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 0.32.3

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 0.32.3
File	Interpreter	ABI	Platform	Reset
mlx-0.32.3-cp314-cp314t-win_arm64.whl 653.6 kB Sep 29, 2026	CPython 3.14	CPython 3.14 free-threading	Windows ARM64	Details
mlx-0.32.3-cp314-cp314t-win_amd64.whl 676.3 kB Sep 29, 2026	CPython 3.14	CPython 3.14 free-threading	Windows x86-64	Details
mlx-0.32.3-cp314-cp314t-manylinux_2_35_x86_64.whl 755.0 kB Sep 29, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.35+ x86-64	Details
mlx-0.32.3-cp314-cp314t-manylinux_2_35_aarch64.whl 686.4 kB Sep 29, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.35+ ARM64	Details
mlx-0.32.3-cp314-cp314t-macosx_26_0_arm64.whl 675.6 kB Sep 29, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 26.0+ ARM64	Details
mlx-0.32.3-cp314-cp314t-macosx_15_0_arm64.whl 675.6 kB Sep 29, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 15.0+ ARM64	Details
mlx-0.32.3-cp314-cp314t-macosx_14_0_arm64.whl 675.6 kB Sep 29, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 14.0+ ARM64	Details
mlx-0.32.3-cp314-cp314-win_arm64.whl 637.4 kB Sep 29, 2026	CPython 3.14	CPython 3.14	Windows ARM64	Details
mlx-0.32.3-cp314-cp314-win_amd64.whl 644.6 kB Sep 29, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
mlx-0.32.3-cp314-cp314-manylinux_2_35_x86_64.whl 754.5 kB Sep 29, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.35+ x86-64	Details
mlx-0.32.3-cp314-cp314-manylinux_2_35_aarch64.whl 681.9 kB Sep 29, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.35+ ARM64	Details
mlx-0.32.3-cp314-cp314-macosx_26_0_arm64.whl 652.9 kB Sep 29, 2026	CPython 3.14	CPython 3.14	macOS 26.0+ ARM64	Details
mlx-0.32.3-cp314-cp314-macosx_15_0_arm64.whl 652.9 kB Sep 29, 2026	CPython 3.14	CPython 3.14	macOS 15.0+ ARM64	Details
mlx-0.32.3-cp314-cp314-macosx_14_0_arm64.whl 652.9 kB Sep 29, 2026	CPython 3.14	CPython 3.14	macOS 14.0+ ARM64	Details
mlx-0.32.3-cp313-cp313t-win_arm64.whl 638.7 kB Sep 29, 2026	CPython 3.13	CPython 3.13 free-threading	Windows ARM64	Details
mlx-0.32.3-cp313-cp313t-win_amd64.whl 655.6 kB Sep 29, 2026	CPython 3.13	CPython 3.13 free-threading	Windows x86-64	Details
mlx-0.32.3-cp313-cp313t-manylinux_2_35_x86_64.whl 755.1 kB Sep 29, 2026	CPython 3.13	CPython 3.13 free-threading	Linux glibc 2.35+ x86-64	Details
mlx-0.32.3-cp313-cp313t-manylinux_2_35_aarch64.whl 686.5 kB Sep 29, 2026	CPython 3.13	CPython 3.13 free-threading	Linux glibc 2.35+ ARM64	Details
mlx-0.32.3-cp313-cp313t-macosx_26_0_arm64.whl 675.6 kB Sep 29, 2026	CPython 3.13	CPython 3.13 free-threading	macOS 26.0+ ARM64	Details
mlx-0.32.3-cp313-cp313t-macosx_15_0_arm64.whl 675.6 kB Sep 29, 2026	CPython 3.13	CPython 3.13 free-threading	macOS 15.0+ ARM64	Details
mlx-0.32.3-cp313-cp313t-macosx_14_0_arm64.whl 675.6 kB Sep 29, 2026	CPython 3.13	CPython 3.13 free-threading	macOS 14.0+ ARM64	Details
mlx-0.32.3-cp313-cp313-win_arm64.whl 620.9 kB Sep 29, 2026	CPython 3.13	CPython 3.13	Windows ARM64	Details
mlx-0.32.3-cp313-cp313-win_amd64.whl 629.5 kB Sep 29, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
mlx-0.32.3-cp313-cp313-manylinux_2_35_x86_64.whl 754.7 kB Sep 29, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.35+ x86-64	Details
mlx-0.32.3-cp313-cp313-manylinux_2_35_aarch64.whl 680.7 kB Sep 29, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.35+ ARM64	Details
mlx-0.32.3-cp313-cp313-macosx_26_0_arm64.whl 651.1 kB Sep 29, 2026	CPython 3.13	CPython 3.13	macOS 26.0+ ARM64	Details
mlx-0.32.3-cp313-cp313-macosx_15_0_arm64.whl 651.1 kB Sep 29, 2026	CPython 3.13	CPython 3.13	macOS 15.0+ ARM64	Details
mlx-0.32.3-cp313-cp313-macosx_14_0_arm64.whl 651.1 kB Sep 29, 2026	CPython 3.13	CPython 3.13	macOS 14.0+ ARM64	Details
mlx-0.32.3-cp312-cp312-win_arm64.whl 620.6 kB Sep 29, 2026	CPython 3.12	CPython 3.12	Windows ARM64	Details
mlx-0.32.3-cp312-cp312-win_amd64.whl 629.3 kB Sep 29, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
mlx-0.32.3-cp312-cp312-manylinux_2_35_x86_64.whl 754.6 kB Sep 29, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.35+ x86-64	Details
mlx-0.32.3-cp312-cp312-manylinux_2_35_aarch64.whl 680.6 kB Sep 29, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.35+ ARM64	Details
mlx-0.32.3-cp312-cp312-macosx_26_0_arm64.whl 651.1 kB Sep 29, 2026	CPython 3.12	CPython 3.12	macOS 26.0+ ARM64	Details
mlx-0.32.3-cp312-cp312-macosx_15_0_arm64.whl 651.0 kB Sep 29, 2026	CPython 3.12	CPython 3.12	macOS 15.0+ ARM64	Details
mlx-0.32.3-cp312-cp312-macosx_14_0_arm64.whl 651.0 kB Sep 29, 2026	CPython 3.12	CPython 3.12	macOS 14.0+ ARM64	Details
mlx-0.32.3-cp311-cp311-win_arm64.whl 623.0 kB Sep 29, 2026	CPython 3.11	CPython 3.11	Windows ARM64	Details
mlx-0.32.3-cp311-cp311-win_amd64.whl 631.5 kB Sep 29, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
mlx-0.32.3-cp311-cp311-manylinux_2_35_x86_64.whl 760.6 kB Sep 29, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.35+ x86-64	Details
mlx-0.32.3-cp311-cp311-manylinux_2_35_aarch64.whl 693.2 kB Sep 29, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.35+ ARM64	Details
mlx-0.32.3-cp311-cp311-macosx_26_0_arm64.whl 655.8 kB Sep 29, 2026	CPython 3.11	CPython 3.11	macOS 26.0+ ARM64	Details
mlx-0.32.3-cp311-cp311-macosx_15_0_arm64.whl 655.7 kB Sep 29, 2026	CPython 3.11	CPython 3.11	macOS 15.0+ ARM64	Details
mlx-0.32.3-cp311-cp311-macosx_14_0_arm64.whl 655.7 kB Sep 29, 2026	CPython 3.11	CPython 3.11	macOS 14.0+ ARM64	Details
mlx-0.32.3-cp310-cp310-win_amd64.whl 631.4 kB Sep 29, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
mlx-0.32.3-cp310-cp310-manylinux_2_35_x86_64.whl 760.2 kB Sep 29, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.35+ x86-64	Details
mlx-0.32.3-cp310-cp310-manylinux_2_35_aarch64.whl 693.2 kB Sep 29, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.35+ ARM64	Details
mlx-0.32.3-cp310-cp310-macosx_26_0_arm64.whl 656.0 kB Sep 29, 2026	CPython 3.10	CPython 3.10	macOS 26.0+ ARM64	Details
mlx-0.32.3-cp310-cp310-macosx_15_0_arm64.whl 655.8 kB Sep 29, 2026	CPython 3.10	CPython 3.10	macOS 15.0+ ARM64	Details
mlx-0.32.3-cp310-cp310-macosx_14_0_arm64.whl 655.8 kB Sep 29, 2026	CPython 3.10	CPython 3.10	macOS 14.0+ ARM64	Details

Total release size: 32.2 MB

Release files / mlx-0.32.3-cp314-cp314t-win_arm64.whl

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Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

Workflow

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Publishing logs: github.com/ml-explore/mlx/actions/runs/36500426119/attempts/1

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Release files / mlx-0.32.3-cp314-cp314t-win_amd64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/64ea011cb65f14d9ce2737e60db9a4ae91ed7441/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/36500426119/attempts/1

Artifact

Subject: mlx-0.32.3-cp314-cp314t-win_amd64.whl
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Release files / mlx-0.32.3-cp314-cp314t-manylinux_2_35_x86_64.whl

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Upload date	Sep 29, 2026
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Release files / mlx-0.32.3-cp314-cp314t-manylinux_2_35_aarch64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Release files / mlx-0.32.3-cp314-cp314t-macosx_26_0_arm64.whl

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Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Release files / mlx-0.32.3-cp314-cp314t-macosx_15_0_arm64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Release files / mlx-0.32.3-cp314-cp314t-macosx_14_0_arm64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Subject: mlx-0.32.3-cp314-cp314t-macosx_14_0_arm64.whl
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Release files / mlx-0.32.3-cp314-cp314-win_arm64.whl

Download URL	mlx-0.32.3-cp314-cp314-win_arm64.whl
Size	637.4 kB
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Upload date	Sep 29, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Publishing configuration: github.com/ml-explore/mlx/blob/64ea011cb65f14d9ce2737e60db9a4ae91ed7441/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/36500426119/attempts/1

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Release files / mlx-0.32.3-cp314-cp314-win_amd64.whl

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Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Release files / mlx-0.32.3-cp314-cp314-manylinux_2_35_x86_64.whl

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Provenance

Identity

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Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Release files / mlx-0.32.3-cp314-cp314-manylinux_2_35_aarch64.whl

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Identity

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Publishing repository: github.com/ml-explore/mlx
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Release files / mlx-0.32.3-cp314-cp314-macosx_26_0_arm64.whl

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Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Release files / mlx-0.32.3-cp314-cp314-macosx_15_0_arm64.whl

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Provenance

Identity

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Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Artifact

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Release files / mlx-0.32.3-cp314-cp314-macosx_14_0_arm64.whl

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Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Release files / mlx-0.32.3-cp313-cp313t-win_arm64.whl

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Provenance

Identity

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Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Release files / mlx-0.32.3-cp313-cp313t-win_amd64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Release files / mlx-0.32.3-cp313-cp313t-manylinux_2_35_x86_64.whl

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Identity

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Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Release files / mlx-0.32.3-cp313-cp313t-manylinux_2_35_aarch64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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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/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Artifact

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Release files / mlx-0.32.3-cp313-cp313t-macosx_15_0_arm64.whl

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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/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Artifact

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Release files / mlx-0.32.3-cp313-cp313t-macosx_14_0_arm64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

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Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Release files / mlx-0.32.3-cp313-cp313-win_arm64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Artifact

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Release files / mlx-0.32.3-cp313-cp313-win_amd64.whl

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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/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Release files / mlx-0.32.3-cp313-cp313-manylinux_2_35_x86_64.whl

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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/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Release files / mlx-0.32.3-cp313-cp313-manylinux_2_35_aarch64.whl

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Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Release files / mlx-0.32.3-cp313-cp313-macosx_26_0_arm64.whl

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Provenance

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Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Release files / mlx-0.32.3-cp313-cp313-macosx_15_0_arm64.whl

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Release files / mlx-0.32.3-cp313-cp313-macosx_14_0_arm64.whl

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Identity

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Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Release files / mlx-0.32.3-cp312-cp312-win_arm64.whl

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Provenance

Identity

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Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Release files / mlx-0.32.3-cp312-cp312-win_amd64.whl

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Identity

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Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Release files / mlx-0.32.3-cp312-cp312-manylinux_2_35_x86_64.whl

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Provenance

Identity

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Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Release files / mlx-0.32.3-cp312-cp312-manylinux_2_35_aarch64.whl

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Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Release files / mlx-0.32.3-cp312-cp312-macosx_26_0_arm64.whl

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Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Release files / mlx-0.32.3-cp312-cp312-macosx_15_0_arm64.whl

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Provenance

Identity

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Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Release files / mlx-0.32.3-cp312-cp312-macosx_14_0_arm64.whl

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Provenance

Identity

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Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Release files / mlx-0.32.3-cp311-cp311-win_arm64.whl

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Provenance

Identity

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Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Artifact

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Release files / mlx-0.32.3-cp311-cp311-win_amd64.whl

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Provenance

Identity

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Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Release files / mlx-0.32.3-cp311-cp311-manylinux_2_35_x86_64.whl

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Provenance

Identity

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Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Release files / mlx-0.32.3-cp311-cp311-manylinux_2_35_aarch64.whl

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Provenance

Identity

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Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Artifact

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Release files / mlx-0.32.3-cp311-cp311-macosx_26_0_arm64.whl

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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/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

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Artifact

Subject: mlx-0.32.3-cp311-cp311-macosx_26_0_arm64.whl
SHA-256 checksum: 4e1a8fa78461c6cf1f9473e3bc8a3c4e362f1aaa613b435787f2844fad522bc7 Verifying attestations

Release files / mlx-0.32.3-cp311-cp311-macosx_15_0_arm64.whl

Download URL	mlx-0.32.3-cp311-cp311-macosx_15_0_arm64.whl
Size	655.7 kB
Tags	CPython 3.11 macOS 15.0+ ARM64
SHA-256 checksum How to use checksums	`d9ff05b868748b846a02f59913e9aa9d7b576827db92cc358ec1cf660f7f90a5`
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Upload date	Sep 29, 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/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/64ea011cb65f14d9ce2737e60db9a4ae91ed7441/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/36500426119/attempts/1

Artifact

Subject: mlx-0.32.3-cp311-cp311-macosx_15_0_arm64.whl
SHA-256 checksum: d9ff05b868748b846a02f59913e9aa9d7b576827db92cc358ec1cf660f7f90a5 Verifying attestations

Release files / mlx-0.32.3-cp311-cp311-macosx_14_0_arm64.whl

Download URL	mlx-0.32.3-cp311-cp311-macosx_14_0_arm64.whl
Size	655.7 kB
Tags	CPython 3.11 macOS 14.0+ ARM64
SHA-256 checksum How to use checksums	`8439baa207db769df1df82a722b0ee0c2362f75c23c0740b7472c3d279253bae`
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Upload date	Sep 29, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/64ea011cb65f14d9ce2737e60db9a4ae91ed7441/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/36500426119/attempts/1

Artifact

Subject: mlx-0.32.3-cp311-cp311-macosx_14_0_arm64.whl
SHA-256 checksum: 8439baa207db769df1df82a722b0ee0c2362f75c23c0740b7472c3d279253bae Verifying attestations

Release files / mlx-0.32.3-cp310-cp310-win_amd64.whl

Download URL	mlx-0.32.3-cp310-cp310-win_amd64.whl
Size	631.4 kB
Tags	CPython 3.10 Windows x86-64
SHA-256 checksum How to use checksums	`78372731c18fadb6d6960c9188cb752d5ea4d87de9be430a311a385e01d7fb42`
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Upload date	Sep 29, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/64ea011cb65f14d9ce2737e60db9a4ae91ed7441/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/36500426119/attempts/1

Artifact

Subject: mlx-0.32.3-cp310-cp310-win_amd64.whl
SHA-256 checksum: 78372731c18fadb6d6960c9188cb752d5ea4d87de9be430a311a385e01d7fb42 Verifying attestations

Release files / mlx-0.32.3-cp310-cp310-manylinux_2_35_x86_64.whl

Download URL	mlx-0.32.3-cp310-cp310-manylinux_2_35_x86_64.whl
Size	760.2 kB
Tags	CPython 3.10 Linux glibc 2.35+ x86-64
SHA-256 checksum How to use checksums	`d61942263d4603814622cd72bb5991b8a3cb59970bde8a7b40b897a7f088fb84`
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Upload date	Sep 29, 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/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/64ea011cb65f14d9ce2737e60db9a4ae91ed7441/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/36500426119/attempts/1

Artifact

Subject: mlx-0.32.3-cp310-cp310-manylinux_2_35_x86_64.whl
SHA-256 checksum: d61942263d4603814622cd72bb5991b8a3cb59970bde8a7b40b897a7f088fb84 Verifying attestations

Release files / mlx-0.32.3-cp310-cp310-manylinux_2_35_aarch64.whl

Download URL	mlx-0.32.3-cp310-cp310-manylinux_2_35_aarch64.whl
Size	693.2 kB
Tags	CPython 3.10 Linux glibc 2.35+ ARM64
SHA-256 checksum How to use checksums	`c0764ce1a7a7f19768d6b3473387dcac03cac8b0dc74b7e1c8d05b451ff4786c`
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Upload date	Sep 29, 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/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/64ea011cb65f14d9ce2737e60db9a4ae91ed7441/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/36500426119/attempts/1

Artifact

Subject: mlx-0.32.3-cp310-cp310-manylinux_2_35_aarch64.whl
SHA-256 checksum: c0764ce1a7a7f19768d6b3473387dcac03cac8b0dc74b7e1c8d05b451ff4786c Verifying attestations

Release files / mlx-0.32.3-cp310-cp310-macosx_26_0_arm64.whl

Download URL	mlx-0.32.3-cp310-cp310-macosx_26_0_arm64.whl
Size	656.0 kB
Tags	CPython 3.10 macOS 26.0+ ARM64
SHA-256 checksum How to use checksums	`b14744a1b3a9dd48e06a62c448710a798ceda9451d7d37a4654a58b5adfa97f8`
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Upload date	Sep 29, 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/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/64ea011cb65f14d9ce2737e60db9a4ae91ed7441/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/36500426119/attempts/1

Artifact

Subject: mlx-0.32.3-cp310-cp310-macosx_26_0_arm64.whl
SHA-256 checksum: b14744a1b3a9dd48e06a62c448710a798ceda9451d7d37a4654a58b5adfa97f8 Verifying attestations

Release files / mlx-0.32.3-cp310-cp310-macosx_15_0_arm64.whl

Download URL	mlx-0.32.3-cp310-cp310-macosx_15_0_arm64.whl
Size	655.8 kB
Tags	CPython 3.10 macOS 15.0+ ARM64
SHA-256 checksum How to use checksums	`b57996fd2b72207a796656bc39508f20089692815297120039284edb296b5fff`
BLAKE2b-256 checksum How to use checksums	`fb91d68f66bb29e8de96d255b784a105d8a2fc26f6e844b7920ff19ded517c4d`
Upload date	Sep 29, 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/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/64ea011cb65f14d9ce2737e60db9a4ae91ed7441/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/36500426119/attempts/1

Artifact

Subject: mlx-0.32.3-cp310-cp310-macosx_15_0_arm64.whl
SHA-256 checksum: b57996fd2b72207a796656bc39508f20089692815297120039284edb296b5fff Verifying attestations

Release files / mlx-0.32.3-cp310-cp310-macosx_14_0_arm64.whl

Download URL	mlx-0.32.3-cp310-cp310-macosx_14_0_arm64.whl
Size	655.8 kB
Tags	CPython 3.10 macOS 14.0+ ARM64
SHA-256 checksum How to use checksums	`0512049c81fded99aa6af2d039ae1fccf113ff1a5f2df937a596578aabd46869`
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Upload date	Sep 29, 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/64ea011cb65f14d9ce2737e60db9a4ae91ed7441

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/64ea011cb65f14d9ce2737e60db9a4ae91ed7441/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/36500426119/attempts/1

Artifact

Subject: mlx-0.32.3-cp310-cp310-macosx_14_0_arm64.whl
SHA-256 checksum: 0512049c81fded99aa6af2d039ae1fccf113ff1a5f2df937a596578aabd46869 Verifying attestations