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preshed: Cython Hash Table for Pre-Hashed Keys

Simple but high performance Cython hash table mapping pre-randomized keys to void* values. Inspired by Jeff Preshing.

All Python APIs provded by the BloomFilter and PreshMap classes are thread-safe on both the GIL-enabled build and the free-threaded build of Python 3.14 and newer. If you use the C API or the PreshCounter class, you must provide external synchronization if you use the data structures by this library in a multithreaded environment.

tests pypi Version conda Version Python wheels

Installation

pip install preshed --only-binary preshed

Or with conda:

conda install -c conda-forge preshed

Usage

PreshMap

A hash map for pre-hashed keys, mapping uint64 to uint64 values.

from preshed.maps import PreshMap

map = PreshMap()                  # create with default size
map = PreshMap(initial_size=1024) # create with initial capacity (must be power of 2)

map[key] = value        # set a value
value = map[key]        # get a value (returns None if missing)
value = map.pop(key)    # remove and return a value
del map[key]            # delete a key
key in map              # membership test
len(map)                # number of entries

for key in map:                    # iterate over keys
    pass
for key, value in map.items():     # iterate over key-value pairs
    pass
for value in map.values():         # iterate over values
    pass

BloomFilter

A probabilistic set for fast membership testing of integer keys.

from preshed.bloom import BloomFilter

bloom = BloomFilter(size=1024, hash_funcs=23)  # explicit parameters
bloom = BloomFilter.from_error_rate(10000, error_rate=1e-4)  # auto-sized

bloom.add(42)          # add a key
42 in bloom            # membership test (may have false positives)

data = bloom.to_bytes()            # serialize
bloom.from_bytes(data)             # deserialize in-place

PreshCounter

A counter backed by a hash map, for counting occurrences of uint64 keys.

from preshed.counter import PreshCounter

counter = PreshCounter()

counter.inc(key, 1)       # increment key by 1
count = counter[key]      # get current count
len(counter)              # number of buckets

for key, count in counter: # iterate over entries
    pass

counter.smooth()           # apply Good-Turing smoothing
prob = counter.prob(key)   # get smoothed probability

Cython API

All classes expose a C-level API via .pxd files for use in Cython extensions. The low-level MapStruct and BloomStruct functions operate on raw structs and can be called without the GIL:

from preshed.maps cimport PreshMap, map_get, map_set, map_iter, key_t
from preshed.bloom cimport BloomFilter, bloom_add, bloom_contains

cdef PreshMap table = PreshMap()

# Low-level nogil access (requires external synchronization)
cdef void* value
with nogil:
    value = map_get(table.c_map, some_key)

Metadata

Release files for preshed 3.0.13

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

Source distribution (sdist)

Source distribution for preshed 3.0.13
File Size Uploaded
preshed-3.0.13.tar.gz 18.3 kB Details

Built distributions (wheels)

Table of built distributions (wheels) for preshed 3.0.13
File
preshed-3.0.13-cp314-cp314t-win_arm64.whl CPython 3.14 CPython 3.14 free-threading Windows ARM64 Details
preshed-3.0.13-cp314-cp314t-win_amd64.whl CPython 3.14 CPython 3.14 free-threading Windows x86-64 Details
preshed-3.0.13-cp314-cp314t-musllinux_1_2_x86_64.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64 Details
preshed-3.0.13-cp314-cp314t-musllinux_1_2_aarch64.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARM64 Details
preshed-3.0.13-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ x86-64 Details
preshed-3.0.13-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARM64 Details
preshed-3.0.13-cp314-cp314t-macosx_11_0_arm64.whl CPython 3.14 CPython 3.14 free-threading macOS 11.0+ ARM64 Details
preshed-3.0.13-cp314-cp314t-macosx_10_15_x86_64.whl CPython 3.14 CPython 3.14 free-threading macOS 10.15+ x86-64 Details
preshed-3.0.13-cp314-cp314-win_arm64.whl CPython 3.14 CPython 3.14 Windows ARM64 Details
preshed-3.0.13-cp314-cp314-win_amd64.whl CPython 3.14 CPython 3.14 Windows x86-64 Details
preshed-3.0.13-cp314-cp314-musllinux_1_2_x86_64.whl CPython 3.14 CPython 3.14 Linux musl 1.2+ x86-64 Details
preshed-3.0.13-cp314-cp314-musllinux_1_2_aarch64.whl CPython 3.14 CPython 3.14 Linux musl 1.2+ ARM64 Details
preshed-3.0.13-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl CPython 3.14 CPython 3.14 Linux glibc 2.17+ x86-64 Details
preshed-3.0.13-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.whl CPython 3.14 CPython 3.14 Linux glibc 2.17+ ARM64 Details
preshed-3.0.13-cp314-cp314-macosx_11_0_arm64.whl CPython 3.14 CPython 3.14 macOS 11.0+ ARM64 Details
preshed-3.0.13-cp314-cp314-macosx_10_15_x86_64.whl CPython 3.14 CPython 3.14 macOS 10.15+ x86-64 Details
preshed-3.0.13-cp313-cp313-win_arm64.whl CPython 3.13 CPython 3.13 Windows ARM64 Details
preshed-3.0.13-cp313-cp313-win_amd64.whl CPython 3.13 CPython 3.13 Windows x86-64 Details
preshed-3.0.13-cp313-cp313-musllinux_1_2_x86_64.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-64 Details
preshed-3.0.13-cp313-cp313-musllinux_1_2_aarch64.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ ARM64 Details
preshed-3.0.13-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ x86-64 Details
preshed-3.0.13-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARM64 Details
preshed-3.0.13-cp313-cp313-macosx_11_0_arm64.whl CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details
preshed-3.0.13-cp313-cp313-macosx_10_13_x86_64.whl CPython 3.13 CPython 3.13 macOS 10.13+ x86-64 Details
preshed-3.0.13-cp312-cp312-win_arm64.whl CPython 3.12 CPython 3.12 Windows ARM64 Details
preshed-3.0.13-cp312-cp312-win_amd64.whl CPython 3.12 CPython 3.12 Windows x86-64 Details
preshed-3.0.13-cp312-cp312-musllinux_1_2_x86_64.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-64 Details
preshed-3.0.13-cp312-cp312-musllinux_1_2_aarch64.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ ARM64 Details
preshed-3.0.13-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-64 Details
preshed-3.0.13-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARM64 Details
preshed-3.0.13-cp312-cp312-macosx_11_0_arm64.whl CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
preshed-3.0.13-cp312-cp312-macosx_10_13_x86_64.whl CPython 3.12 CPython 3.12 macOS 10.13+ x86-64 Details
preshed-3.0.13-cp311-cp311-win_arm64.whl CPython 3.11 CPython 3.11 Windows ARM64 Details
preshed-3.0.13-cp311-cp311-win_amd64.whl CPython 3.11 CPython 3.11 Windows x86-64 Details
preshed-3.0.13-cp311-cp311-musllinux_1_2_x86_64.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-64 Details
preshed-3.0.13-cp311-cp311-musllinux_1_2_aarch64.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ ARM64 Details
preshed-3.0.13-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-64 Details
preshed-3.0.13-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARM64 Details
preshed-3.0.13-cp311-cp311-macosx_11_0_arm64.whl CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
preshed-3.0.13-cp311-cp311-macosx_10_9_x86_64.whl CPython 3.11 CPython 3.11 macOS 10.9+ x86-64 Details
preshed-3.0.13-cp310-cp310-win_arm64.whl CPython 3.10 CPython 3.10 Windows ARM64 Details
preshed-3.0.13-cp310-cp310-win_amd64.whl CPython 3.10 CPython 3.10 Windows x86-64 Details
preshed-3.0.13-cp310-cp310-musllinux_1_2_x86_64.whl CPython 3.10 CPython 3.10 Linux musl 1.2+ x86-64 Details
preshed-3.0.13-cp310-cp310-musllinux_1_2_aarch64.whl CPython 3.10 CPython 3.10 Linux musl 1.2+ ARM64 Details
preshed-3.0.13-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-64 Details
preshed-3.0.13-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARM64 Details
preshed-3.0.13-cp310-cp310-macosx_11_0_arm64.whl CPython 3.10 CPython 3.10 macOS 11.0+ ARM64 Details
preshed-3.0.13-cp310-cp310-macosx_10_9_x86_64.whl CPython 3.10 CPython 3.10 macOS 10.9+ x86-64 Details
preshed-3.0.13-cp39-cp39-win_arm64.whl CPython 3.9 CPython 3.9 Windows ARM64 Details
preshed-3.0.13-cp39-cp39-win_amd64.whl CPython 3.9 CPython 3.9 Windows x86-64 Details
preshed-3.0.13-cp39-cp39-musllinux_1_2_x86_64.whl CPython 3.9 CPython 3.9 Linux musl 1.2+ x86-64 Details
preshed-3.0.13-cp39-cp39-musllinux_1_2_aarch64.whl CPython 3.9 CPython 3.9 Linux musl 1.2+ ARM64 Details
preshed-3.0.13-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.whl CPython 3.9 CPython 3.9 Linux glibc 2.17+ x86-64 Details
preshed-3.0.13-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.whl CPython 3.9 CPython 3.9 Linux glibc 2.17+ ARM64 Details
preshed-3.0.13-cp39-cp39-macosx_11_0_arm64.whl CPython 3.9 CPython 3.9 macOS 11.0+ ARM64 Details
preshed-3.0.13-cp39-cp39-macosx_10_9_x86_64.whl CPython 3.9 CPython 3.9 macOS 10.9+ x86-64 Details

Total release size: 41.3 MB

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3.0.13 This release

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0.44.0

1 release file

0.44

1 release file

0.43

1 release file

0.42

1 release file

0.41

1 release file

0.40

1 release file

0.39

1 release file

0.38

1 release file

0.37

1 release file

0.36

1 release file

0.35

1 release file

0.34

1 release file

0.33

1 release file

0.32

1 release file

0.31

1 release file

0.30

1 release file

0.28

1 release file

0.27

1 release file

0.25

1 release file

0.24

1 release file

0.23

1 release file

0.22

1 release file

0.21

1 release file

0.20

1 release file

0.1

1 release file

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