lazpy
LAS and LAZ point clouds, read and written: a port of LASzip to C, with a Python front end.
Features
- Every LAZ point format (0–10) and every LASzip item version, reading and writing
- LAS 1.0–1.4, variable length records, extra bytes, LAS 1.4 compatibility mode
- numpy array reading and writing (
pip install lazpy[numpy]) - Rectangle and circle queries, accelerated by LASzip
.laxspatial indexes, which lazpy also builds - Coordinate reference systems as pyproj objects (
pip install lazpy[crs]) - Malformed input raises
lazpy.LazError;reader.warningscollects non-fatal defects - A
lazpyCLI that summarises a file
Installing
pip install lazpy
Reading
from lazpy import Reader
with Reader("cloud.laz") as reader:
print(reader.num_points, reader.point_format)
for point in reader:
print(point.X, point.Y, point.Z, point.classification)
reader.seek(1_000_000) # random access
point = reader.read()
x, y, z = reader.scale(point) # georeferenced floats
As numpy arrays:
with Reader("cloud.laz") as reader:
xyz = reader.xyz() # (N, 3) float64, scaled
a = reader.arrays(start=0) # {name: array}, every field
ground = a["Z"][a["classification"] == 2]
xyz() and arrays() take start= and count= for reading in blocks.
Spatial queries
with Reader("cloud.laz") as reader:
for point in reader.points_within(rect=(x0, y0, x1, y1)):
...
xyz = reader.xyz_within(circle=(x, y, 30.0))
With a LASzip spatial index — a .lax sidecar, or embedded by
lasindex -append — a query decodes only the chunks that can hold matching
points; without one it is a filtered full scan. To build an index:
reader.write_spatial_index(cell_size=10.0) # writes cloud.lax
Writing
from lazpy import Reader, Writer
# thin a survey down to its ground returns, still compressed
with Reader("cloud.laz") as reader, \
Writer("ground.laz", point_format=reader.point_format,
scales=reader.scales, offsets=reader.offsets) as writer:
for point in reader:
if point.classification == 2:
writer.write(point)
write_arrays() takes the dict arrays() returns; together they convert a
file in blocks:
with Reader("in.laz") as reader, Writer("out.laz", reader.point_format,
scales=reader.scales,
offsets=reader.offsets) as writer:
while reader.index < reader.num_points:
writer.write_arrays(reader.arrays(count=1_000_000))
The writer handles the header, the LASzip VLR and the chunk table. Keyword
arguments cover the rest: vlrs= and evlrs= for records, crs= for a
coordinate reference system, chunk_size=, version_minor=, laz_version=,
and compatibility=True for LAS 1.4 compatibility mode. A .las file name
writes plain LAS.
writer.unscale() converts georeferenced floats to the integers points
store, and auto_offsets(mins, maxs, scales) picks offsets a survey fits
inside.
Coordinate reference systems
reader.crs is the CRS the file declares, as a
pyproj CRS — None if it declares
nothing usable — and Writer takes the same object back through crs=.
lazpy reports the declaration as it stands; it does not validate or correct
it.
What is supported
| Point data format | Items | LAZ versions |
|---|---|---|
| 0–5 | POINT10, GPSTIME11, RGB12, WAVEPACKET13, BYTE | uncompressed, v1, v2 |
| 6–10 | POINT14, RGB14, RGBNIR14, WAVEPACKET14, BYTE14 | uncompressed, v3, v4 |
Also: pointwise- and layered-chunked containers, fixed, adaptive and missing chunk tables, selective decompression, spatial indexes, LAS 1.4 compatibility mode in both directions, and both host byte orders.
Development
pip install -e . pytest
pytest
flake8
The tests check lazpy's output byte-for-byte against reference data produced
by laszip itself; tools/ holds the harness that generated it.
License
Apache License 2.0 — see LICENSE. Everything in src/ is a port of
LASzip, itself Apache 2.0 and copyright
rapidlasso GmbH; NOTICE carries the attribution.
References
- LAS 1.2 specification
- LAS 1.4 specification
- LASzip — the reference implementation lazpy is ported from, by Martin Isenburg / rapidlasso.
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