wkp (Python binding)
Python package with a minimal Shapely-first API on top of WKP core geometry-frame C ABI.
Architecture
- Uses
nanobindfor the extension module - Calls the C ABI in
core/include/wkp/core.hdirectly - Python package version is managed independently
- Runtime compatibility check enforces WKP core
Dependencies
- Python >= 3.8
- build:
setuptools,wheel,nanobind - runtime:
numpy,shapely - dev/test:
pytest,build,twine,polyline
Install (editable dev)
From repo root:
pip install -e bindings/python[dev]
Build
python -m build bindings/python
Test
pytest bindings/python/tests
API
Geometry encode / decode
encode(geom, precision, *, ctx=None) -> bytes
decode(encoded, *, ctx=None) -> DecodedGeometry
decode_header(encoded) -> (version, precision, dimensions, geometry_type)
GeometryFrame — low-level flat representation
decode_frame(encoded, *, ctx=None) -> GeometryFrame
encode_frame(frame, *, ctx=None) -> bytes
GeometryFrame fields: version, precision, dimensions, geometry_type, coords (numpy float64 array, shape (n_points, dimensions)), segment_point_counts, group_segment_counts.
Methods: to_geometry() -> Shapely geometry, to_buffer() -> bytes, GeometryFrame.from_buffer(buf) -> GeometryFrame.
Float helpers
encode_floats(floats, precisions, *, ctx=None) -> bytes
decode_floats_array(encoded, precisions, *, ctx=None) -> np.ndarray # flat (N*dims,) float64
decode_floats(encoded, precisions, *, ctx=None) -> np.ndarray # shaped (N, dims) float64
decode_floats_array returns a flat 1D float64 array of interleaved values [x0, y0, x1, y1, ...] — a single allocation with no reshape. Use arr.tobytes() to treat it as a raw byte buffer for shipping over sockets or shared memory.
decode_floats wraps decode_floats_array and returns a (N, dims) 2D view (zero-copy reshape). Use .tolist() on the result if you need plain Python lists.
Context
Context()
A Context owns a reusable native C buffer pool. Buffers grow to fit the largest geometry processed, then stay allocated and get reused on subsequent calls — avoiding repeated allocations.
Thread-local (default) — one context per thread, created lazily, lives for the thread's lifetime:
encoded = encode(geom, precision) # ctx=None uses the thread-local pool
decoded = decode(encoded)
Explicit reuse — create one context and pass it to a batch of calls; the pool is freed when the object is garbage-collected or explicitly deleted:
ctx = wkp.Context()
for geom in large_collection:
encoded = encode(geom, precision, ctx=ctx)
...
del ctx # releases native buffers immediately
Per-call (no persistent memory) — create a fresh context for each call; buffers are freed as soon as the call returns:
encoded = encode(geom, precision, ctx=wkp.Context())
This costs one allocation/free per call but guarantees no native memory persists between calls — useful when peak RSS matters more than throughput.
Example
from shapely.geometry import LineString
from wkp import decode, decode_frame, encode
geom = LineString([
(174.776, -41.289),
(174.777, -41.290),
(174.778, -41.291),
])
encoded = encode(geom, precision=6)
decoded = decode(encoded)
print(encoded)
print(decoded.geometry.wkt)
# Access the flat frame directly (useful for numpy / bulk processing)
frame = decode_frame(encoded)
print(frame.coords) # numpy float64 array, shape (3, 2)
buf = frame.to_buffer() # compact binary blob
frame2 = frame.from_buffer(buf) # round-trip
Benchmark
Full geometry encode/decode comparison against Shapely WKB/WKT:
python bindings/python/benchmark/benchmark.py --linestring-points=10000 --precisions=5 --max-iterations=1000 --max-duration=1
Flat-array API micro-benchmark (encode/decode/decode_frame/decode_floats_array):
python bindings/python/benchmark/bench_flat_api.py
python bindings/python/benchmark/bench_flat_api.py --points=50000 --iterations=200
Example results:
| Method | Source | kb | Encode (ms) | Decode (ms) | Total (ms) | Iters |
|---|---|---|---|---|---|---|
| shapely_wkb | nz-coast | 156.3 | 0.50 ± 0.04 | 0.10 ± 0.02 | 0.60 ± 0.05 | 2000 |
| shapely_wkt | nz-coast | 379.7 | 1.88 ± 0.09 | 5.09 ± 0.18 | 6.96 ± 0.21 | 721 |
| shapely_wkt_5dp | nz-coast | 202.8 | 1.30 ± 0.08 | 2.71 ± 0.16 | 4.01 ± 0.18 | 1128 |
| wkp-5p-bytes | nz-coast | 42.9 | 0.23 ± 0.03 | 0.15 ± 0.03 | 0.39 ± 0.04 | 2000 |
| wkp-5p-str | nz-coast | 42.9 | 0.24 ± 0.03 | 0.15 ± 0.03 | 0.39 ± 0.04 | 2000 |
| shapely_wkb | random | 156.3 | 0.50 ± 0.04 | 0.10 ± 0.02 | 0.60 ± 0.05 | 2000 |
| shapely_wkt | random | 378.4 | 1.86 ± 0.28 | 5.09 ± 0.20 | 6.89 ± 0.21 | 724 |
| shapely_wkt_5dp | random | 163.9 | 1.38 ± 0.08 | 2.77 ± 0.14 | 4.15 ± 0.18 | 1073 |
| wkp-5p-bytes | random | 72.2 | 0.31 ± 0.10 | 0.19 ± 0.02 | 0.50 ± 0.10 | 2000 |
| wkp-5p-str | random | 72.2 | 0.28 ± 0.03 | 0.18 ± 0.02 | 0.46 ± 0.04 | 2000 |
Packaging / release
- Wheels are built in
.github/workflows/python.ymlusingcibuildwheel. - Release/publish runs from tag pushes or
workflow_dispatchin.github/workflows/python.yml. - Tag publish (recommended): push a tag in the exact format
pypi-vX.Y.Z(for examplepypi-v0.1.0). - Publish order is always TestPyPI first, then PyPI.
- Python releases are binding-specific. Product-level GitHub releases use the separate
wkp-vX.Y.Ztag flow.
Manual publish from GitHub
- Open Actions ->
Build and upload to PyPI. - Run workflow dispatch.
- The workflow publishes to TestPyPI and then PyPI automatically.
If you only publish via git tags, manual dispatch is optional and can be removed.
Metadata
Release files for wkp 0.5.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Built distributions (wheels)
| File | Reset | |||
|---|---|---|---|---|
| wkp-0.5.0-cp313-cp313-win_amd64.whl | CPython 3.13 | CPython 3.13 | Windows x86-64 | Details |
| wkp-0.5.0-cp313-cp313-win32.whl | CPython 3.13 | CPython 3.13 | Windows x86-32 | Details |
| wkp-0.5.0-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 |
| wkp-0.5.0-cp313-cp313-macosx_11_0_arm64.whl | CPython 3.13 | CPython 3.13 | macOS 11.0+ ARM64 | Details |
| wkp-0.5.0-cp312-cp312-win_amd64.whl | CPython 3.12 | CPython 3.12 | Windows x86-64 | Details |
| wkp-0.5.0-cp312-cp312-win32.whl | CPython 3.12 | CPython 3.12 | Windows x86-32 | Details |
| wkp-0.5.0-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 |
| wkp-0.5.0-cp312-cp312-macosx_11_0_arm64.whl | CPython 3.12 | CPython 3.12 | macOS 11.0+ ARM64 | Details |
| wkp-0.5.0-cp311-cp311-win_amd64.whl | CPython 3.11 | CPython 3.11 | Windows x86-64 | Details |
| wkp-0.5.0-cp311-cp311-win32.whl | CPython 3.11 | CPython 3.11 | Windows x86-32 | Details |
| wkp-0.5.0-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 |
| wkp-0.5.0-cp311-cp311-macosx_11_0_arm64.whl | CPython 3.11 | CPython 3.11 | macOS 11.0+ ARM64 | Details |
| wkp-0.5.0-cp310-cp310-win_amd64.whl | CPython 3.10 | CPython 3.10 | Windows x86-64 | Details |
| wkp-0.5.0-cp310-cp310-win32.whl | CPython 3.10 | CPython 3.10 | Windows x86-32 | Details |
| wkp-0.5.0-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 |
| wkp-0.5.0-cp310-cp310-macosx_11_0_arm64.whl | CPython 3.10 | CPython 3.10 | macOS 11.0+ ARM64 | Details |
| wkp-0.5.0-cp39-cp39-win_amd64.whl | CPython 3.9 | CPython 3.9 | Windows x86-64 | Details |
| wkp-0.5.0-cp39-cp39-win32.whl | CPython 3.9 | CPython 3.9 | Windows x86-32 | Details |
| wkp-0.5.0-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl | CPython 3.9 | CPython 3.9 | Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 | Details |
| wkp-0.5.0-cp39-cp39-macosx_11_0_arm64.whl | CPython 3.9 | CPython 3.9 | macOS 11.0+ ARM64 | Details |
Total release size: 5.6 MB
Release files / wkp-0.5.0-cp313-cp313-win_amd64.whl
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| Size | 79.5 kB |
| Tags | CPython 3.13 Windows x86-64 |
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Transparency logRelease files / wkp-0.5.0-cp39-cp39-win_amd64.whl
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Transparency logRelease files / wkp-0.5.0-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
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