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OmniMalloc

State-of-the-art static memory allocation for neural networks.

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OmniMalloc is a Python library for static memory allocation: given buffers with known sizes and lifetimes, assign offsets so that peak memory is minimized. This is the memory-planning step at the heart of ML compilers, embedded runtimes, and accelerator toolchains.

It ships a collection of allocators and allocation algorithms behind one API, implemented with an efficient C++ backend. This includes SuperMalloc, a new allocator that outperforms the best open-source alternatives (see benchmarks below). OmniMalloc also provides a rich benchmark harness and visualization tools to develop and evaluate new allocation strategies.

Installation

Install the latest release from PyPI:

pip install omnimalloc

Or install the development version directly from GitHub:

pip install git+https://github.com/fpedd/omnimalloc.git

Usage

import omnimalloc as om

pool = om.Pool(
    id="pool",
    allocations=(
        om.Allocation(id=0, size=64, start=0, end=10),
        om.Allocation(id=1, size=64, start=12, end=20),
        om.Allocation(id=2, size=32, start=5, end=15),
    ),
)

pool = om.allocate(pool, allocator="supermalloc", validate=True)

print(pool.size)  # 96
print([alloc.offset for alloc in pool.allocations])  # [0, 0, 64]

Lifetimes are half-open, [start, end): an allocation ending at t and one starting at t never conflict, so they may share the same addresses.

On a real problem, the result looks like this: 308 buffers of an ML workload packed with no wasted memory.

A solved allocation problem rendered as offset/time rectangles

See examples for allocator selection, visualization, custom allocation sources, and benchmarking.

Benchmarks

Solution quality vs. solve time across allocators

All figures on this page are generated from a deterministic benchmark run by scripts/generate_readme_assets.py. Run your own campaigns with the benchmark harness.

Development

# Initial setup
git clone git@github.com:fpedd/omnimalloc.git
cd omnimalloc
uv sync --all-extras --group dev

# Run tests, linting, type checking
uv run pytest
uv run ruff check --fix && uv run ruff format && uv run ty check

# Setup pre-commit hooks (run once)
uv run pre-commit install

# Run pre-commit checks manually
uv run pre-commit run --all-files

License

Copyright 2025-2026 Fabian Peddinghaus. Licensed under Apache 2.0 License. See LICENSE for details.

Metadata

Release files for omnimalloc 1.0.0

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

Source distribution (sdist)

Source distribution for omnimalloc 1.0.0
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Built distributions (wheels)

Table of built distributions (wheels) for omnimalloc 1.0.0
File
omnimalloc-1.0.0-cp314-cp314-win_amd64.whl CPython 3.14 CPython 3.14 Windows x86-64 Details
omnimalloc-1.0.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.14 CPython 3.14 Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 Details
omnimalloc-1.0.0-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl CPython 3.14 CPython 3.14 Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64 Details
omnimalloc-1.0.0-cp314-cp314-macosx_11_0_arm64.whl CPython 3.14 CPython 3.14 macOS 11.0+ ARM64 Details
omnimalloc-1.0.0-cp313-cp313-win_amd64.whl CPython 3.13 CPython 3.13 Windows x86-64 Details
omnimalloc-1.0.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.13 CPython 3.13 Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details
omnimalloc-1.0.0-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl CPython 3.13 CPython 3.13 Linux glibc 2.26+ ARM64, Linux glibc 2.28+ ARM64 Details
omnimalloc-1.0.0-cp313-cp313-macosx_11_0_arm64.whl CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details
omnimalloc-1.0.0-cp312-cp312-win_amd64.whl CPython 3.12 CPython 3.12 Windows x86-64 Details
omnimalloc-1.0.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 Details
omnimalloc-1.0.0-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl CPython 3.12 CPython 3.12 Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64 Details
omnimalloc-1.0.0-cp312-cp312-macosx_11_0_arm64.whl CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
omnimalloc-1.0.0-cp311-cp311-win_amd64.whl CPython 3.11 CPython 3.11 Windows x86-64 Details
omnimalloc-1.0.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 Details
omnimalloc-1.0.0-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl CPython 3.11 CPython 3.11 Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64 Details
omnimalloc-1.0.0-cp311-cp311-macosx_11_0_arm64.whl CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
omnimalloc-1.0.0-cp310-cp310-win_amd64.whl CPython 3.10 CPython 3.10 Windows x86-64 Details
omnimalloc-1.0.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.10 CPython 3.10 Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 Details
omnimalloc-1.0.0-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl CPython 3.10 CPython 3.10 Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64 Details
omnimalloc-1.0.0-cp310-cp310-macosx_11_0_arm64.whl CPython 3.10 CPython 3.10 macOS 11.0+ ARM64 Details

Total release size: 9.0 MB

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Release files / omnimalloc-1.0.0-cp310-cp310-win_amd64.whl

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Release files / omnimalloc-1.0.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

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Release files / omnimalloc-1.0.0-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

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Release files / omnimalloc-1.0.0-cp310-cp310-macosx_11_0_arm64.whl

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