Pre-release

This release is a pre-release and may not be stable for production use.

GAFIME — GPU-Accelerated Feature Interaction Mining Engine

Native feature-interaction discovery across Rust CPU/SIMD, CUDA, ROCm/HIP, and Metal.

GAFIME searches continuous interactions, decision-path regions, and temporal transforms for tabular and structured machine-learning workflows. Python is the concise public declaration and reporting surface; Rust owns validation, planning, scheduling, lifecycle, and Core execution; each native GPU payload owns its device-local execution.

Installation

Stable releases:

python -m pip install gafime
python -m pip install gafime gafime-cuda  # Linux/Windows x86_64 + CUDA
python -m pip install gafime gafime-rocm  # Linux x86_64 + system ROCm

Beta and release-candidate versions:

python -m pip install --pre gafime "polars>=1.3,<2"
python -m pip install --pre gafime gafime-cuda "polars>=1.3,<2"  # Linux/Windows x86_64 + CUDA
python -m pip install --pre gafime gafime-rocm "polars>=1.3,<2"  # Linux x86_64 + system ROCm

Ordinary pip install prefers a stable release; --pre permits beta and RC versions. For reproducible RC2 testing, pin Core and any vendor payload to the same exact version:

python -m pip install gafime==1.0.0rc2 "polars>=1.3,<2"
python -m pip install gafime==1.0.0rc2 gafime-cuda==1.0.0rc2 "polars>=1.3,<2"
python -m pip install gafime==1.0.0rc2 gafime-rocm==1.0.0rc2 "polars>=1.3,<2"

Core never depends on a GPU payload, while CUDA and ROCm payload versions must match Core exactly. Apple Silicon users install plain gafime; Metal is embedded in the macOS arm64 Core wheel and has no standalone distribution. See the live release status and backend installation guide for platform details.

Quick Start

from gafime import ComputeBudget, EngineConfig, GafimeEngine

X = [[float(i), float((i * 7) % 11), float((i % 5) - 2)] for i in range(64)]
y = [0.4 * row[0] * row[1] - 0.2 * row[2] for row in X]

config = EngineConfig(
    backend="auto",
    precision="mixed",
    metric_names=("pearson", "r2"),
    budget=ComputeBudget(max_comb_size=2),
    permutation_tests=0,
    num_repeats=1,
)
report = GafimeEngine(config).analyze(
    X, y, feature_names=["trend", "cycle", "offset"]
)
print(report.backend)
print(report.interactions.top_k(5, metric_name="pearson"))

What GAFIME Supports

Continuous unary and higher-order interaction candidates.
Native decision-path candidates with target-rediscovered permutation maxT.
Lag, delta, velocity, acceleration, and rolling time-series candidates.
Eager, resident, and explicit compiled lifecycles.
NumPy, Polars/Arrow, file-streaming, scikit-learn, and CLI integration.

Backend	Distribution	Precision profiles
Rust Core/SIMD	`gafime`	`fp32`, `mixed`, `fp64`
CUDA	`gafime-cuda`	`fp32`, `mixed`, `fp64`
ROCm/HIP	`gafime-rocm`	`fp32`, `mixed`, `fp64`
Metal	embedded in macOS arm64 `gafime`	`fp32` only

Explicit unsupported backend/profile requests fail closed. backend="auto" selects only from available, compatible native paths; explicit vendor requests never silently substitute Core. RT/OptiX remains experimental and local-only.

Documentation

Getting Started

API

Execution and Backends

Architecture and Development

Security

Security policy and private reporting

Releases

License / Contact

GAFIME is licensed under Apache-2.0.

Maintainer: Hamza Usta — hamzausta2222@gmail.com

Report suspected vulnerabilities privately through the process in SECURITY.md, not through a public issue.

Metadata

Release files for gafime 1.0.0rc2

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

Source distribution (sdist)

Source distribution for gafime 1.0.0rc2
File	Size	Uploaded
gafime-1.0.0rc2.tar.gz	374.4 kB	Sep 30, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for gafime 1.0.0rc2
File	Interpreter	ABI	Platform	Reset
gafime-1.0.0rc2-cp314-cp314-win_arm64.whl 1.0 MB Sep 30, 2026	CPython 3.14	CPython 3.14	Windows ARM64	Details
gafime-1.0.0rc2-cp314-cp314-win_amd64.whl 1.1 MB Sep 30, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
gafime-1.0.0rc2-cp314-cp314-manylinux_2_28_x86_64.whl 1.3 MB Sep 30, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.28+ x86-64	Details
gafime-1.0.0rc2-cp314-cp314-manylinux_2_28_aarch64.whl 1.2 MB Sep 30, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.28+ ARM64	Details
gafime-1.0.0rc2-cp314-cp314-macosx_11_0_arm64.whl 1.2 MB Sep 30, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
gafime-1.0.0rc2-cp313-cp313-win_arm64.whl 1.0 MB Sep 30, 2026	CPython 3.13	CPython 3.13	Windows ARM64	Details
gafime-1.0.0rc2-cp313-cp313-win_amd64.whl 1.1 MB Sep 30, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
gafime-1.0.0rc2-cp313-cp313-manylinux_2_28_x86_64.whl 1.3 MB Sep 30, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ x86-64	Details
gafime-1.0.0rc2-cp313-cp313-manylinux_2_28_aarch64.whl 1.2 MB Sep 30, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ ARM64	Details
gafime-1.0.0rc2-cp313-cp313-macosx_11_0_arm64.whl 1.2 MB Sep 30, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
gafime-1.0.0rc2-cp312-cp312-win_arm64.whl 1.0 MB Sep 30, 2026	CPython 3.12	CPython 3.12	Windows ARM64	Details
gafime-1.0.0rc2-cp312-cp312-win_amd64.whl 1.1 MB Sep 30, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
gafime-1.0.0rc2-cp312-cp312-manylinux_2_28_x86_64.whl 1.3 MB Sep 30, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.28+ x86-64	Details
gafime-1.0.0rc2-cp312-cp312-manylinux_2_28_aarch64.whl 1.2 MB Sep 30, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.28+ ARM64	Details
gafime-1.0.0rc2-cp312-cp312-macosx_11_0_arm64.whl 1.2 MB Sep 30, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
gafime-1.0.0rc2-cp311-cp311-win_arm64.whl 1.0 MB Sep 30, 2026	CPython 3.11	CPython 3.11	Windows ARM64	Details
gafime-1.0.0rc2-cp311-cp311-win_amd64.whl 1.1 MB Sep 30, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
gafime-1.0.0rc2-cp311-cp311-manylinux_2_28_x86_64.whl 1.3 MB Sep 30, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.28+ x86-64	Details
gafime-1.0.0rc2-cp311-cp311-manylinux_2_28_aarch64.whl 1.2 MB Sep 30, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.28+ ARM64	Details
gafime-1.0.0rc2-cp311-cp311-macosx_11_0_arm64.whl 1.2 MB Sep 30, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
gafime-1.0.0rc2-cp310-cp310-win_arm64.whl 1.0 MB Sep 30, 2026	CPython 3.10	CPython 3.10	Windows ARM64	Details
gafime-1.0.0rc2-cp310-cp310-win_amd64.whl 1.1 MB Sep 30, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
gafime-1.0.0rc2-cp310-cp310-manylinux_2_28_x86_64.whl 1.3 MB Sep 30, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.28+ x86-64	Details
gafime-1.0.0rc2-cp310-cp310-manylinux_2_28_aarch64.whl 1.2 MB Sep 30, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.28+ ARM64	Details
gafime-1.0.0rc2-cp310-cp310-macosx_11_0_arm64.whl 1.2 MB Sep 30, 2026	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details

Total release size: 29.2 MB

Release files / gafime-1.0.0rc2.tar.gz

Download URL	gafime-1.0.0rc2.tar.gz
Size	374.4 kB
Tags	Source
SHA-256 checksum How to use checksums	`59f925cec5c35719362107890aa037faff464ef225e5d1253f6d02ad0e0ab925`
BLAKE2b-256 checksum How to use checksums	`7a458d3d5033383635f45e1522aaf773d1566825d0d8b3e84ccf6fc526f27ee6`
Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.13`

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.

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/onlyxItachi/GAFIME
Publishing commit: github.com/onlyxItachi/GAFIME/tree/69a45631df7e6df41702e75d77feb947543d344a

Workflow

Publishing configuration: github.com/onlyxItachi/GAFIME/blob/69a45631df7e6df41702e75d77feb947543d344a/.github/workflows/publish_release.yml
Publishing logs: github.com/onlyxItachi/GAFIME/actions/runs/36786473275/attempts/1

Artifact

Subject: gafime-1.0.0rc2.tar.gz
SHA-256 checksum: 59f925cec5c35719362107890aa037faff464ef225e5d1253f6d02ad0e0ab925 Verifying attestations

Release files / gafime-1.0.0rc2-cp314-cp314-win_arm64.whl

Download URL	gafime-1.0.0rc2-cp314-cp314-win_arm64.whl
Size	1.0 MB
Tags	CPython 3.14 Windows ARM64
SHA-256 checksum How to use checksums	`498925f39678551ef1226aa9d3046919203c41b56eb4ef2ecddf9e63af66994a`
BLAKE2b-256 checksum How to use checksums	`513b79ee4d121cb1143dda513dfe9e3017377760372e22c480213c1b81bf7690`
Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.13`

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Publishing platform: GitHub Actions
Publishing repository: github.com/onlyxItachi/GAFIME
Publishing commit: github.com/onlyxItachi/GAFIME/tree/69a45631df7e6df41702e75d77feb947543d344a

Workflow

Publishing configuration: github.com/onlyxItachi/GAFIME/blob/69a45631df7e6df41702e75d77feb947543d344a/.github/workflows/publish_release.yml
Publishing logs: github.com/onlyxItachi/GAFIME/actions/runs/36786473275/attempts/1

Artifact

Subject: gafime-1.0.0rc2-cp314-cp314-win_arm64.whl
SHA-256 checksum: 498925f39678551ef1226aa9d3046919203c41b56eb4ef2ecddf9e63af66994a Verifying attestations

Release files / gafime-1.0.0rc2-cp314-cp314-win_amd64.whl

Download URL	gafime-1.0.0rc2-cp314-cp314-win_amd64.whl
Size	1.1 MB
Tags	CPython 3.14 Windows x86-64
SHA-256 checksum How to use checksums	`951a99905734f1a23df5abdd105531b080c6ef393ac16b040dfa5387d3339c4f`
BLAKE2b-256 checksum How to use checksums	`d471aae242b909912b97daa0a653280e719bab9ffed6d469c39271e36740c248`
Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.13`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/onlyxItachi/GAFIME
Publishing commit: github.com/onlyxItachi/GAFIME/tree/69a45631df7e6df41702e75d77feb947543d344a

Workflow

Publishing configuration: github.com/onlyxItachi/GAFIME/blob/69a45631df7e6df41702e75d77feb947543d344a/.github/workflows/publish_release.yml
Publishing logs: github.com/onlyxItachi/GAFIME/actions/runs/36786473275/attempts/1

Artifact

Subject: gafime-1.0.0rc2-cp314-cp314-win_amd64.whl
SHA-256 checksum: 951a99905734f1a23df5abdd105531b080c6ef393ac16b040dfa5387d3339c4f Verifying attestations

Release files / gafime-1.0.0rc2-cp314-cp314-manylinux_2_28_x86_64.whl

Download URL	gafime-1.0.0rc2-cp314-cp314-manylinux_2_28_x86_64.whl
Size	1.3 MB
Tags	CPython 3.14 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`74e6b4f13b73cb9fd769da446b6cbf8b646854a58cd9028dd3253cc0fc6785a8`
BLAKE2b-256 checksum How to use checksums	`fb8f09ed763edbbbec5568c87e644bbf6765395855149dcaa59a8d831a271beb`
Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.13`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/onlyxItachi/GAFIME
Publishing commit: github.com/onlyxItachi/GAFIME/tree/69a45631df7e6df41702e75d77feb947543d344a

Workflow

Publishing configuration: github.com/onlyxItachi/GAFIME/blob/69a45631df7e6df41702e75d77feb947543d344a/.github/workflows/publish_release.yml
Publishing logs: github.com/onlyxItachi/GAFIME/actions/runs/36786473275/attempts/1

Artifact

Subject: gafime-1.0.0rc2-cp314-cp314-manylinux_2_28_x86_64.whl
SHA-256 checksum: 74e6b4f13b73cb9fd769da446b6cbf8b646854a58cd9028dd3253cc0fc6785a8 Verifying attestations

Release files / gafime-1.0.0rc2-cp314-cp314-manylinux_2_28_aarch64.whl

Download URL	gafime-1.0.0rc2-cp314-cp314-manylinux_2_28_aarch64.whl
Size	1.2 MB
Tags	CPython 3.14 Linux glibc 2.28+ ARM64
SHA-256 checksum How to use checksums	`51ccbb3cc504f75f080b8d30ed313277e645e4b0f723f8f04bcfcfe9e44ccb69`
BLAKE2b-256 checksum How to use checksums	`6a4786f16604316fc5ec5f8ccbd3552f6fc704ac1068294658e39af492cce967`
Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.13`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/onlyxItachi/GAFIME
Publishing commit: github.com/onlyxItachi/GAFIME/tree/69a45631df7e6df41702e75d77feb947543d344a

Workflow

Publishing configuration: github.com/onlyxItachi/GAFIME/blob/69a45631df7e6df41702e75d77feb947543d344a/.github/workflows/publish_release.yml
Publishing logs: github.com/onlyxItachi/GAFIME/actions/runs/36786473275/attempts/1

Artifact

Subject: gafime-1.0.0rc2-cp314-cp314-manylinux_2_28_aarch64.whl
SHA-256 checksum: 51ccbb3cc504f75f080b8d30ed313277e645e4b0f723f8f04bcfcfe9e44ccb69 Verifying attestations

Release files / gafime-1.0.0rc2-cp314-cp314-macosx_11_0_arm64.whl

Download URL	gafime-1.0.0rc2-cp314-cp314-macosx_11_0_arm64.whl
Size	1.2 MB
Tags	CPython 3.14 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`94e98e3bb9c93cb4096f3186cae70abe90183af33051c0e4681e8cc439a9c9f2`
BLAKE2b-256 checksum How to use checksums	`ac1cf1431bafcbc1b60b998e7e02b8a58a5d67996a99e3b4460173722bd38746`
Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.13`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/onlyxItachi/GAFIME
Publishing commit: github.com/onlyxItachi/GAFIME/tree/69a45631df7e6df41702e75d77feb947543d344a

Workflow

Publishing configuration: github.com/onlyxItachi/GAFIME/blob/69a45631df7e6df41702e75d77feb947543d344a/.github/workflows/publish_release.yml
Publishing logs: github.com/onlyxItachi/GAFIME/actions/runs/36786473275/attempts/1

Artifact

Subject: gafime-1.0.0rc2-cp314-cp314-macosx_11_0_arm64.whl
SHA-256 checksum: 94e98e3bb9c93cb4096f3186cae70abe90183af33051c0e4681e8cc439a9c9f2 Verifying attestations

Release files / gafime-1.0.0rc2-cp313-cp313-win_arm64.whl

Download URL	gafime-1.0.0rc2-cp313-cp313-win_arm64.whl
Size	1.0 MB
Tags	CPython 3.13 Windows ARM64
SHA-256 checksum How to use checksums	`4544fd2bf7ac22d9059f9fbb6fbaa706fc4b4c96e2b3c7e2cb2205d173618bbb`
BLAKE2b-256 checksum How to use checksums	`30810feb7e2ad18d248da0daefa55441d5a22374ffa8328a6aaeea9fe6abfece`
Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.13`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/onlyxItachi/GAFIME
Publishing commit: github.com/onlyxItachi/GAFIME/tree/69a45631df7e6df41702e75d77feb947543d344a

Workflow

Publishing configuration: github.com/onlyxItachi/GAFIME/blob/69a45631df7e6df41702e75d77feb947543d344a/.github/workflows/publish_release.yml
Publishing logs: github.com/onlyxItachi/GAFIME/actions/runs/36786473275/attempts/1

Artifact

Subject: gafime-1.0.0rc2-cp313-cp313-win_arm64.whl
SHA-256 checksum: 4544fd2bf7ac22d9059f9fbb6fbaa706fc4b4c96e2b3c7e2cb2205d173618bbb Verifying attestations

Release files / gafime-1.0.0rc2-cp313-cp313-win_amd64.whl

Download URL	gafime-1.0.0rc2-cp313-cp313-win_amd64.whl
Size	1.1 MB
Tags	CPython 3.13 Windows x86-64
SHA-256 checksum How to use checksums	`ecab30247469bbbb05ba70401c41de162ad9c10ddb63426edfd196beb3823796`
BLAKE2b-256 checksum How to use checksums	`7dd47329e08240192a7510847433f6b7f0ce6804d2b05705ef9509a814db2a49`
Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.13`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/onlyxItachi/GAFIME
Publishing commit: github.com/onlyxItachi/GAFIME/tree/69a45631df7e6df41702e75d77feb947543d344a

Workflow

Publishing configuration: github.com/onlyxItachi/GAFIME/blob/69a45631df7e6df41702e75d77feb947543d344a/.github/workflows/publish_release.yml
Publishing logs: github.com/onlyxItachi/GAFIME/actions/runs/36786473275/attempts/1

Artifact

Subject: gafime-1.0.0rc2-cp313-cp313-win_amd64.whl
SHA-256 checksum: ecab30247469bbbb05ba70401c41de162ad9c10ddb63426edfd196beb3823796 Verifying attestations

Release files / gafime-1.0.0rc2-cp313-cp313-manylinux_2_28_x86_64.whl

Download URL	gafime-1.0.0rc2-cp313-cp313-manylinux_2_28_x86_64.whl
Size	1.3 MB
Tags	CPython 3.13 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`25cb06d4967d3042617a142e7411eb2991ce9e476e80a8e249769a4cb442827f`
BLAKE2b-256 checksum How to use checksums	`63315dc6bdf9a52ef89a7d03f3ad5d33a56343934eb21b66b80118e0170bbced`
Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.13`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/onlyxItachi/GAFIME
Publishing commit: github.com/onlyxItachi/GAFIME/tree/69a45631df7e6df41702e75d77feb947543d344a

Workflow

Publishing configuration: github.com/onlyxItachi/GAFIME/blob/69a45631df7e6df41702e75d77feb947543d344a/.github/workflows/publish_release.yml
Publishing logs: github.com/onlyxItachi/GAFIME/actions/runs/36786473275/attempts/1

Artifact

Subject: gafime-1.0.0rc2-cp313-cp313-manylinux_2_28_x86_64.whl
SHA-256 checksum: 25cb06d4967d3042617a142e7411eb2991ce9e476e80a8e249769a4cb442827f Verifying attestations

Release files / gafime-1.0.0rc2-cp313-cp313-manylinux_2_28_aarch64.whl

Download URL	gafime-1.0.0rc2-cp313-cp313-manylinux_2_28_aarch64.whl
Size	1.2 MB
Tags	CPython 3.13 Linux glibc 2.28+ ARM64
SHA-256 checksum How to use checksums	`841e20db5f09284aba2f8f99c4d29af7bd883bbfee595560790cc4300ff9abe9`
BLAKE2b-256 checksum How to use checksums	`03b027eba68848760c10fb6c59e25278041f2747fde7268c15696789dde5ce77`
Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.13`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/onlyxItachi/GAFIME
Publishing commit: github.com/onlyxItachi/GAFIME/tree/69a45631df7e6df41702e75d77feb947543d344a

Workflow

Publishing configuration: github.com/onlyxItachi/GAFIME/blob/69a45631df7e6df41702e75d77feb947543d344a/.github/workflows/publish_release.yml
Publishing logs: github.com/onlyxItachi/GAFIME/actions/runs/36786473275/attempts/1

Artifact

Subject: gafime-1.0.0rc2-cp313-cp313-manylinux_2_28_aarch64.whl
SHA-256 checksum: 841e20db5f09284aba2f8f99c4d29af7bd883bbfee595560790cc4300ff9abe9 Verifying attestations

Release files / gafime-1.0.0rc2-cp313-cp313-macosx_11_0_arm64.whl

Download URL	gafime-1.0.0rc2-cp313-cp313-macosx_11_0_arm64.whl
Size	1.2 MB
Tags	CPython 3.13 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`bfc5b093b9cf58805695bee16b0fb2dd1d653751d3b6d2b952dc460c8f3c800b`
BLAKE2b-256 checksum How to use checksums	`655d762ddf1841181aff38495aa840bcfd94f2d028c577833ad5601db5a64302`
Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.13`

Provenance

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Publishing platform: GitHub Actions
Publishing repository: github.com/onlyxItachi/GAFIME
Publishing commit: github.com/onlyxItachi/GAFIME/tree/69a45631df7e6df41702e75d77feb947543d344a

Workflow

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Artifact

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Release files / gafime-1.0.0rc2-cp312-cp312-win_arm64.whl

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Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.13`

Provenance

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Publishing platform: GitHub Actions
Publishing repository: github.com/onlyxItachi/GAFIME
Publishing commit: github.com/onlyxItachi/GAFIME/tree/69a45631df7e6df41702e75d77feb947543d344a

Workflow

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Artifact

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Release files / gafime-1.0.0rc2-cp312-cp312-win_amd64.whl

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Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.13`

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Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/onlyxItachi/GAFIME
Publishing commit: github.com/onlyxItachi/GAFIME/tree/69a45631df7e6df41702e75d77feb947543d344a

Workflow

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Artifact

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Release files / gafime-1.0.0rc2-cp312-cp312-manylinux_2_28_x86_64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.13`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/onlyxItachi/GAFIME
Publishing commit: github.com/onlyxItachi/GAFIME/tree/69a45631df7e6df41702e75d77feb947543d344a

Workflow

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Artifact

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Release files / gafime-1.0.0rc2-cp312-cp312-manylinux_2_28_aarch64.whl

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Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.13`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/onlyxItachi/GAFIME
Publishing commit: github.com/onlyxItachi/GAFIME/tree/69a45631df7e6df41702e75d77feb947543d344a

Workflow

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Artifact

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Release files / gafime-1.0.0rc2-cp312-cp312-macosx_11_0_arm64.whl

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Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.13`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/onlyxItachi/GAFIME
Publishing commit: github.com/onlyxItachi/GAFIME/tree/69a45631df7e6df41702e75d77feb947543d344a

Workflow

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Artifact

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Release files / gafime-1.0.0rc2-cp311-cp311-win_arm64.whl

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Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.13`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/onlyxItachi/GAFIME
Publishing commit: github.com/onlyxItachi/GAFIME/tree/69a45631df7e6df41702e75d77feb947543d344a

Workflow

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Artifact

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Release files / gafime-1.0.0rc2-cp311-cp311-win_amd64.whl

Download URL	gafime-1.0.0rc2-cp311-cp311-win_amd64.whl
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Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.13`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/onlyxItachi/GAFIME
Publishing commit: github.com/onlyxItachi/GAFIME/tree/69a45631df7e6df41702e75d77feb947543d344a

Workflow

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Artifact

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Release files / gafime-1.0.0rc2-cp311-cp311-manylinux_2_28_x86_64.whl

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Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.13`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/onlyxItachi/GAFIME
Publishing commit: github.com/onlyxItachi/GAFIME/tree/69a45631df7e6df41702e75d77feb947543d344a

Workflow

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Artifact

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Release files / gafime-1.0.0rc2-cp311-cp311-manylinux_2_28_aarch64.whl

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Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.13`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/onlyxItachi/GAFIME
Publishing commit: github.com/onlyxItachi/GAFIME/tree/69a45631df7e6df41702e75d77feb947543d344a

Workflow

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Artifact

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Release files / gafime-1.0.0rc2-cp311-cp311-macosx_11_0_arm64.whl

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Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.13`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/onlyxItachi/GAFIME
Publishing commit: github.com/onlyxItachi/GAFIME/tree/69a45631df7e6df41702e75d77feb947543d344a

Workflow

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Artifact

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Release files / gafime-1.0.0rc2-cp310-cp310-win_arm64.whl

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Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.13`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/onlyxItachi/GAFIME
Publishing commit: github.com/onlyxItachi/GAFIME/tree/69a45631df7e6df41702e75d77feb947543d344a

Workflow

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Artifact

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SHA-256 checksum: 41bad5d44a8db806b1812477ad93bbc4db69fa5c72a035677ed13d8e355c636e Verifying attestations

Release files / gafime-1.0.0rc2-cp310-cp310-win_amd64.whl

Download URL	gafime-1.0.0rc2-cp310-cp310-win_amd64.whl
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Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.13`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/onlyxItachi/GAFIME
Publishing commit: github.com/onlyxItachi/GAFIME/tree/69a45631df7e6df41702e75d77feb947543d344a

Workflow

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Artifact

Subject: gafime-1.0.0rc2-cp310-cp310-win_amd64.whl
SHA-256 checksum: cbef4b1087eb8668abdbad7db4c400cbabb2848098d627957c2be711ca810523 Verifying attestations

Release files / gafime-1.0.0rc2-cp310-cp310-manylinux_2_28_x86_64.whl

Download URL	gafime-1.0.0rc2-cp310-cp310-manylinux_2_28_x86_64.whl
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Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.13`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/onlyxItachi/GAFIME
Publishing commit: github.com/onlyxItachi/GAFIME/tree/69a45631df7e6df41702e75d77feb947543d344a

Workflow

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Publishing logs: github.com/onlyxItachi/GAFIME/actions/runs/36786473275/attempts/1

Artifact

Subject: gafime-1.0.0rc2-cp310-cp310-manylinux_2_28_x86_64.whl
SHA-256 checksum: bf2b31c8660f4e2f90687a5938f68088c7870d542b04ea5f1ddef68c20e218ac Verifying attestations

Release files / gafime-1.0.0rc2-cp310-cp310-manylinux_2_28_aarch64.whl

Download URL	gafime-1.0.0rc2-cp310-cp310-manylinux_2_28_aarch64.whl
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Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.13`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/onlyxItachi/GAFIME
Publishing commit: github.com/onlyxItachi/GAFIME/tree/69a45631df7e6df41702e75d77feb947543d344a

Workflow

Publishing configuration: github.com/onlyxItachi/GAFIME/blob/69a45631df7e6df41702e75d77feb947543d344a/.github/workflows/publish_release.yml
Publishing logs: github.com/onlyxItachi/GAFIME/actions/runs/36786473275/attempts/1

Artifact

Subject: gafime-1.0.0rc2-cp310-cp310-manylinux_2_28_aarch64.whl
SHA-256 checksum: f1359ad5b8c10dcae7da97d60f77ea99287314e3a27b80b79757b0751e1689a7 Verifying attestations

Release files / gafime-1.0.0rc2-cp310-cp310-macosx_11_0_arm64.whl

Download URL	gafime-1.0.0rc2-cp310-cp310-macosx_11_0_arm64.whl
Size	1.2 MB
Tags	CPython 3.10 macOS 11.0+ ARM64
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Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.13`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/onlyxItachi/GAFIME
Publishing commit: github.com/onlyxItachi/GAFIME/tree/69a45631df7e6df41702e75d77feb947543d344a

Workflow

Publishing configuration: github.com/onlyxItachi/GAFIME/blob/69a45631df7e6df41702e75d77feb947543d344a/.github/workflows/publish_release.yml
Publishing logs: github.com/onlyxItachi/GAFIME/actions/runs/36786473275/attempts/1

Artifact

Subject: gafime-1.0.0rc2-cp310-cp310-macosx_11_0_arm64.whl
SHA-256 checksum: 286d4111178fb204d2a3dd03cf3838b702e13ce3d6316c41f500f7eb913a1fda Verifying attestations