String algorithms
Project description
pydivsufsort
: bindings to libdivsufsort
pydivsufsort
prebuilds libdivsufsort
as a shared library and
includes it in a Python package with bindings.
Features:
- bindings to
divsufsort
that return numpy arrays - handle almost any integer data type (e.g.
int64
) and not onlychar
- additional string algorithms
Installation
On Linux, macOS and Windows:
python -m pip install pydivsufsort
We provide precompiled wheels for common systems using cibuildwheel
, and a source distribution for Unix systems. Manual compilation on Windows might require some tweaking, please create an issue.
Usage
Using String Inputs
import numpy as np
from pydivsufsort import divsufsort, kasai
string_inp = "banana$"
string_suffix_array = divsufsort(string_inp)
string_lcp_array = kasai(string_inp, string_suffix_array)
print(string_suffix_array, string_lcp_array)
# [6 5 3 1 0 4 2] [0 1 3 0 0 2 0]
Using Integer Inputs
import numpy as np
from pydivsufsort import divsufsort, kasai
string_inp = "banana$"
# Convert the string input to integers first
int_inp = np.unique(np.array(list(string_inp)), return_inverse=True)[1]
int_suffix_array = divsufsort(int_inp)
int_lcp_array = kasai(int_inp, int_suffix_array)
print(int_suffix_array, int_lcp_array)
# [6 5 3 1 0 4 2] [0 1 3 0 0 2 0]
Using Multiple Sentinel Characters Witin A String
import numpy as np
from pydivsufsort import divsufsort, kasai
sentinel_inp = "a$banana#and@a*bandana+"
sentinel_suffix_array = divsufsort(sentinel_inp)
sentinel_lcp_array = kasai(sentinel_inp, sentinel_suffix_array)
print(sentinel_suffix_array, sentinel_lcp_array)
# [ 8 1 14 22 12 7 0 13 21 5 19 3 9 16 2 15 11 18 6 20 4 10 17] [0 0 0 0 0 1 1 1 1 3 3 2 3 0 3 0 1 0 2 2 1 2 0]
Testing
pytest
Technical details (for performance tweaks)
libdivsufsort
is compiled in both 32 and 64 bits, as the 32 bits version is faster. pydivsufsort
automatically chooses to use the 32 bits version when possible (aka when the input size is less than 2**31-1
).
For best performance, use contiguous arrays. If you have a sliced array, pydivsufsort converts it automatically with numpy.ascontiguousarray
.
The precompiled libraries use OpenMP. You can disable it by setting the env variable OMP_NUM_THREADS=1
, and it will yield the same performance as the version compiled without OpenMP
The original libdivsufsort
only supports char as the base type. pydivsufsort
can handle arrays of any integer type (even signed), by encoding each element as multiple chars, which makes the computation slower. If your values use an integer type that is bigger than required, but they span over a small contiguous range, pydivsufsort
will automatically change their type (see #6).
Acknowledgements
- Yuta Mori for writing libdivsufsort
- Sean Law for initiating this project and contributing
Project details
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