MLX

Quickstart | Installation | Documentation | Examples

MLX is an array framework for machine learning on Apple silicon, brought to you by Apple machine learning research.

Some key features of MLX include:

Familiar APIs: MLX has a Python API that closely follows NumPy. MLX also has fully featured C++, C, and Swift APIs, which closely mirror the Python API. MLX has higher-level packages like mlx.nn and mlx.optimizers with APIs that closely follow PyTorch to simplify building more complex models.
Composable function transformations: MLX supports composable function transformations for automatic differentiation, automatic vectorization, and computation graph optimization.
Lazy computation: Computations in MLX are lazy. Arrays are only materialized when needed.
Dynamic graph construction: Computation graphs in MLX are constructed dynamically. Changing the shapes of function arguments does not trigger slow compilations, and debugging is simple and intuitive.
Multi-device: Operations can run on any of the supported devices (currently the CPU and the GPU).
Unified memory: A notable difference from MLX and other frameworks is the unified memory model. Arrays in MLX live in shared memory. Operations on MLX arrays can be performed on any of the supported device types without transferring data.

MLX is designed by machine learning researchers for machine learning researchers. The framework is intended to be user-friendly, but still efficient to train and deploy models. The design of the framework itself is also conceptually simple. We intend to make it easy for researchers to extend and improve MLX with the goal of quickly exploring new ideas.

The design of MLX is inspired by frameworks like NumPy, PyTorch, Jax, and ArrayFire.

Examples

The MLX examples repo has a variety of examples, including:

Transformer language model training.
Large-scale text generation with LLaMA and finetuning with LoRA.
Generating images with Stable Diffusion.
Speech recognition with OpenAI's Whisper.

Quickstart

See the quick start guide in the documentation.

Installation

MLX is available on PyPI. To install MLX on macOS, run:

pip install mlx

To install the CUDA backend on Linux, run:

pip install mlx[cuda]

To install a CPU-only Linux package, run:

pip install mlx[cpu]

Checkout the documentation for more information on building the C++ and Python APIs from source.

Contributing

Check out the contribution guidelines for more information on contributing to MLX. See the docs for more information on building from source, and running tests.

We are grateful for all of our contributors. If you contribute to MLX and wish to be acknowledged, please add your name to the list in your pull request.

Citing MLX

The MLX software suite was initially developed with equal contribution by Awni Hannun, Jagrit Digani, Angelos Katharopoulos, and Ronan Collobert. If you find MLX useful in your research and wish to cite it, please use the following BibTex entry:

@software{mlx2023,
  author = {Awni Hannun and Jagrit Digani and Angelos Katharopoulos and Ronan Collobert},
  title = {{MLX}: Efficient and flexible machine learning on Apple silicon},
  url = {https://github.com/ml-explore},
  version = {0.0},
  year = {2023},
}

Metadata

Release files for mlx 0.32.4

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

Built distributions (wheels)

Table of built distributions (wheels) for mlx 0.32.4
File	Interpreter	ABI	Platform	Reset
mlx-0.32.4-cp315-cp315t-win_arm64.whl 670.9 kB Oct 14, 2026	CPython 3.15	CPython 3.15 free-threading	Windows ARM64	Details
mlx-0.32.4-cp315-cp315t-win_amd64.whl 690.1 kB Oct 14, 2026	CPython 3.15	CPython 3.15 free-threading	Windows x86-64	Details
mlx-0.32.4-cp315-cp315t-manylinux_2_35_x86_64.whl 773.5 kB Oct 14, 2026	CPython 3.15	CPython 3.15 free-threading	Linux glibc 2.35+ x86-64	Details
mlx-0.32.4-cp315-cp315t-manylinux_2_35_aarch64.whl 700.2 kB Oct 14, 2026	CPython 3.15	CPython 3.15 free-threading	Linux glibc 2.35+ ARM64	Details
mlx-0.32.4-cp315-cp315t-macosx_26_0_arm64.whl 692.2 kB Oct 14, 2026	CPython 3.15	CPython 3.15 free-threading	macOS 26.0+ ARM64	Details
mlx-0.32.4-cp315-cp315t-macosx_15_0_arm64.whl 692.3 kB Oct 14, 2026	CPython 3.15	CPython 3.15 free-threading	macOS 15.0+ ARM64	Details
mlx-0.32.4-cp315-cp315t-macosx_14_0_arm64.whl 692.3 kB Oct 14, 2026	CPython 3.15	CPython 3.15 free-threading	macOS 14.0+ ARM64	Details
mlx-0.32.4-cp315-cp315-win_arm64.whl 653.6 kB Oct 14, 2026	CPython 3.15	CPython 3.15	Windows ARM64	Details
mlx-0.32.4-cp315-cp315-win_amd64.whl 661.5 kB Oct 14, 2026	CPython 3.15	CPython 3.15	Windows x86-64	Details
mlx-0.32.4-cp315-cp315-manylinux_2_35_x86_64.whl 773.5 kB Oct 14, 2026	CPython 3.15	CPython 3.15	Linux glibc 2.35+ x86-64	Details
mlx-0.32.4-cp315-cp315-manylinux_2_35_aarch64.whl 696.6 kB Oct 14, 2026	CPython 3.15	CPython 3.15	Linux glibc 2.35+ ARM64	Details
mlx-0.32.4-cp315-cp315-macosx_26_0_arm64.whl 669.1 kB Oct 14, 2026	CPython 3.15	CPython 3.15	macOS 26.0+ ARM64	Details
mlx-0.32.4-cp315-cp315-macosx_15_0_arm64.whl 669.2 kB Oct 14, 2026	CPython 3.15	CPython 3.15	macOS 15.0+ ARM64	Details
mlx-0.32.4-cp315-cp315-macosx_14_0_arm64.whl 669.2 kB Oct 14, 2026	CPython 3.15	CPython 3.15	macOS 14.0+ ARM64	Details
mlx-0.32.4-cp314-cp314t-win_arm64.whl 670.0 kB Oct 14, 2026	CPython 3.14	CPython 3.14 free-threading	Windows ARM64	Details
mlx-0.32.4-cp314-cp314t-win_amd64.whl 690.6 kB Oct 14, 2026	CPython 3.14	CPython 3.14 free-threading	Windows x86-64	Details
mlx-0.32.4-cp314-cp314t-manylinux_2_35_x86_64.whl 773.0 kB Oct 14, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.35+ x86-64	Details
mlx-0.32.4-cp314-cp314t-manylinux_2_35_aarch64.whl 699.8 kB Oct 14, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.35+ ARM64	Details
mlx-0.32.4-cp314-cp314t-macosx_26_0_arm64.whl 692.1 kB Oct 14, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 26.0+ ARM64	Details
mlx-0.32.4-cp314-cp314t-macosx_15_0_arm64.whl 692.1 kB Oct 14, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 15.0+ ARM64	Details
mlx-0.32.4-cp314-cp314t-macosx_14_0_arm64.whl 692.1 kB Oct 14, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 14.0+ ARM64	Details
mlx-0.32.4-cp314-cp314-win_arm64.whl 653.3 kB Oct 14, 2026	CPython 3.14	CPython 3.14	Windows ARM64	Details
mlx-0.32.4-cp314-cp314-win_amd64.whl 661.3 kB Oct 14, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
mlx-0.32.4-cp314-cp314-manylinux_2_35_x86_64.whl 773.2 kB Oct 14, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.35+ x86-64	Details
mlx-0.32.4-cp314-cp314-manylinux_2_35_aarch64.whl 696.6 kB Oct 14, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.35+ ARM64	Details
mlx-0.32.4-cp314-cp314-macosx_26_0_arm64.whl 668.8 kB Oct 14, 2026	CPython 3.14	CPython 3.14	macOS 26.0+ ARM64	Details
mlx-0.32.4-cp314-cp314-macosx_15_0_arm64.whl 668.9 kB Oct 14, 2026	CPython 3.14	CPython 3.14	macOS 15.0+ ARM64	Details
mlx-0.32.4-cp314-cp314-macosx_14_0_arm64.whl 668.9 kB Oct 14, 2026	CPython 3.14	CPython 3.14	macOS 14.0+ ARM64	Details
mlx-0.32.4-cp313-cp313t-win_arm64.whl 653.8 kB Oct 14, 2026	CPython 3.13	CPython 3.13 free-threading	Windows ARM64	Details
mlx-0.32.4-cp313-cp313t-win_amd64.whl 669.4 kB Oct 14, 2026	CPython 3.13	CPython 3.13 free-threading	Windows x86-64	Details
mlx-0.32.4-cp313-cp313t-manylinux_2_35_x86_64.whl 773.1 kB Oct 14, 2026	CPython 3.13	CPython 3.13 free-threading	Linux glibc 2.35+ x86-64	Details
mlx-0.32.4-cp313-cp313t-manylinux_2_35_aarch64.whl 700.4 kB Oct 14, 2026	CPython 3.13	CPython 3.13 free-threading	Linux glibc 2.35+ ARM64	Details
mlx-0.32.4-cp313-cp313t-macosx_26_0_arm64.whl 692.1 kB Oct 14, 2026	CPython 3.13	CPython 3.13 free-threading	macOS 26.0+ ARM64	Details
mlx-0.32.4-cp313-cp313t-macosx_15_0_arm64.whl 692.1 kB Oct 14, 2026	CPython 3.13	CPython 3.13 free-threading	macOS 15.0+ ARM64	Details
mlx-0.32.4-cp313-cp313t-macosx_14_0_arm64.whl 692.1 kB Oct 14, 2026	CPython 3.13	CPython 3.13 free-threading	macOS 14.0+ ARM64	Details
mlx-0.32.4-cp313-cp313-win_arm64.whl 638.5 kB Oct 14, 2026	CPython 3.13	CPython 3.13	Windows ARM64	Details
mlx-0.32.4-cp313-cp313-win_amd64.whl 646.9 kB Oct 14, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
mlx-0.32.4-cp313-cp313-manylinux_2_35_x86_64.whl 773.3 kB Oct 14, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.35+ x86-64	Details
mlx-0.32.4-cp313-cp313-manylinux_2_35_aarch64.whl 696.1 kB Oct 14, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.35+ ARM64	Details
mlx-0.32.4-cp313-cp313-macosx_26_0_arm64.whl 667.6 kB Oct 14, 2026	CPython 3.13	CPython 3.13	macOS 26.0+ ARM64	Details
mlx-0.32.4-cp313-cp313-macosx_15_0_arm64.whl 667.6 kB Oct 14, 2026	CPython 3.13	CPython 3.13	macOS 15.0+ ARM64	Details
mlx-0.32.4-cp313-cp313-macosx_14_0_arm64.whl 667.6 kB Oct 14, 2026	CPython 3.13	CPython 3.13	macOS 14.0+ ARM64	Details
mlx-0.32.4-cp312-cp312-win_arm64.whl 638.4 kB Oct 14, 2026	CPython 3.12	CPython 3.12	Windows ARM64	Details
mlx-0.32.4-cp312-cp312-win_amd64.whl 646.8 kB Oct 14, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
mlx-0.32.4-cp312-cp312-manylinux_2_35_x86_64.whl 773.2 kB Oct 14, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.35+ x86-64	Details
mlx-0.32.4-cp312-cp312-manylinux_2_35_aarch64.whl 696.3 kB Oct 14, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.35+ ARM64	Details
mlx-0.32.4-cp312-cp312-macosx_26_0_arm64.whl 667.6 kB Oct 14, 2026	CPython 3.12	CPython 3.12	macOS 26.0+ ARM64	Details
mlx-0.32.4-cp312-cp312-macosx_15_0_arm64.whl 667.6 kB Oct 14, 2026	CPython 3.12	CPython 3.12	macOS 15.0+ ARM64	Details
mlx-0.32.4-cp312-cp312-macosx_14_0_arm64.whl 667.6 kB Oct 14, 2026	CPython 3.12	CPython 3.12	macOS 14.0+ ARM64	Details
mlx-0.32.4-cp311-cp311-win_arm64.whl 641.3 kB Oct 14, 2026	CPython 3.11	CPython 3.11	Windows ARM64	Details
mlx-0.32.4-cp311-cp311-win_amd64.whl 646.6 kB Oct 14, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
mlx-0.32.4-cp311-cp311-manylinux_2_35_x86_64.whl 781.6 kB Oct 14, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.35+ x86-64	Details
mlx-0.32.4-cp311-cp311-manylinux_2_35_aarch64.whl 711.3 kB Oct 14, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.35+ ARM64	Details
mlx-0.32.4-cp311-cp311-macosx_26_0_arm64.whl 671.8 kB Oct 14, 2026	CPython 3.11	CPython 3.11	macOS 26.0+ ARM64	Details
mlx-0.32.4-cp311-cp311-macosx_15_0_arm64.whl 671.8 kB Oct 14, 2026	CPython 3.11	CPython 3.11	macOS 15.0+ ARM64	Details
mlx-0.32.4-cp311-cp311-macosx_14_0_arm64.whl 671.8 kB Oct 14, 2026	CPython 3.11	CPython 3.11	macOS 14.0+ ARM64	Details
mlx-0.32.4-cp310-cp310-win_amd64.whl 646.4 kB Oct 14, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
mlx-0.32.4-cp310-cp310-manylinux_2_35_x86_64.whl 781.4 kB Oct 14, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.35+ x86-64	Details
mlx-0.32.4-cp310-cp310-manylinux_2_35_aarch64.whl 711.6 kB Oct 14, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.35+ ARM64	Details
mlx-0.32.4-cp310-cp310-macosx_26_0_arm64.whl 671.8 kB Oct 14, 2026	CPython 3.10	CPython 3.10	macOS 26.0+ ARM64	Details
mlx-0.32.4-cp310-cp310-macosx_15_0_arm64.whl 671.8 kB Oct 14, 2026	CPython 3.10	CPython 3.10	macOS 15.0+ ARM64	Details
mlx-0.32.4-cp310-cp310-macosx_14_0_arm64.whl 671.8 kB Oct 14, 2026	CPython 3.10	CPython 3.10	macOS 14.0+ ARM64	Details

Total release size: 42.7 MB

Release files / mlx-0.32.4-cp315-cp315t-win_arm64.whl

Download URL	mlx-0.32.4-cp315-cp315t-win_arm64.whl
Size	670.9 kB
Tags	CPython 3.15 CPython 3.15 free-threading Windows ARM64
SHA-256 checksum How to use checksums	`3f1ea7ed238d18e49cf266155039256e87987f43dab5e87ea7bb91a959e64f91`
BLAKE2b-256 checksum How to use checksums	`ee3b4eda6fad480ba18b3b94d4b55a348fb92c9cf216435dc3f3cb19aafcf726`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp315-cp315t-win_arm64.whl
SHA-256 checksum: 3f1ea7ed238d18e49cf266155039256e87987f43dab5e87ea7bb91a959e64f91 Verifying attestations

Release files / mlx-0.32.4-cp315-cp315t-win_amd64.whl

Download URL	mlx-0.32.4-cp315-cp315t-win_amd64.whl
Size	690.1 kB
Tags	CPython 3.15 CPython 3.15 free-threading Windows x86-64
SHA-256 checksum How to use checksums	`668cc9dd0518b00c092b44dca365a12ffe0cebb5cca0af0b9790fe3cd8f51782`
BLAKE2b-256 checksum How to use checksums	`61e5f7e5f2faa74aeaff2db038925ac1e3bedb7721e433363e764e361199d1ed`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp315-cp315t-win_amd64.whl
SHA-256 checksum: 668cc9dd0518b00c092b44dca365a12ffe0cebb5cca0af0b9790fe3cd8f51782 Verifying attestations

Release files / mlx-0.32.4-cp315-cp315t-manylinux_2_35_x86_64.whl

Download URL	mlx-0.32.4-cp315-cp315t-manylinux_2_35_x86_64.whl
Size	773.5 kB
Tags	CPython 3.15 CPython 3.15 free-threading Linux glibc 2.35+ x86-64
SHA-256 checksum How to use checksums	`fc8bfe0478c96cdcf0c4786f13edaa20490fa1714fb145f254627bd66654d81d`
BLAKE2b-256 checksum How to use checksums	`3153fe62b68b29bb3814154f513a83ffb212dfdf75ab5a3823e0f954f38483e6`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp315-cp315t-manylinux_2_35_x86_64.whl
SHA-256 checksum: fc8bfe0478c96cdcf0c4786f13edaa20490fa1714fb145f254627bd66654d81d Verifying attestations

Release files / mlx-0.32.4-cp315-cp315t-manylinux_2_35_aarch64.whl

Download URL	mlx-0.32.4-cp315-cp315t-manylinux_2_35_aarch64.whl
Size	700.2 kB
Tags	CPython 3.15 CPython 3.15 free-threading Linux glibc 2.35+ ARM64
SHA-256 checksum How to use checksums	`6017de097cecbc28adec1048f89e579e93e2c2292b1325d1396f26aacd4107bc`
BLAKE2b-256 checksum How to use checksums	`5974faaa6fdf707e60254d3c7a7005a897444c0e23d91090a95535fdb9ff1f52`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp315-cp315t-manylinux_2_35_aarch64.whl
SHA-256 checksum: 6017de097cecbc28adec1048f89e579e93e2c2292b1325d1396f26aacd4107bc Verifying attestations

Release files / mlx-0.32.4-cp315-cp315t-macosx_26_0_arm64.whl

Download URL	mlx-0.32.4-cp315-cp315t-macosx_26_0_arm64.whl
Size	692.2 kB
Tags	CPython 3.15 CPython 3.15 free-threading macOS 26.0+ ARM64
SHA-256 checksum How to use checksums	`1e52124110303abb7513e6575f59c4c1d32e721c1a45f7a2ae200e8cc492ef13`
BLAKE2b-256 checksum How to use checksums	`473e7371d6df935a531dfcd1307c28d11d8308f8304bec25d0575a36e6c451e7`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp315-cp315t-macosx_26_0_arm64.whl
SHA-256 checksum: 1e52124110303abb7513e6575f59c4c1d32e721c1a45f7a2ae200e8cc492ef13 Verifying attestations

Release files / mlx-0.32.4-cp315-cp315t-macosx_15_0_arm64.whl

Download URL	mlx-0.32.4-cp315-cp315t-macosx_15_0_arm64.whl
Size	692.3 kB
Tags	CPython 3.15 CPython 3.15 free-threading macOS 15.0+ ARM64
SHA-256 checksum How to use checksums	`09da967a668de8b7033de3d74930efcf36ef993ede93173f51f11452a1c09b22`
BLAKE2b-256 checksum How to use checksums	`a590a5f916a6937481cc5ebab3f461d4a3459175d0ddf7e0339ca15b97a42fc8`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp315-cp315t-macosx_15_0_arm64.whl
SHA-256 checksum: 09da967a668de8b7033de3d74930efcf36ef993ede93173f51f11452a1c09b22 Verifying attestations

Release files / mlx-0.32.4-cp315-cp315t-macosx_14_0_arm64.whl

Download URL	mlx-0.32.4-cp315-cp315t-macosx_14_0_arm64.whl
Size	692.3 kB
Tags	CPython 3.15 CPython 3.15 free-threading macOS 14.0+ ARM64
SHA-256 checksum How to use checksums	`95830850ababacf86d4e1e11b8cfa062a14b12c0c5f332dad1d4f99e1679a162`
BLAKE2b-256 checksum How to use checksums	`a3218b1b2f90bb3fa27d4bb5d0bbfb07c7f210844da6bb89f88476ab0ba84f50`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp315-cp315t-macosx_14_0_arm64.whl
SHA-256 checksum: 95830850ababacf86d4e1e11b8cfa062a14b12c0c5f332dad1d4f99e1679a162 Verifying attestations

Release files / mlx-0.32.4-cp315-cp315-win_arm64.whl

Download URL	mlx-0.32.4-cp315-cp315-win_arm64.whl
Size	653.6 kB
Tags	CPython 3.15 Windows ARM64
SHA-256 checksum How to use checksums	`c1844df29fd58a78147b7fc2509682179d25edc81eb83659d26fef3c5930c25b`
BLAKE2b-256 checksum How to use checksums	`9382d87fe4d05a18773fa55aea81cfcda0d20fb5f1c6e61fe58104bf44a6d895`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp315-cp315-win_arm64.whl
SHA-256 checksum: c1844df29fd58a78147b7fc2509682179d25edc81eb83659d26fef3c5930c25b Verifying attestations

Release files / mlx-0.32.4-cp315-cp315-win_amd64.whl

Download URL	mlx-0.32.4-cp315-cp315-win_amd64.whl
Size	661.5 kB
Tags	CPython 3.15 Windows x86-64
SHA-256 checksum How to use checksums	`370cbb0b307c40ccdd0131587734520c498829b54364dceca7e2c7e517ef89ee`
BLAKE2b-256 checksum How to use checksums	`33c41f80d37d0aded055f5597b0817b88d4f80e75a7d6667badf2b8e82c563ce`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp315-cp315-win_amd64.whl
SHA-256 checksum: 370cbb0b307c40ccdd0131587734520c498829b54364dceca7e2c7e517ef89ee Verifying attestations

Release files / mlx-0.32.4-cp315-cp315-manylinux_2_35_x86_64.whl

Download URL	mlx-0.32.4-cp315-cp315-manylinux_2_35_x86_64.whl
Size	773.5 kB
Tags	CPython 3.15 Linux glibc 2.35+ x86-64
SHA-256 checksum How to use checksums	`e1ce3514d2bc6f9c14e1c69787acee0926aae0599d73bacf4a8048394a2d2ca4`
BLAKE2b-256 checksum How to use checksums	`0cb63999f56cc5e6b39b344f10f8205a0c2b5e3b352cd7fd65b3aa78e4f3c034`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp315-cp315-manylinux_2_35_x86_64.whl
SHA-256 checksum: e1ce3514d2bc6f9c14e1c69787acee0926aae0599d73bacf4a8048394a2d2ca4 Verifying attestations

Release files / mlx-0.32.4-cp315-cp315-manylinux_2_35_aarch64.whl

Download URL	mlx-0.32.4-cp315-cp315-manylinux_2_35_aarch64.whl
Size	696.6 kB
Tags	CPython 3.15 Linux glibc 2.35+ ARM64
SHA-256 checksum How to use checksums	`f50b2b759c98d50ded360dc470d03d62ce1a41b3a6da81dd5e0b995865dca067`
BLAKE2b-256 checksum How to use checksums	`2081c7b3fdfee560c7718bcce17d3e8e8f33d1384c39e8f40e3f6b13353aa863`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp315-cp315-manylinux_2_35_aarch64.whl
SHA-256 checksum: f50b2b759c98d50ded360dc470d03d62ce1a41b3a6da81dd5e0b995865dca067 Verifying attestations

Release files / mlx-0.32.4-cp315-cp315-macosx_26_0_arm64.whl

Download URL	mlx-0.32.4-cp315-cp315-macosx_26_0_arm64.whl
Size	669.1 kB
Tags	CPython 3.15 macOS 26.0+ ARM64
SHA-256 checksum How to use checksums	`869c4e2d99ef622cfb39e6581afe5d3286e0c01161e03ad580561db28bcd3992`
BLAKE2b-256 checksum How to use checksums	`45101164007669c9e015e1124d1387ba03079ffb6650224cbc01aaba1a43ebfd`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp315-cp315-macosx_26_0_arm64.whl
SHA-256 checksum: 869c4e2d99ef622cfb39e6581afe5d3286e0c01161e03ad580561db28bcd3992 Verifying attestations

Release files / mlx-0.32.4-cp315-cp315-macosx_15_0_arm64.whl

Download URL	mlx-0.32.4-cp315-cp315-macosx_15_0_arm64.whl
Size	669.2 kB
Tags	CPython 3.15 macOS 15.0+ ARM64
SHA-256 checksum How to use checksums	`6c6cf406fe093b4ea21876949e0d21f75384900f3df543e8411447ee37cdd394`
BLAKE2b-256 checksum How to use checksums	`43b73b9bcbb9a5d32025d032fb933b7c1a92bf1a4e22a796ff3b3ef7c2a7a53c`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp315-cp315-macosx_15_0_arm64.whl
SHA-256 checksum: 6c6cf406fe093b4ea21876949e0d21f75384900f3df543e8411447ee37cdd394 Verifying attestations

Release files / mlx-0.32.4-cp315-cp315-macosx_14_0_arm64.whl

Download URL	mlx-0.32.4-cp315-cp315-macosx_14_0_arm64.whl
Size	669.2 kB
Tags	CPython 3.15 macOS 14.0+ ARM64
SHA-256 checksum How to use checksums	`4f8e640fd3afcc19da343c5a769743f361573b8db98cd739e295a387921486a5`
BLAKE2b-256 checksum How to use checksums	`74d76abf128b1740d8be1d711d8ded6ccd4714c53d8af8b6267ac6aae285c60e`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp315-cp315-macosx_14_0_arm64.whl
SHA-256 checksum: 4f8e640fd3afcc19da343c5a769743f361573b8db98cd739e295a387921486a5 Verifying attestations

Release files / mlx-0.32.4-cp314-cp314t-win_arm64.whl

Download URL	mlx-0.32.4-cp314-cp314t-win_arm64.whl
Size	670.0 kB
Tags	CPython 3.14 CPython 3.14 free-threading Windows ARM64
SHA-256 checksum How to use checksums	`ebed763d7da5833982529baf02d0330c5437f4ee5207a1a8a60ab261bd94302d`
BLAKE2b-256 checksum How to use checksums	`f6185dd0872396c2e579544adf6c204fd90cebcdb21636fd6f7bc0a80c079060`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp314-cp314t-win_arm64.whl
SHA-256 checksum: ebed763d7da5833982529baf02d0330c5437f4ee5207a1a8a60ab261bd94302d Verifying attestations

Release files / mlx-0.32.4-cp314-cp314t-win_amd64.whl

Download URL	mlx-0.32.4-cp314-cp314t-win_amd64.whl
Size	690.6 kB
Tags	CPython 3.14 CPython 3.14 free-threading Windows x86-64
SHA-256 checksum How to use checksums	`1933ecd6bbe639e98b5bb9c753e928103357df01a5791ca0d8285db3d810e4c7`
BLAKE2b-256 checksum How to use checksums	`e2f05be495fa5ebd4fc03a14bcddc4301af7ae6688635d5cff61d029c18214ec`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp314-cp314t-win_amd64.whl
SHA-256 checksum: 1933ecd6bbe639e98b5bb9c753e928103357df01a5791ca0d8285db3d810e4c7 Verifying attestations

Release files / mlx-0.32.4-cp314-cp314t-manylinux_2_35_x86_64.whl

Download URL	mlx-0.32.4-cp314-cp314t-manylinux_2_35_x86_64.whl
Size	773.0 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.35+ x86-64
SHA-256 checksum How to use checksums	`a9c09da5cbb4cf8b142f3b7bbda05e10b51d7793f861904e440208f63578a194`
BLAKE2b-256 checksum How to use checksums	`2d37869bc477d634325df0a9164d3379f31ab998a8022eb49d346cbf7110510f`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp314-cp314t-manylinux_2_35_x86_64.whl
SHA-256 checksum: a9c09da5cbb4cf8b142f3b7bbda05e10b51d7793f861904e440208f63578a194 Verifying attestations

Release files / mlx-0.32.4-cp314-cp314t-manylinux_2_35_aarch64.whl

Download URL	mlx-0.32.4-cp314-cp314t-manylinux_2_35_aarch64.whl
Size	699.8 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.35+ ARM64
SHA-256 checksum How to use checksums	`70bac04a877236b059fdc7b317d47db335a48d6eafccda9b91a59907c594758f`
BLAKE2b-256 checksum How to use checksums	`8f1d060a64aeb52672dc596b430fd31fd5729d862754cf5520baba0a13f5ca2d`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp314-cp314t-manylinux_2_35_aarch64.whl
SHA-256 checksum: 70bac04a877236b059fdc7b317d47db335a48d6eafccda9b91a59907c594758f Verifying attestations

Release files / mlx-0.32.4-cp314-cp314t-macosx_26_0_arm64.whl

Download URL	mlx-0.32.4-cp314-cp314t-macosx_26_0_arm64.whl
Size	692.1 kB
Tags	CPython 3.14 CPython 3.14 free-threading macOS 26.0+ ARM64
SHA-256 checksum How to use checksums	`63ac6fde8a55d688448fc25eb32b645276501e0a30ff961a72958dfd0a4065df`
BLAKE2b-256 checksum How to use checksums	`d020bdb26b961fc8f0d54e6b36dd5360449f0cf8591d14cee10470c14ce1e154`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp314-cp314t-macosx_26_0_arm64.whl
SHA-256 checksum: 63ac6fde8a55d688448fc25eb32b645276501e0a30ff961a72958dfd0a4065df Verifying attestations

Release files / mlx-0.32.4-cp314-cp314t-macosx_15_0_arm64.whl

Download URL	mlx-0.32.4-cp314-cp314t-macosx_15_0_arm64.whl
Size	692.1 kB
Tags	CPython 3.14 CPython 3.14 free-threading macOS 15.0+ ARM64
SHA-256 checksum How to use checksums	`4f95afac25431585b34846d472ea0ad5db83fc97fb014d62c70082456f6b6b5c`
BLAKE2b-256 checksum How to use checksums	`6e0790e629a9667ec35b2aa8c84e0e096ff36fdd58731dc9d182f5ee59a488d0`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp314-cp314t-macosx_15_0_arm64.whl
SHA-256 checksum: 4f95afac25431585b34846d472ea0ad5db83fc97fb014d62c70082456f6b6b5c Verifying attestations

Release files / mlx-0.32.4-cp314-cp314t-macosx_14_0_arm64.whl

Download URL	mlx-0.32.4-cp314-cp314t-macosx_14_0_arm64.whl
Size	692.1 kB
Tags	CPython 3.14 CPython 3.14 free-threading macOS 14.0+ ARM64
SHA-256 checksum How to use checksums	`f6cbda9cb8c33c9f8673a2b69fb19bdab75b5032d4e47a42a0e7b36db1c3ebcc`
BLAKE2b-256 checksum How to use checksums	`e37cc90d57df7775421fe43f7a235f6cee85a67c4aecc7325051b23fff58335b`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp314-cp314t-macosx_14_0_arm64.whl
SHA-256 checksum: f6cbda9cb8c33c9f8673a2b69fb19bdab75b5032d4e47a42a0e7b36db1c3ebcc Verifying attestations

Release files / mlx-0.32.4-cp314-cp314-win_arm64.whl

Download URL	mlx-0.32.4-cp314-cp314-win_arm64.whl
Size	653.3 kB
Tags	CPython 3.14 Windows ARM64
SHA-256 checksum How to use checksums	`c4cb0d445a54278e5ba64a2d18b338421b1e8faac3e78b6b722ad9d83ac191fd`
BLAKE2b-256 checksum How to use checksums	`599e40e543d6f55dd387eb2e75305ec70eac38426a879184c5d48ce6132ca87b`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp314-cp314-win_arm64.whl
SHA-256 checksum: c4cb0d445a54278e5ba64a2d18b338421b1e8faac3e78b6b722ad9d83ac191fd Verifying attestations

Release files / mlx-0.32.4-cp314-cp314-win_amd64.whl

Download URL	mlx-0.32.4-cp314-cp314-win_amd64.whl
Size	661.3 kB
Tags	CPython 3.14 Windows x86-64
SHA-256 checksum How to use checksums	`001b07946f2867a800aee73d302ffdaf5eb81cafe64c7ba19fddf7e219324822`
BLAKE2b-256 checksum How to use checksums	`67e7c5114cc6e5e895fc1ad3acb4069345bc8540002c610764d8f721c047aa39`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp314-cp314-win_amd64.whl
SHA-256 checksum: 001b07946f2867a800aee73d302ffdaf5eb81cafe64c7ba19fddf7e219324822 Verifying attestations

Release files / mlx-0.32.4-cp314-cp314-manylinux_2_35_x86_64.whl

Download URL	mlx-0.32.4-cp314-cp314-manylinux_2_35_x86_64.whl
Size	773.2 kB
Tags	CPython 3.14 Linux glibc 2.35+ x86-64
SHA-256 checksum How to use checksums	`6e92768199ffcbc271c2fe0b0bf32f734d78bbc91d15ad7347cd7d5624a9b338`
BLAKE2b-256 checksum How to use checksums	`6f0386751b8a89e9aea69386d7b3f93d12391eb02967427a9ae01ca63b540cc1`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp314-cp314-manylinux_2_35_x86_64.whl
SHA-256 checksum: 6e92768199ffcbc271c2fe0b0bf32f734d78bbc91d15ad7347cd7d5624a9b338 Verifying attestations

Release files / mlx-0.32.4-cp314-cp314-manylinux_2_35_aarch64.whl

Download URL	mlx-0.32.4-cp314-cp314-manylinux_2_35_aarch64.whl
Size	696.6 kB
Tags	CPython 3.14 Linux glibc 2.35+ ARM64
SHA-256 checksum How to use checksums	`18de5b82203c18d4e5be1a85c773afdd3e855266d8ecbdf2138072e29ee4cbbd`
BLAKE2b-256 checksum How to use checksums	`7b0927f3988a3e33e4fe63f2ed48de2004b17301f5cc51b8b44a04364e14b7ae`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp314-cp314-manylinux_2_35_aarch64.whl
SHA-256 checksum: 18de5b82203c18d4e5be1a85c773afdd3e855266d8ecbdf2138072e29ee4cbbd Verifying attestations

Release files / mlx-0.32.4-cp314-cp314-macosx_26_0_arm64.whl

Download URL	mlx-0.32.4-cp314-cp314-macosx_26_0_arm64.whl
Size	668.8 kB
Tags	CPython 3.14 macOS 26.0+ ARM64
SHA-256 checksum How to use checksums	`1dd56491b44a2bfa217f60da66a5c9c889add7ad9dc2cbcf526389ea31d83bee`
BLAKE2b-256 checksum How to use checksums	`952ff84f5f16000adbdb1c53583f53da045165013ebb62f6943c169714be011f`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp314-cp314-macosx_26_0_arm64.whl
SHA-256 checksum: 1dd56491b44a2bfa217f60da66a5c9c889add7ad9dc2cbcf526389ea31d83bee Verifying attestations

Release files / mlx-0.32.4-cp314-cp314-macosx_15_0_arm64.whl

Download URL	mlx-0.32.4-cp314-cp314-macosx_15_0_arm64.whl
Size	668.9 kB
Tags	CPython 3.14 macOS 15.0+ ARM64
SHA-256 checksum How to use checksums	`83adc889ae89057fd9f292ca1a9ee56da43f181fccc7ae48a060d7aadc179eaa`
BLAKE2b-256 checksum How to use checksums	`12c61e15326918233e1ee74f55bcc5577f6cce1c4257e5a1bbadcdb30b589dca`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp314-cp314-macosx_15_0_arm64.whl
SHA-256 checksum: 83adc889ae89057fd9f292ca1a9ee56da43f181fccc7ae48a060d7aadc179eaa Verifying attestations

Release files / mlx-0.32.4-cp314-cp314-macosx_14_0_arm64.whl

Download URL	mlx-0.32.4-cp314-cp314-macosx_14_0_arm64.whl
Size	668.9 kB
Tags	CPython 3.14 macOS 14.0+ ARM64
SHA-256 checksum How to use checksums	`f1e6ef441e1e2ce54159022a8fa5597f8ea4f7acf278752049c4f774bbd0501d`
BLAKE2b-256 checksum How to use checksums	`992fed874a2de4ad30b47f27960373880aa24b53d8963ea81125e12e460340c2`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp314-cp314-macosx_14_0_arm64.whl
SHA-256 checksum: f1e6ef441e1e2ce54159022a8fa5597f8ea4f7acf278752049c4f774bbd0501d Verifying attestations

Release files / mlx-0.32.4-cp313-cp313t-win_arm64.whl

Download URL	mlx-0.32.4-cp313-cp313t-win_arm64.whl
Size	653.8 kB
Tags	CPython 3.13 CPython 3.13 free-threading Windows ARM64
SHA-256 checksum How to use checksums	`539ff8b596669263bd531f49fa1a825f570c766ab43c48e454447d6a47e91271`
BLAKE2b-256 checksum How to use checksums	`d7021f86c6883a2b696cc66bd2837a70927d6f539986ef0c826723eaf7205475`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp313-cp313t-win_arm64.whl
SHA-256 checksum: 539ff8b596669263bd531f49fa1a825f570c766ab43c48e454447d6a47e91271 Verifying attestations

Release files / mlx-0.32.4-cp313-cp313t-win_amd64.whl

Download URL	mlx-0.32.4-cp313-cp313t-win_amd64.whl
Size	669.4 kB
Tags	CPython 3.13 CPython 3.13 free-threading Windows x86-64
SHA-256 checksum How to use checksums	`c45854cd4e20559bb2aa613c6aaffb58e86ec7cf5bdd32100c4a59d8bcaf4d9d`
BLAKE2b-256 checksum How to use checksums	`b6727cb6d9827dcaab9509203628c93e8577166c30d7ac508ed372bc3378c359`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp313-cp313t-win_amd64.whl
SHA-256 checksum: c45854cd4e20559bb2aa613c6aaffb58e86ec7cf5bdd32100c4a59d8bcaf4d9d Verifying attestations

Release files / mlx-0.32.4-cp313-cp313t-manylinux_2_35_x86_64.whl

Download URL	mlx-0.32.4-cp313-cp313t-manylinux_2_35_x86_64.whl
Size	773.1 kB
Tags	CPython 3.13 CPython 3.13 free-threading Linux glibc 2.35+ x86-64
SHA-256 checksum How to use checksums	`e5ed9e82d813ed9314be9acbab95f519c5816233a2ab38270be2ff5d10d2786e`
BLAKE2b-256 checksum How to use checksums	`43cddac1daea010c4fb56aee09189f86b443e77d96fcb2f75f26b50d6569967a`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp313-cp313t-manylinux_2_35_x86_64.whl
SHA-256 checksum: e5ed9e82d813ed9314be9acbab95f519c5816233a2ab38270be2ff5d10d2786e Verifying attestations

Release files / mlx-0.32.4-cp313-cp313t-manylinux_2_35_aarch64.whl

Download URL	mlx-0.32.4-cp313-cp313t-manylinux_2_35_aarch64.whl
Size	700.4 kB
Tags	CPython 3.13 CPython 3.13 free-threading Linux glibc 2.35+ ARM64
SHA-256 checksum How to use checksums	`9c2040afc35e71e210007a6bfb45c75fdffd8a1609885b8d138cdea919a6ef5e`
BLAKE2b-256 checksum How to use checksums	`e408e99f41b54c198fddcc18d0511b16c9621466ef51472b4830636b6b5df2b1`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp313-cp313t-manylinux_2_35_aarch64.whl
SHA-256 checksum: 9c2040afc35e71e210007a6bfb45c75fdffd8a1609885b8d138cdea919a6ef5e Verifying attestations

Release files / mlx-0.32.4-cp313-cp313t-macosx_26_0_arm64.whl

Download URL	mlx-0.32.4-cp313-cp313t-macosx_26_0_arm64.whl
Size	692.1 kB
Tags	CPython 3.13 CPython 3.13 free-threading macOS 26.0+ ARM64
SHA-256 checksum How to use checksums	`733d28fc6b200910211924cd8d5deef86095cd085a0bf64502943c80b22942d5`
BLAKE2b-256 checksum How to use checksums	`fc81c452f266d36c5708182ce079c2a6b6beca5c3405279216b28510368d80a7`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp313-cp313t-macosx_26_0_arm64.whl
SHA-256 checksum: 733d28fc6b200910211924cd8d5deef86095cd085a0bf64502943c80b22942d5 Verifying attestations

Release files / mlx-0.32.4-cp313-cp313t-macosx_15_0_arm64.whl

Download URL	mlx-0.32.4-cp313-cp313t-macosx_15_0_arm64.whl
Size	692.1 kB
Tags	CPython 3.13 CPython 3.13 free-threading macOS 15.0+ ARM64
SHA-256 checksum How to use checksums	`986f001874378d0a4c1f919817b7e331be96bbebf3993f5182459bcfc6ac0116`
BLAKE2b-256 checksum How to use checksums	`dfdb95168f9492b284042628952778bfc2342c0f381ac2434b3640b80fa2f292`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp313-cp313t-macosx_15_0_arm64.whl
SHA-256 checksum: 986f001874378d0a4c1f919817b7e331be96bbebf3993f5182459bcfc6ac0116 Verifying attestations

Release files / mlx-0.32.4-cp313-cp313t-macosx_14_0_arm64.whl

Download URL	mlx-0.32.4-cp313-cp313t-macosx_14_0_arm64.whl
Size	692.1 kB
Tags	CPython 3.13 CPython 3.13 free-threading macOS 14.0+ ARM64
SHA-256 checksum How to use checksums	`43a6469797f09a985f8f035df63cd072105d5f16bfbe27d82b542065c988c3dd`
BLAKE2b-256 checksum How to use checksums	`9885f020b6392f04e37e9d2263daa194061736801ad51af06b1f11a253643976`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp313-cp313t-macosx_14_0_arm64.whl
SHA-256 checksum: 43a6469797f09a985f8f035df63cd072105d5f16bfbe27d82b542065c988c3dd Verifying attestations

Release files / mlx-0.32.4-cp313-cp313-win_arm64.whl

Download URL	mlx-0.32.4-cp313-cp313-win_arm64.whl
Size	638.5 kB
Tags	CPython 3.13 Windows ARM64
SHA-256 checksum How to use checksums	`42f57e27ea37642222e00031ea73e47420a40f7de6e6af870e82b8cdd033c5ec`
BLAKE2b-256 checksum How to use checksums	`5df5e6d1652d2cbce29431aedacb56a33c9ebe69fbcab5d4c8a29b1c920d3c1e`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp313-cp313-win_arm64.whl
SHA-256 checksum: 42f57e27ea37642222e00031ea73e47420a40f7de6e6af870e82b8cdd033c5ec Verifying attestations

Release files / mlx-0.32.4-cp313-cp313-win_amd64.whl

Download URL	mlx-0.32.4-cp313-cp313-win_amd64.whl
Size	646.9 kB
Tags	CPython 3.13 Windows x86-64
SHA-256 checksum How to use checksums	`32eb7a6c6a9646325e7dc5749d46cae30fb74eab8a39d3bbb0603163127bf7a4`
BLAKE2b-256 checksum How to use checksums	`80f51c23797e449e3d0d01aae752cc0255558c8966da7f9264ef309d0e3b854a`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp313-cp313-win_amd64.whl
SHA-256 checksum: 32eb7a6c6a9646325e7dc5749d46cae30fb74eab8a39d3bbb0603163127bf7a4 Verifying attestations

Release files / mlx-0.32.4-cp313-cp313-manylinux_2_35_x86_64.whl

Download URL	mlx-0.32.4-cp313-cp313-manylinux_2_35_x86_64.whl
Size	773.3 kB
Tags	CPython 3.13 Linux glibc 2.35+ x86-64
SHA-256 checksum How to use checksums	`22e84ed60fb6386c9426ba2c23808052a4c2edd9643dabda0772886f849e4527`
BLAKE2b-256 checksum How to use checksums	`a7750ffd720e08bac549673800db13ef33554d4a0158802d6784229c804e2a15`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp313-cp313-manylinux_2_35_x86_64.whl
SHA-256 checksum: 22e84ed60fb6386c9426ba2c23808052a4c2edd9643dabda0772886f849e4527 Verifying attestations

Release files / mlx-0.32.4-cp313-cp313-manylinux_2_35_aarch64.whl

Download URL	mlx-0.32.4-cp313-cp313-manylinux_2_35_aarch64.whl
Size	696.1 kB
Tags	CPython 3.13 Linux glibc 2.35+ ARM64
SHA-256 checksum How to use checksums	`071566ae01dae3a293f3612b623eb68eeb2ef28d27d85ff66e661b6a6f254593`
BLAKE2b-256 checksum How to use checksums	`c276590b2b5c30f630101e4f8161cb3fa7ed37751ac00ad426203e11af1bd8b5`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp313-cp313-manylinux_2_35_aarch64.whl
SHA-256 checksum: 071566ae01dae3a293f3612b623eb68eeb2ef28d27d85ff66e661b6a6f254593 Verifying attestations

Release files / mlx-0.32.4-cp313-cp313-macosx_26_0_arm64.whl

Download URL	mlx-0.32.4-cp313-cp313-macosx_26_0_arm64.whl
Size	667.6 kB
Tags	CPython 3.13 macOS 26.0+ ARM64
SHA-256 checksum How to use checksums	`ef130e3da895c85374b11a6c389acb122893f2ffcbed826b8b62fd45a20b7ad6`
BLAKE2b-256 checksum How to use checksums	`e8b133ca08f84550fd512f28b84055ff00631ef2ce83011ac2bbc171ffec7bbb`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp313-cp313-macosx_26_0_arm64.whl
SHA-256 checksum: ef130e3da895c85374b11a6c389acb122893f2ffcbed826b8b62fd45a20b7ad6 Verifying attestations

Release files / mlx-0.32.4-cp313-cp313-macosx_15_0_arm64.whl

Download URL	mlx-0.32.4-cp313-cp313-macosx_15_0_arm64.whl
Size	667.6 kB
Tags	CPython 3.13 macOS 15.0+ ARM64
SHA-256 checksum How to use checksums	`d46dd07f57a65bae00ba7da239ee76ebf87e3202f042808d209b56be3140e416`
BLAKE2b-256 checksum How to use checksums	`1cad1377a281f1b81f42929a3887b5225d0a38fba2d804ac1039011a223d2ab2`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp313-cp313-macosx_15_0_arm64.whl
SHA-256 checksum: d46dd07f57a65bae00ba7da239ee76ebf87e3202f042808d209b56be3140e416 Verifying attestations

Release files / mlx-0.32.4-cp313-cp313-macosx_14_0_arm64.whl

Download URL	mlx-0.32.4-cp313-cp313-macosx_14_0_arm64.whl
Size	667.6 kB
Tags	CPython 3.13 macOS 14.0+ ARM64
SHA-256 checksum How to use checksums	`c7375f2d6acd8c72f413d018266ae06387cb9caab31f475f3ff1c5600a7cb4c5`
BLAKE2b-256 checksum How to use checksums	`f625b570700cb3d7b37477a865382880a6549b48b9efd2dd356dbc16eaaa01d1`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp313-cp313-macosx_14_0_arm64.whl
SHA-256 checksum: c7375f2d6acd8c72f413d018266ae06387cb9caab31f475f3ff1c5600a7cb4c5 Verifying attestations

Release files / mlx-0.32.4-cp312-cp312-win_arm64.whl

Download URL	mlx-0.32.4-cp312-cp312-win_arm64.whl
Size	638.4 kB
Tags	CPython 3.12 Windows ARM64
SHA-256 checksum How to use checksums	`82716e3051bbf12d67d95397ce5018236c15edb87fe55f949bc383e5668d8f1e`
BLAKE2b-256 checksum How to use checksums	`36ca6c274b04656f6c5c15890d3f7faa2fd4ae6154d4602d40af4bd313e66f55`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp312-cp312-win_arm64.whl
SHA-256 checksum: 82716e3051bbf12d67d95397ce5018236c15edb87fe55f949bc383e5668d8f1e Verifying attestations

Release files / mlx-0.32.4-cp312-cp312-win_amd64.whl

Download URL	mlx-0.32.4-cp312-cp312-win_amd64.whl
Size	646.8 kB
Tags	CPython 3.12 Windows x86-64
SHA-256 checksum How to use checksums	`9dee6ddc835bc16968daaa0fb804ef99bcc3cca5abf6c33bca17c52a1dd99823`
BLAKE2b-256 checksum How to use checksums	`f07813ae5e3b10724e8cdb54561af3aec30f03036bd257d73d04f6703f3d0d27`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp312-cp312-win_amd64.whl
SHA-256 checksum: 9dee6ddc835bc16968daaa0fb804ef99bcc3cca5abf6c33bca17c52a1dd99823 Verifying attestations

Release files / mlx-0.32.4-cp312-cp312-manylinux_2_35_x86_64.whl

Download URL	mlx-0.32.4-cp312-cp312-manylinux_2_35_x86_64.whl
Size	773.2 kB
Tags	CPython 3.12 Linux glibc 2.35+ x86-64
SHA-256 checksum How to use checksums	`b517badcb8174f8937699465a0ba5b58c2daeaa9bd13d69b1e6ab13401d24a74`
BLAKE2b-256 checksum How to use checksums	`7373b2c85f71e1852ab0396d800985ea9c27ff6d8d7cf120259da6c4aa602b5e`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp312-cp312-manylinux_2_35_x86_64.whl
SHA-256 checksum: b517badcb8174f8937699465a0ba5b58c2daeaa9bd13d69b1e6ab13401d24a74 Verifying attestations

Release files / mlx-0.32.4-cp312-cp312-manylinux_2_35_aarch64.whl

Download URL	mlx-0.32.4-cp312-cp312-manylinux_2_35_aarch64.whl
Size	696.3 kB
Tags	CPython 3.12 Linux glibc 2.35+ ARM64
SHA-256 checksum How to use checksums	`0c3cb35b709275d1791d435d2f1c4bd734e8a82ba99c340954cdda68570acaa2`
BLAKE2b-256 checksum How to use checksums	`bf3f3f935d7bdb77e124077a2e043857cd00ebe966b3ef2a87e70e45d382be3d`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp312-cp312-manylinux_2_35_aarch64.whl
SHA-256 checksum: 0c3cb35b709275d1791d435d2f1c4bd734e8a82ba99c340954cdda68570acaa2 Verifying attestations

Release files / mlx-0.32.4-cp312-cp312-macosx_26_0_arm64.whl

Download URL	mlx-0.32.4-cp312-cp312-macosx_26_0_arm64.whl
Size	667.6 kB
Tags	CPython 3.12 macOS 26.0+ ARM64
SHA-256 checksum How to use checksums	`7928869076db6267ab3ebdb253b2c80be1e738b3032c783170bd1d59d460c578`
BLAKE2b-256 checksum How to use checksums	`af4490bbdc3cdd120e1181f7c4f617ff996530159f2ea3ba3c08b83b08314d21`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp312-cp312-macosx_26_0_arm64.whl
SHA-256 checksum: 7928869076db6267ab3ebdb253b2c80be1e738b3032c783170bd1d59d460c578 Verifying attestations

Release files / mlx-0.32.4-cp312-cp312-macosx_15_0_arm64.whl

Download URL	mlx-0.32.4-cp312-cp312-macosx_15_0_arm64.whl
Size	667.6 kB
Tags	CPython 3.12 macOS 15.0+ ARM64
SHA-256 checksum How to use checksums	`f0604cb3015091f285c79c7b7dbfcabcfa9948248728c7bab6e0263513c3d3fe`
BLAKE2b-256 checksum How to use checksums	`6d927a999dcf6460525a31e555905cdca2f835ec0d786c528e969e04cd00d158`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp312-cp312-macosx_15_0_arm64.whl
SHA-256 checksum: f0604cb3015091f285c79c7b7dbfcabcfa9948248728c7bab6e0263513c3d3fe Verifying attestations

Release files / mlx-0.32.4-cp312-cp312-macosx_14_0_arm64.whl

Download URL	mlx-0.32.4-cp312-cp312-macosx_14_0_arm64.whl
Size	667.6 kB
Tags	CPython 3.12 macOS 14.0+ ARM64
SHA-256 checksum How to use checksums	`ff1d7be54758ea3a875b8fe54eff13bed17ad9566505e301f5d7851bf869680f`
BLAKE2b-256 checksum How to use checksums	`69b0e726ce51e1b445e4ed08c2d0e036a01c7532f4d1a856328da546a6f883bd`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp312-cp312-macosx_14_0_arm64.whl
SHA-256 checksum: ff1d7be54758ea3a875b8fe54eff13bed17ad9566505e301f5d7851bf869680f Verifying attestations

Release files / mlx-0.32.4-cp311-cp311-win_arm64.whl

Download URL	mlx-0.32.4-cp311-cp311-win_arm64.whl
Size	641.3 kB
Tags	CPython 3.11 Windows ARM64
SHA-256 checksum How to use checksums	`d124475e725707a94598211d3c80edfa9755bea9c327e8babff6ce4511344d9f`
BLAKE2b-256 checksum How to use checksums	`880c5670df20ee8769c6009e711c3cc4a81acdf827129698b8577fda6bc55c40`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp311-cp311-win_arm64.whl
SHA-256 checksum: d124475e725707a94598211d3c80edfa9755bea9c327e8babff6ce4511344d9f Verifying attestations

Release files / mlx-0.32.4-cp311-cp311-win_amd64.whl

Download URL	mlx-0.32.4-cp311-cp311-win_amd64.whl
Size	646.6 kB
Tags	CPython 3.11 Windows x86-64
SHA-256 checksum How to use checksums	`2154f5ce28b51de46b990eb794223bebf8e0a5326ae2658a1e45c247e50779d6`
BLAKE2b-256 checksum How to use checksums	`21b5477f7486995c4b066238a1080a8450eed34e522c8337bd8989eaf0167849`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp311-cp311-win_amd64.whl
SHA-256 checksum: 2154f5ce28b51de46b990eb794223bebf8e0a5326ae2658a1e45c247e50779d6 Verifying attestations

Release files / mlx-0.32.4-cp311-cp311-manylinux_2_35_x86_64.whl

Download URL	mlx-0.32.4-cp311-cp311-manylinux_2_35_x86_64.whl
Size	781.6 kB
Tags	CPython 3.11 Linux glibc 2.35+ x86-64
SHA-256 checksum How to use checksums	`6267be0db81a9d850b3ecd9bf0cf7dd0f439408db9fbc59237e37fda3f7676b0`
BLAKE2b-256 checksum How to use checksums	`c3f01ad671482f63f87960f3e9996d910bc37f50e9d20ff9d20e0c10c4529bc3`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp311-cp311-manylinux_2_35_x86_64.whl
SHA-256 checksum: 6267be0db81a9d850b3ecd9bf0cf7dd0f439408db9fbc59237e37fda3f7676b0 Verifying attestations

Release files / mlx-0.32.4-cp311-cp311-manylinux_2_35_aarch64.whl

Download URL	mlx-0.32.4-cp311-cp311-manylinux_2_35_aarch64.whl
Size	711.3 kB
Tags	CPython 3.11 Linux glibc 2.35+ ARM64
SHA-256 checksum How to use checksums	`a01855e2c023e64683798d7148f9760c59b32be6e43f4bcbea8eb8137b650a5b`
BLAKE2b-256 checksum How to use checksums	`1ac4d5dddb368f34cdb52e4b6374fd67a300d9de8aaef32acd9601c64a535d59`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp311-cp311-manylinux_2_35_aarch64.whl
SHA-256 checksum: a01855e2c023e64683798d7148f9760c59b32be6e43f4bcbea8eb8137b650a5b Verifying attestations

Release files / mlx-0.32.4-cp311-cp311-macosx_26_0_arm64.whl

Download URL	mlx-0.32.4-cp311-cp311-macosx_26_0_arm64.whl
Size	671.8 kB
Tags	CPython 3.11 macOS 26.0+ ARM64
SHA-256 checksum How to use checksums	`dfd5269398bb64372137d8c354530b6e81159ce0e92fd1ed7e9140b294fd939a`
BLAKE2b-256 checksum How to use checksums	`c79b3e5cfd79fd468dbc7f516e5fa7341419541804c5f8beefe04053326e25e9`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp311-cp311-macosx_26_0_arm64.whl
SHA-256 checksum: dfd5269398bb64372137d8c354530b6e81159ce0e92fd1ed7e9140b294fd939a Verifying attestations

Release files / mlx-0.32.4-cp311-cp311-macosx_15_0_arm64.whl

Download URL	mlx-0.32.4-cp311-cp311-macosx_15_0_arm64.whl
Size	671.8 kB
Tags	CPython 3.11 macOS 15.0+ ARM64
SHA-256 checksum How to use checksums	`fbb3fcf1363a631d05aa5adcb30d07655158be07e09339c1fe62f7267b3a78f5`
BLAKE2b-256 checksum How to use checksums	`561de23a150073e07212c23358b978af0bfd21b87f0b97937ec1f300cee346ce`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp311-cp311-macosx_15_0_arm64.whl
SHA-256 checksum: fbb3fcf1363a631d05aa5adcb30d07655158be07e09339c1fe62f7267b3a78f5 Verifying attestations

Release files / mlx-0.32.4-cp311-cp311-macosx_14_0_arm64.whl

Download URL	mlx-0.32.4-cp311-cp311-macosx_14_0_arm64.whl
Size	671.8 kB
Tags	CPython 3.11 macOS 14.0+ ARM64
SHA-256 checksum How to use checksums	`dd0c9070d9c362fe280a0224806b1b47719b154984735041ebcc907e597c08ca`
BLAKE2b-256 checksum How to use checksums	`7bfdf7af63951d6f4d39b47bbda462f2ed0341ce1293967de36ce9bbd4b836a9`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp311-cp311-macosx_14_0_arm64.whl
SHA-256 checksum: dd0c9070d9c362fe280a0224806b1b47719b154984735041ebcc907e597c08ca Verifying attestations

Release files / mlx-0.32.4-cp310-cp310-win_amd64.whl

Download URL	mlx-0.32.4-cp310-cp310-win_amd64.whl
Size	646.4 kB
Tags	CPython 3.10 Windows x86-64
SHA-256 checksum How to use checksums	`05cca4bed007230e109ca33ac377bac96f3b4c8ed5b67097499de4e913dd011c`
BLAKE2b-256 checksum How to use checksums	`ddd00e67cc8cb3b49ba7a7433d435388b7f6c3588af8282ba21a31eb29e7b1f3`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp310-cp310-win_amd64.whl
SHA-256 checksum: 05cca4bed007230e109ca33ac377bac96f3b4c8ed5b67097499de4e913dd011c Verifying attestations

Release files / mlx-0.32.4-cp310-cp310-manylinux_2_35_x86_64.whl

Download URL	mlx-0.32.4-cp310-cp310-manylinux_2_35_x86_64.whl
Size	781.4 kB
Tags	CPython 3.10 Linux glibc 2.35+ x86-64
SHA-256 checksum How to use checksums	`105ddb962e3dab018971dba4bd195167512fa0a43b431fb680d0019efbae0903`
BLAKE2b-256 checksum How to use checksums	`671ec91c2560f7ce13ea4096e0780efc4ad3002b5fafec605cb6800bbbbb9683`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp310-cp310-manylinux_2_35_x86_64.whl
SHA-256 checksum: 105ddb962e3dab018971dba4bd195167512fa0a43b431fb680d0019efbae0903 Verifying attestations

Release files / mlx-0.32.4-cp310-cp310-manylinux_2_35_aarch64.whl

Download URL	mlx-0.32.4-cp310-cp310-manylinux_2_35_aarch64.whl
Size	711.6 kB
Tags	CPython 3.10 Linux glibc 2.35+ ARM64
SHA-256 checksum How to use checksums	`5f34d5aa0b23e2a52234665837e4804b045e9928df1be36f1a2450e0d1e996bb`
BLAKE2b-256 checksum How to use checksums	`2719594bffc55174f4ca04a7a67feb39c07dafb22d7e7f2a07d9f11b93cf592d`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp310-cp310-manylinux_2_35_aarch64.whl
SHA-256 checksum: 5f34d5aa0b23e2a52234665837e4804b045e9928df1be36f1a2450e0d1e996bb Verifying attestations

Release files / mlx-0.32.4-cp310-cp310-macosx_26_0_arm64.whl

Download URL	mlx-0.32.4-cp310-cp310-macosx_26_0_arm64.whl
Size	671.8 kB
Tags	CPython 3.10 macOS 26.0+ ARM64
SHA-256 checksum How to use checksums	`6dd2d7948c3708a62a1b13c32b03b5a94031e0cd3b7f5c5a0343e5a4a3b3bc41`
BLAKE2b-256 checksum How to use checksums	`95279069458b0079820b860678f28fcb6bd0a3998e17db35440fc9b2847d2145`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp310-cp310-macosx_26_0_arm64.whl
SHA-256 checksum: 6dd2d7948c3708a62a1b13c32b03b5a94031e0cd3b7f5c5a0343e5a4a3b3bc41 Verifying attestations

Release files / mlx-0.32.4-cp310-cp310-macosx_15_0_arm64.whl

Download URL	mlx-0.32.4-cp310-cp310-macosx_15_0_arm64.whl
Size	671.8 kB
Tags	CPython 3.10 macOS 15.0+ ARM64
SHA-256 checksum How to use checksums	`e635385a4f778b248ea6f61fbeb285b6bb14a1891d75cfbfd5af12e010298308`
BLAKE2b-256 checksum How to use checksums	`7ff05a722aa39986cf274438f0acc22e90304cdafdb7265045cd893924a5608f`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp310-cp310-macosx_15_0_arm64.whl
SHA-256 checksum: e635385a4f778b248ea6f61fbeb285b6bb14a1891d75cfbfd5af12e010298308 Verifying attestations

Release files / mlx-0.32.4-cp310-cp310-macosx_14_0_arm64.whl

Download URL	mlx-0.32.4-cp310-cp310-macosx_14_0_arm64.whl
Size	671.8 kB
Tags	CPython 3.10 macOS 14.0+ ARM64
SHA-256 checksum How to use checksums	`60ba41564e8b5018c9d8a5f8ce7a5aaf70c96d8dd98c1a54b854cbada362d471`
BLAKE2b-256 checksum How to use checksums	`5273f2b18f4bbcfeacd6880e68f2854609d6d2d305e5676586451a6c26664061`
Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/36969c094354086e15d2a327a9c50feb20b9cf11

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/36969c094354086e15d2a327a9c50feb20b9cf11/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/38635773220/attempts/1

Artifact

Subject: mlx-0.32.4-cp310-cp310-macosx_14_0_arm64.whl
SHA-256 checksum: 60ba41564e8b5018c9d8a5f8ce7a5aaf70c96d8dd98c1a54b854cbada362d471 Verifying attestations