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Repository: urschrei/simplification
Branch: master
Commit: 0d8ed7f793ba
Files: 23
Total size: 5.7 MB
Directory structure:
gitextract_w7ya3lpo/
├── .gitattributes
├── .github/
│ ├── ISSUE_TEMPLATE/
│ │ ├── bug_report.md
│ │ └── feature_request.md
│ ├── dependabot.yml
│ └── workflows/
│ └── wheels.yml
├── .gitignore
├── CITATION.cff
├── CMakeLists.txt
├── LICENSE.md
├── README.md
├── benchmark_runner.py
├── pyproject.toml
├── src/
│ └── simplification/
│ ├── __init__.py
│ ├── cutil.pyx
│ ├── rdp_p.pxd
│ ├── stdbool.h
│ └── util.py
└── tests/
├── coords.json
├── coords_complex.json
├── cprofile_rust_cython.py
├── cprofile_rust_cython_complex.py
├── cprofile_rust_cython_shapely.py
└── test_simplification.py
================================================
FILE CONTENTS
================================================
================================================
FILE: .gitattributes
================================================
*.sh linguist-language=Java
ci/* linguist-vendored
cutil.cpp linguist-vendored
cutil.html linguist-vendored
================================================
FILE: .github/ISSUE_TEMPLATE/bug_report.md
================================================
---
name: Bug report
about: Report a bug
title: ''
labels: ''
assignees: ''
---
# Describe the bug
A clear and concise description of what the bug is.
# To Reproduce
Steps to reproduce the behavior:
1. …
2. …
3. …
# Expected behaviour
A clear and concise description of what you expected to happen
# Screenshots
If applicable, add screenshots to help explain your problem.
# System (please complete the following information)
- OS: [e.g. macOS]
- Architecture [e.g. x86_64, aarch64 etc]
- Library version
# Additional context
Add any other context about the problem here.
================================================
FILE: .github/ISSUE_TEMPLATE/feature_request.md
================================================
---
name: Feature request
about: Suggest an idea for this project
title: ''
labels: ''
assignees: ''
---
# Please don't open an issue for a feature request
I don't have time to implement new features. If you want a new feature, open a PR.
================================================
FILE: .github/dependabot.yml
================================================
version: 2
updates:
- package-ecosystem: "github-actions"
directory: "/"
schedule:
interval: "weekly"
ignore:
# Optional: Official actions have moving tags like v1;
# if you use those, you don't need updates.
- dependency-name: "actions/*"
- package-ecosystem: "uv"
directory: "/"
schedule:
interval: "monthly"
open-pull-requests-limit: 20
groups:
# Specify a name for the group, which will be used in pull request titles
# and branch names
python-non-security-dependencies:
# Define patterns to include dependencies in the group (based on
# dependency name)
applies-to: version-updates # Applies the group rule to version updates
patterns:
- "*"
================================================
FILE: .github/workflows/wheels.yml
================================================
name: Build and test wheels, release on new tag
permissions:
id-token: write
attestations: write
contents: read
env:
rustlib: rdp
wheelname: simplification
CIBW_BUILD_FRONTEND: build[uv]
on:
pull_request:
push:
branches:
- master
tags:
- 'v*'
jobs:
get_latest_lib_tag:
name: Get latest Rust lib tag
runs-on: ubuntu-latest
outputs:
tag: ${{ steps.latest-tag.outputs.tag}}
steps:
- id: latest-tag
uses: oprypin/find-latest-tag@v1
with:
repository: urschrei/${{ env.rustlib }} # The repository to scan.
releases-only: true # We know that all relevant tags have a GitHub release for them.
- run: echo "Latest lib tag ${{ steps.latest-tag.outputs.tag }}"
build_wheels:
name: Build wheels on ${{ matrix.os }} ${{ matrix.arch }}
needs: get_latest_lib_tag
runs-on: ${{ matrix.os }}
strategy:
fail-fast: false
matrix:
include:
- os: ubuntu-latest
pybuilds: cp3{10,11,12,13,14}-manylinux_x86_64
arch: x86_64
id: linux
- os: ubuntu-24.04-arm
pybuilds: cp3{10,11,12,13,14}-manylinux_aarch64
arch: aarch64
id: linux_arm64
- os: macos-latest
pybuilds: cp3{10,11,12,13,14}-macosx_x86_64
arch: x86_64
id: macos_x86
- os: macos-latest
pybuilds: cp3{10,11,12,13,14}-macosx_arm64
arch: arm64
id: macos_arm64
- os: windows-latest
pybuilds: cp3{10,11,12,13,14}-win_amd64
arch: x86_64
id: windows
steps:
- uses: actions/checkout@v5
with:
fetch-depth: 0 # Optional, use if you use setuptools_scm
submodules: true # Optional, use if you have submodules
name: Check out repo
- id: set-filename
name: Set compressed Rust lib filename to retrieve based on OS
run: |
if [ "${{ matrix.id }}" == "linux" ]; then
echo "filename=${{ env.rustlib }}-${{ needs.get_latest_lib_tag.outputs.tag }}-x86_64-unknown-linux-gnu.tar.gz" >> $GITHUB_ENV
elif [ "${{ matrix.id }}" == "linux_arm64" ]; then
echo "filename=${{ env.rustlib }}-${{ needs.get_latest_lib_tag.outputs.tag }}-aarch64-unknown-linux-gnu.tar.gz" >> $GITHUB_ENV
elif [ "${{ matrix.id }}" == "windows" ]; then
echo "filename=${{ env.rustlib }}-${{ needs.get_latest_lib_tag.outputs.tag }}-x86_64-pc-windows-msvc.tar.gz" >> $GITHUB_ENV
elif [ "${{ matrix.id }}" == "macos_arm64" ]; then
echo "filename=${{ env.rustlib }}-${{ needs.get_latest_lib_tag.outputs.tag }}-aarch64-apple-darwin.tar.gz" >> $GITHUB_ENV
elif [ "${{ matrix.id }}" == "macos_x86" ]; then
echo "filename=${{ env.rustlib }}-${{ needs.get_latest_lib_tag.outputs.tag }}-x86_64-apple-darwin.tar.gz" >> $GITHUB_ENV
fi
shell: bash
- id: get-rust-lib
uses: robinraju/release-downloader@v1.13
name: Download latest Rust lib release
with:
token: ${{ secrets.RDP_RETRIEVAL }}
repository: urschrei/${{ env.rustlib }}
tag: ${{ needs.get_latest_lib_tag.outputs.tag }}
fileName: ${{ env.filename }}
out-file-path: rustlib
- name: Extract downloaded lib
run: |
tar -xvf "rustlib/${{ env.filename }}" -C src/${{ env.wheelname }}
mkdir wheelhouse
git status
shell: bash
- name: Install the latest version of uv
uses: astral-sh/setup-uv@v7
with:
version: "latest"
- name: Build and Test Wheels
uses: pypa/cibuildwheel@v3.4.0
env:
CIBW_BUILD_FRONTEND: build[uv]
CIBW_TEST_REQUIRES: pytest
CIBW_TEST_COMMAND: 'pytest {package}'
CIBW_BUILD: ${{ matrix.pybuilds }}
CIBW_ARCHS_MACOS: ${{ matrix.arch }}
CIBW_ARCHS_LINUX: ${{ matrix.arch }}
CIBW_ENVIRONMENT_MACOS: MACOSX_DEPLOYMENT_TARGET=11.0
- id: attest
name: Attest Build Provenance
uses: actions/attest-build-provenance@v1
with:
subject-path: "./wheelhouse/*.whl"
- uses: actions/upload-artifact@v4
name: Upload repaired wheels as artifact
with:
name: cibw-wheels-${{ matrix.os }}-${{ strategy.job-index }}
path: |
${{ steps.attest.outputs.bundle-path }}
./wheelhouse/*.whl
./wheelhouse/*.so
./wheelhouse/*.dylib
./wheelhouse/*.lib
./wheelhouse/*.dll
make_sdist:
name: Make SDist
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v5
with:
fetch-depth: 0 # Optional, use if you use setuptools_scm
submodules: true # Optional, use if you have submodules
- name: Build SDist
run: pipx run build --sdist
- uses: actions/upload-artifact@v4
with:
path: dist/*.tar.gz
release_artifacts:
if: github.event_name == 'push' && contains(github.ref, 'refs/tags/')
name: Release repaired and tested wheels
needs: build_wheels
runs-on: ubuntu-latest
environment: release
permissions:
# IMPORTANT: this permission is mandatory for trusted publishing
id-token: write
contents: write
steps:
- uses: actions/checkout@v5
with:
fetch-depth: 0 # Optional, use if you use setuptools_scm
submodules: true # Optional, use if you have submodules
- name: Download compressed artifacts
id: download
uses: actions/download-artifact@v4
with:
path: ./artifacts
merge-multiple: true
- name: Remove attestation dir, copy wheels into main dir, remove subdirs
run: |
rm -rf "${{ steps.download.outputs.download-path }}"/_temp
cp "${{ steps.download.outputs.download-path }}"/"${{ env.wheelname }}"/"${{ env.wheelname }}"/wheelhouse/*.whl ${{ steps.download.outputs.download-path }}
rm -rf "${{ steps.download.outputs.download-path }}"/"${{ env.wheelname }}"
shell: bash
- name: Display structure of downloaded files
run: ls -R ./artifacts
- name: Create release and upload wheels
uses: ncipollo/release-action@v1
with:
allowUpdates: true
artifacts: "${{ steps.download.outputs.download-path }}/*.whl,${{ steps.download.outputs.download-path }}/*.gz,${{ steps.download.outputs.download-path }}/*.so,${{ steps.download.outputs.download-path }}/*.dylib,${{ steps.download.outputs.download-path }}/*.lib,${{ steps.download.outputs.download-path }}/*.dll"
token: ${{ secrets.GITHUB_TOKEN }}
- name: PyPI Publish
uses: pypa/gh-action-pypi-publish@release/v1
with:
packages-dir: ${{ steps.download.outputs.download-path }}
================================================
FILE: .gitignore
================================================
tests/output_*
================================================
FILE: CITATION.cff
================================================
cff-version: 1.1.0
message: "If you use this software, please cite it using these metadata."
abstract: "Simplification: a Python library for line simplification using the Ramer-Douglas-Peucker or Visvaligam-Whyatt algorithms"
authors:
-
family-names: "Hügel"
given-names: Stephan
orcid: "https://orcid.org/0000-0003-4379-2450"
title: "Simplification"
date-released: 2021-12-12
doi: "10.5281/zenodo.5774852"
keywords:
- geo
- gis
- ramer-douglas-peucker
- visvalingam-whyatt
license: BlueOak-1.0.0
repository-code: "https://github.com/urschrei/simplification"
version: "0.5.21"
================================================
FILE: CMakeLists.txt
================================================
cmake_minimum_required(VERSION 3.21)
project(${SKBUILD_PROJECT_NAME} LANGUAGES C)
# Define source directory
set(SIMPLIFICATION_SRC_DIR "${CMAKE_CURRENT_SOURCE_DIR}/src/simplification")
# Find Python
find_package(
Python
COMPONENTS Interpreter Development.Module NumPy
REQUIRED)
include(UseCython)
# Get NumPy include directory
message(STATUS "NumPy include directory: ${Python_NumPy_INCLUDE_DIRS}")
cython_transpile(
"${SIMPLIFICATION_SRC_DIR}/cutil.pyx"
LANGUAGE C
OUTPUT_VARIABLE cutil
CYTHON_ARGS -I "${SIMPLIFICATION_SRC_DIR}"
)
# Create the extension module
python_add_library(cutil MODULE "${cutil}" WITH_SOABI)
# Set include directories
target_include_directories(cutil PRIVATE
${SIMPLIFICATION_SRC_DIR}
${Python_NumPy_INCLUDE_DIRS}
)
# Link against the rdp library
# The library is pre-built and located in src/simplification/
find_library(RDP_LIBRARY
NAMES rdp librdp
PATHS ${SIMPLIFICATION_SRC_DIR}
NO_DEFAULT_PATH
REQUIRED
)
message(STATUS "Found RDP library: ${RDP_LIBRARY}")
target_link_libraries(cutil PRIVATE ${RDP_LIBRARY})
# Set RPATH for different platforms
if(APPLE)
set_target_properties(cutil PROPERTIES
INSTALL_RPATH "@loader_path"
BUILD_WITH_INSTALL_RPATH TRUE
)
elseif(UNIX)
set_target_properties(cutil PROPERTIES
INSTALL_RPATH "$ORIGIN"
BUILD_WITH_INSTALL_RPATH TRUE
)
endif()
# Install the extension module
install(TARGETS cutil DESTINATION simplification)
# Install the shared library
if(APPLE)
set(RDP_LIB_NAME "librdp.dylib")
elseif(UNIX)
set(RDP_LIB_NAME "librdp.so")
elseif(WIN32)
set(RDP_LIB_NAME "rdp.dll")
endif()
install(FILES ${SIMPLIFICATION_SRC_DIR}/${RDP_LIB_NAME}
DESTINATION simplification)
# Install header file
install(FILES ${SIMPLIFICATION_SRC_DIR}/header.h
DESTINATION simplification)
================================================
FILE: LICENSE.md
================================================
# Blue Oak Model License
Version 1.0.0
## Purpose
This license gives everyone as much permission to work with this software as possible, while protecting contributors from liability.
## Acceptance
In order to receive this license, you must agree to its rules. The rules of this license are both obligations under that agreement and conditions to your license. You must not do anything with this software that triggers a rule that you cannot or will not follow.
## Copyright
Each contributor licenses you to do everything with this software that would otherwise infringe that contributor's copyright in it.
## Notices
You must ensure that everyone who gets a copy of any part of this software from you, with or without changes, also gets the text of this license or a link to <https://blueoakcouncil.org/license/1.0.0>.
## Excuse
If anyone notifies you in writing that you have not complied with [Notices](#notices), you can keep your license by taking all practical steps to comply within 30 days after the notice. If you do not do so, your license ends immediately.
## Patent
Each contributor licenses you to do everything with this software that would otherwise infringe any patent claims they can license or become able to license.
## Reliability
No contributor can revoke this license.
## No Liability
***As far as the law allows, this software comes as is, without any warranty or condition, and no contributor will be liable to anyone for any damages related to this software or this license, under any kind of legal claim.***
================================================
FILE: README.md
================================================
[](https://github.com/urschrei/simplification/actions/workflows/wheels.yml) [](https://coveralls.io/github/urschrei/simplification?branch=master) [](https://pepy.tech/project/simplification) [](https://zenodo.org/badge/latestdoi/65199659) [](https://anaconda.org/conda-forge/simplification)
# Simplification
Simplify a LineString using the [Ramer–Douglas–Peucker](https://en.wikipedia.org/wiki/Ramer–Douglas–Peucker_algorithm) or [Visvalingam-Whyatt](https://bost.ocks.org/mike/simplify/) algorithms
# Installation
`uv add simplification` OR
`pip install simplification` OR
`conda install conda-forge::simplification`
### Installing for local development
1. Ensure you have a copy of `librdp` and `header.h` from https://github.com/urschrei/rdp/releases, and it's in the `src/simplification` subdir
2. run `uv sync --dev`
3. run `pytest .`
Changes in `pyx` and `pxd` files, and the Rust library and header will bust the cache, triggering a rebuild when `uv` commands are run.
## Building SDist and Wheels
1. Ensure that `librdp` and header are present, as above
2. Run `uv build --sdist --wheel`
### Supported Python Versions
Simplification supports all [_currently_ supported Python versions](https://devguide.python.org/versions/).
### Supported Platforms
- Linux (`manylinux`-compatible) x86_64 and aarch64
- macOS Darwin x86_64 and arm64
- Windows 64-bit
## Usage
```python
from simplification.cutil import (
simplify_coords,
simplify_coords_idx,
simplify_coords_vw,
simplify_coords_vw_idx,
simplify_coords_vwp,
)
# Using Ramer–Douglas–Peucker
coords = [
[0.0, 0.0],
[5.0, 4.0],
[11.0, 5.5],
[17.3, 3.2],
[27.8, 0.1]
]
# For RDP, Try an epsilon of 1.0 to start with. Other sensible values include 0.01, 0.001
simplified = simplify_coords(coords, 1.0)
# simplified is [[0.0, 0.0], [5.0, 4.0], [11.0, 5.5], [27.8, 0.1]]
# Using Visvalingam-Whyatt
# You can also pass numpy arrays, in which case you'll get numpy arrays back
import numpy as np
coords_vw = np.array([
[5.0, 2.0],
[3.0, 8.0],
[6.0, 20.0],
[7.0, 25.0],
[10.0, 10.0]
])
simplified_vw = simplify_coords_vw(coords_vw, 30.0)
# simplified_vw is [[5.0, 2.0], [7.0, 25.0], [10.0, 10.0]]
```
Passing empty and/or 1-element lists will return them unaltered.
## But I only want the simplified **Indices**
`simplification` now has:
- `cutil.simplify_coords_idx`
- `cutil.simplify_coords_vw_idx`
The values returned by these functions are the **retained** indices. In order to use them as e.g. a [masked array](https://docs.scipy.org/doc/numpy/reference/maskedarray.generic.html#what-is-a-masked-array) in Numpy, something like the following will work:
import numpy as np
from simplification.cutil import simplify_coords_idx
# assume an array of coordinates: orig
simplified = simplify_coords_idx(orig, 1.0)
# build new geometry using only retained coordinates
orig_simplified = orig[simplified]
## But I need to ensure that the resulting geometries are valid
You can use the topology-preserving variant of `VW` for this: `simplify_coords_vwp`. It's slower, but has a far greater likelihood of producing a valid geometry.
## But I Want to Simplify Polylines
No problem; [Decode them to LineStrings](https://github.com/urschrei/pypolyline) first.
``` python
# pip install pypolyline before you do this
from pypolyline.cutil import decode_polyline
# an iterable of Google-encoded Polylines, so precision is 5. For OSRM &c., it's 6
decoded = (decode_polyline(line, 5) for line in polylines)
simplified = [simplify_coords(line, 1.0) for line in decoded]
```
## How it Works
FFI and a [Rust binary](https://github.com/urschrei/rdp)
## Is It Fast
I should think so.
### What does that mean
Using `numpy` arrays for input and output, the library can be reasonably expected to process around 2500 1000-point LineStrings per second on a Core i7 or equivalent, for a 98%+ reduction in size.
A larger LineString, containing 200k+ points can be reduced to around 3k points (98.5%+) in around 50ms using RDP.
This is based on a test harness available [here](benchmark_runner.py).
#### Disclaimer
All benchmarks are subjective, and pathological input will greatly increase processing time. Error-checking is non-existent at this point.
## License
[Blue Oak Model Licence 1.0.0](LICENSE.md)
## Citing `Simplification`
If Simplification has been significant in your research, and you would like to acknowledge the project in your academic publication, we suggest citing it as follows (example in APA style, 7th edition):
> Hügel, S. (2021). Simplification (Version X.Y.Z) [Computer software]. https://doi.org/10.5281/zenodo.5774852
In Bibtex format:
@software{Hugel_Simplification_2021,
author = {Hügel, Stephan},
doi = {10.5281/zenodo.5774852},
license = {MIT},
month = {12},
title = {{Simplification}},
url = {https://github.com/urschrei/simplification},
version = {X.Y.Z},
year = {2021}
}
================================================
FILE: benchmark_runner.py
================================================
#!/usr/bin/env python
# -*- coding: utf-8 -*-
"""
Standalone benchmark runner
"""
import cProfile
import pstats
import profile
import numpy as np
print("Running Rust + Cython benchmarks")
# calibrate
pr = profile.Profile()
calibration = np.mean([pr.calibrate(100000) for x in range(5)])
# add the bias
profile.Profile.bias = calibration
with open("tests/cprofile_rust_cython.py", "rb") as f1:
c1 = f1.read()
with open("tests/cprofile_rust_cython_complex.py", "rb") as f2:
c2 = f2.read()
with open("tests/cprofile_rust_cython_shapely.py", "rb") as f3:
c3 = f3.read()
cProfile.run(c1, "tests/output_stats_rust_cython")
rust_cython = pstats.Stats("tests/output_stats_rust_cython")
cProfile.run(c2, "tests/output_stats_rust_cython_complex")
rust_cython_c = pstats.Stats("tests/output_stats_rust_cython_complex")
cProfile.run(c3, "tests/output_stats_rust_cython_shapely")
shapely = pstats.Stats("tests/output_stats_rust_cython_shapely")
print("Rust Cython Benchmarks\n")
rust_cython.sort_stats("cumulative").print_stats(5)
rust_cython_c.sort_stats("cumulative").print_stats(5)
shapely.sort_stats("cumulative").print_stats(20)
================================================
FILE: pyproject.toml
================================================
[project]
name = "simplification"
version = "0.7.15"
description = "Fast linestring simplification using RDP or Visvalingam-Whyatt and a Rust binary"
readme = "README.md"
requires-python = ">=3.10"
dependencies = [
"numpy >= 2.0.0",
]
authors = [{ name = "Stephan Hügel", email = "urschrei@gmail.com" }]
license = "BlueOak-1.0.0"
license-files = ["LICENSE.md"]
keywords = ["Geo", "Polyline", "Linestring", "Ramer-Douglas-Peucker", "Douglas-Peucker", "Visvalingam-Whyatt"]
classifiers = [
"Programming Language :: Python",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.13",
"Programming Language :: Python :: 3.14",
"Development Status :: 5 - Production/Stable",
"Intended Audience :: Developers",
"Intended Audience :: Science/Research",
"Intended Audience :: Education",
"Operating System :: OS Independent",
"Topic :: Software Development :: Libraries :: Python Modules",
"Topic :: Scientific/Engineering :: GIS"
]
[project.urls]
Repository = "https://github.com/urschrei/simplification"
Tracker = "https://github.com/urschrei/simplification/issues"
[dependency-groups]
dev = [
"pytest>=8.4.1",
]
[tool.scikit-build]
minimum-version = "build-system.requires"
wheel.packages = ["src/simplification"]
[build-system]
requires = [
"scikit-build-core>=0.10",
"numpy >= 2.0.0",
"cython >= 3.1.0",
"cython-cmake"
]
build-backend = "scikit_build_core.build"
[tool.uv]
cache-keys = [{ file = "pyproject.toml" }, { file = "src/**/*.{h,c,pyx,pxd,dylib,so,dll}" }, { file = "CMakeLists.txt" }]
[tool.pytest.ini_options]
minversion = "8.4.1"
addopts = [
"--import-mode=importlib",
]
testpaths = [
"tests",
]
================================================
FILE: src/simplification/__init__.py
================================================
import importlib.metadata
try:
# __package__ allows for the case where __name__ is "__main__"
__version__ = importlib.metadata.version(__package__ or __name__)
except importlib.metadata.PackageNotFoundError:
__version__ = "0.0.0"
================================================
FILE: src/simplification/cutil.pyx
================================================
#cython: boundscheck=False
#cython: wraparound=False
#cython: optimize.use_switch=True
#cython: optimize.unpack_method_calls=True
# -*- coding: utf-8 -*-
"""
cutil.pyx
Created by Stephan Hügel on 2016-08-08
This file is part of simplification.
"""
__author__ = u"Stephan Hügel"
import numpy as np
import numpy
from cython cimport view
from rdp_p cimport (
ExternalArray,
InternalArray,
simplify_rdp_ffi,
simplify_rdp_idx_ffi,
simplify_visvalingam_ffi,
simplify_visvalingam_idx_ffi,
simplify_visvalingamp_ffi,
drop_float_array,
drop_usize_array,
)
cpdef simplify_coords(coords, double epsilon):
"""
Simplify a LineString using the Douglas-Ramer-Peucker algorithm.
Input: a list of lat, lon coordinates, and an epsilon float (Try 1.0 to begin with, reducing by orders of magnitude)
Output: a simplified list of coordinates
Example: simplify_coords([
[0.0, 0.0], [5.0, 4.0], [11.0, 5.5], [17.3, 3.2], [27.8, 0.1]],
1.0)
Result: [[0.0, 0.0], [5.0, 4.0], [11.0, 5.5], [27.8, 0.1]]
"""
if not len(coords):
return coords
arr = np.array(coords, dtype=np.float64)
if not arr.flags['C_CONTIGUOUS']:
arr = np.ascontiguousarray(arr)
cdef double[:,::1] ncoords = np.array(arr, dtype=np.float64)
cdef ExternalArray coords_ffi
coords_ffi.data = <void*>&ncoords[0, 0]
coords_ffi.len = ncoords.shape[0]
cdef InternalArray result = simplify_rdp_ffi(coords_ffi, epsilon)
cdef double* incoming_ptr = <double*>(result.data)
cdef double[:, ::1] view = <double[:result.len,:2:1]>incoming_ptr
if isinstance(coords, numpy.ndarray):
outgoing = np.copy(view)
else:
outgoing = np.copy(view).tolist()
try:
return outgoing
finally:
drop_float_array(result)
cpdef simplify_coords_idx(coords, double epsilon):
"""
Simplify a LineString using the Douglas-Ramer-Peucker algorithm.
Input: a list of lat, lon coordinates, and an epsilon float (Try 1.0 to begin with, reducing by orders of magnitude)
Output: a simplified list of coordinate indices
Example: simplify_coords([
[0.0, 0.0], [5.0, 4.0], [11.0, 5.5], [17.3, 3.2], [27.8, 0.1]],
1.0)
Result: [[0.0, 0.0], [5.0, 4.0], [11.0, 5.5], [27.8, 0.1]]
"""
if not len(coords):
return coords
cdef double[:,::1] ncoords = np.array(coords, dtype=np.float64)
cdef ExternalArray coords_ffi
coords_ffi.data = <void*>&ncoords[0, 0]
coords_ffi.len = ncoords.shape[0]
cdef InternalArray result = simplify_rdp_idx_ffi(coords_ffi, epsilon)
cdef size_t* incoming_ptr = <size_t*>(result.data)
cdef size_t[::1] view = <size_t[:result.len]>incoming_ptr
if isinstance(coords, numpy.ndarray):
outgoing = np.copy(view)
else:
outgoing = np.copy(view).tolist()
try:
return outgoing
finally:
drop_usize_array(result)
cpdef simplify_coords_vw(coords, double epsilon):
"""
Simplify a LineString using the Visvalingam-Whyatt algorithm.
Input: a list of lat, lon coordinates, and an epsilon float
Output: a simplified list of coordinates
Example:
simplify_coords([
[5.0, 2.0], [3.0, 8.0], [6.0, 20.0], [7.0, 25.0], [10.0, 10.0]],
30.0
)
Result: [[5.0, 2.0], [7.0, 25.0], [10.0, 10.0]]
"""
if not len(coords):
return coords
cdef double[:,::1] ncoords = np.array(coords, dtype=np.float64)
cdef ExternalArray coords_ffi
coords_ffi.data = <void*>&ncoords[0, 0]
coords_ffi.len = ncoords.shape[0]
cdef InternalArray result = simplify_visvalingam_ffi(coords_ffi, epsilon)
cdef double* incoming_ptr = <double*>(result.data)
cdef double[:, ::1] view = <double[:result.len,:2:1]>incoming_ptr
if isinstance(coords, numpy.ndarray):
outgoing = np.copy(view)
else:
outgoing = np.copy(view).tolist()
try:
return outgoing
finally:
drop_float_array(result)
cpdef simplify_coords_vw_idx(coords, double epsilon):
"""
Simplify a LineString using the Visvalingam-Whyatt algorithm.
Input: a list of lat, lon coordinates, and an epsilon float
Output: a simplified list of coordinate indices
Example: simplify_coords([
[0.0, 0.0], [5.0, 4.0], [11.0, 5.5], [17.3, 3.2], [27.8, 0.1]],
1.0)
Result: [[0.0, 0.0], [5.0, 4.0], [11.0, 5.5], [27.8, 0.1]]
"""
if not len(coords):
return coords
cdef double[:,::1] ncoords = np.array(coords, dtype=np.float64)
cdef ExternalArray coords_ffi
coords_ffi.data = <void*>&ncoords[0, 0]
coords_ffi.len = ncoords.shape[0]
cdef InternalArray result = simplify_visvalingam_idx_ffi(coords_ffi, epsilon)
cdef size_t* incoming_ptr = <size_t*>(result.data)
cdef size_t[::1] view = <size_t[:result.len]>incoming_ptr
if isinstance(coords, numpy.ndarray):
outgoing = np.copy(view)
else:
outgoing = np.copy(view).tolist()
try:
return outgoing
finally:
drop_usize_array(result)
cpdef simplify_coords_vwp(coords, double epsilon):
"""
Simplify a LineString using a topology-preserving variant of the
Visvalingam-Whyatt algorithm.
Input: a list of lat, lon coordinates, and an epsilon float
Output: a simplified list of coordinates
Example:
simplify_coords([
[5.0, 2.0], [3.0, 8.0], [6.0, 20.0], [7.0, 25.0], [10.0, 10.0]],
30.0
)
Result: [[5.0, 2.0], [7.0, 25.0], [10.0, 10.0]]
"""
if not len(coords):
return coords
cdef double[:,::1] ncoords = np.array(coords, dtype=np.float64)
cdef ExternalArray coords_ffi
coords_ffi.data = <void*>&ncoords[0, 0]
coords_ffi.len = ncoords.shape[0]
cdef InternalArray result = simplify_visvalingamp_ffi(coords_ffi, epsilon)
cdef double* incoming_ptr = <double*>(result.data)
cdef double[:, ::1] view = <double[:result.len,:2:1]>incoming_ptr
if isinstance(coords, numpy.ndarray):
outgoing = np.copy(view)
else:
outgoing = np.copy(view).tolist()
try:
return outgoing
finally:
drop_float_array(result)
================================================
FILE: src/simplification/rdp_p.pxd
================================================
cdef extern from "header.h":
struct ExternalArray:
void* data
size_t len
cdef extern from "header.h":
struct InternalArray:
void* data
size_t len
cdef InternalArray simplify_rdp_ffi(ExternalArray, double epsilon);
cdef InternalArray simplify_rdp_idx_ffi(ExternalArray, double epsilon);
cdef InternalArray simplify_visvalingam_ffi(ExternalArray, double epsilon);
cdef InternalArray simplify_visvalingam_idx_ffi(ExternalArray, double epsilon);
cdef InternalArray simplify_visvalingamp_ffi(ExternalArray, double epsilon);
cdef void drop_float_array(InternalArray coords);
cdef void drop_usize_array(InternalArray coords);
================================================
FILE: src/simplification/stdbool.h
================================================
#pragma once
#define false 0
#define true 1
#define bool int
================================================
FILE: src/simplification/util.py
================================================
# -*- coding: utf-8 -*-
"""
ffi.py
Created by Stephan Hügel on 2016-08-3
This file is part of simplification.
"""
import os
from ctypes import POINTER, Structure, c_double, c_size_t, c_void_p, cast, cdll
from sys import platform, version_info
numpy_installed = True
try:
import numpy as np
except ImportError:
numpy_installed = False
__author__ = "Stephan Hügel"
file_path = os.path.dirname(__file__)
prefix = {"win32": ""}.get(platform, "lib")
extension = {"darwin": ".dylib", "win32": ".dll"}.get(platform, ".so")
fpath = {"darwin": "", "win32": ""}.get(platform, os.path.join(file_path, ".libs"))
# Python 3 check
if version_info > (3, 0):
from subprocess import getoutput as spop
py3 = True
else:
from subprocess import check_output as spop
py3 = False
try:
lib = cdll.LoadLibrary(os.path.join(file_path, prefix + "rdp" + extension))
except OSError:
# the Rust lib's been grafted by manylinux1
if not py3:
fname = spop(["ls", fpath]).split()[0]
else:
fname = spop(["ls %s" % fpath]).split()[0]
lib = cdll.LoadLibrary(os.path.join(file_path, ".libs", fname))
class _FFIArray(Structure):
"""
Convert sequence of float lists to a C-compatible void array
example: [[1.0, 2.0], [3.0, 4.0]]
"""
_fields_ = [("data", c_void_p), ("len", c_size_t)]
@classmethod
def from_param(cls, seq):
"""Allow implicit conversions"""
return seq if isinstance(seq, cls) else cls(seq)
# noinspection PyPep8Naming
def __init__(self, seq, data_type=c_double):
if numpy_installed:
self.data = cast(
np.array(seq, dtype=np.float64).ctypes.data_as(POINTER(data_type)),
c_void_p,
)
else:
Coords = data_type * (2 * len(seq))
arr = Coords(*[item for sublist in seq for item in sublist])
self.data = cast(arr, c_void_p)
self.len = len(seq)
class _CoordResult(Structure):
"""Container for returned FFI coordinate data"""
_fields_ = [("coords", _FFIArray)]
def _void_array_to_nested_list(res, _func, _args):
"""Dereference the FFI result to a list of coordinates"""
try:
ptr = cast(res.coords.data, POINTER(c_double))
if numpy_installed:
shape = res.coords.len, 2
array = np.ctypeslib.as_array(ptr, shape)
return array.tolist()
else:
return list(
zip(ptr[0 : res.coords.len * 2 : 2], ptr[1 : res.coords.len * 2 : 2])
)
finally:
drop_array(res.coords)
simplify_coords = lib.simplify_rdp_ffi
simplify_coords.argtypes = (_FFIArray, c_double)
simplify_coords.restype = _CoordResult
simplify_coords.errcheck = _void_array_to_nested_list
simplify_coords.__doc__ = """
Simplify a LineString using the Ramer-Douglas-Peucker algorithm.
Input: a list of lat, lon coordinates, and an epsilon float (Try 1.0 to begin with,
reducing by orders of magnitude)
Output: a simplified list of coordinates
Example:
simplify_coords([
[0.0, 0.0], [5.0, 4.0], [11.0, 5.5], [17.3, 3.2], [27.8, 0.1]],
1.0
)
Result: [[0.0, 0.0], [5.0, 4.0], [11.0, 5.5], [27.8, 0.1]]
"""
simplify_coords_vw = lib.simplify_visvalingam_ffi
simplify_coords_vw.argtypes = (_FFIArray, c_double)
simplify_coords_vw.restype = _CoordResult
simplify_coords_vw.errcheck = _void_array_to_nested_list
simplify_coords_vw.__doc__ = """
Simplify a LineString using the Visvalingam-Whyatt algorithm.
Input: a list of lat, lon coordinates, and an epsilon float
Output: a simplified list of coordinates
Example:
simplify_coords_vw([
[5.0, 2.0], [3.0, 8.0], [6.0, 20.0], [7.0, 25.0], [10.0, 10.0]],
30.0
)
Result: [[5.0, 2.0], [7.0, 25.0], [10.0, 10.0]]
"""
simplify_coords_vwp = lib.simplify_visvalingamp_ffi
simplify_coords_vwp.argtypes = (_FFIArray, c_double)
simplify_coords_vwp.restype = _CoordResult
simplify_coords_vwp.errcheck = _void_array_to_nested_list
simplify_coords_vwp.__doc__ = """
Simplify a LineString using a topology-preserving variant of
the Visvalingam-Whyatt algorithm.
Input: a list of lat, lon coordinates, and an epsilon float
Output: a simplified list of coordinates
Example:
simplify_coords_vwp([
[5.0, 2.0], [3.0, 8.0], [6.0, 20.0], [7.0, 25.0], [10.0, 10.0]],
30.0
)
Result: [[5.0, 2.0], [7.0, 25.0], [10.0, 10.0]]
"""
drop_array = lib.drop_float_array
drop_array.argtypes = (_FFIArray,)
drop_array.restype = None
================================================
FILE: tests/coords.json
================================================
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[
-94.043147,
32.69303
],
[
-94.043147,
32.693031
],
[
-94.042947,
32.767991
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32.776863
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[
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32.910021
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[
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32.937903
],
[
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32.955592
],
[
-94.042964,
33.019219
],
[
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33.019188
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[
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33.019145
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[
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33.019139
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33.019207
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33.019372
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33.019347
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33.018643
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33.018637
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33.018616
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================================================
FILE: tests/coords_complex.json
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gitextract_w7ya3lpo/
├── .gitattributes
├── .github/
│ ├── ISSUE_TEMPLATE/
│ │ ├── bug_report.md
│ │ └── feature_request.md
│ ├── dependabot.yml
│ └── workflows/
│ └── wheels.yml
├── .gitignore
├── CITATION.cff
├── CMakeLists.txt
├── LICENSE.md
├── README.md
├── benchmark_runner.py
├── pyproject.toml
├── src/
│ └── simplification/
│ ├── __init__.py
│ ├── cutil.pyx
│ ├── rdp_p.pxd
│ ├── stdbool.h
│ └── util.py
└── tests/
├── coords.json
├── coords_complex.json
├── cprofile_rust_cython.py
├── cprofile_rust_cython_complex.py
├── cprofile_rust_cython_shapely.py
└── test_simplification.py
SYMBOL INDEX (18 symbols across 2 files)
FILE: src/simplification/util.py
class _FFIArray (line 48) | class _FFIArray(Structure):
method from_param (line 58) | def from_param(cls, seq):
method __init__ (line 63) | def __init__(self, seq, data_type=c_double):
class _CoordResult (line 76) | class _CoordResult(Structure):
function _void_array_to_nested_list (line 82) | def _void_array_to_nested_list(res, _func, _args):
FILE: tests/test_simplification.py
class PolylineTests (line 14) | class PolylineTests(unittest.TestCase):
method setUp (line 17) | def setUp(self):
method testNumpy_optional_error (line 516) | def testNumpy_optional_error(self):
method testSimplify_rdp_numpy (line 521) | def testSimplify_rdp_numpy(self):
method testSimplify_rdp (line 527) | def testSimplify_rdp(self):
method testSimplify_vw (line 534) | def testSimplify_vw(self):
method testCSimplify_rdp (line 541) | def testCSimplify_rdp(self):
method testCSimplify_rdp_idx (line 548) | def testCSimplify_rdp_idx(self):
method testCSimplify_vw (line 555) | def testCSimplify_vw(self):
method testCSimplify_vw_idx (line 562) | def testCSimplify_vw_idx(self):
method testCSimplify_vw_preserve (line 569) | def testCSimplify_vw_preserve(self):
method testCEmpty_rdp (line 586) | def testCEmpty_rdp(self):
method testCEmpty_vw (line 591) | def testCEmpty_vw(self):
Condensed preview — 23 files, each showing path, character count, and a content snippet. Download the .json file or copy for the full structured content (5,935K chars).
[
{
"path": ".gitattributes",
"chars": 108,
"preview": "*.sh linguist-language=Java\nci/* linguist-vendored\ncutil.cpp linguist-vendored\ncutil.html linguist-vendored\n"
},
{
"path": ".github/ISSUE_TEMPLATE/bug_report.md",
"chars": 582,
"preview": "---\nname: Bug report\nabout: Report a bug\ntitle: ''\nlabels: ''\nassignees: ''\n\n---\n\n# Describe the bug\nA clear and concise"
},
{
"path": ".github/ISSUE_TEMPLATE/feature_request.md",
"chars": 242,
"preview": "---\nname: Feature request\nabout: Suggest an idea for this project\ntitle: ''\nlabels: ''\nassignees: ''\n\n---\n\n# Please don'"
},
{
"path": ".github/dependabot.yml",
"chars": 770,
"preview": "version: 2\nupdates:\n - package-ecosystem: \"github-actions\"\n directory: \"/\"\n schedule:\n interval: \"weekly\"\n "
},
{
"path": ".github/workflows/wheels.yml",
"chars": 6941,
"preview": "name: Build and test wheels, release on new tag\n\npermissions:\n id-token: write\n attestations: write\n contents: read\n\n"
},
{
"path": ".gitignore",
"chars": 15,
"preview": "tests/output_*\n"
},
{
"path": "CITATION.cff",
"chars": 599,
"preview": "cff-version: 1.1.0\nmessage: \"If you use this software, please cite it using these metadata.\"\nabstract: \"Simplification: "
},
{
"path": "CMakeLists.txt",
"chars": 1816,
"preview": "cmake_minimum_required(VERSION 3.21)\nproject(${SKBUILD_PROJECT_NAME} LANGUAGES C)\n\n# Define source directory\nset(SIMPLIF"
},
{
"path": "LICENSE.md",
"chars": 1550,
"preview": "# Blue Oak Model License\n\nVersion 1.0.0\n\n## Purpose\n\nThis license gives everyone as much permission to work with this so"
},
{
"path": "README.md",
"chars": 5476,
"preview": "[](https://github.com/"
},
{
"path": "benchmark_runner.py",
"chars": 1143,
"preview": "#!/usr/bin/env python\n# -*- coding: utf-8 -*-\n\"\"\"\nStandalone benchmark runner\n\"\"\"\n\nimport cProfile\nimport pstats\nimport "
},
{
"path": "pyproject.toml",
"chars": 1807,
"preview": "[project]\nname = \"simplification\"\nversion = \"0.7.15\"\ndescription = \"Fast linestring simplification using RDP or Visvalin"
},
{
"path": "src/simplification/__init__.py",
"chars": 243,
"preview": "import importlib.metadata\n\ntry:\n # __package__ allows for the case where __name__ is \"__main__\"\n __version__ = imp"
},
{
"path": "src/simplification/cutil.pyx",
"chars": 6172,
"preview": "#cython: boundscheck=False\n#cython: wraparound=False\n#cython: optimize.use_switch=True\n#cython: optimize.unpack_method_c"
},
{
"path": "src/simplification/rdp_p.pxd",
"chars": 689,
"preview": "cdef extern from \"header.h\":\n struct ExternalArray:\n void* data\n size_t len\n\ncdef extern from \"header.h"
},
{
"path": "src/simplification/stdbool.h",
"chars": 68,
"preview": "#pragma once\n\n#define false 0\n#define true 1\n\n#define bool int\n"
},
{
"path": "src/simplification/util.py",
"chars": 4591,
"preview": "# -*- coding: utf-8 -*-\n\"\"\"\nffi.py\n\nCreated by Stephan Hügel on 2016-08-3\n\nThis file is part of simplification.\n\"\"\"\n\nimp"
},
{
"path": "tests/coords.json",
"chars": 68527,
"preview": "[\n [\n -94.043147,\n 32.69303\n ],\n [\n -94.043147,\n 32.693031\n ],\n [\n -94"
},
{
"path": "tests/coords_complex.json",
"chars": 5789046,
"preview": "[[3369.0, 1994.25], [3368.25, 1995.0], [3368.0714285714284, 1996.0], [3368.027027027027, 1997.0], [3368.0142857142855, 1"
},
{
"path": "tests/cprofile_rust_cython.py",
"chars": 274,
"preview": "# this tests numpy array simplification using VW\n\nfrom simplification.cutil import simplify_coords_vw\nimport json\nimport"
},
{
"path": "tests/cprofile_rust_cython_complex.py",
"chars": 490,
"preview": "# this tests numpy array simplification using RDP\n# 216804 --> 3061 points (98.5% reduction)\n# 50ms per VW operation on "
},
{
"path": "tests/cprofile_rust_cython_shapely.py",
"chars": 387,
"preview": "# this tests numpy array simplification using VW\n# 216804 --> 3061 points (98.5% reduction)\n# 300ms per RDP operation on"
},
{
"path": "tests/test_simplification.py",
"chars": 35041,
"preview": "# -*- coding: utf-8 -*-\n\nimport unittest\nimport numpy as np\nimport numpy\nfrom simplification.util import simplify_coords"
}
]
About this extraction
This page contains the full source code of the urschrei/simplification GitHub repository, extracted and formatted as plain text for AI agents and large language models (LLMs). The extraction includes 23 files (5.7 MB), approximately 1.5M tokens, and a symbol index with 18 extracted functions, classes, methods, constants, and types. Use this with OpenClaw, Claude, ChatGPT, Cursor, Windsurf, or any other AI tool that accepts text input. You can copy the full output to your clipboard or download it as a .txt file.
Extracted by GitExtract — free GitHub repo to text converter for AI. Built by Nikandr Surkov.