Khmer Neural Segmenter

A fast Khmer word segmentation library.

Installation

pip install khmerns

Usage

from khmerns import tokenize, normalize

# Returns a list of words
words = tokenize("សួស្តីបងប្អូន")
# => ['សួស្តី', 'បង', 'ប្អូន']

# normalize and reorder Khmer characters
words = tokenize(normalize("សួស្តីបងប្អូន"))
# => ['សួស្តី', 'បង', 'ប្អូន']

You can also use the class-based API if you prefer:

from khmerns import KhmerSegmenter

segmenter = KhmerSegmenter()

words = segmenter.tokenize("សួស្តីបងប្អូន")
# or

words = segmenter("សួស្តីបងប្អូន")

Training

The training pipeline lives in the training/ directory. It trains a BiGRU + CRF model on character-level BIO tags, then converts the result to GGUF for the C++ inference backend.

Data format

Training data is a plain text file at training/data/train.txt. One word per line. Words that appear on consecutive lines are treated as part of the same sentence. The model learns word boundaries from this.

Example training/data/train.txt:

សួស្តី
បង
ប្អូន
ខ្ញុំ
ទៅ
ផ្សារ

Non-Khmer tokens (spaces, punctuation, numbers, Latin text) are tagged as NON-KHMER. Khmer tokens get B-WORD on the first character and I-WORD on the rest.

Steps

cd training
pip install -r requirements.txt

1. Prepare training data

Place your segmented text in data/train.txt (one word per line). If you have raw unsegmented Khmer text, you can use the generation script to pre-segment it:

python generate.py

This requires khmersegment and a source text file. Edit the path in generate.py to point to your raw text.

2. Train

python train.py

Trains for 20 epochs with AdamW (lr=1e-5) and ReduceLROnPlateau. Saves best_model.pt (best eval loss) and model.pt (final). Uses CUDA if available.

3. Convert to GGUF

python convert_to_gguf.py best_model.pt model.gguf

This produces a GGUF file (~3.3MB) containing all model weights.

4. Embed in the C++ binary

To use the new model in the library, convert the GGUF file to a C header and replace src/model_data.h, then rebuild:

xxd -i model.gguf > ../src/model_data.h
pip install -e ..

License

MIT

Metadata

Release files for khmerns 0.0.4

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

Source distribution (sdist)

Source distribution for khmerns 0.0.4
File	Size	Uploaded
khmerns-0.0.4.tar.gz	4.8 MB	Feb 4, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for khmerns 0.0.4
File	Interpreter	ABI	Platform	Reset
khmerns-0.0.4-pp311-pypy311_pp73-win_amd64.whl 4.4 MB Feb 4, 2026	PyPy 3.11	PyPy 3.11 7.3	Windows x86-64	Details
khmerns-0.0.4-pp311-pypy311_pp73-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 4.2 MB Feb 4, 2026	PyPy 3.11	PyPy 3.11 7.3	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
khmerns-0.0.4-pp311-pypy311_pp73-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl 4.1 MB Feb 4, 2026	PyPy 3.11	PyPy 3.11 7.3	Linux glibc 2.28+ ARM64, Linux glibc 2.27+ ARM64	Details
khmerns-0.0.4-pp311-pypy311_pp73-macosx_11_0_x86_64.whl 4.4 MB Feb 4, 2026	PyPy 3.11	PyPy 3.11 7.3	macOS 11.0+ x86-64	Details
khmerns-0.0.4-pp311-pypy311_pp73-macosx_11_0_arm64.whl 4.3 MB Feb 4, 2026	PyPy 3.11	PyPy 3.11 7.3	macOS 11.0+ ARM64	Details
khmerns-0.0.4-cp314-cp314t-win_amd64.whl 4.4 MB Feb 4, 2026	CPython 3.14	CPython 3.14 free-threading	Windows x86-64	Details
khmerns-0.0.4-cp314-cp314t-win32.whl 4.0 MB Feb 4, 2026	CPython 3.14	CPython 3.14 free-threading	Windows x86-32	Details
khmerns-0.0.4-cp314-cp314t-musllinux_1_2_x86_64.whl 5.3 MB Feb 4, 2026	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ x86-64	Details
khmerns-0.0.4-cp314-cp314t-musllinux_1_2_aarch64.whl 5.1 MB Feb 4, 2026	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ ARM64	Details
khmerns-0.0.4-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 4.2 MB Feb 4, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
khmerns-0.0.4-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl 4.1 MB Feb 4, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.27+ ARM64, Linux glibc 2.28+ ARM64	Details
khmerns-0.0.4-cp314-cp314t-macosx_11_0_x86_64.whl 4.4 MB Feb 4, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 11.0+ x86-64	Details
khmerns-0.0.4-cp314-cp314t-macosx_11_0_arm64.whl 4.3 MB Feb 4, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 11.0+ ARM64	Details
khmerns-0.0.4-cp314-cp314-win_amd64.whl 4.4 MB Feb 4, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
khmerns-0.0.4-cp314-cp314-win32.whl 4.0 MB Feb 4, 2026	CPython 3.14	CPython 3.14	Windows x86-32	Details
khmerns-0.0.4-cp314-cp314-musllinux_1_2_x86_64.whl 5.3 MB Feb 4, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-64	Details
khmerns-0.0.4-cp314-cp314-musllinux_1_2_aarch64.whl 5.1 MB Feb 4, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ ARM64	Details
khmerns-0.0.4-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 4.2 MB Feb 4, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
khmerns-0.0.4-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl 4.1 MB Feb 4, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.27+ ARM64, Linux glibc 2.28+ ARM64	Details
khmerns-0.0.4-cp314-cp314-macosx_11_0_x86_64.whl 4.4 MB Feb 4, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ x86-64	Details
khmerns-0.0.4-cp314-cp314-macosx_11_0_arm64.whl 4.3 MB Feb 4, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
khmerns-0.0.4-cp313-cp313-win_amd64.whl 4.4 MB Feb 4, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
khmerns-0.0.4-cp313-cp313-win32.whl 4.0 MB Feb 4, 2026	CPython 3.13	CPython 3.13	Windows x86-32	Details
khmerns-0.0.4-cp313-cp313-musllinux_1_2_x86_64.whl 5.3 MB Feb 4, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-64	Details
khmerns-0.0.4-cp313-cp313-musllinux_1_2_aarch64.whl 5.1 MB Feb 4, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ ARM64	Details
khmerns-0.0.4-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 4.2 MB Feb 4, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
khmerns-0.0.4-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl 4.1 MB Feb 4, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.27+ ARM64, Linux glibc 2.28+ ARM64	Details
khmerns-0.0.4-cp313-cp313-macosx_11_0_x86_64.whl 4.4 MB Feb 4, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ x86-64	Details
khmerns-0.0.4-cp313-cp313-macosx_11_0_arm64.whl 4.3 MB Feb 4, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
khmerns-0.0.4-cp312-cp312-win_amd64.whl 4.4 MB Feb 4, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
khmerns-0.0.4-cp312-cp312-win32.whl 4.0 MB Feb 4, 2026	CPython 3.12	CPython 3.12	Windows x86-32	Details
khmerns-0.0.4-cp312-cp312-musllinux_1_2_x86_64.whl 5.3 MB Feb 4, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-64	Details
khmerns-0.0.4-cp312-cp312-musllinux_1_2_aarch64.whl 5.1 MB Feb 4, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ ARM64	Details
khmerns-0.0.4-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 4.2 MB Feb 4, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
khmerns-0.0.4-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl 4.1 MB Feb 4, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.27+ ARM64, Linux glibc 2.28+ ARM64	Details
khmerns-0.0.4-cp312-cp312-macosx_11_0_x86_64.whl 4.4 MB Feb 4, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ x86-64	Details
khmerns-0.0.4-cp312-cp312-macosx_11_0_arm64.whl 4.3 MB Feb 4, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
khmerns-0.0.4-cp311-cp311-win_amd64.whl 4.4 MB Feb 4, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
khmerns-0.0.4-cp311-cp311-win32.whl 4.0 MB Feb 4, 2026	CPython 3.11	CPython 3.11	Windows x86-32	Details
khmerns-0.0.4-cp311-cp311-musllinux_1_2_x86_64.whl 5.3 MB Feb 4, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-64	Details
khmerns-0.0.4-cp311-cp311-musllinux_1_2_aarch64.whl 5.1 MB Feb 4, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ ARM64	Details
khmerns-0.0.4-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 4.2 MB Feb 4, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
khmerns-0.0.4-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl 4.1 MB Feb 4, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.27+ ARM64, Linux glibc 2.28+ ARM64	Details
khmerns-0.0.4-cp311-cp311-macosx_11_0_x86_64.whl 4.4 MB Feb 4, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ x86-64	Details
khmerns-0.0.4-cp311-cp311-macosx_11_0_arm64.whl 4.3 MB Feb 4, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
khmerns-0.0.4-cp310-cp310-win_amd64.whl 4.4 MB Feb 4, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
khmerns-0.0.4-cp310-cp310-win32.whl 4.0 MB Feb 4, 2026	CPython 3.10	CPython 3.10	Windows x86-32	Details
khmerns-0.0.4-cp310-cp310-musllinux_1_2_x86_64.whl 5.3 MB Feb 4, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ x86-64	Details
khmerns-0.0.4-cp310-cp310-musllinux_1_2_aarch64.whl 5.1 MB Feb 4, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ ARM64	Details
khmerns-0.0.4-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 4.2 MB Feb 4, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
khmerns-0.0.4-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl 4.1 MB Feb 4, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.27+ ARM64, Linux glibc 2.28+ ARM64	Details
khmerns-0.0.4-cp310-cp310-macosx_11_0_x86_64.whl 4.4 MB Feb 4, 2026	CPython 3.10	CPython 3.10	macOS 11.0+ x86-64	Details
khmerns-0.0.4-cp310-cp310-macosx_11_0_arm64.whl 4.3 MB Feb 4, 2026	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details
khmerns-0.0.4-cp39-cp39-win_amd64.whl 4.4 MB Feb 4, 2026	CPython 3.9	CPython 3.9	Windows x86-64	Details
khmerns-0.0.4-cp39-cp39-win32.whl 4.0 MB Feb 4, 2026	CPython 3.9	CPython 3.9	Windows x86-32	Details
khmerns-0.0.4-cp39-cp39-musllinux_1_2_x86_64.whl 5.3 MB Feb 4, 2026	CPython 3.9	CPython 3.9	Linux musl 1.2+ x86-64	Details
khmerns-0.0.4-cp39-cp39-musllinux_1_2_aarch64.whl 5.1 MB Feb 4, 2026	CPython 3.9	CPython 3.9	Linux musl 1.2+ ARM64	Details
khmerns-0.0.4-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 4.2 MB Feb 4, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
khmerns-0.0.4-cp39-cp39-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl 4.1 MB Feb 4, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.28+ ARM64, Linux glibc 2.27+ ARM64	Details
khmerns-0.0.4-cp39-cp39-macosx_11_0_x86_64.whl 4.4 MB Feb 4, 2026	CPython 3.9	CPython 3.9	macOS 11.0+ x86-64	Details
khmerns-0.0.4-cp39-cp39-macosx_11_0_arm64.whl 4.3 MB Feb 4, 2026	CPython 3.9	CPython 3.9	macOS 11.0+ ARM64	Details

Total release size: 277.0 MB

Release files / khmerns-0.0.4.tar.gz

Download URL	khmerns-0.0.4.tar.gz
Size	4.8 MB
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Release files / khmerns-0.0.4-pp311-pypy311_pp73-win_amd64.whl

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Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

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Download URL	khmerns-0.0.4-pp311-pypy311_pp73-macosx_11_0_x86_64.whl
Size	4.4 MB
Tags	PyPy 3.11 PyPy 3.11 7.3 macOS 11.0+ x86-64
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

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Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

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Publishing configuration: github.com/seanghay/khmer-neural-segmenter/blob/5e288a693241e86a5760c56b831e4e227c5be5e8/.github/workflows/wheels.yml
Publishing logs: github.com/seanghay/khmer-neural-segmenter/actions/runs/21664613311/attempts/1

Artifact

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Release files / khmerns-0.0.4-pp311-pypy311_pp73-macosx_11_0_arm64.whl

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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

Workflow

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Artifact

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Release files / khmerns-0.0.4-cp314-cp314t-win_amd64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

Workflow

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Release files / khmerns-0.0.4-cp314-cp314t-win32.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

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Artifact

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Release files / khmerns-0.0.4-cp314-cp314t-musllinux_1_2_x86_64.whl

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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

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Release files / khmerns-0.0.4-cp314-cp314t-musllinux_1_2_aarch64.whl

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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

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Artifact

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Release files / khmerns-0.0.4-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

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Artifact

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Release files / khmerns-0.0.4-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl

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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

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Artifact

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Release files / khmerns-0.0.4-cp314-cp314t-macosx_11_0_x86_64.whl

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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

Workflow

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Artifact

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Release files / khmerns-0.0.4-cp314-cp314t-macosx_11_0_arm64.whl

Download URL	khmerns-0.0.4-cp314-cp314t-macosx_11_0_arm64.whl
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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

Workflow

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Publishing logs: github.com/seanghay/khmer-neural-segmenter/actions/runs/21664613311/attempts/1

Artifact

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Release files / khmerns-0.0.4-cp314-cp314-win_amd64.whl

Download URL	khmerns-0.0.4-cp314-cp314-win_amd64.whl
Size	4.4 MB
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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

Workflow

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Publishing logs: github.com/seanghay/khmer-neural-segmenter/actions/runs/21664613311/attempts/1

Artifact

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Release files / khmerns-0.0.4-cp314-cp314-win32.whl

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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

Workflow

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Publishing logs: github.com/seanghay/khmer-neural-segmenter/actions/runs/21664613311/attempts/1

Artifact

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Release files / khmerns-0.0.4-cp314-cp314-musllinux_1_2_x86_64.whl

Download URL	khmerns-0.0.4-cp314-cp314-musllinux_1_2_x86_64.whl
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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

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Publishing logs: github.com/seanghay/khmer-neural-segmenter/actions/runs/21664613311/attempts/1

Artifact

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Release files / khmerns-0.0.4-cp314-cp314-musllinux_1_2_aarch64.whl

Download URL	khmerns-0.0.4-cp314-cp314-musllinux_1_2_aarch64.whl
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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

Workflow

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Artifact

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Release files / khmerns-0.0.4-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	khmerns-0.0.4-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

Workflow

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Publishing logs: github.com/seanghay/khmer-neural-segmenter/actions/runs/21664613311/attempts/1

Artifact

Subject: khmerns-0.0.4-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: c356bfff8bf106a07fd61ea61f3a52e100bf5b67244d89b9bf235b27efac81f6 Verifying attestations

Release files / khmerns-0.0.4-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl

Download URL	khmerns-0.0.4-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

Workflow

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Release files / khmerns-0.0.4-cp314-cp314-macosx_11_0_x86_64.whl

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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

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Release files / khmerns-0.0.4-cp314-cp314-macosx_11_0_arm64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

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Release files / khmerns-0.0.4-cp313-cp313-win_amd64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

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Artifact

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Release files / khmerns-0.0.4-cp313-cp313-win32.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

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Artifact

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Release files / khmerns-0.0.4-cp313-cp313-musllinux_1_2_x86_64.whl

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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

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Artifact

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Release files / khmerns-0.0.4-cp313-cp313-musllinux_1_2_aarch64.whl

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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

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Artifact

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Release files / khmerns-0.0.4-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

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Artifact

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Release files / khmerns-0.0.4-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl

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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

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Artifact

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Release files / khmerns-0.0.4-cp313-cp313-macosx_11_0_x86_64.whl

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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

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Release files / khmerns-0.0.4-cp313-cp313-macosx_11_0_arm64.whl

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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

Workflow

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Artifact

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Release files / khmerns-0.0.4-cp312-cp312-win_amd64.whl

Download URL	khmerns-0.0.4-cp312-cp312-win_amd64.whl
Size	4.4 MB
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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

Workflow

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Artifact

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Release files / khmerns-0.0.4-cp312-cp312-win32.whl

Download URL	khmerns-0.0.4-cp312-cp312-win32.whl
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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

Workflow

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Artifact

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Release files / khmerns-0.0.4-cp312-cp312-musllinux_1_2_x86_64.whl

Download URL	khmerns-0.0.4-cp312-cp312-musllinux_1_2_x86_64.whl
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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

Workflow

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Artifact

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Release files / khmerns-0.0.4-cp312-cp312-musllinux_1_2_aarch64.whl

Download URL	khmerns-0.0.4-cp312-cp312-musllinux_1_2_aarch64.whl
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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

Workflow

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Artifact

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Release files / khmerns-0.0.4-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	khmerns-0.0.4-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

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Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

Workflow

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Publishing logs: github.com/seanghay/khmer-neural-segmenter/actions/runs/21664613311/attempts/1

Artifact

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SHA-256 checksum: ed9dec1895d9b9403efefcbd992f62f1ee91b4bfc07b4ad84c90acb865c3cacd Verifying attestations

Release files / khmerns-0.0.4-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl

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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

Workflow

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Artifact

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Release files / khmerns-0.0.4-cp312-cp312-macosx_11_0_x86_64.whl

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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

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Release files / khmerns-0.0.4-cp312-cp312-macosx_11_0_arm64.whl

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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

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Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

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Artifact

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Release files / khmerns-0.0.4-cp311-cp311-win_amd64.whl

Download URL	khmerns-0.0.4-cp311-cp311-win_amd64.whl
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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

Workflow

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Artifact

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Release files / khmerns-0.0.4-cp311-cp311-win32.whl

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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

Workflow

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Artifact

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Release files / khmerns-0.0.4-cp311-cp311-musllinux_1_2_x86_64.whl

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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

Workflow

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Artifact

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Release files / khmerns-0.0.4-cp311-cp311-musllinux_1_2_aarch64.whl

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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

Workflow

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Artifact

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Release files / khmerns-0.0.4-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	khmerns-0.0.4-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

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Artifact

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Release files / khmerns-0.0.4-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl

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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

Workflow

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Artifact

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Release files / khmerns-0.0.4-cp311-cp311-macosx_11_0_x86_64.whl

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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

Workflow

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Artifact

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Release files / khmerns-0.0.4-cp311-cp311-macosx_11_0_arm64.whl

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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

Workflow

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Artifact

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Release files / khmerns-0.0.4-cp310-cp310-win_amd64.whl

Download URL	khmerns-0.0.4-cp310-cp310-win_amd64.whl
Size	4.4 MB
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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

Workflow

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Artifact

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Release files / khmerns-0.0.4-cp310-cp310-win32.whl

Download URL	khmerns-0.0.4-cp310-cp310-win32.whl
Size	4.0 MB
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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

Workflow

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Artifact

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Release files / khmerns-0.0.4-cp310-cp310-musllinux_1_2_x86_64.whl

Download URL	khmerns-0.0.4-cp310-cp310-musllinux_1_2_x86_64.whl
Size	5.3 MB
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Upload date	Feb 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

Workflow

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Artifact

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Release files / khmerns-0.0.4-cp310-cp310-musllinux_1_2_aarch64.whl

Download URL	khmerns-0.0.4-cp310-cp310-musllinux_1_2_aarch64.whl
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Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

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Release files / khmerns-0.0.4-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

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Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

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Publishing repository: github.com/seanghay/khmer-neural-segmenter
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Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

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Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

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Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

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Publishing repository: github.com/seanghay/khmer-neural-segmenter
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Publishing repository: github.com/seanghay/khmer-neural-segmenter
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Release files / khmerns-0.0.4-cp39-cp39-musllinux_1_2_aarch64.whl

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Publishing repository: github.com/seanghay/khmer-neural-segmenter
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Publishing repository: github.com/seanghay/khmer-neural-segmenter
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Release files / khmerns-0.0.4-cp39-cp39-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl

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Uploaded via	`twine/6.1.0 CPython/3.13.7`

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Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

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Release files / khmerns-0.0.4-cp39-cp39-macosx_11_0_x86_64.whl

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Uploaded via	`twine/6.1.0 CPython/3.13.7`

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Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

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Release files / khmerns-0.0.4-cp39-cp39-macosx_11_0_arm64.whl

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Uploaded via	`twine/6.1.0 CPython/3.13.7`

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Publishing platform: GitHub Actions
Publishing repository: github.com/seanghay/khmer-neural-segmenter
Publishing commit: github.com/seanghay/khmer-neural-segmenter/tree/5e288a693241e86a5760c56b831e4e227c5be5e8

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This release

0.0.4 This release

Feb 4, 2026 62 release files

0.0.3

Feb 4, 2026 62 release files

khmerns 0.0.4

Khmer Neural Segmenter

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