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SparseDiffPy

Python bindings for SparseDiffEngine, a C library for computing sparse Jacobians and Hessians.

Installation

pip install sparsediffpy

Usage

from sparsediffpy import _sparsediffengine

Free-threaded Python

Wheels are published for free-threaded CPython 3.14 (cp314t) as well as the default builds. There is no cp313t wheel because NumPy ships none from 2.5 onwards, so that build would have to compile NumPy from source.

The extension declares that it does not need the GIL, so importing it leaves free threading enabled. Distinct problems can be built and evaluated concurrently from different threads: the engine keeps no mutable global state, every problem and expression owns its own buffers, and all inputs and outputs are copied at the boundary. This assumes a default build, since SP_TRACK_MEMORY adds global allocation counters that are not thread-safe.

A single problem or expression capsule is not thread-safe. Do not call into the same problem from two threads at once, and do not share expression capsules between problems that are evaluated concurrently. Note that expr::refcount is a plain int, so breaking this rule corrupts the heap rather than merely interleaving calls, as it would under the GIL.

License

Apache License 2.0

Metadata

Release files for sparsediffpy 0.8.0

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

Source distribution (sdist)

Source distribution for sparsediffpy 0.8.0
File Size Uploaded
sparsediffpy-0.8.0.tar.gz 298.0 kB Details

Built distributions (wheels)

Table of built distributions (wheels) for sparsediffpy 0.8.0
File
sparsediffpy-0.8.0-cp315-cp315t-win_amd64.whl CPython 3.15 CPython 3.15 free-threading Windows x86-64 Details
sparsediffpy-0.8.0-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.15 CPython 3.15 free-threading Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details
sparsediffpy-0.8.0-cp315-cp315t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl CPython 3.15 CPython 3.15 free-threading Linux glibc 2.28+ ARM64, Linux glibc 2.27+ ARM64 Details
sparsediffpy-0.8.0-cp315-cp315t-macosx_10_15_x86_64.whl CPython 3.15 CPython 3.15 free-threading macOS 10.15+ x86-64 Details
sparsediffpy-0.8.0-cp315-cp315t-macosx_10_15_universal2.whl CPython 3.15 CPython 3.15 free-threading macOS 10.15+ universal2 (ARM64, x86-64) Details
sparsediffpy-0.8.0-cp315-cp315-win_amd64.whl CPython 3.15 CPython 3.15 Windows x86-64 Details
sparsediffpy-0.8.0-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.15 CPython 3.15 Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 Details
sparsediffpy-0.8.0-cp315-cp315-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl CPython 3.15 CPython 3.15 Linux glibc 2.27+ ARM64, Linux glibc 2.28+ ARM64 Details
sparsediffpy-0.8.0-cp315-cp315-macosx_10_15_x86_64.whl CPython 3.15 CPython 3.15 macOS 10.15+ x86-64 Details
sparsediffpy-0.8.0-cp315-cp315-macosx_10_15_universal2.whl CPython 3.15 CPython 3.15 macOS 10.15+ universal2 (ARM64, x86-64) Details
sparsediffpy-0.8.0-cp314-cp314t-win_amd64.whl CPython 3.14 CPython 3.14 free-threading Windows x86-64 Details
sparsediffpy-0.8.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details
sparsediffpy-0.8.0-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.27+ ARM64, Linux glibc 2.28+ ARM64 Details
sparsediffpy-0.8.0-cp314-cp314t-macosx_10_15_x86_64.whl CPython 3.14 CPython 3.14 free-threading macOS 10.15+ x86-64 Details
sparsediffpy-0.8.0-cp314-cp314t-macosx_10_15_universal2.whl CPython 3.14 CPython 3.14 free-threading macOS 10.15+ universal2 (ARM64, x86-64) Details
sparsediffpy-0.8.0-cp314-cp314-win_amd64.whl CPython 3.14 CPython 3.14 Windows x86-64 Details
sparsediffpy-0.8.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.14 CPython 3.14 Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details
sparsediffpy-0.8.0-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl CPython 3.14 CPython 3.14 Linux glibc 2.27+ ARM64, Linux glibc 2.28+ ARM64 Details
sparsediffpy-0.8.0-cp314-cp314-macosx_10_15_x86_64.whl CPython 3.14 CPython 3.14 macOS 10.15+ x86-64 Details
sparsediffpy-0.8.0-cp314-cp314-macosx_10_15_universal2.whl CPython 3.14 CPython 3.14 macOS 10.15+ universal2 (ARM64, x86-64) Details
sparsediffpy-0.8.0-cp313-cp313-win_amd64.whl CPython 3.13 CPython 3.13 Windows x86-64 Details
sparsediffpy-0.8.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.13 CPython 3.13 Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 Details
sparsediffpy-0.8.0-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl CPython 3.13 CPython 3.13 Linux glibc 2.28+ ARM64, Linux glibc 2.27+ ARM64 Details
sparsediffpy-0.8.0-cp313-cp313-macosx_10_13_x86_64.whl CPython 3.13 CPython 3.13 macOS 10.13+ x86-64 Details
sparsediffpy-0.8.0-cp313-cp313-macosx_10_13_universal2.whl CPython 3.13 CPython 3.13 macOS 10.13+ universal2 (ARM64, x86-64) Details
sparsediffpy-0.8.0-cp312-cp312-win_amd64.whl CPython 3.12 CPython 3.12 Windows x86-64 Details
sparsediffpy-0.8.0-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
sparsediffpy-0.8.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl CPython 3.12 CPython 3.12 Linux glibc 2.27+ ARM64, Linux glibc 2.28+ ARM64 Details
sparsediffpy-0.8.0-cp312-cp312-macosx_10_13_x86_64.whl CPython 3.12 CPython 3.12 macOS 10.13+ x86-64 Details
sparsediffpy-0.8.0-cp312-cp312-macosx_10_13_universal2.whl CPython 3.12 CPython 3.12 macOS 10.13+ universal2 (ARM64, x86-64) Details
sparsediffpy-0.8.0-cp311-cp311-win_amd64.whl CPython 3.11 CPython 3.11 Windows x86-64 Details
sparsediffpy-0.8.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details
sparsediffpy-0.8.0-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl CPython 3.11 CPython 3.11 Linux glibc 2.28+ ARM64, Linux glibc 2.27+ ARM64 Details
sparsediffpy-0.8.0-cp311-cp311-macosx_10_9_x86_64.whl CPython 3.11 CPython 3.11 macOS 10.9+ x86-64 Details
sparsediffpy-0.8.0-cp311-cp311-macosx_10_9_universal2.whl CPython 3.11 CPython 3.11 macOS 10.9+ universal2 (ARM64, x86-64) Details

Total release size: 128.2 MB

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This release

0.8.0 This release

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0.6.1

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0.4.0

21 release files

0.3.0

21 release files

0.2.2

21 release files

0.2.1

21 release files

0.2.0

21 release files

0.1.6

21 release files

0.1.5

21 release files

0.1.4

21 release files

0.1.3

21 release files

0.1.2

21 release files

0.1.1

21 release files

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