complexipy

Blazingly fast cognitive complexity analysis for Python, written in Rust.

Installation • Quick Start • Integrations • Learn More • Documentation • Changelog • Complexipy Teams

What is Cognitive Complexity?

Cognitive complexity measures how hard code is to understand by humans, not machines.

Unlike traditional metrics like cyclomatic complexity, cognitive complexity accounts for nesting depth and control flow patterns that affect human comprehension. Inspired by G. Ann Campbell's research at SonarSource, complexipy provides a fast, accurate implementation for Python.

Key benefits:

Human-focused - Penalizes nesting, flow breaks, and human-unfriendly logic
Actionable insights - Identifies genuinely hard-to-maintain code
Different from cyclomatic - Measures readability while cyclomatic measures structural, testing, and branch density

Common Questions

How is complexity calculated? Learn about the scoring algorithm, what each control structure contributes, and how nesting affects the final score.

How does this compare to Ruff's PLR0912? Understand the key differences between cyclomatic complexity (Ruff) and cognitive complexity (complexipy), and why you might want to use both.

Is this a SonarSource/Sonar product? No. complexipy is an independent project inspired by G. Ann Campbell's research, but it's not affiliated with or endorsed by SonarSource.

Installation

pip install complexipy
# or
uv add complexipy
# or
uv tool install complexipy

Quick Start

Command Line

# Analyze the current directory
complexipy .

# Set a custom threshold
complexipy . --max-complexity-allowed 10

# Show failing functions with refactor suggestions
complexipy . --failed --suggest-refactors

# Save results to JSON
complexipy . --output-format json

# Block regressions against a git reference
complexipy . --diff main

# Exclude paths with glob patterns
complexipy . --exclude "tests/**"

Python API

from complexipy import file_complexity

# Analyze a file
result = file_complexity("app.py", check_script=True)
print(f"File complexity: {result.complexity}")

for func in result.functions:
    print(f"{func.name}: {func.complexity}")

Integrations

🔧 GitHub Actions

- uses: rohaquinlop/complexipy-action@v2
  with:
      paths: .
      max_complexity_allowed: 10
      output_format: json

🪝 Pre-commit Hook

repos:
    - repo: https://github.com/rohaquinlop/complexipy-pre-commit
      rev: v5.1.0
      hooks:
          - id: complexipy

🔌 VS Code Extension

Install from the marketplace It runs the complexipy language server, so install complexipy too (uv tool install complexipy). Inlay hints, hover, and warnings update as you type.

🧩 Editor Integration

Every editor uses complexipy lsp, a language server with inlay hints, hover, and warnings. See Editor Integration for the VS Code, Neovim, and Zed setup.

Learn More

Usage Guide - every CLI flag, configuration files, snapshots, complexity diff, and inline ignores
Editor Integration - the language server, inlay hints, and the VS Code, Neovim, and Zed setup
API Reference - the complete Python API
Understanding Scores - how the scoring algorithm works
Comparison with Ruff - cognitive vs cyclomatic complexity
Refactoring Rules - the rules behind --suggest-refactors
Changelog - what changed in each release

_{Inspired by the Cognitive Complexity research by G. Ann Campbell}
_{complexipy is an independent project and is not affiliated with or endorsed by SonarSource}

Documentation • PyPI • GitHub

_{Built with ❤️ by @rohaquinlop and contributors}

Metadata

Release files for complexipy 8.1.0

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

Source distribution (sdist)

Source distribution for complexipy 8.1.0
File	Size	Uploaded	Provenance	Actions
complexipy-8.1.0.tar.gz	157.5 kB	Oct 19, 2026	Without provenance	Details for complexipy-8.1.0.tar.gz

Built distributions (wheels)

Total release size: 502.0 MB

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Release files / complexipy-8.1.0-cp314-cp314t-manylinux_2_17_i686.manylinux2014_i686.whl

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Size	4.6 MB
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Release files / complexipy-8.1.0-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

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Size	4.2 MB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARMv7l
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Release files / complexipy-8.1.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	complexipy-8.1.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	4.3 MB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARM64
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Upload date	Oct 19, 2026
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Release files / complexipy-8.1.0-cp314-cp314-win_amd64.whl

Download URL	complexipy-8.1.0-cp314-cp314-win_amd64.whl
Size	3.8 MB
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / complexipy-8.1.0-cp314-cp314-win32.whl

Download URL	complexipy-8.1.0-cp314-cp314-win32.whl
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Upload date	Oct 19, 2026
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Release files / complexipy-8.1.0-cp314-cp314-musllinux_1_2_x86_64.whl

Download URL	complexipy-8.1.0-cp314-cp314-musllinux_1_2_x86_64.whl
Size	4.6 MB
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Release files / complexipy-8.1.0-cp314-cp314-musllinux_1_2_aarch64.whl

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Size	4.5 MB
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Release files / complexipy-8.1.0-cp314-cp314-manylinux_2_31_riscv64.whl

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Size	4.3 MB
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Upload date	Oct 19, 2026
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Release files / complexipy-8.1.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Size	4.3 MB
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Release files / complexipy-8.1.0-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl

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Size	4.4 MB
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Upload date	Oct 19, 2026
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Release files / complexipy-8.1.0-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

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Size	4.9 MB
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Upload date	Oct 19, 2026
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Release files / complexipy-8.1.0-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	complexipy-8.1.0-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl
Size	4.6 MB
Tags	CPython 3.14 Linux glibc 2.17+ x86-32
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Upload date	Oct 19, 2026
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Release files / complexipy-8.1.0-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	complexipy-8.1.0-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	4.2 MB
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Upload date	Oct 19, 2026
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Release files / complexipy-8.1.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	complexipy-8.1.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	4.3 MB
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Release files / complexipy-8.1.0-cp314-cp314-macosx_11_0_arm64.whl

Download URL	complexipy-8.1.0-cp314-cp314-macosx_11_0_arm64.whl
Size	3.9 MB
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Release files / complexipy-8.1.0-cp314-cp314-macosx_10_12_x86_64.whl

Download URL	complexipy-8.1.0-cp314-cp314-macosx_10_12_x86_64.whl
Size	4.0 MB
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Release files / complexipy-8.1.0-cp313-cp313-win_amd64.whl

Download URL	complexipy-8.1.0-cp313-cp313-win_amd64.whl
Size	3.8 MB
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / complexipy-8.1.0-cp313-cp313-win32.whl

Download URL	complexipy-8.1.0-cp313-cp313-win32.whl
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / complexipy-8.1.0-cp313-cp313-musllinux_1_2_x86_64.whl

Download URL	complexipy-8.1.0-cp313-cp313-musllinux_1_2_x86_64.whl
Size	4.6 MB
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Upload date	Oct 19, 2026
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / complexipy-8.1.0-cp313-cp313-musllinux_1_2_aarch64.whl

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Size	4.5 MB
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Release files / complexipy-8.1.0-cp313-cp313-manylinux_2_31_riscv64.whl

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Size	4.3 MB
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Release files / complexipy-8.1.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Size	4.3 MB
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Release files / complexipy-8.1.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl

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Release files / complexipy-8.1.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

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Size	4.9 MB
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Upload date	Oct 19, 2026
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Release files / complexipy-8.1.0-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	complexipy-8.1.0-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl
Size	4.6 MB
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Upload date	Oct 19, 2026
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Release files / complexipy-8.1.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

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Size	4.2 MB
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Upload date	Oct 19, 2026
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / complexipy-8.1.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	complexipy-8.1.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	4.3 MB
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Upload date	Oct 19, 2026
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / complexipy-8.1.0-cp313-cp313-macosx_11_0_arm64.whl

Download URL	complexipy-8.1.0-cp313-cp313-macosx_11_0_arm64.whl
Size	3.9 MB
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Upload date	Oct 19, 2026
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / complexipy-8.1.0-cp313-cp313-macosx_10_12_x86_64.whl

Download URL	complexipy-8.1.0-cp313-cp313-macosx_10_12_x86_64.whl
Size	4.0 MB
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Upload date	Oct 19, 2026
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / complexipy-8.1.0-cp312-cp312-win_amd64.whl

Download URL	complexipy-8.1.0-cp312-cp312-win_amd64.whl
Size	3.8 MB
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Release files / complexipy-8.1.0-cp312-cp312-win32.whl

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Release files / complexipy-8.1.0-cp312-cp312-musllinux_1_2_x86_64.whl

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Size	4.6 MB
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Release files / complexipy-8.1.0-cp312-cp312-musllinux_1_2_aarch64.whl

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Release files / complexipy-8.1.0-cp312-cp312-manylinux_2_31_riscv64.whl

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Release files / complexipy-8.1.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / complexipy-8.1.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl

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Size	4.4 MB
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Release files / complexipy-8.1.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

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Size	4.9 MB
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Release files / complexipy-8.1.0-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl

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Size	4.6 MB
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Release files / complexipy-8.1.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

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Size	4.2 MB
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Release files / complexipy-8.1.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Size	4.3 MB
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Release files / complexipy-8.1.0-cp312-cp312-macosx_11_0_arm64.whl

Download URL	complexipy-8.1.0-cp312-cp312-macosx_11_0_arm64.whl
Size	3.9 MB
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Release files / complexipy-8.1.0-cp312-cp312-macosx_10_12_x86_64.whl

Download URL	complexipy-8.1.0-cp312-cp312-macosx_10_12_x86_64.whl
Size	4.0 MB
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Release files / complexipy-8.1.0-cp311-cp311-win_amd64.whl

Download URL	complexipy-8.1.0-cp311-cp311-win_amd64.whl
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / complexipy-8.1.0-cp311-cp311-win32.whl

Download URL	complexipy-8.1.0-cp311-cp311-win32.whl
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Release files / complexipy-8.1.0-cp311-cp311-musllinux_1_2_x86_64.whl

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Size	4.6 MB
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Release files / complexipy-8.1.0-cp311-cp311-musllinux_1_2_aarch64.whl

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Release files / complexipy-8.1.0-cp311-cp311-manylinux_2_31_riscv64.whl

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Release files / complexipy-8.1.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Size	4.3 MB
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Release files / complexipy-8.1.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl

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Release files / complexipy-8.1.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

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Release files / complexipy-8.1.0-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl

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Release files / complexipy-8.1.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

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Release files / complexipy-8.1.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Release files / complexipy-8.1.0-cp311-cp311-macosx_11_0_arm64.whl

Download URL	complexipy-8.1.0-cp311-cp311-macosx_11_0_arm64.whl
Size	4.0 MB
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Release files / complexipy-8.1.0-cp311-cp311-macosx_10_12_x86_64.whl

Download URL	complexipy-8.1.0-cp311-cp311-macosx_10_12_x86_64.whl
Size	4.0 MB
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / complexipy-8.1.0-cp310-cp310-win_amd64.whl

Download URL	complexipy-8.1.0-cp310-cp310-win_amd64.whl
Size	3.8 MB
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / complexipy-8.1.0-cp310-cp310-win32.whl

Download URL	complexipy-8.1.0-cp310-cp310-win32.whl
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Release files / complexipy-8.1.0-cp310-cp310-musllinux_1_2_x86_64.whl

Download URL	complexipy-8.1.0-cp310-cp310-musllinux_1_2_x86_64.whl
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / complexipy-8.1.0-cp310-cp310-musllinux_1_2_aarch64.whl

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Release files / complexipy-8.1.0-cp310-cp310-manylinux_2_31_riscv64.whl

Download URL	complexipy-8.1.0-cp310-cp310-manylinux_2_31_riscv64.whl
Size	4.3 MB
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Release files / complexipy-8.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Size	4.3 MB
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Release files / complexipy-8.1.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl

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Size	4.4 MB
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Release files / complexipy-8.1.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

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Size	4.9 MB
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Release files / complexipy-8.1.0-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl

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Size	4.6 MB
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Release files / complexipy-8.1.0-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

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Size	4.2 MB
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Release files / complexipy-8.1.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Size	4.3 MB
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Release files / complexipy-8.1.0-cp310-cp310-macosx_11_0_arm64.whl

Download URL	complexipy-8.1.0-cp310-cp310-macosx_11_0_arm64.whl
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Release files / complexipy-8.1.0-cp310-cp310-macosx_10_12_x86_64.whl

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Size	4.0 MB
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Release files / complexipy-8.1.0-cp39-cp39-win_amd64.whl

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Release files / complexipy-8.1.0-cp39-cp39-win32.whl

Download URL	complexipy-8.1.0-cp39-cp39-win32.whl
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Upload date	Oct 19, 2026
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Release files / complexipy-8.1.0-cp39-cp39-musllinux_1_2_x86_64.whl

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Size	4.6 MB
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Release files / complexipy-8.1.0-cp39-cp39-musllinux_1_2_aarch64.whl

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Release files / complexipy-8.1.0-cp39-cp39-manylinux_2_31_riscv64.whl

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Size	4.3 MB
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Release files / complexipy-8.1.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / complexipy-8.1.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl

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Release files / complexipy-8.1.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

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Release files / complexipy-8.1.0-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl

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Release files / complexipy-8.1.0-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

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Release files / complexipy-8.1.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Size	4.3 MB
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Release files / complexipy-8.1.0-cp39-cp39-macosx_11_0_arm64.whl

Download URL	complexipy-8.1.0-cp39-cp39-macosx_11_0_arm64.whl
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Release files / complexipy-8.1.0-cp39-cp39-macosx_10_12_x86_64.whl

Download URL	complexipy-8.1.0-cp39-cp39-macosx_10_12_x86_64.whl
Size	4.0 MB
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Release files / complexipy-8.1.0-cp38-cp38-win_amd64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / complexipy-8.1.0-cp38-cp38-win32.whl

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Release files / complexipy-8.1.0-cp38-cp38-musllinux_1_2_x86_64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / complexipy-8.1.0-cp38-cp38-musllinux_1_2_aarch64.whl

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Release files / complexipy-8.1.0-cp38-cp38-manylinux_2_31_riscv64.whl

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Release files / complexipy-8.1.0-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl

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Release files / complexipy-8.1.0-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

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Size	4.9 MB
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Release files / complexipy-8.1.0-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

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Release files / complexipy-8.1.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	complexipy-8.1.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	4.3 MB
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Upload date	Oct 19, 2026
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / complexipy-8.1.0-cp38-cp38-macosx_11_0_arm64.whl

Download URL	complexipy-8.1.0-cp38-cp38-macosx_11_0_arm64.whl
Size	4.0 MB
Tags	CPython 3.8 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`c1431d5683f55796043dbe242baa15efbbb41bfd53b856a392526ff838fec1ed`
BLAKE2b-256 checksum How to use checksums	`57b2f38cf64fb8298f91a04d2f6e911a5de72364f87528bf86d1bb818eb71534`
Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / complexipy-8.1.0-cp38-cp38-macosx_10_12_x86_64.whl

Download URL	complexipy-8.1.0-cp38-cp38-macosx_10_12_x86_64.whl
Size	4.0 MB
Tags	CPython 3.8 macOS 10.12+ x86-64
SHA-256 checksum How to use checksums	`5df66fdaa8d0e55c8836913d3a899686a9ca9aeaf379e3370c2c7eed526a20d0`
BLAKE2b-256 checksum How to use checksums	`39fa2b0b76d80699afe0f0e64115051758b31d8079aeee906092096edb34ece2`
Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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8.3.0

Oct 27, 2026 116 release files Full provenance

8.2.0

Oct 26, 2026 116 release files Full provenance

This release

8.1.0 This release

Oct 19, 2026 118 release files No provenance

complexipy 8.1.0