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flopsearch

Python package providing an implementation of the FLOP causal discovery algorithm for linear additive noise models.

Installation

flopsearch can be installed via pip:

pip install flopsearch

Citing FLOP

If you use FLOP in your scientific work, please cite this paper:

@article{embracing2025,
  author  = {Marcel Wien{\"o}bst and Leonard Henckel and Sebastian Weichwald},
  title   = {{Embracing Discrete Search: A Reasonable Approach to Causal Structure Learning}},
  journal = {{arXiv preprint arXiv:2510.04970}},
  year    = {2025}
}

Example

A simple example run of the FLOP algorithm provided by flopsearch.

import flopsearch
import numpy as np
from scipy import linalg

p = 10
W = np.diag(np.ones(p - 1), 1)
X = np.random.randn(10000, p).dot(linalg.inv(np.eye(p) - W))
X_std = (X - np.mean(X, axis=0)) / np.std(X, axis=0)
flopsearch.flop(X_std, 2.0, restarts=50)

Input and Output

As input, FLOP takes the data matrix, the BIC penalty parameter (we recommend 2.0 as a default choice) and either a timeout (in seconds) or the number of ILS restarts to control how long the search runs.

The output of FLOP is a CPDAG encoded with an adjacency matrix whose entry in row i and column j is 1 in case of a directed edge from the i-th to the j-th variable and 2 in case of an undirected edge between those variables (in case of an undirected edge, the entry in row j and column i is also 2, that is each undirected edge induces two 2's in the matrix).

Metadata

Release files for flopsearch 0.3.0

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

Source distribution (sdist)

Source distribution for flopsearch 0.3.0
File Size Uploaded Provenance Actions
flopsearch-0.3.0.tar.gz 27.3 kB Without provenance Details for flopsearch-0.3.0.tar.gz

Built distributions (wheels)

Table of built distributions (wheels) for flopsearch 0.3.0
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flopsearch-0.3.0-pp311-pypy311_pp73-musllinux_1_2_x86_64.whl PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ x86-64 Details for flopsearch-0.3.0-pp311-pypy311_pp73-musllinux_1_2_x86_64.whl
flopsearch-0.3.0-pp311-pypy311_pp73-musllinux_1_2_i686.whl PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ x86-32 Details for flopsearch-0.3.0-pp311-pypy311_pp73-musllinux_1_2_i686.whl
flopsearch-0.3.0-pp311-pypy311_pp73-musllinux_1_2_armv7l.whl PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ ARMv7l Details for flopsearch-0.3.0-pp311-pypy311_pp73-musllinux_1_2_armv7l.whl
flopsearch-0.3.0-pp311-pypy311_pp73-musllinux_1_2_aarch64.whl PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ ARM64 Details for flopsearch-0.3.0-pp311-pypy311_pp73-musllinux_1_2_aarch64.whl
flopsearch-0.3.0-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ x86-64 Details for flopsearch-0.3.0-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
flopsearch-0.3.0-pp311-pypy311_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ IBM System/390x Details for flopsearch-0.3.0-pp311-pypy311_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl
flopsearch-0.3.0-pp311-pypy311_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ PowerPC 64-le Details for flopsearch-0.3.0-pp311-pypy311_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
flopsearch-0.3.0-pp311-pypy311_pp73-manylinux_2_17_i686.manylinux2014_i686.whl PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ x86-32 Details for flopsearch-0.3.0-pp311-pypy311_pp73-manylinux_2_17_i686.manylinux2014_i686.whl
flopsearch-0.3.0-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ ARMv7l Details for flopsearch-0.3.0-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
flopsearch-0.3.0-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ ARM64 Details for flopsearch-0.3.0-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
flopsearch-0.3.0-cp314-cp314t-musllinux_1_2_x86_64.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64 Details for flopsearch-0.3.0-cp314-cp314t-musllinux_1_2_x86_64.whl
flopsearch-0.3.0-cp314-cp314t-musllinux_1_2_i686.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-32 Details for flopsearch-0.3.0-cp314-cp314t-musllinux_1_2_i686.whl
flopsearch-0.3.0-cp314-cp314t-musllinux_1_2_armv7l.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARMv7l Details for flopsearch-0.3.0-cp314-cp314t-musllinux_1_2_armv7l.whl
flopsearch-0.3.0-cp314-cp314t-musllinux_1_2_aarch64.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARM64 Details for flopsearch-0.3.0-cp314-cp314t-musllinux_1_2_aarch64.whl
flopsearch-0.3.0-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ IBM System/390x Details for flopsearch-0.3.0-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl
flopsearch-0.3.0-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ PowerPC 64-le Details for flopsearch-0.3.0-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
flopsearch-0.3.0-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARMv7l Details for flopsearch-0.3.0-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
flopsearch-0.3.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARM64 Details for flopsearch-0.3.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
flopsearch-0.3.0-cp314-cp314-win_amd64.whl CPython 3.14 CPython 3.14 Windows x86-64 Details for flopsearch-0.3.0-cp314-cp314-win_amd64.whl
flopsearch-0.3.0-cp314-cp314-win32.whl CPython 3.14 CPython 3.14 Windows x86-32 Details for flopsearch-0.3.0-cp314-cp314-win32.whl
flopsearch-0.3.0-cp314-cp314-musllinux_1_2_x86_64.whl CPython 3.14 CPython 3.14 Linux musl 1.2+ x86-64 Details for flopsearch-0.3.0-cp314-cp314-musllinux_1_2_x86_64.whl
flopsearch-0.3.0-cp314-cp314-musllinux_1_2_i686.whl CPython 3.14 CPython 3.14 Linux musl 1.2+ x86-32 Details for flopsearch-0.3.0-cp314-cp314-musllinux_1_2_i686.whl
flopsearch-0.3.0-cp314-cp314-musllinux_1_2_armv7l.whl CPython 3.14 CPython 3.14 Linux musl 1.2+ ARMv7l Details for flopsearch-0.3.0-cp314-cp314-musllinux_1_2_armv7l.whl
flopsearch-0.3.0-cp314-cp314-musllinux_1_2_aarch64.whl CPython 3.14 CPython 3.14 Linux musl 1.2+ ARM64 Details for flopsearch-0.3.0-cp314-cp314-musllinux_1_2_aarch64.whl
flopsearch-0.3.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.14 CPython 3.14 Linux glibc 2.17+ x86-64 Details for flopsearch-0.3.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
flopsearch-0.3.0-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.14 CPython 3.14 Linux glibc 2.17+ IBM System/390x Details for flopsearch-0.3.0-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl
flopsearch-0.3.0-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.14 CPython 3.14 Linux glibc 2.17+ PowerPC 64-le Details for flopsearch-0.3.0-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
flopsearch-0.3.0-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl CPython 3.14 CPython 3.14 Linux glibc 2.17+ x86-32 Details for flopsearch-0.3.0-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl
flopsearch-0.3.0-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.14 CPython 3.14 Linux glibc 2.17+ ARMv7l Details for flopsearch-0.3.0-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
flopsearch-0.3.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.14 CPython 3.14 Linux glibc 2.17+ ARM64 Details for flopsearch-0.3.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
flopsearch-0.3.0-cp314-cp314-macosx_11_0_arm64.whl CPython 3.14 CPython 3.14 macOS 11.0+ ARM64 Details for flopsearch-0.3.0-cp314-cp314-macosx_11_0_arm64.whl
flopsearch-0.3.0-cp314-cp314-macosx_10_12_x86_64.whl CPython 3.14 CPython 3.14 macOS 10.12+ x86-64 Details for flopsearch-0.3.0-cp314-cp314-macosx_10_12_x86_64.whl
flopsearch-0.3.0-cp313-cp313t-musllinux_1_2_x86_64.whl CPython 3.13 CPython 3.13 free-threading Linux musl 1.2+ x86-64 Details for flopsearch-0.3.0-cp313-cp313t-musllinux_1_2_x86_64.whl
flopsearch-0.3.0-cp313-cp313t-musllinux_1_2_i686.whl CPython 3.13 CPython 3.13 free-threading Linux musl 1.2+ x86-32 Details for flopsearch-0.3.0-cp313-cp313t-musllinux_1_2_i686.whl
flopsearch-0.3.0-cp313-cp313t-musllinux_1_2_armv7l.whl CPython 3.13 CPython 3.13 free-threading Linux musl 1.2+ ARMv7l Details for flopsearch-0.3.0-cp313-cp313t-musllinux_1_2_armv7l.whl
flopsearch-0.3.0-cp313-cp313t-musllinux_1_2_aarch64.whl CPython 3.13 CPython 3.13 free-threading Linux musl 1.2+ ARM64 Details for flopsearch-0.3.0-cp313-cp313t-musllinux_1_2_aarch64.whl
flopsearch-0.3.0-cp313-cp313t-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.13 CPython 3.13 free-threading Linux glibc 2.17+ IBM System/390x Details for flopsearch-0.3.0-cp313-cp313t-manylinux_2_17_s390x.manylinux2014_s390x.whl
flopsearch-0.3.0-cp313-cp313t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.13 CPython 3.13 free-threading Linux glibc 2.17+ PowerPC 64-le Details for flopsearch-0.3.0-cp313-cp313t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
flopsearch-0.3.0-cp313-cp313t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.13 CPython 3.13 free-threading Linux glibc 2.17+ ARMv7l Details for flopsearch-0.3.0-cp313-cp313t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
flopsearch-0.3.0-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.13 CPython 3.13 free-threading Linux glibc 2.17+ ARM64 Details for flopsearch-0.3.0-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
flopsearch-0.3.0-cp313-cp313-win_amd64.whl CPython 3.13 CPython 3.13 Windows x86-64 Details for flopsearch-0.3.0-cp313-cp313-win_amd64.whl
flopsearch-0.3.0-cp313-cp313-musllinux_1_2_x86_64.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-64 Details for flopsearch-0.3.0-cp313-cp313-musllinux_1_2_x86_64.whl
flopsearch-0.3.0-cp313-cp313-musllinux_1_2_i686.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-32 Details for flopsearch-0.3.0-cp313-cp313-musllinux_1_2_i686.whl
flopsearch-0.3.0-cp313-cp313-musllinux_1_2_armv7l.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ ARMv7l Details for flopsearch-0.3.0-cp313-cp313-musllinux_1_2_armv7l.whl
flopsearch-0.3.0-cp313-cp313-musllinux_1_2_aarch64.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ ARM64 Details for flopsearch-0.3.0-cp313-cp313-musllinux_1_2_aarch64.whl
flopsearch-0.3.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ x86-64 Details for flopsearch-0.3.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
flopsearch-0.3.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ IBM System/390x Details for flopsearch-0.3.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl
flopsearch-0.3.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ PowerPC 64-le Details for flopsearch-0.3.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
flopsearch-0.3.0-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ x86-32 Details for flopsearch-0.3.0-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl
flopsearch-0.3.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARMv7l Details for flopsearch-0.3.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
flopsearch-0.3.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARM64 Details for flopsearch-0.3.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
flopsearch-0.3.0-cp313-cp313-macosx_11_0_arm64.whl CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details for flopsearch-0.3.0-cp313-cp313-macosx_11_0_arm64.whl
flopsearch-0.3.0-cp313-cp313-macosx_10_12_x86_64.whl CPython 3.13 CPython 3.13 macOS 10.12+ x86-64 Details for flopsearch-0.3.0-cp313-cp313-macosx_10_12_x86_64.whl
flopsearch-0.3.0-cp312-cp312-win_amd64.whl CPython 3.12 CPython 3.12 Windows x86-64 Details for flopsearch-0.3.0-cp312-cp312-win_amd64.whl
flopsearch-0.3.0-cp312-cp312-musllinux_1_2_x86_64.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-64 Details for flopsearch-0.3.0-cp312-cp312-musllinux_1_2_x86_64.whl
flopsearch-0.3.0-cp312-cp312-musllinux_1_2_i686.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-32 Details for flopsearch-0.3.0-cp312-cp312-musllinux_1_2_i686.whl
flopsearch-0.3.0-cp312-cp312-musllinux_1_2_armv7l.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ ARMv7l Details for flopsearch-0.3.0-cp312-cp312-musllinux_1_2_armv7l.whl
flopsearch-0.3.0-cp312-cp312-musllinux_1_2_aarch64.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ ARM64 Details for flopsearch-0.3.0-cp312-cp312-musllinux_1_2_aarch64.whl
flopsearch-0.3.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-64 Details for flopsearch-0.3.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
flopsearch-0.3.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ IBM System/390x Details for flopsearch-0.3.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl
flopsearch-0.3.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ PowerPC 64-le Details for flopsearch-0.3.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
flopsearch-0.3.0-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-32 Details for flopsearch-0.3.0-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl
flopsearch-0.3.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARMv7l Details for flopsearch-0.3.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
flopsearch-0.3.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARM64 Details for flopsearch-0.3.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
flopsearch-0.3.0-cp312-cp312-macosx_11_0_arm64.whl CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details for flopsearch-0.3.0-cp312-cp312-macosx_11_0_arm64.whl
flopsearch-0.3.0-cp312-cp312-macosx_10_12_x86_64.whl CPython 3.12 CPython 3.12 macOS 10.12+ x86-64 Details for flopsearch-0.3.0-cp312-cp312-macosx_10_12_x86_64.whl
flopsearch-0.3.0-cp311-cp311-win_amd64.whl CPython 3.11 CPython 3.11 Windows x86-64 Details for flopsearch-0.3.0-cp311-cp311-win_amd64.whl
flopsearch-0.3.0-cp311-cp311-musllinux_1_2_x86_64.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-64 Details for flopsearch-0.3.0-cp311-cp311-musllinux_1_2_x86_64.whl
flopsearch-0.3.0-cp311-cp311-musllinux_1_2_i686.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-32 Details for flopsearch-0.3.0-cp311-cp311-musllinux_1_2_i686.whl
flopsearch-0.3.0-cp311-cp311-musllinux_1_2_armv7l.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ ARMv7l Details for flopsearch-0.3.0-cp311-cp311-musllinux_1_2_armv7l.whl
flopsearch-0.3.0-cp311-cp311-musllinux_1_2_aarch64.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ ARM64 Details for flopsearch-0.3.0-cp311-cp311-musllinux_1_2_aarch64.whl
flopsearch-0.3.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-64 Details for flopsearch-0.3.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
flopsearch-0.3.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ IBM System/390x Details for flopsearch-0.3.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl
flopsearch-0.3.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ PowerPC 64-le Details for flopsearch-0.3.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
flopsearch-0.3.0-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-32 Details for flopsearch-0.3.0-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl
flopsearch-0.3.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARMv7l Details for flopsearch-0.3.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
flopsearch-0.3.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARM64 Details for flopsearch-0.3.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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Release files / flopsearch-0.3.0-cp313-cp313t-musllinux_1_2_x86_64.whl

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Release files / flopsearch-0.3.0-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl

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Release files / flopsearch-0.3.0-cp312-cp312-macosx_11_0_arm64.whl

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Release files / flopsearch-0.3.0-cp311-cp311-musllinux_1_2_x86_64.whl

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Release files / flopsearch-0.3.0-cp311-cp311-musllinux_1_2_i686.whl

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Release files / flopsearch-0.3.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / flopsearch-0.3.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl

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Release files / flopsearch-0.3.0-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl

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Release files / flopsearch-0.3.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

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Release files / flopsearch-0.3.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Release files / flopsearch-0.3.0-cp311-cp311-macosx_11_0_arm64.whl

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Release files / flopsearch-0.3.0-cp311-cp311-macosx_10_12_x86_64.whl

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Release files / flopsearch-0.3.0-cp310-cp310-win_amd64.whl

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Release files / flopsearch-0.3.0-cp310-cp310-musllinux_1_2_x86_64.whl

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Release files / flopsearch-0.3.0-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

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Release files / flopsearch-0.3.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Release files / flopsearch-0.3.0-cp38-cp38-musllinux_1_2_x86_64.whl

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Release files / flopsearch-0.3.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / flopsearch-0.3.0-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl

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Release files / flopsearch-0.3.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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