glum

Documentation

Generalized linear models (GLM) are a core statistical tool that include many common methods like least-squares regression, Poisson regression, and logistic regression as special cases. At QuantCo, we have used GLMs in e-commerce pricing, insurance claims prediction, and more. We have developed glum, a fast Python-first GLM library. The development was based on a fork of scikit-learn, so it has a scikit-learn-like API. We are thankful for the starting point provided by Christian Lorentzen in that PR!

We believe that for GLM development, broad support for distributions, regularization, and statistical inference, along with fast formula-based specification, is key. glum supports

Built-in cross-validation for optimal regularization, efficiently exploiting a “regularization path”
L1 regularization, which produces sparse and easily interpretable solutions
L2 regularization, including variable matrix-valued (Tikhonov) penalties, which are useful in modeling correlated effects
Elastic net regularization
Normal, Poisson, binomial, gamma, inverse Gaussian, negative binomial, and Tweedie distributions, plus varied and customizable link functions
Built-in formula-based model specification using formulaic, including monotonic constraints
Classical statistical inference for unregularized models
Box constraints, linear inequality constraints, sample weights, offsets
Multiple dataframe backends (pandas, polars, and more) via narwhals

Performance also matters, so we conducted extensive benchmarks against other modern libraries. Although performance depends on the specific problem, we find that when N >> K (there are more observations than predictors), glum is consistently much faster for a wide range of problems. This repo includes the benchmarking tools in the glum_benchmarks module. For details, see here.

For more information on glum, including tutorials and API reference, please see the documentation.

Why did we choose the name glum? We wanted a name that had the letters GLM and wasn't easily confused with any existing implementation. And we thought glum sounded like a funny name (and not glum at all!). If you need a more professional-sounding name, feel free to pronounce it as G-L-um. Or maybe it stands for "Generalized linear... ummm... modeling?"

A classic example predicting housing prices

>>> import pandas as pd
>>> from glum import GeneralizedLinearRegressor
>>>
>>> # This dataset contains house sale prices for King County, which includes
>>> # Seattle. It includes homes sold between May 2014 and May 2015.
>>> # To download, use: sklearn.datasets.fetch_openml(name="house_sales", version=3)
>>> house_data = pd.read_parquet("data/housing.parquet")
>>>
>>> # Use only select features
>>> X = house_data[
...     [
...         "bedrooms",
...         "bathrooms",
...         "sqft_living",
...         "floors",
...         "waterfront",
...         "view",
...         "condition",
...         "grade",
...         "yr_built",
...         "yr_renovated",
...     ]
... ].copy()
>>>
>>> # Model whether a house had an above or below median price via a Binomial
>>> # distribution. We'll be doing L1-regularized logistic regression.
>>> price = house_data["price"]
>>> y = (price < price.median()).values.astype(int)
>>> model = GeneralizedLinearRegressor(
...     family='binomial',
...     l1_ratio=1.0,
...     alpha=0.001
... )
>>>
>>> _ = model.fit(X=X, y=y)
>>>
>>> # Models can also be built with formulas from formulaic.
>>> # Monotonic constraints ensure bathrooms has a non-decreasing effect.
>>> model_formula = GeneralizedLinearRegressor(
...     family='binomial',
...     alpha=0.001,
...     formula="bedrooms + bs(bathrooms, df=5) + bs(sqft_living, 3) + C(waterfront)",
...     monotonic_constraints={"bathrooms": "increasing"}
... )
>>> _ = model_formula.fit(X=house_data, y=y)

Installation

Please install the package through conda-forge:

conda install glum -c conda-forge

Performance

For optimal performance on an x86_64 architecture, we recommend using the MKL library (conda install mkl). By default, conda usually installs the openblas version, which is slower, but supported on all major architectures and operating systems.

Release files for glum 3.4.1

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

Source distribution (sdist)

Source distribution for glum 3.4.1
File	Size	Uploaded
glum-3.4.1.tar.gz	15.2 MB	May 6, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for glum 3.4.1
File	Interpreter	ABI	Platform	Reset
glum-3.4.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 2.5 MB May 6, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
glum-3.4.1-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl 2.5 MB May 6, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.27+ ARM64, Linux glibc 2.28+ ARM64	Details
glum-3.4.1-cp314-cp314t-macosx_11_0_arm64.whl 733.1 kB May 6, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 11.0+ ARM64	Details
glum-3.4.1-cp314-cp314t-macosx_10_15_x86_64.whl 833.9 kB May 6, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 10.15+ x86-64	Details
glum-3.4.1-cp314-cp314-win_amd64.whl 362.3 kB May 6, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
glum-3.4.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 2.6 MB May 6, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
glum-3.4.1-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl 2.6 MB May 6, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.27+ ARM64, Linux glibc 2.28+ ARM64	Details
glum-3.4.1-cp314-cp314-macosx_11_0_arm64.whl 700.3 kB May 6, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
glum-3.4.1-cp314-cp314-macosx_10_15_x86_64.whl 803.8 kB May 6, 2026	CPython 3.14	CPython 3.14	macOS 10.15+ x86-64	Details
glum-3.4.1-cp313-cp313-win_amd64.whl 354.4 kB May 6, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
glum-3.4.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 2.6 MB May 6, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
glum-3.4.1-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl 2.6 MB May 6, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.27+ ARM64, Linux glibc 2.28+ ARM64	Details
glum-3.4.1-cp313-cp313-macosx_11_0_arm64.whl 699.0 kB May 6, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
glum-3.4.1-cp313-cp313-macosx_10_13_x86_64.whl 802.0 kB May 6, 2026	CPython 3.13	CPython 3.13	macOS 10.13+ x86-64	Details
glum-3.4.1-cp312-cp312-win_amd64.whl 355.3 kB May 6, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
glum-3.4.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 2.7 MB May 6, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
glum-3.4.1-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl 2.6 MB May 6, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.27+ ARM64, Linux glibc 2.28+ ARM64	Details
glum-3.4.1-cp312-cp312-macosx_11_0_arm64.whl 692.7 kB May 6, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
glum-3.4.1-cp312-cp312-macosx_10_13_x86_64.whl 794.8 kB May 6, 2026	CPython 3.12	CPython 3.12	macOS 10.13+ x86-64	Details
glum-3.4.1-cp311-cp311-win_amd64.whl 352.9 kB May 6, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
glum-3.4.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 2.6 MB May 6, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
glum-3.4.1-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl 2.6 MB May 6, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.28+ ARM64, Linux glibc 2.27+ ARM64	Details
glum-3.4.1-cp311-cp311-macosx_11_0_arm64.whl 670.0 kB May 6, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
glum-3.4.1-cp311-cp311-macosx_10_13_x86_64.whl 756.8 kB May 6, 2026	CPython 3.11	CPython 3.11	macOS 10.13+ x86-64	Details
glum-3.4.1-cp310-cp310-win_amd64.whl 352.8 kB May 6, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
glum-3.4.1-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 2.5 MB May 6, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
glum-3.4.1-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl 2.5 MB May 6, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.28+ ARM64, Linux glibc 2.27+ ARM64	Details
glum-3.4.1-cp310-cp310-macosx_11_0_arm64.whl 673.9 kB May 6, 2026	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details
glum-3.4.1-cp310-cp310-macosx_10_13_x86_64.whl 757.3 kB May 6, 2026	CPython 3.10	CPython 3.10	macOS 10.13+ x86-64	Details

Total release size: 56.7 MB

Release files / glum-3.4.1.tar.gz

Download URL	glum-3.4.1.tar.gz
Size	15.2 MB
Tags	Source
SHA-256 checksum How to use checksums	`0d2efaab76da6efbc8786e306fce08c26998a786d4037ae9cc58f3ed6cd6aaaa`
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Uploaded via	`twine/6.1.0 CPython/3.13.13`

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Publishing platform: GitHub Actions
Publishing repository: github.com/Quantco/glum
Publishing commit: github.com/Quantco/glum/tree/6457a496e65703ca2bc6e6e45fa33849144057dc

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Release files / glum-3.4.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	glum-3.4.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	2.5 MB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
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Publishing platform: GitHub Actions
Publishing repository: github.com/Quantco/glum
Publishing commit: github.com/Quantco/glum/tree/6457a496e65703ca2bc6e6e45fa33849144057dc

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Release files / glum-3.4.1-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl

Download URL	glum-3.4.1-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
Size	2.5 MB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.27+ ARM64 Linux glibc 2.28+ ARM64
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Uploaded via	`twine/6.1.0 CPython/3.13.13`

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Publishing platform: GitHub Actions
Publishing repository: github.com/Quantco/glum
Publishing commit: github.com/Quantco/glum/tree/6457a496e65703ca2bc6e6e45fa33849144057dc

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Publishing configuration: github.com/Quantco/glum/blob/6457a496e65703ca2bc6e6e45fa33849144057dc/.github/workflows/build_wheels.yml
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Release files / glum-3.4.1-cp314-cp314t-macosx_11_0_arm64.whl

Download URL	glum-3.4.1-cp314-cp314t-macosx_11_0_arm64.whl
Size	733.1 kB
Tags	CPython 3.14 CPython 3.14 free-threading macOS 11.0+ ARM64
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BLAKE2b-256 checksum How to use checksums	`467ac80792aeaab8939d644fd0041840fbc2391e3bfe22616455952f7a050272`
Upload date	May 6, 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/Quantco/glum
Publishing commit: github.com/Quantco/glum/tree/6457a496e65703ca2bc6e6e45fa33849144057dc

Workflow

Publishing configuration: github.com/Quantco/glum/blob/6457a496e65703ca2bc6e6e45fa33849144057dc/.github/workflows/build_wheels.yml
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Release files / glum-3.4.1-cp314-cp314t-macosx_10_15_x86_64.whl

Download URL	glum-3.4.1-cp314-cp314t-macosx_10_15_x86_64.whl
Size	833.9 kB
Tags	CPython 3.14 CPython 3.14 free-threading macOS 10.15+ x86-64
SHA-256 checksum How to use checksums	`ae398f6acfa72d45e94393fedc87c7f969b2519bd0cba5605092d5010f9a9d83`
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Uploaded via	`twine/6.1.0 CPython/3.13.13`

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Publishing platform: GitHub Actions
Publishing repository: github.com/Quantco/glum
Publishing commit: github.com/Quantco/glum/tree/6457a496e65703ca2bc6e6e45fa33849144057dc

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Release files / glum-3.4.1-cp314-cp314-win_amd64.whl

Download URL	glum-3.4.1-cp314-cp314-win_amd64.whl
Size	362.3 kB
Tags	CPython 3.14 Windows x86-64
SHA-256 checksum How to use checksums	`846d1c1146090d90dd930f0c937760a7c0f45b43e6b8462f80956333e50c2dc2`
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Publishing platform: GitHub Actions
Publishing repository: github.com/Quantco/glum
Publishing commit: github.com/Quantco/glum/tree/6457a496e65703ca2bc6e6e45fa33849144057dc

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Release files / glum-3.4.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	glum-3.4.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	2.6 MB
Tags	CPython 3.14 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`3885f763384706652d6934aa9f02a383b62e15e731666583b26b47cb7b5a4479`
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Uploaded via	`twine/6.1.0 CPython/3.13.13`

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Publishing platform: GitHub Actions
Publishing repository: github.com/Quantco/glum
Publishing commit: github.com/Quantco/glum/tree/6457a496e65703ca2bc6e6e45fa33849144057dc

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Subject: glum-3.4.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
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Release files / glum-3.4.1-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl

Download URL	glum-3.4.1-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
Size	2.6 MB
Tags	CPython 3.14 Linux glibc 2.27+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum How to use checksums	`92d0c18b72d463f845fcbbb4c8110a309007648efff63fbec8f1ac127df17627`
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Publishing platform: GitHub Actions
Publishing repository: github.com/Quantco/glum
Publishing commit: github.com/Quantco/glum/tree/6457a496e65703ca2bc6e6e45fa33849144057dc

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Release files / glum-3.4.1-cp314-cp314-macosx_11_0_arm64.whl

Download URL	glum-3.4.1-cp314-cp314-macosx_11_0_arm64.whl
Size	700.3 kB
Tags	CPython 3.14 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`e107a8b2902748e7a9736ffd4b39feb72188a1bbad7ff0ec7808c9368e5461b6`
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Publishing platform: GitHub Actions
Publishing repository: github.com/Quantco/glum
Publishing commit: github.com/Quantco/glum/tree/6457a496e65703ca2bc6e6e45fa33849144057dc

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Publishing configuration: github.com/Quantco/glum/blob/6457a496e65703ca2bc6e6e45fa33849144057dc/.github/workflows/build_wheels.yml
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Artifact

Subject: glum-3.4.1-cp314-cp314-macosx_11_0_arm64.whl
SHA-256 checksum: e107a8b2902748e7a9736ffd4b39feb72188a1bbad7ff0ec7808c9368e5461b6 Verifying attestations

Release files / glum-3.4.1-cp314-cp314-macosx_10_15_x86_64.whl

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Upload date	May 6, 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/Quantco/glum
Publishing commit: github.com/Quantco/glum/tree/6457a496e65703ca2bc6e6e45fa33849144057dc

Workflow

Publishing configuration: github.com/Quantco/glum/blob/6457a496e65703ca2bc6e6e45fa33849144057dc/.github/workflows/build_wheels.yml
Publishing logs: github.com/Quantco/glum/actions/runs/25434220609/attempts/1

Artifact

Subject: glum-3.4.1-cp314-cp314-macosx_10_15_x86_64.whl
SHA-256 checksum: 61b68bcf3d4911a795b7910976591851b2f5d54fc233ca0e5c0342d979befe84 Verifying attestations

Release files / glum-3.4.1-cp313-cp313-win_amd64.whl

Download URL	glum-3.4.1-cp313-cp313-win_amd64.whl
Size	354.4 kB
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Upload date	May 6, 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/Quantco/glum
Publishing commit: github.com/Quantco/glum/tree/6457a496e65703ca2bc6e6e45fa33849144057dc

Workflow

Publishing configuration: github.com/Quantco/glum/blob/6457a496e65703ca2bc6e6e45fa33849144057dc/.github/workflows/build_wheels.yml
Publishing logs: github.com/Quantco/glum/actions/runs/25434220609/attempts/1

Artifact

Subject: glum-3.4.1-cp313-cp313-win_amd64.whl
SHA-256 checksum: 65e3ad48c22a2ee8391cdfe7a9900d3c6082b39da1c4a4cca823e38b83a57b9d Verifying attestations

Release files / glum-3.4.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	glum-3.4.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
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Tags	CPython 3.13 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
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Upload date	May 6, 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/Quantco/glum
Publishing commit: github.com/Quantco/glum/tree/6457a496e65703ca2bc6e6e45fa33849144057dc

Workflow

Publishing configuration: github.com/Quantco/glum/blob/6457a496e65703ca2bc6e6e45fa33849144057dc/.github/workflows/build_wheels.yml
Publishing logs: github.com/Quantco/glum/actions/runs/25434220609/attempts/1

Artifact

Subject: glum-3.4.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 869b7ee732acb25d6f5f364201ea1541a33c2ed933edd00143135ebd4b41cecd Verifying attestations

Release files / glum-3.4.1-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl

Download URL	glum-3.4.1-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
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Tags	CPython 3.13 Linux glibc 2.27+ ARM64 Linux glibc 2.28+ ARM64
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Upload date	May 6, 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/Quantco/glum
Publishing commit: github.com/Quantco/glum/tree/6457a496e65703ca2bc6e6e45fa33849144057dc

Workflow

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Publishing logs: github.com/Quantco/glum/actions/runs/25434220609/attempts/1

Artifact

Subject: glum-3.4.1-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
SHA-256 checksum: 1c30acc609c90190fb63fd51ed67137f37c111a1616b21241e472bff807825b5 Verifying attestations

Release files / glum-3.4.1-cp313-cp313-macosx_11_0_arm64.whl

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Upload date	May 6, 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/Quantco/glum
Publishing commit: github.com/Quantco/glum/tree/6457a496e65703ca2bc6e6e45fa33849144057dc

Workflow

Publishing configuration: github.com/Quantco/glum/blob/6457a496e65703ca2bc6e6e45fa33849144057dc/.github/workflows/build_wheels.yml
Publishing logs: github.com/Quantco/glum/actions/runs/25434220609/attempts/1

Artifact

Subject: glum-3.4.1-cp313-cp313-macosx_11_0_arm64.whl
SHA-256 checksum: 6593dc3cfead6f9e96cd8969606838cd0362c22f225c59dedd60b8afd15d0df2 Verifying attestations

Release files / glum-3.4.1-cp313-cp313-macosx_10_13_x86_64.whl

Download URL	glum-3.4.1-cp313-cp313-macosx_10_13_x86_64.whl
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Upload date	May 6, 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/Quantco/glum
Publishing commit: github.com/Quantco/glum/tree/6457a496e65703ca2bc6e6e45fa33849144057dc

Workflow

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Publishing logs: github.com/Quantco/glum/actions/runs/25434220609/attempts/1

Artifact

Subject: glum-3.4.1-cp313-cp313-macosx_10_13_x86_64.whl
SHA-256 checksum: f44e970d87c9cfec2ed5adf0821cb743af65e952331b52d45331baf0d0fd29fb Verifying attestations

Release files / glum-3.4.1-cp312-cp312-win_amd64.whl

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Upload date	May 6, 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/Quantco/glum
Publishing commit: github.com/Quantco/glum/tree/6457a496e65703ca2bc6e6e45fa33849144057dc

Workflow

Publishing configuration: github.com/Quantco/glum/blob/6457a496e65703ca2bc6e6e45fa33849144057dc/.github/workflows/build_wheels.yml
Publishing logs: github.com/Quantco/glum/actions/runs/25434220609/attempts/1

Artifact

Subject: glum-3.4.1-cp312-cp312-win_amd64.whl
SHA-256 checksum: 112e3b86529293e210f5a16ca282b0bee709ea49501909465bda4788d1518934 Verifying attestations

Release files / glum-3.4.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	glum-3.4.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
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Upload date	May 6, 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/Quantco/glum
Publishing commit: github.com/Quantco/glum/tree/6457a496e65703ca2bc6e6e45fa33849144057dc

Workflow

Publishing configuration: github.com/Quantco/glum/blob/6457a496e65703ca2bc6e6e45fa33849144057dc/.github/workflows/build_wheels.yml
Publishing logs: github.com/Quantco/glum/actions/runs/25434220609/attempts/1

Artifact

Subject: glum-3.4.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: a4e9600d36c569f65addedd23527a5fee2fafcb1415ad2444cebba19e525c247 Verifying attestations

Release files / glum-3.4.1-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl

Download URL	glum-3.4.1-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
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Tags	CPython 3.12 Linux glibc 2.27+ ARM64 Linux glibc 2.28+ ARM64
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Upload date	May 6, 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/Quantco/glum
Publishing commit: github.com/Quantco/glum/tree/6457a496e65703ca2bc6e6e45fa33849144057dc

Workflow

Publishing configuration: github.com/Quantco/glum/blob/6457a496e65703ca2bc6e6e45fa33849144057dc/.github/workflows/build_wheels.yml
Publishing logs: github.com/Quantco/glum/actions/runs/25434220609/attempts/1

Artifact

Subject: glum-3.4.1-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
SHA-256 checksum: e735e1dd803fb206bc080ecc5444fb57f83004eb20c2a92604e02de8f321b2fb Verifying attestations

Release files / glum-3.4.1-cp312-cp312-macosx_11_0_arm64.whl

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Upload date	May 6, 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/Quantco/glum
Publishing commit: github.com/Quantco/glum/tree/6457a496e65703ca2bc6e6e45fa33849144057dc

Workflow

Publishing configuration: github.com/Quantco/glum/blob/6457a496e65703ca2bc6e6e45fa33849144057dc/.github/workflows/build_wheels.yml
Publishing logs: github.com/Quantco/glum/actions/runs/25434220609/attempts/1

Artifact

Subject: glum-3.4.1-cp312-cp312-macosx_11_0_arm64.whl
SHA-256 checksum: 0c5fce67f735ab3eb7232800cbf8ff51e8e36ceb185d03df1018ffaeba8a46ca Verifying attestations

Release files / glum-3.4.1-cp312-cp312-macosx_10_13_x86_64.whl

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Upload date	May 6, 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/Quantco/glum
Publishing commit: github.com/Quantco/glum/tree/6457a496e65703ca2bc6e6e45fa33849144057dc

Workflow

Publishing configuration: github.com/Quantco/glum/blob/6457a496e65703ca2bc6e6e45fa33849144057dc/.github/workflows/build_wheels.yml
Publishing logs: github.com/Quantco/glum/actions/runs/25434220609/attempts/1

Artifact

Subject: glum-3.4.1-cp312-cp312-macosx_10_13_x86_64.whl
SHA-256 checksum: e85ccfbc245614f0ce15e9132f74d7dd4943013de3a2e866e21ef56b2c1c6b9c Verifying attestations

Release files / glum-3.4.1-cp311-cp311-win_amd64.whl

Download URL	glum-3.4.1-cp311-cp311-win_amd64.whl
Size	352.9 kB
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Upload date	May 6, 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/Quantco/glum
Publishing commit: github.com/Quantco/glum/tree/6457a496e65703ca2bc6e6e45fa33849144057dc

Workflow

Publishing configuration: github.com/Quantco/glum/blob/6457a496e65703ca2bc6e6e45fa33849144057dc/.github/workflows/build_wheels.yml
Publishing logs: github.com/Quantco/glum/actions/runs/25434220609/attempts/1

Artifact

Subject: glum-3.4.1-cp311-cp311-win_amd64.whl
SHA-256 checksum: 9cb0454442ae451d2c00794d1c513aea2833c4950dfe29b10acca8e229004d0f Verifying attestations

Release files / glum-3.4.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	glum-3.4.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	2.6 MB
Tags	CPython 3.11 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
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Upload date	May 6, 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/Quantco/glum
Publishing commit: github.com/Quantco/glum/tree/6457a496e65703ca2bc6e6e45fa33849144057dc

Workflow

Publishing configuration: github.com/Quantco/glum/blob/6457a496e65703ca2bc6e6e45fa33849144057dc/.github/workflows/build_wheels.yml
Publishing logs: github.com/Quantco/glum/actions/runs/25434220609/attempts/1

Artifact

Subject: glum-3.4.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: e0b64591251519c32046552facd804fefbeea38c19165608cb85cd96c8017de9 Verifying attestations

Release files / glum-3.4.1-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl

Download URL	glum-3.4.1-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
Size	2.6 MB
Tags	CPython 3.11 Linux glibc 2.27+ ARM64 Linux glibc 2.28+ ARM64
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Upload date	May 6, 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/Quantco/glum
Publishing commit: github.com/Quantco/glum/tree/6457a496e65703ca2bc6e6e45fa33849144057dc

Workflow

Publishing configuration: github.com/Quantco/glum/blob/6457a496e65703ca2bc6e6e45fa33849144057dc/.github/workflows/build_wheels.yml
Publishing logs: github.com/Quantco/glum/actions/runs/25434220609/attempts/1

Artifact

Subject: glum-3.4.1-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
SHA-256 checksum: 5e718b93d8769b9709801fee2189a45fdca305003c0f278c5373c0f467d43c26 Verifying attestations

Release files / glum-3.4.1-cp311-cp311-macosx_11_0_arm64.whl

Download URL	glum-3.4.1-cp311-cp311-macosx_11_0_arm64.whl
Size	670.0 kB
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Upload date	May 6, 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/Quantco/glum
Publishing commit: github.com/Quantco/glum/tree/6457a496e65703ca2bc6e6e45fa33849144057dc

Workflow

Publishing configuration: github.com/Quantco/glum/blob/6457a496e65703ca2bc6e6e45fa33849144057dc/.github/workflows/build_wheels.yml
Publishing logs: github.com/Quantco/glum/actions/runs/25434220609/attempts/1

Artifact

Subject: glum-3.4.1-cp311-cp311-macosx_11_0_arm64.whl
SHA-256 checksum: d924184e2e3986509b57a0f5629316f118146f0e17532cd4c22f323ddca25250 Verifying attestations

Release files / glum-3.4.1-cp311-cp311-macosx_10_13_x86_64.whl

Download URL	glum-3.4.1-cp311-cp311-macosx_10_13_x86_64.whl
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Tags	CPython 3.11 macOS 10.13+ x86-64
SHA-256 checksum How to use checksums	`42eeef336f52bfc59f06e180bdd5dd13d9a9f18861553b8a950bb61cc3728597`
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Upload date	May 6, 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/Quantco/glum
Publishing commit: github.com/Quantco/glum/tree/6457a496e65703ca2bc6e6e45fa33849144057dc

Workflow

Publishing configuration: github.com/Quantco/glum/blob/6457a496e65703ca2bc6e6e45fa33849144057dc/.github/workflows/build_wheels.yml
Publishing logs: github.com/Quantco/glum/actions/runs/25434220609/attempts/1

Artifact

Subject: glum-3.4.1-cp311-cp311-macosx_10_13_x86_64.whl
SHA-256 checksum: 42eeef336f52bfc59f06e180bdd5dd13d9a9f18861553b8a950bb61cc3728597 Verifying attestations

Release files / glum-3.4.1-cp310-cp310-win_amd64.whl

Download URL	glum-3.4.1-cp310-cp310-win_amd64.whl
Size	352.8 kB
Tags	CPython 3.10 Windows x86-64
SHA-256 checksum How to use checksums	`5333301555722a6fa61d582f2f252e7ecf0836dadce293b0eac570ac0e809688`
BLAKE2b-256 checksum How to use checksums	`903b572f7a26c61c963d32f5408a1ec4d7b8f0c6c7e5bcfc1e04829462bd8764`
Upload date	May 6, 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/Quantco/glum
Publishing commit: github.com/Quantco/glum/tree/6457a496e65703ca2bc6e6e45fa33849144057dc

Workflow

Publishing configuration: github.com/Quantco/glum/blob/6457a496e65703ca2bc6e6e45fa33849144057dc/.github/workflows/build_wheels.yml
Publishing logs: github.com/Quantco/glum/actions/runs/25434220609/attempts/1

Artifact

Subject: glum-3.4.1-cp310-cp310-win_amd64.whl
SHA-256 checksum: 5333301555722a6fa61d582f2f252e7ecf0836dadce293b0eac570ac0e809688 Verifying attestations

Release files / glum-3.4.1-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	glum-3.4.1-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	2.5 MB
Tags	CPython 3.10 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`f0967c681495d4f6e410271ed7365819bd3d156c47de45dfdc379d1cce9b72e6`
BLAKE2b-256 checksum How to use checksums	`1895fb1b3e8038015ad7e77ea33f1034821754420bb287718d830042153d27fa`
Upload date	May 6, 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/Quantco/glum
Publishing commit: github.com/Quantco/glum/tree/6457a496e65703ca2bc6e6e45fa33849144057dc

Workflow

Publishing configuration: github.com/Quantco/glum/blob/6457a496e65703ca2bc6e6e45fa33849144057dc/.github/workflows/build_wheels.yml
Publishing logs: github.com/Quantco/glum/actions/runs/25434220609/attempts/1

Artifact

Subject: glum-3.4.1-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: f0967c681495d4f6e410271ed7365819bd3d156c47de45dfdc379d1cce9b72e6 Verifying attestations

Release files / glum-3.4.1-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl

Download URL	glum-3.4.1-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
Size	2.5 MB
Tags	CPython 3.10 Linux glibc 2.27+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum How to use checksums	`7be2b22f4902db2dd08c3b1890c594562d31ead32b912298ed88e4a42dffa50d`
BLAKE2b-256 checksum How to use checksums	`cbb1319557413328663eb17ec99aeb2d5324db125ee637f41f06a13b6dee4fb8`
Upload date	May 6, 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/Quantco/glum
Publishing commit: github.com/Quantco/glum/tree/6457a496e65703ca2bc6e6e45fa33849144057dc

Workflow

Publishing configuration: github.com/Quantco/glum/blob/6457a496e65703ca2bc6e6e45fa33849144057dc/.github/workflows/build_wheels.yml
Publishing logs: github.com/Quantco/glum/actions/runs/25434220609/attempts/1

Artifact

Subject: glum-3.4.1-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
SHA-256 checksum: 7be2b22f4902db2dd08c3b1890c594562d31ead32b912298ed88e4a42dffa50d Verifying attestations

Release files / glum-3.4.1-cp310-cp310-macosx_11_0_arm64.whl

Download URL	glum-3.4.1-cp310-cp310-macosx_11_0_arm64.whl
Size	673.9 kB
Tags	CPython 3.10 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`e4f2e0e0b34c1ab13324a2dc67dbcd1610498bf191a27df2bbb977204d37b420`
BLAKE2b-256 checksum How to use checksums	`a5703639995d6822ba04a4fd1c7a64afc515677d977ab9831f4de79d1888007f`
Upload date	May 6, 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/Quantco/glum
Publishing commit: github.com/Quantco/glum/tree/6457a496e65703ca2bc6e6e45fa33849144057dc

Workflow

Publishing configuration: github.com/Quantco/glum/blob/6457a496e65703ca2bc6e6e45fa33849144057dc/.github/workflows/build_wheels.yml
Publishing logs: github.com/Quantco/glum/actions/runs/25434220609/attempts/1

Artifact

Subject: glum-3.4.1-cp310-cp310-macosx_11_0_arm64.whl
SHA-256 checksum: e4f2e0e0b34c1ab13324a2dc67dbcd1610498bf191a27df2bbb977204d37b420 Verifying attestations

Release files / glum-3.4.1-cp310-cp310-macosx_10_13_x86_64.whl

Download URL	glum-3.4.1-cp310-cp310-macosx_10_13_x86_64.whl
Size	757.3 kB
Tags	CPython 3.10 macOS 10.13+ x86-64
SHA-256 checksum How to use checksums	`d0e59dd090d60d6f2af910835690447a9928468dd92b14e2030e3e8f967151db`
BLAKE2b-256 checksum How to use checksums	`23fed3d45fd827ccd1776761e531120fb26d85f09d20600c1ff2e224f431b078`
Upload date	May 6, 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/Quantco/glum
Publishing commit: github.com/Quantco/glum/tree/6457a496e65703ca2bc6e6e45fa33849144057dc

Workflow

Publishing configuration: github.com/Quantco/glum/blob/6457a496e65703ca2bc6e6e45fa33849144057dc/.github/workflows/build_wheels.yml
Publishing logs: github.com/Quantco/glum/actions/runs/25434220609/attempts/1

Artifact

Subject: glum-3.4.1-cp310-cp310-macosx_10_13_x86_64.whl
SHA-256 checksum: d0e59dd090d60d6f2af910835690447a9928468dd92b14e2030e3e8f967151db Verifying attestations