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},
}

Release files for mlx 0.32.2

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 0.32.2
File	Interpreter	ABI	Platform	Reset
mlx-0.32.2-cp314-cp314t-win_arm64.whl 638.7 kB Aug 25, 2026	CPython 3.14	CPython 3.14 free-threading	Windows ARM64	Details
mlx-0.32.2-cp314-cp314t-win_amd64.whl 672.3 kB Aug 25, 2026	CPython 3.14	CPython 3.14 free-threading	Windows x86-64	Details
mlx-0.32.2-cp314-cp314t-manylinux_2_35_x86_64.whl 751.1 kB Aug 25, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.35+ x86-64	Details
mlx-0.32.2-cp314-cp314t-manylinux_2_35_aarch64.whl 695.2 kB Aug 25, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.35+ ARM64	Details
mlx-0.32.2-cp314-cp314t-macosx_26_0_arm64.whl 645.1 kB Aug 25, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 26.0+ ARM64	Details
mlx-0.32.2-cp314-cp314t-macosx_15_0_arm64.whl 645.2 kB Aug 25, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 15.0+ ARM64	Details
mlx-0.32.2-cp314-cp314t-macosx_14_0_arm64.whl 645.2 kB Aug 25, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 14.0+ ARM64	Details
mlx-0.32.2-cp314-cp314-win_arm64.whl 621.4 kB Aug 25, 2026	CPython 3.14	CPython 3.14	Windows ARM64	Details
mlx-0.32.2-cp314-cp314-win_amd64.whl 636.0 kB Aug 25, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
mlx-0.32.2-cp314-cp314-manylinux_2_35_x86_64.whl 743.2 kB Aug 25, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.35+ x86-64	Details
mlx-0.32.2-cp314-cp314-manylinux_2_35_aarch64.whl 681.0 kB Aug 25, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.35+ ARM64	Details
mlx-0.32.2-cp314-cp314-macosx_26_0_arm64.whl 622.0 kB Aug 25, 2026	CPython 3.14	CPython 3.14	macOS 26.0+ ARM64	Details
mlx-0.32.2-cp314-cp314-macosx_15_0_arm64.whl 622.1 kB Aug 25, 2026	CPython 3.14	CPython 3.14	macOS 15.0+ ARM64	Details
mlx-0.32.2-cp314-cp314-macosx_14_0_arm64.whl 622.1 kB Aug 25, 2026	CPython 3.14	CPython 3.14	macOS 14.0+ ARM64	Details
mlx-0.32.2-cp313-cp313t-win_arm64.whl 625.7 kB Aug 25, 2026	CPython 3.13	CPython 3.13 free-threading	Windows ARM64	Details
mlx-0.32.2-cp313-cp313t-win_amd64.whl 652.1 kB Aug 25, 2026	CPython 3.13	CPython 3.13 free-threading	Windows x86-64	Details
mlx-0.32.2-cp313-cp313t-manylinux_2_35_x86_64.whl 751.1 kB Aug 25, 2026	CPython 3.13	CPython 3.13 free-threading	Linux glibc 2.35+ x86-64	Details
mlx-0.32.2-cp313-cp313t-manylinux_2_35_aarch64.whl 695.2 kB Aug 25, 2026	CPython 3.13	CPython 3.13 free-threading	Linux glibc 2.35+ ARM64	Details
mlx-0.32.2-cp313-cp313t-macosx_26_0_arm64.whl 644.9 kB Aug 25, 2026	CPython 3.13	CPython 3.13 free-threading	macOS 26.0+ ARM64	Details
mlx-0.32.2-cp313-cp313t-macosx_15_0_arm64.whl 645.0 kB Aug 25, 2026	CPython 3.13	CPython 3.13 free-threading	macOS 15.0+ ARM64	Details
mlx-0.32.2-cp313-cp313t-macosx_14_0_arm64.whl 645.0 kB Aug 25, 2026	CPython 3.13	CPython 3.13 free-threading	macOS 14.0+ ARM64	Details
mlx-0.32.2-cp313-cp313-win_arm64.whl 607.9 kB Aug 25, 2026	CPython 3.13	CPython 3.13	Windows ARM64	Details
mlx-0.32.2-cp313-cp313-win_amd64.whl 621.1 kB Aug 25, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
mlx-0.32.2-cp313-cp313-manylinux_2_35_x86_64.whl 743.3 kB Aug 25, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.35+ x86-64	Details
mlx-0.32.2-cp313-cp313-manylinux_2_35_aarch64.whl 680.0 kB Aug 25, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.35+ ARM64	Details
mlx-0.32.2-cp313-cp313-macosx_26_0_arm64.whl 619.4 kB Aug 25, 2026	CPython 3.13	CPython 3.13	macOS 26.0+ ARM64	Details
mlx-0.32.2-cp313-cp313-macosx_15_0_arm64.whl 619.4 kB Aug 25, 2026	CPython 3.13	CPython 3.13	macOS 15.0+ ARM64	Details
mlx-0.32.2-cp313-cp313-macosx_14_0_arm64.whl 619.4 kB Aug 25, 2026	CPython 3.13	CPython 3.13	macOS 14.0+ ARM64	Details
mlx-0.32.2-cp312-cp312-win_arm64.whl 607.9 kB Aug 25, 2026	CPython 3.12	CPython 3.12	Windows ARM64	Details
mlx-0.32.2-cp312-cp312-win_amd64.whl 621.0 kB Aug 25, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
mlx-0.32.2-cp312-cp312-manylinux_2_35_x86_64.whl 743.3 kB Aug 25, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.35+ x86-64	Details
mlx-0.32.2-cp312-cp312-manylinux_2_35_aarch64.whl 680.2 kB Aug 25, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.35+ ARM64	Details
mlx-0.32.2-cp312-cp312-macosx_26_0_arm64.whl 619.5 kB Aug 25, 2026	CPython 3.12	CPython 3.12	macOS 26.0+ ARM64	Details
mlx-0.32.2-cp312-cp312-macosx_15_0_arm64.whl 619.4 kB Aug 25, 2026	CPython 3.12	CPython 3.12	macOS 15.0+ ARM64	Details
mlx-0.32.2-cp312-cp312-macosx_14_0_arm64.whl 619.4 kB Aug 25, 2026	CPython 3.12	CPython 3.12	macOS 14.0+ ARM64	Details
mlx-0.32.2-cp311-cp311-win_arm64.whl 606.0 kB Aug 25, 2026	CPython 3.11	CPython 3.11	Windows ARM64	Details
mlx-0.32.2-cp311-cp311-win_amd64.whl 620.6 kB Aug 25, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
mlx-0.32.2-cp311-cp311-manylinux_2_35_x86_64.whl 749.6 kB Aug 25, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.35+ x86-64	Details
mlx-0.32.2-cp311-cp311-manylinux_2_35_aarch64.whl 710.3 kB Aug 25, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.35+ ARM64	Details
mlx-0.32.2-cp311-cp311-macosx_26_0_arm64.whl 626.0 kB Aug 25, 2026	CPython 3.11	CPython 3.11	macOS 26.0+ ARM64	Details
mlx-0.32.2-cp311-cp311-macosx_15_0_arm64.whl 625.9 kB Aug 25, 2026	CPython 3.11	CPython 3.11	macOS 15.0+ ARM64	Details
mlx-0.32.2-cp311-cp311-macosx_14_0_arm64.whl 625.9 kB Aug 25, 2026	CPython 3.11	CPython 3.11	macOS 14.0+ ARM64	Details
mlx-0.32.2-cp310-cp310-win_amd64.whl 620.9 kB Aug 25, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
mlx-0.32.2-cp310-cp310-manylinux_2_35_x86_64.whl 749.3 kB Aug 25, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.35+ x86-64	Details
mlx-0.32.2-cp310-cp310-manylinux_2_35_aarch64.whl 710.4 kB Aug 25, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.35+ ARM64	Details
mlx-0.32.2-cp310-cp310-macosx_26_0_arm64.whl 626.3 kB Aug 25, 2026	CPython 3.10	CPython 3.10	macOS 26.0+ ARM64	Details
mlx-0.32.2-cp310-cp310-macosx_15_0_arm64.whl 626.3 kB Aug 25, 2026	CPython 3.10	CPython 3.10	macOS 15.0+ ARM64	Details
mlx-0.32.2-cp310-cp310-macosx_14_0_arm64.whl 626.3 kB Aug 25, 2026	CPython 3.10	CPython 3.10	macOS 14.0+ ARM64	Details

Total release size: 31.4 MB

Release files / mlx-0.32.2-cp314-cp314t-win_arm64.whl

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Upload date	Aug 25, 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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/1f8e74e3f12f31365464a6867c6579f0e9b29d85/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/32834924963/attempts/1

Artifact

Subject: mlx-0.32.2-cp314-cp314t-win_arm64.whl
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Release files / mlx-0.32.2-cp314-cp314t-win_amd64.whl

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Upload date	Aug 25, 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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/1f8e74e3f12f31365464a6867c6579f0e9b29d85/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/32834924963/attempts/1

Artifact

Subject: mlx-0.32.2-cp314-cp314t-win_amd64.whl
SHA-256 checksum: 52e2912df37d5712947fafa1c9949da6a15c8cd5fa6eeb837aa42900a3619489 Verifying attestations

Release files / mlx-0.32.2-cp314-cp314t-manylinux_2_35_x86_64.whl

Download URL	mlx-0.32.2-cp314-cp314t-manylinux_2_35_x86_64.whl
Size	751.1 kB
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Upload date	Aug 25, 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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/1f8e74e3f12f31365464a6867c6579f0e9b29d85/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/32834924963/attempts/1

Artifact

Subject: mlx-0.32.2-cp314-cp314t-manylinux_2_35_x86_64.whl
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Release files / mlx-0.32.2-cp314-cp314t-manylinux_2_35_aarch64.whl

Download URL	mlx-0.32.2-cp314-cp314t-manylinux_2_35_aarch64.whl
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Upload date	Aug 25, 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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/1f8e74e3f12f31365464a6867c6579f0e9b29d85/.github/workflows/release.yml
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Release files / mlx-0.32.2-cp314-cp314t-macosx_26_0_arm64.whl

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Upload date	Aug 25, 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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

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Publishing configuration: github.com/ml-explore/mlx/blob/1f8e74e3f12f31365464a6867c6579f0e9b29d85/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/32834924963/attempts/1

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Release files / mlx-0.32.2-cp314-cp314t-macosx_15_0_arm64.whl

Download URL	mlx-0.32.2-cp314-cp314t-macosx_15_0_arm64.whl
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Upload date	Aug 25, 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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

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Publishing configuration: github.com/ml-explore/mlx/blob/1f8e74e3f12f31365464a6867c6579f0e9b29d85/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/32834924963/attempts/1

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Subject: mlx-0.32.2-cp314-cp314t-macosx_15_0_arm64.whl
SHA-256 checksum: 0007e4a071756c07c79f4762aa6ccc1d646da2621f5221f4467ee9419733e0e4 Verifying attestations

Release files / mlx-0.32.2-cp314-cp314t-macosx_14_0_arm64.whl

Download URL	mlx-0.32.2-cp314-cp314t-macosx_14_0_arm64.whl
Size	645.2 kB
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Upload date	Aug 25, 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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

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Publishing configuration: github.com/ml-explore/mlx/blob/1f8e74e3f12f31365464a6867c6579f0e9b29d85/.github/workflows/release.yml
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Artifact

Subject: mlx-0.32.2-cp314-cp314t-macosx_14_0_arm64.whl
SHA-256 checksum: 1a76fa10040ceb6b119f015e5edce7678387f2c73ec51818cfc1a22441910795 Verifying attestations

Release files / mlx-0.32.2-cp314-cp314-win_arm64.whl

Download URL	mlx-0.32.2-cp314-cp314-win_arm64.whl
Size	621.4 kB
Tags	CPython 3.14 Windows ARM64
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Upload date	Aug 25, 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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/1f8e74e3f12f31365464a6867c6579f0e9b29d85/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/32834924963/attempts/1

Artifact

Subject: mlx-0.32.2-cp314-cp314-win_arm64.whl
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Release files / mlx-0.32.2-cp314-cp314-win_amd64.whl

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Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/1f8e74e3f12f31365464a6867c6579f0e9b29d85

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Release files / mlx-0.32.2-cp314-cp314-manylinux_2_35_x86_64.whl

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Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/1f8e74e3f12f31365464a6867c6579f0e9b29d85

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Release files / mlx-0.32.2-cp314-cp314-manylinux_2_35_aarch64.whl

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Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/1f8e74e3f12f31365464a6867c6579f0e9b29d85

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Release files / mlx-0.32.2-cp314-cp314-macosx_26_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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

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Release files / mlx-0.32.2-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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

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Release files / mlx-0.32.2-cp314-cp314-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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

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Release files / mlx-0.32.2-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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

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Artifact

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Release files / mlx-0.32.2-cp313-cp313t-win_amd64.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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

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Release files / mlx-0.32.2-cp313-cp313t-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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

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Release files / mlx-0.32.2-cp313-cp313t-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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

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Artifact

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Release files / mlx-0.32.2-cp313-cp313t-macosx_26_0_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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

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Artifact

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Release files / mlx-0.32.2-cp313-cp313t-macosx_15_0_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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

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Artifact

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Release files / mlx-0.32.2-cp313-cp313t-macosx_14_0_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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

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Artifact

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Release files / mlx-0.32.2-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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

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Artifact

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Release files / mlx-0.32.2-cp313-cp313-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`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/1f8e74e3f12f31365464a6867c6579f0e9b29d85

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Artifact

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Release files / mlx-0.32.2-cp313-cp313-manylinux_2_35_x86_64.whl

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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
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Identity

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Publishing repository: github.com/ml-explore/mlx
Publishing commit: github.com/ml-explore/mlx/tree/1f8e74e3f12f31365464a6867c6579f0e9b29d85

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Release files / mlx-0.32.2-cp313-cp313-macosx_26_0_arm64.whl

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Publishing repository: github.com/ml-explore/mlx
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Publishing repository: github.com/ml-explore/mlx
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Identity

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Release files / mlx-0.32.2-cp312-cp312-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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

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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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

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Release files / mlx-0.32.2-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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

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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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

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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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

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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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

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Release files / mlx-0.32.2-cp312-cp312-macosx_14_0_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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

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Release files / mlx-0.32.2-cp311-cp311-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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

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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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

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Release files / mlx-0.32.2-cp311-cp311-manylinux_2_35_x86_64.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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

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Release files / mlx-0.32.2-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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

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Release files / mlx-0.32.2-cp311-cp311-macosx_26_0_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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

Workflow

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Publishing logs: github.com/ml-explore/mlx/actions/runs/32834924963/attempts/1

Artifact

Subject: mlx-0.32.2-cp311-cp311-macosx_26_0_arm64.whl
SHA-256 checksum: e0828c96a6b988afbe6f07cc39adc0470eba9121f7e356623a8fb9d9a6397533 Verifying attestations

Release files / mlx-0.32.2-cp311-cp311-macosx_15_0_arm64.whl

Download URL	mlx-0.32.2-cp311-cp311-macosx_15_0_arm64.whl
Size	625.9 kB
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Upload date	Aug 25, 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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/1f8e74e3f12f31365464a6867c6579f0e9b29d85/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/32834924963/attempts/1

Artifact

Subject: mlx-0.32.2-cp311-cp311-macosx_15_0_arm64.whl
SHA-256 checksum: e507dc67d268cf78254e17756f25057198fe74791508fcbd1e6d967673a8d374 Verifying attestations

Release files / mlx-0.32.2-cp311-cp311-macosx_14_0_arm64.whl

Download URL	mlx-0.32.2-cp311-cp311-macosx_14_0_arm64.whl
Size	625.9 kB
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Upload date	Aug 25, 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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/1f8e74e3f12f31365464a6867c6579f0e9b29d85/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/32834924963/attempts/1

Artifact

Subject: mlx-0.32.2-cp311-cp311-macosx_14_0_arm64.whl
SHA-256 checksum: 238b50d2ee3917c836e73f9446011518b79ff094940eb0107fa6cd17d02a2eca Verifying attestations

Release files / mlx-0.32.2-cp310-cp310-win_amd64.whl

Download URL	mlx-0.32.2-cp310-cp310-win_amd64.whl
Size	620.9 kB
Tags	CPython 3.10 Windows x86-64
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Upload date	Aug 25, 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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

Workflow

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Publishing logs: github.com/ml-explore/mlx/actions/runs/32834924963/attempts/1

Artifact

Subject: mlx-0.32.2-cp310-cp310-win_amd64.whl
SHA-256 checksum: b868f8e9c4f6d143c4977ae889960e7e5a5b07103ed50bcf00889be95a130335 Verifying attestations

Release files / mlx-0.32.2-cp310-cp310-manylinux_2_35_x86_64.whl

Download URL	mlx-0.32.2-cp310-cp310-manylinux_2_35_x86_64.whl
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Upload date	Aug 25, 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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/1f8e74e3f12f31365464a6867c6579f0e9b29d85/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/32834924963/attempts/1

Artifact

Subject: mlx-0.32.2-cp310-cp310-manylinux_2_35_x86_64.whl
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Release files / mlx-0.32.2-cp310-cp310-manylinux_2_35_aarch64.whl

Download URL	mlx-0.32.2-cp310-cp310-manylinux_2_35_aarch64.whl
Size	710.4 kB
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Upload date	Aug 25, 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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/1f8e74e3f12f31365464a6867c6579f0e9b29d85/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/32834924963/attempts/1

Artifact

Subject: mlx-0.32.2-cp310-cp310-manylinux_2_35_aarch64.whl
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Release files / mlx-0.32.2-cp310-cp310-macosx_26_0_arm64.whl

Download URL	mlx-0.32.2-cp310-cp310-macosx_26_0_arm64.whl
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Upload date	Aug 25, 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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/1f8e74e3f12f31365464a6867c6579f0e9b29d85/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/32834924963/attempts/1

Artifact

Subject: mlx-0.32.2-cp310-cp310-macosx_26_0_arm64.whl
SHA-256 checksum: a1d43722f22d95435ce344bacbaed09128b5b982b12a1b7d5f0b695696e7a84f Verifying attestations

Release files / mlx-0.32.2-cp310-cp310-macosx_15_0_arm64.whl

Download URL	mlx-0.32.2-cp310-cp310-macosx_15_0_arm64.whl
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Upload date	Aug 25, 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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/1f8e74e3f12f31365464a6867c6579f0e9b29d85/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/32834924963/attempts/1

Artifact

Subject: mlx-0.32.2-cp310-cp310-macosx_15_0_arm64.whl
SHA-256 checksum: c8b6ac97e9b0f0c3df50563af6a6e9aab72e9bc2872c8962fcfa84792013a1fe Verifying attestations

Release files / mlx-0.32.2-cp310-cp310-macosx_14_0_arm64.whl

Download URL	mlx-0.32.2-cp310-cp310-macosx_14_0_arm64.whl
Size	626.3 kB
Tags	CPython 3.10 macOS 14.0+ ARM64
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Upload date	Aug 25, 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/1f8e74e3f12f31365464a6867c6579f0e9b29d85

Workflow

Publishing configuration: github.com/ml-explore/mlx/blob/1f8e74e3f12f31365464a6867c6579f0e9b29d85/.github/workflows/release.yml
Publishing logs: github.com/ml-explore/mlx/actions/runs/32834924963/attempts/1

Artifact

Subject: mlx-0.32.2-cp310-cp310-macosx_14_0_arm64.whl
SHA-256 checksum: fe8c1ecdad687259944b76d67621b00536b00194557588a4604a45efcd238d8e Verifying attestations