015775c92e470e6fdfef8d16c99b49537ed
BLAKE2b-256 checksum
How to use checksums
696f10953817dd5050f9f13e93add0d93afef6fd726066f372478e43d7495335
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp310-cp310-musllinux_1_2_aarch64.whl

Download URL cefast-0.1.0-cp310-cp310-musllinux_1_2_aarch64.whl
Size 1.3 MB
Tags CPython 3.10 Linux musl 1.2+ ARM64
SHA-256 checksum
How to use checksums
10c6ad48bf897000c6f49a91381bae78bbb7667d8d52a71b09b50bea7f978d6e
BLAKE2b-256 checksum
How to use checksums
2b90bd8ccf191dc96550ece57a1d687b48ebde92f62d48bc8f53e5a173c4d547
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL cefast-0.1.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size 387.8 kB
Tags CPython 3.10 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
1718dcbbfd022a0d56333d24332a68cf7340a5059cdc549de21e21a5e42251f0
BLAKE2b-256 checksum
How to use checksums
978c3b70f1f55994a293fe27dc7f84efc9d10b39e6fc3cf0c5dab4396e72bde1
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

Download URL cefast-0.1.0-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Size 354.2 kB
Tags CPython 3.10 Linux glibc 2.26+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum
How to use checksums
557cbebd0267a347e1aeb1848f39d596824e4153f11970632e1ee6a45e3e54b3
BLAKE2b-256 checksum
How to use checksums
abf65b4836fca60417c37bf9bcc2ed85b422e858bf1d9dca09ec750902fa19ee
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp310-cp310-macosx_13_0_x86_64.whl

Download URL cefast-0.1.0-cp310-cp310-macosx_13_0_x86_64.whl
Size 254.0 kB
Tags CPython 3.10 macOS 13.0+ x86-64
SHA-256 checksum
How to use checksums
410f898984a33e4429c15f5237953b10730faa2a684c343385f5415215fa348a
BLAKE2b-256 checksum
How to use checksums
44644e5a7aa192c558406530578aff4800d5fe6b238b100485e4c2d53b98cc01
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Release files / cefast-0.1.0-cp310-cp310-macosx_13_0_arm64.whl

Download URL cefast-0.1.0-cp310-cp310-macosx_13_0_arm64.whl
Size 234.3 kB
Tags CPython 3.10 macOS 13.0+ ARM64
SHA-256 checksum
How to use checksums
bc7290f53662fa1e268e6bd2a3e54cf2aeb21cf0048ca0bda34882628e8000b2
BLAKE2b-256 checksum
How to use checksums
0bde08bbe77ec240d7a63fc43db8c80bdd1bf1dad56afaa9f1162dfb6dea1cd9
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

Security for cefast 0.1.0

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

Full provenance

All 67 files in this release have been uploaded with provenance metadata.

Select from 67 files

Attestation for cefast-0.1.0.tar.gz

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Nov 6, 2026.

Transparency log

A note on package security

PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.

To learn more about protecting yourself from malicious actors, visit our package security documentation.

Release history Release notifications | RSS feed

This release

0.1.0 This release

67 release files Full provenance

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page