assrs

Approximate String SearcheRS is a Python library written in Rust for querying an index of strings for the closest match. It implements a Levenshtein Automaton for quickly searching a trie.

Usage

Installation

pip install assrs

Quickstart

from assrs import BKTree, Trie, levenshtein

trie = Trie(["foo", "bar"])
trie.find_one("baz")
# ("bar", 1)
trie.find_one("abc", max_edits=1)
# None

tree = BKTree(["foo", "bar"])
tree.find_one("baz")
# ("bar", 1)
tree.find_one("abc", max_edits=1)
# None

levenshtein("kitten", "sitting")
# 3

Discussion

The main problem can be formulated as finding the best match between a query string and a reasonably large index (e.g. the entire English dictionary, as below). The similarity between a pair of strings is described by the Levenshtein distance.

The naive solution is calculating the distance between the query and all the choices and taking the minimum. This works comparatively well for a small number of choices and a fast Levenshtein distance implementation like rapidfuzz. However, if the index is large and relatively static (many queries and few or no changes to the choices) then the necessary computation can be significantly reduced.

One solution is constructing a BK-tree for the set of choices. The triangle inequality helps reduce the necessary distance calculations by limiting the search. In practice, the performance seems to heavily depend on the insertion order, and is significantly helped by having a low max_edits value.

A better option is using a trie as an index; the best match can be found by traversing it with a Levenshtein Automaton that allows us to exclude subtries which cannot contain a sufficiently good match. This should allow us to remove unnecessary distance calculations much more effectively, and can also take advantage of setting max_edits.

The above is combined with a reasonably performant implementation of Levenshtein distance, using the bitvector algorithm by Myers for strings up to 64 characters long.

Performance

Using rapidfuzz as a reference. Results of running test.py with Python 3.11 on a Mac mini 2020 (M1, 16GB RAM).

Taking a dictionary (235,976 words) as index and every 1000th as a query:

assrs.Trie.find_one: 0.98ms
assrs.Trie.find_one(..., max_edits=3): 0.43ms
assrs.BKTree.find_one: 5.54ms
assrs.BKTree.find_one(..., max_edits=3): 2.92ms
assrs.levenshtein_extract: 9.39ms
assrs.levenshtein in a Python loop: 32.02ms
rapidfuzz.process.extractOne(..., scorer=rapidfuzz.distance.Levenshtein.distance): 4.08ms
rapidfuzz.distance.Levenshtein.distance in a Python loop: 44.20ms

However, with 100,000 random strings of length 10 as index and querying random strings:

assrs.Trie.find_one: 17.60ms
assrs.Trie.find_one(..., max_edits=3): 5.39ms
assrs.BKTree.find_one: 10.14ms
assrs.BKTree.find_one(..., max_edits=3): 10.14ms
assrs.levenshtein_extract: 6.81ms
assrs.levenshtein in a Python loop: 13.94ms
rapidfuzz.process.extractOne(..., scorer=rapidfuzz.distance.Levenshtein.distance): 4.21ms
rapidfuzz.distance.Levenshtein.distance in a Python loop: 18.07ms

The tree based structures have a significant advantage if the index is relatively low entropy, like a dictionary of words from a natural language. However, a random set of strings causes especially poor performance for tries due to the excessive branching (e.g. considering that 62^3 is 238,328, it is highly likely that the number of explored nodes is roughly the same order of magnitude as the size of the index), and limits the benefits from the structure of the index. Instead, the overhead from traversing the tree, and extra distance calculations, can mean they are slower than straightforwardly iterating through the list of choices. Regardless, using a Trie with a max_edits limit remains competitive even in the worst-case scenario and offers a significant speedup in case of a nicer index.

The difference between assrs.levenshtein_extract and rapidfuzz.process.extractOne (that notably disappears when the corresponding distance functions are called in a Python loop) seems likely attributable to this library not using SIMD operations.

Limitations

Currently missing features and known issues:

poor worst case performance for lookups,
not using bitvectors for strings longer than 64 characters,
support for segmenting over grapheme clusters rather than codepoints,
support for other distance functions,
standalone Rust crate.

Resources

rapidfuzz as the inspiration and comparison reference
A blog post discussing Levenshtein automata and tries
Myers, G. (1999). A fast bit-vector algorithm for approximate string matching based on dynamic programming. Journal of the ACM (JACM), 46(3), 395-415. 1
Hyyrö, H. (2003). A bit-vector algorithm for computing Levenshtein and Damerau edit distances. Nord. J. Comput., 10(1), 29-39. 2

Metadata

Release files for assrs 0.1.2

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

Source distribution (sdist)

Source distribution for assrs 0.1.2
File	Size	Uploaded	Provenance
assrs-0.1.2.tar.gz	14.2 kB	Aug 20, 2023	Without provenance	Details

Built distributions (wheels)

Table of built distributions (wheels) for assrs 0.1.2
File	Interpreter	ABI	Platform	Reset
assrs-0.1.2-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 612.0 kB Aug 20, 2023 Without provenance	PyPy 3.10	PyPy 3.10 7.3	Linux glibc 2.17+ x86-64	Details
assrs-0.1.2-pp310-pypy310_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl 742.6 kB Aug 20, 2023 Without provenance	PyPy 3.10	PyPy 3.10 7.3	Linux glibc 2.17+ IBM System/390x	Details
assrs-0.1.2-pp310-pypy310_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 619.2 kB Aug 20, 2023 Without provenance	PyPy 3.10	PyPy 3.10 7.3	Linux glibc 2.17+ PowerPC 64-le	Details
assrs-0.1.2-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 618.7 kB Aug 20, 2023 Without provenance	PyPy 3.10	PyPy 3.10 7.3	Linux glibc 2.17+ ARMv7l	Details
assrs-0.1.2-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 612.6 kB Aug 20, 2023 Without provenance	PyPy 3.10	PyPy 3.10 7.3	Linux glibc 2.17+ ARM64	Details
assrs-0.1.2-pp310-pypy310_pp73-manylinux_2_5_i686.manylinux1_i686.whl 619.7 kB Aug 20, 2023 Without provenance	PyPy 3.10	PyPy 3.10 7.3	Linux glibc 2.5+ x86-32	Details
assrs-0.1.2-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 612.0 kB Aug 20, 2023 Without provenance	PyPy 3.9	PyPy 3.9 7.3	Linux glibc 2.17+ x86-64	Details
assrs-0.1.2-pp39-pypy39_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl 742.6 kB Aug 20, 2023 Without provenance	PyPy 3.9	PyPy 3.9 7.3	Linux glibc 2.17+ IBM System/390x	Details
assrs-0.1.2-pp39-pypy39_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 619.2 kB Aug 20, 2023 Without provenance	PyPy 3.9	PyPy 3.9 7.3	Linux glibc 2.17+ PowerPC 64-le	Details
assrs-0.1.2-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 618.7 kB Aug 20, 2023 Without provenance	PyPy 3.9	PyPy 3.9 7.3	Linux glibc 2.17+ ARMv7l	Details
assrs-0.1.2-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 612.6 kB Aug 20, 2023 Without provenance	PyPy 3.9	PyPy 3.9 7.3	Linux glibc 2.17+ ARM64	Details
assrs-0.1.2-pp39-pypy39_pp73-manylinux_2_5_i686.manylinux1_i686.whl 619.7 kB Aug 20, 2023 Without provenance	PyPy 3.9	PyPy 3.9 7.3	Linux glibc 2.5+ x86-32	Details
assrs-0.1.2-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 612.1 kB Aug 20, 2023 Without provenance	PyPy 3.8	PyPy 3.8 7.3	Linux glibc 2.17+ x86-64	Details
assrs-0.1.2-pp38-pypy38_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl 742.6 kB Aug 20, 2023 Without provenance	PyPy 3.8	PyPy 3.8 7.3	Linux glibc 2.17+ IBM System/390x	Details
assrs-0.1.2-pp38-pypy38_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 619.6 kB Aug 20, 2023 Without provenance	PyPy 3.8	PyPy 3.8 7.3	Linux glibc 2.17+ PowerPC 64-le	Details
assrs-0.1.2-pp38-pypy38_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 618.7 kB Aug 20, 2023 Without provenance	PyPy 3.8	PyPy 3.8 7.3	Linux glibc 2.17+ ARMv7l	Details
assrs-0.1.2-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 612.4 kB Aug 20, 2023 Without provenance	PyPy 3.8	PyPy 3.8 7.3	Linux glibc 2.17+ ARM64	Details
assrs-0.1.2-pp38-pypy38_pp73-manylinux_2_5_i686.manylinux1_i686.whl 619.8 kB Aug 20, 2023 Without provenance	PyPy 3.8	PyPy 3.8 7.3	Linux glibc 2.5+ x86-32	Details
assrs-0.1.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 611.8 kB Aug 20, 2023 Without provenance	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-64	Details
assrs-0.1.2-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl 742.2 kB Aug 20, 2023 Without provenance	CPython 3.12	CPython 3.12	Linux glibc 2.17+ IBM System/390x	Details
assrs-0.1.2-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 619.2 kB Aug 20, 2023 Without provenance	CPython 3.12	CPython 3.12	Linux glibc 2.17+ PowerPC 64-le	Details
assrs-0.1.2-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 618.4 kB Aug 20, 2023 Without provenance	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARMv7l	Details
assrs-0.1.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 612.5 kB Aug 20, 2023 Without provenance	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARM64	Details
assrs-0.1.2-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl 619.8 kB Aug 20, 2023 Without provenance	CPython 3.12	CPython 3.12	Linux glibc 2.5+ x86-32	Details
assrs-0.1.2-cp311-none-win_amd64.whl 147.0 kB Aug 20, 2023 Without provenance	CPython 3.11	none	Windows x86-64	Details
assrs-0.1.2-cp311-none-win32.whl 137.1 kB Aug 20, 2023 Without provenance	CPython 3.11	none	Windows x86-32	Details
assrs-0.1.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 611.8 kB Aug 20, 2023 Without provenance	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-64	Details
assrs-0.1.2-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl 742.2 kB Aug 20, 2023 Without provenance	CPython 3.11	CPython 3.11	Linux glibc 2.17+ IBM System/390x	Details
assrs-0.1.2-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 619.2 kB Aug 20, 2023 Without provenance	CPython 3.11	CPython 3.11	Linux glibc 2.17+ PowerPC 64-le	Details
assrs-0.1.2-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 618.4 kB Aug 20, 2023 Without provenance	CPython 3.11	CPython 3.11	Linux glibc 2.17+ ARMv7l	Details
assrs-0.1.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 612.5 kB Aug 20, 2023 Without provenance	CPython 3.11	CPython 3.11	Linux glibc 2.17+ ARM64	Details
assrs-0.1.2-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl 619.8 kB Aug 20, 2023 Without provenance	CPython 3.11	CPython 3.11	Linux glibc 2.5+ x86-32	Details
assrs-0.1.2-cp311-cp311-macosx_11_0_arm64.whl 257.0 kB Aug 20, 2023 Without provenance	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
assrs-0.1.2-cp311-cp311-macosx_10_7_x86_64.whl 267.2 kB Aug 20, 2023 Without provenance	CPython 3.11	CPython 3.11	macOS 10.7+ x86-64	Details
assrs-0.1.2-cp310-none-win_amd64.whl 147.0 kB Aug 20, 2023 Without provenance	CPython 3.10	none	Windows x86-64	Details
assrs-0.1.2-cp310-none-win32.whl 137.1 kB Aug 20, 2023 Without provenance	CPython 3.10	none	Windows x86-32	Details
assrs-0.1.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 611.8 kB Aug 20, 2023 Without provenance	CPython 3.10	CPython 3.10	Linux glibc 2.17+ x86-64	Details
assrs-0.1.2-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl 742.2 kB Aug 20, 2023 Without provenance	CPython 3.10	CPython 3.10	Linux glibc 2.17+ IBM System/390x	Details
assrs-0.1.2-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 619.2 kB Aug 20, 2023 Without provenance	CPython 3.10	CPython 3.10	Linux glibc 2.17+ PowerPC 64-le	Details
assrs-0.1.2-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 618.4 kB Aug 20, 2023 Without provenance	CPython 3.10	CPython 3.10	Linux glibc 2.17+ ARMv7l	Details
assrs-0.1.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 612.5 kB Aug 20, 2023 Without provenance	CPython 3.10	CPython 3.10	Linux glibc 2.17+ ARM64	Details
assrs-0.1.2-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl 619.8 kB Aug 20, 2023 Without provenance	CPython 3.10	CPython 3.10	Linux glibc 2.5+ x86-32	Details
assrs-0.1.2-cp310-cp310-macosx_11_0_arm64.whl 257.0 kB Aug 20, 2023 Without provenance	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details
assrs-0.1.2-cp310-cp310-macosx_10_7_x86_64.whl 267.2 kB Aug 20, 2023 Without provenance	CPython 3.10	CPython 3.10	macOS 10.7+ x86-64	Details
assrs-0.1.2-cp39-none-win_amd64.whl 147.2 kB Aug 20, 2023 Without provenance	CPython 3.9	none	Windows x86-64	Details
assrs-0.1.2-cp39-none-win32.whl 137.3 kB Aug 20, 2023 Without provenance	CPython 3.9	none	Windows x86-32	Details
assrs-0.1.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 612.1 kB Aug 20, 2023 Without provenance	CPython 3.9	CPython 3.9	Linux glibc 2.17+ x86-64	Details
assrs-0.1.2-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl 742.4 kB Aug 20, 2023 Without provenance	CPython 3.9	CPython 3.9	Linux glibc 2.17+ IBM System/390x	Details
assrs-0.1.2-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 619.6 kB Aug 20, 2023 Without provenance	CPython 3.9	CPython 3.9	Linux glibc 2.17+ PowerPC 64-le	Details
assrs-0.1.2-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 618.9 kB Aug 20, 2023 Without provenance	CPython 3.9	CPython 3.9	Linux glibc 2.17+ ARMv7l	Details
assrs-0.1.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 612.2 kB Aug 20, 2023 Without provenance	CPython 3.9	CPython 3.9	Linux glibc 2.17+ ARM64	Details
assrs-0.1.2-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.whl 620.1 kB Aug 20, 2023 Without provenance	CPython 3.9	CPython 3.9	Linux glibc 2.5+ x86-32	Details
assrs-0.1.2-cp38-none-win_amd64.whl 147.3 kB Aug 20, 2023 Without provenance	CPython 3.8	none	Windows x86-64	Details
assrs-0.1.2-cp38-none-win32.whl 137.6 kB Aug 20, 2023 Without provenance	CPython 3.8	none	Windows x86-32	Details
assrs-0.1.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 612.0 kB Aug 20, 2023 Without provenance	CPython 3.8	CPython 3.8	Linux glibc 2.17+ x86-64	Details
assrs-0.1.2-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl 742.3 kB Aug 20, 2023 Without provenance	CPython 3.8	CPython 3.8	Linux glibc 2.17+ IBM System/390x	Details
assrs-0.1.2-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 619.8 kB Aug 20, 2023 Without provenance	CPython 3.8	CPython 3.8	Linux glibc 2.17+ PowerPC 64-le	Details
assrs-0.1.2-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 618.7 kB Aug 20, 2023 Without provenance	CPython 3.8	CPython 3.8	Linux glibc 2.17+ ARMv7l	Details
assrs-0.1.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 612.8 kB Aug 20, 2023 Without provenance	CPython 3.8	CPython 3.8	Linux glibc 2.17+ ARM64	Details
assrs-0.1.2-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.whl 620.4 kB Aug 20, 2023 Without provenance	CPython 3.8	CPython 3.8	Linux glibc 2.5+ x86-32	Details

Total release size: 32.8 MB

Release files / assrs-0.1.2.tar.gz

Download URL	assrs-0.1.2.tar.gz
Size	14.2 kB
Tags	Source
SHA-256 checksum How to use checksums	`70406d57ce0d72aa2be658eec92eea9f05358443c63b2cd397ed123121c7a5b8`
BLAKE2b-256 checksum How to use checksums	`c00a79f590e6bf590e024be03558b0a5615af9e6c126ee199ae6e08507faf409`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	assrs-0.1.2-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	612.0 kB
Tags	Linux glibc 2.17+ x86-64 PyPy 3.10 PyPy 3.10 7.3
SHA-256 checksum How to use checksums	`93f83299681348c011bc4c159aeaf3766801f4b09797cbcc4242c0026e85f8cc`
BLAKE2b-256 checksum How to use checksums	`378642317f568706d9ff4deb8eb18b25d3050738ad7a310e36d020792d46c3a8`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-pp310-pypy310_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl

Download URL	assrs-0.1.2-pp310-pypy310_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl
Size	742.6 kB
Tags	Linux glibc 2.17+ IBM System/390x PyPy 3.10 PyPy 3.10 7.3
SHA-256 checksum How to use checksums	`d1aa0fbdb5e405b304e0bda9e4b67ba601a851ddbce6b7b3a5b66b76fa927438`
BLAKE2b-256 checksum How to use checksums	`44523b80070ba5e0dc3f99c624daceb678a6eb5b4261d51e83e5397e48f1aff6`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-pp310-pypy310_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Download URL	assrs-0.1.2-pp310-pypy310_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Size	619.2 kB
Tags	Linux glibc 2.17+ PowerPC 64-le PyPy 3.10 PyPy 3.10 7.3
SHA-256 checksum How to use checksums	`728b465d9367147acc96b104e3d6d5a417a5bff5df7cc24e5426c81d1800e7a3`
BLAKE2b-256 checksum How to use checksums	`efa5feb45e08c062915578f6473b10306c98d777b24485001c17658a5aaaafe9`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	assrs-0.1.2-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	618.7 kB
Tags	Linux glibc 2.17+ ARMv7l PyPy 3.10 PyPy 3.10 7.3
SHA-256 checksum How to use checksums	`64439dacc2fbc1f3179fbbbd3640b2e6ad4129983e3b6b139be925c445e27576`
BLAKE2b-256 checksum How to use checksums	`09d63724c3ca6b7035b48665d9b1b95d7e53a9e8356dad4f5a34a25c92c605db`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	assrs-0.1.2-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	612.6 kB
Tags	Linux glibc 2.17+ ARM64 PyPy 3.10 PyPy 3.10 7.3
SHA-256 checksum How to use checksums	`0618c4c9e347c32f27a40e5920a67a312cfc7ecf658e2dd7120b2538849a7dde`
BLAKE2b-256 checksum How to use checksums	`4506d6f7f74780000bf9879dc7ec70bcee978301c779a45b3dee7892e18798ab`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-pp310-pypy310_pp73-manylinux_2_5_i686.manylinux1_i686.whl

Download URL	assrs-0.1.2-pp310-pypy310_pp73-manylinux_2_5_i686.manylinux1_i686.whl
Size	619.7 kB
Tags	Linux glibc 2.5+ x86-32 PyPy 3.10 PyPy 3.10 7.3
SHA-256 checksum How to use checksums	`3ea7223a4c01f0619fcf8912acb4acc8613c1533d5e3613ec75a0c7d63aa3580`
BLAKE2b-256 checksum How to use checksums	`ca2a234dc25bdadf4e1ebd25f72b41748845fe2e4936339d7f8bac12a7c4212b`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	assrs-0.1.2-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	612.0 kB
Tags	Linux glibc 2.17+ x86-64 PyPy 3.9 PyPy 3.9 7.3
SHA-256 checksum How to use checksums	`e99fe130f329a6944515c4e74a2cb42277227d988e005aeb72a931c4f8202e8c`
BLAKE2b-256 checksum How to use checksums	`a29db6da2f03fc1d354c5110cf4c761e00d5e674665e91acc67d3ae1a6d78abc`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-pp39-pypy39_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl

Download URL	assrs-0.1.2-pp39-pypy39_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl
Size	742.6 kB
Tags	Linux glibc 2.17+ IBM System/390x PyPy 3.9 PyPy 3.9 7.3
SHA-256 checksum How to use checksums	`822e7854c811e3d5020c17068ea83cb0a4f9ace1e8ff39e2d508d22623551167`
BLAKE2b-256 checksum How to use checksums	`bbad819c18fc27eb3a770722a464ba5926e7582b435777931be1a2af95e0da27`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-pp39-pypy39_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Download URL	assrs-0.1.2-pp39-pypy39_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Size	619.2 kB
Tags	Linux glibc 2.17+ PowerPC 64-le PyPy 3.9 PyPy 3.9 7.3
SHA-256 checksum How to use checksums	`5baf4af2255a32b553d2beb2ef04eafd1bb7ed28414e2e5fe025a10d4dba9083`
BLAKE2b-256 checksum How to use checksums	`bf70ca025da45d45f49b528174b8476248d65bd1ca25679487c67955c3b92ee9`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	assrs-0.1.2-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	618.7 kB
Tags	Linux glibc 2.17+ ARMv7l PyPy 3.9 PyPy 3.9 7.3
SHA-256 checksum How to use checksums	`38c5da91f68ed857fb556014c035c2a4df85cf0dc82c5e774d3dd8b90641c121`
BLAKE2b-256 checksum How to use checksums	`8da5497ee7b2997d0c2edc4be80b5794f922df663427503c36cd2493c3c7363d`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	assrs-0.1.2-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	612.6 kB
Tags	Linux glibc 2.17+ ARM64 PyPy 3.9 PyPy 3.9 7.3
SHA-256 checksum How to use checksums	`6802eb4cad4ce95e3c2ab91983a4d8201bd4058966c2f6fa821e19d016984ab4`
BLAKE2b-256 checksum How to use checksums	`25b1d416178113a5b8e75fb362a75aeb5bee45ac12cf9d10b45691ca845a7777`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-pp39-pypy39_pp73-manylinux_2_5_i686.manylinux1_i686.whl

Download URL	assrs-0.1.2-pp39-pypy39_pp73-manylinux_2_5_i686.manylinux1_i686.whl
Size	619.7 kB
Tags	Linux glibc 2.5+ x86-32 PyPy 3.9 PyPy 3.9 7.3
SHA-256 checksum How to use checksums	`6f93b74f7a208d91a5f6ff34a5e39e438b4184a5328d08b04b492e517c5fb43e`
BLAKE2b-256 checksum How to use checksums	`d9158e970772cd15bd7d7b6cfe17f58b7296388e8aeb4f9fe7af745d959c6301`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	assrs-0.1.2-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	612.1 kB
Tags	Linux glibc 2.17+ x86-64 PyPy 3.8 PyPy 3.8 7.3
SHA-256 checksum How to use checksums	`d334465313709a6b237fb98c23898780e084ba24a7d8459cdaaf8a0de37481df`
BLAKE2b-256 checksum How to use checksums	`f1c0c449bac6c1120ff620d2839679fe1668d77082f1bf60456b4d16fe3d6912`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-pp38-pypy38_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl

Download URL	assrs-0.1.2-pp38-pypy38_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl
Size	742.6 kB
Tags	Linux glibc 2.17+ IBM System/390x PyPy 3.8 PyPy 3.8 7.3
SHA-256 checksum How to use checksums	`c16fb451ab1d3af8d9942a26e954a73b349b81f7fee551fc663d0c0d65d9b43b`
BLAKE2b-256 checksum How to use checksums	`fd98f7b6f3ab11e13c04f9725246cf17d9449cbc68278b394fa56eece4ceb306`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-pp38-pypy38_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Download URL	assrs-0.1.2-pp38-pypy38_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Size	619.6 kB
Tags	Linux glibc 2.17+ PowerPC 64-le PyPy 3.8 PyPy 3.8 7.3
SHA-256 checksum How to use checksums	`fac3c126a9aefb2319b279ad3177a0f583f3c7cdc943d5334a18ba76bcdf359d`
BLAKE2b-256 checksum How to use checksums	`ea353e35740b7fd16b9ab9ba2c0ed4ad3b49be8d81abe0a8610a9be2df09aa85`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-pp38-pypy38_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	assrs-0.1.2-pp38-pypy38_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	618.7 kB
Tags	Linux glibc 2.17+ ARMv7l PyPy 3.8 PyPy 3.8 7.3
SHA-256 checksum How to use checksums	`659a2c5e65bd24f5ad6a88a628e8eb864acfa8feb33f14bad78bc1b62130d1ef`
BLAKE2b-256 checksum How to use checksums	`4f3f2c0991cd172cfc585331d8b41290c27abfab629acf95488f9e9f17d3e48e`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	assrs-0.1.2-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	612.4 kB
Tags	Linux glibc 2.17+ ARM64 PyPy 3.8 PyPy 3.8 7.3
SHA-256 checksum How to use checksums	`a4254dc8970c0227bf84e07e987e9702c35ec6d21c5948a7e213f4daa4e8df32`
BLAKE2b-256 checksum How to use checksums	`f2309566030c50f2d42474a7ee5a1b7f2e7aa47c2da272c5ad3a7093ba788e54`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-pp38-pypy38_pp73-manylinux_2_5_i686.manylinux1_i686.whl

Download URL	assrs-0.1.2-pp38-pypy38_pp73-manylinux_2_5_i686.manylinux1_i686.whl
Size	619.8 kB
Tags	Linux glibc 2.5+ x86-32 PyPy 3.8 PyPy 3.8 7.3
SHA-256 checksum How to use checksums	`c883fab65de45d7b203f4483d4056cb2db2793bd52909361e76ea20a137b206e`
BLAKE2b-256 checksum How to use checksums	`64da5ef4e4abbd4486dc1f71be252c0160873449426478002de584f9427beaee`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	assrs-0.1.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	611.8 kB
Tags	CPython 3.12 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`57060a163a9d46c2a56dc28af2d7734bc665133f9b4fa2044277e2bd79ebe99b`
BLAKE2b-256 checksum How to use checksums	`425250d4a770c595ca3798210747582cc3a1eacf7d8799b18175d0f210d51c2e`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl

Download URL	assrs-0.1.2-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl
Size	742.2 kB
Tags	CPython 3.12 Linux glibc 2.17+ IBM System/390x
SHA-256 checksum How to use checksums	`0c174a7c37caeb145e5788c7f66e3aecb3c88455fcc063764f51e494d7d87478`
BLAKE2b-256 checksum How to use checksums	`ed399026a5fd060ce9a4792a29750c41717bc8359becde7cac8fefa8c8f8419f`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Download URL	assrs-0.1.2-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Size	619.2 kB
Tags	CPython 3.12 Linux glibc 2.17+ PowerPC 64-le
SHA-256 checksum How to use checksums	`3ede1d6a0ac579c24fcaac2f0b1c4660fa35eb3c64c0c86290261231d0542ae7`
BLAKE2b-256 checksum How to use checksums	`68b8c83b8f67df5a35c8291ed8eb8dc6847ffd4c427b277bc30b1e0f3eb51932`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	assrs-0.1.2-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	618.4 kB
Tags	CPython 3.12 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`6368823415b7a20aa31df7f60fc2f202d39d4ea723b1c86ca92eae6dd92c7b31`
BLAKE2b-256 checksum How to use checksums	`7dc56e0dcfd28b2d4bd0c5fe94404b93a5deee70f3142a56ac440f4191091a08`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	assrs-0.1.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	612.5 kB
Tags	CPython 3.12 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`837d8d1bff0724b357e3252c07139cefd1d710068587481f0196047bfe101012`
BLAKE2b-256 checksum How to use checksums	`f3cb372ecf5a0edc2ef8946af0184223e0b218b81793e8b9fa1910e646cf42cc`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl

Download URL	assrs-0.1.2-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl
Size	619.8 kB
Tags	CPython 3.12 Linux glibc 2.5+ x86-32
SHA-256 checksum How to use checksums	`d5e89d08f3a1f804dead550a75b0843c94a493c762fc65a1e299e40d1a4c2435`
BLAKE2b-256 checksum How to use checksums	`46dbf62c6b37192e6335d1c2af84377ed0b921d22ea22a06f9fd521bea7590ee`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp311-none-win_amd64.whl

Download URL	assrs-0.1.2-cp311-none-win_amd64.whl
Size	147.0 kB
Tags	CPython 3.11 Windows x86-64
SHA-256 checksum How to use checksums	`532f54174997a7a93b6a3e95fbf4892c7f990481573ae591936351357c102056`
BLAKE2b-256 checksum How to use checksums	`64312e890745328cb3c9bb1e662d9ba73613dfd9d41f4b5cecf7f0d041b07399`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp311-none-win32.whl

Download URL	assrs-0.1.2-cp311-none-win32.whl
Size	137.1 kB
Tags	CPython 3.11 Windows x86-32
SHA-256 checksum How to use checksums	`fe6b1326f265380e9ba25ddc2cee080b76ebd4e6bff1d3e01b8320a28e9760ca`
BLAKE2b-256 checksum How to use checksums	`ae012972802a6d0247636854ff2eb24dc6e9a35df6c3fbacb574dab75b92dd82`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	assrs-0.1.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	611.8 kB
Tags	CPython 3.11 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`12605471e2544b2ce552f32a9c9b5e8873528d62ead4f77874813706e788e0f1`
BLAKE2b-256 checksum How to use checksums	`10f4a994e0ca4de9ae1d30b65f10c11d0cc7917f399da11a2437f7bb3e0dcf3f`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl

Download URL	assrs-0.1.2-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl
Size	742.2 kB
Tags	CPython 3.11 Linux glibc 2.17+ IBM System/390x
SHA-256 checksum How to use checksums	`b6f6682b383a4491896d77bd7f8a3f51525dbdd0fe8182fc4bf25a007d9acdbf`
BLAKE2b-256 checksum How to use checksums	`0e0e22d216397559522820f6f3b7e547c953d66d11d3f92c0e7a54369f55d2e7`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Download URL	assrs-0.1.2-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Size	619.2 kB
Tags	CPython 3.11 Linux glibc 2.17+ PowerPC 64-le
SHA-256 checksum How to use checksums	`70e557925a945a40ecf9907e9a189e532109370ed78ca5541fc4f306eea689c6`
BLAKE2b-256 checksum How to use checksums	`dfc946f84419f2707c3d50eeebe21c0b40e5fad10fe2cdc0e3decd3a755845b2`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	assrs-0.1.2-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	618.4 kB
Tags	CPython 3.11 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`dbb3cdddee1b233a9956fe0e251d09ccec3d9bc8460e1215530897f2afe7f42a`
BLAKE2b-256 checksum How to use checksums	`8cabd61339ba1f1080ea2f76225dae9e7aa69ed5db9df50e6b0b36ac16a77dc9`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	assrs-0.1.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	612.5 kB
Tags	CPython 3.11 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`a5b930ed40bf65e317742ff60f1796062c08de85da6ebe0ed839e67e99114309`
BLAKE2b-256 checksum How to use checksums	`9901753c655a972fae796200c754e6fe0ca541045f6fa8c1bddbd068eb48ae8f`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl

Download URL	assrs-0.1.2-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl
Size	619.8 kB
Tags	CPython 3.11 Linux glibc 2.5+ x86-32
SHA-256 checksum How to use checksums	`a3062348389797febfcbbd45f9392c9b54a4a3bc1313cc9b7a72ddd39e75aa24`
BLAKE2b-256 checksum How to use checksums	`833109ef67847d10bdd470dc1aa1be96f979f0ee8adce436f233e4c5f9f54e77`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp311-cp311-macosx_11_0_arm64.whl

Download URL	assrs-0.1.2-cp311-cp311-macosx_11_0_arm64.whl
Size	257.0 kB
Tags	CPython 3.11 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`1cd95f414bab6bbcd4e3c7ca7661ad80181d3144346d7ba11423d43b96a857e6`
BLAKE2b-256 checksum How to use checksums	`f6c992a38bda3ccc3d3d51035ebe66c0bcce1ed722aff6a78b5eddde13ca0d7c`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp311-cp311-macosx_10_7_x86_64.whl

Download URL	assrs-0.1.2-cp311-cp311-macosx_10_7_x86_64.whl
Size	267.2 kB
Tags	CPython 3.11 macOS 10.7+ x86-64
SHA-256 checksum How to use checksums	`5b07c7d2f2f4a8ea74f631d84c683de5ba602e87a1567ab441aa4303497bf5f5`
BLAKE2b-256 checksum How to use checksums	`542b27674720b346f030fd8e2d2c8f32067a8f0aaeae17e54a795ef683b7e720`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp310-none-win_amd64.whl

Download URL	assrs-0.1.2-cp310-none-win_amd64.whl
Size	147.0 kB
Tags	CPython 3.10 Windows x86-64
SHA-256 checksum How to use checksums	`0bd553f1e01aa655ea409e1d46ac9860c3eff392ead51d49a3a100d4194176e6`
BLAKE2b-256 checksum How to use checksums	`f54166356f0428d029d0fe33cb8ab1d69acca4410d8dc4260b1c6c4f106d2e47`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp310-none-win32.whl

Download URL	assrs-0.1.2-cp310-none-win32.whl
Size	137.1 kB
Tags	CPython 3.10 Windows x86-32
SHA-256 checksum How to use checksums	`ed7d5da4e8f7414685de055fff1c83511739c586a2d38313cbd2ab305d7f4d38`
BLAKE2b-256 checksum How to use checksums	`66e337abe378982f8548ff68442d0e51e9ecb00c55eeb0868ce7ab68263d22de`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	assrs-0.1.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	611.8 kB
Tags	CPython 3.10 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`2d555bff050292848c330a363ae654c7253d09fc91d9d2eba98902385f743d3e`
BLAKE2b-256 checksum How to use checksums	`3ab51b2683fe7b917999710b60a0ba34af8e2e8f8871ff1a939d0d6d6c4c7730`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl

Download URL	assrs-0.1.2-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl
Size	742.2 kB
Tags	CPython 3.10 Linux glibc 2.17+ IBM System/390x
SHA-256 checksum How to use checksums	`08543b80cda8378aa1c9bae8554454bd7943c3374d81492b34b540afb44631f5`
BLAKE2b-256 checksum How to use checksums	`ada11fb0019b6e174b5b619f397a748f2900208b9db17820e7382c69d7584885`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Download URL	assrs-0.1.2-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Size	619.2 kB
Tags	CPython 3.10 Linux glibc 2.17+ PowerPC 64-le
SHA-256 checksum How to use checksums	`7ea0cb98f238e59cc819e84b7301223e62f29fd8025c244aaa2e98815d68270e`
BLAKE2b-256 checksum How to use checksums	`7b1b1d3f72a79f614d80657504f18f0fa06336e151c021215ed4dde21bab7be9`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	assrs-0.1.2-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	618.4 kB
Tags	CPython 3.10 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`e2573061449134234fff1d5c98a0e9e75fefd95acb059a80a3729c6aafee9970`
BLAKE2b-256 checksum How to use checksums	`c9d5bf91cffc60f3833d270dd71aca2d9641a9fedcc2b7ec36f2f6d725bcf719`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	assrs-0.1.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	612.5 kB
Tags	CPython 3.10 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`742fecd31e8faf909318b0bab2caaecccd1620df189b3a4ac8da7c54def122d6`
BLAKE2b-256 checksum How to use checksums	`8d24f8dea36e77885008204c49e795881720c6480e9c92a306ba0224d801caa5`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl

Download URL	assrs-0.1.2-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl
Size	619.8 kB
Tags	CPython 3.10 Linux glibc 2.5+ x86-32
SHA-256 checksum How to use checksums	`f1b9105ca45604fe9ad82d3bbbca95e2952ab1914ef6def9c4cccc97c0661ea4`
BLAKE2b-256 checksum How to use checksums	`7b78718281c5bd476559d9d9de38b4f517d7ecf3fb5a899c369a424b68aa2052`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp310-cp310-macosx_11_0_arm64.whl

Download URL	assrs-0.1.2-cp310-cp310-macosx_11_0_arm64.whl
Size	257.0 kB
Tags	CPython 3.10 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`a8c8b8372b8ad26540f4b6fd4321d66b96e170f656d06006444635d47bc6adb5`
BLAKE2b-256 checksum How to use checksums	`b05330f15889ae969f3373d32729850a4873ddc3a577984e25d2edc866572e91`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp310-cp310-macosx_10_7_x86_64.whl

Download URL	assrs-0.1.2-cp310-cp310-macosx_10_7_x86_64.whl
Size	267.2 kB
Tags	CPython 3.10 macOS 10.7+ x86-64
SHA-256 checksum How to use checksums	`fa5f776a4c108c63286e731950ac624e122ef414b41b58e614f7c2bde0e89f96`
BLAKE2b-256 checksum How to use checksums	`da708968135dff6d6860d81ed4ada8f4e6c6d908153b2c43a1c0399eec087098`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp39-none-win_amd64.whl

Download URL	assrs-0.1.2-cp39-none-win_amd64.whl
Size	147.2 kB
Tags	CPython 3.9 Windows x86-64
SHA-256 checksum How to use checksums	`4277114d61dd80cdf4ab755e314cd7999283f2cd4c2e0cf50eca02ef20cad430`
BLAKE2b-256 checksum How to use checksums	`3795be9de1052e7f08d6c788207dda4efb9be389a8604632ae72937904fdf1e9`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp39-none-win32.whl

Download URL	assrs-0.1.2-cp39-none-win32.whl
Size	137.3 kB
Tags	CPython 3.9 Windows x86-32
SHA-256 checksum How to use checksums	`e2f6faae35f0dd11f44d528dbb070302ee91f5e0e5f417fab609423c5fa17254`
BLAKE2b-256 checksum How to use checksums	`855780616f08e8ec3abfcbb60422c51ee2ae22c83828bc8fa61ab8aed184d310`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	assrs-0.1.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	612.1 kB
Tags	CPython 3.9 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`d581e9f57132992a4fe2346170e524f1ca62ec74c9c50be792b4333572d91e8a`
BLAKE2b-256 checksum How to use checksums	`18f1e26d68ca378f3dbfcf0d6f1f33e77c741f7f52747afc58da091de3fa624b`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl

Download URL	assrs-0.1.2-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl
Size	742.4 kB
Tags	CPython 3.9 Linux glibc 2.17+ IBM System/390x
SHA-256 checksum How to use checksums	`93cbce0f5f2c413886f5cdd7613184c3ee22c4a6ddef96091537158bf2138d7e`
BLAKE2b-256 checksum How to use checksums	`71afafdc6349a3a6da753a0bf296b188a6ae4cbc212a08969044aeca3e0cbca0`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Download URL	assrs-0.1.2-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Size	619.6 kB
Tags	CPython 3.9 Linux glibc 2.17+ PowerPC 64-le
SHA-256 checksum How to use checksums	`2e36058c0d3f8682b837348bc01aba0c870aae0de23d73ba56bc2a326201175e`
BLAKE2b-256 checksum How to use checksums	`09027ac3c72e4986be7daaefe5f53df34f4ab57040fa38f9483fb8edf55915fd`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	assrs-0.1.2-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	618.9 kB
Tags	CPython 3.9 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`27cad2147a2e8d4405c19119f1a54f312c00f836dbe20c250d121fe83b329de2`
BLAKE2b-256 checksum How to use checksums	`9b85bf37b53bcf7d0dafb6ef35921bd0169f82defff99a9340ed12b26e0c5f0a`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	assrs-0.1.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	612.2 kB
Tags	CPython 3.9 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`ae1f657b7da49678def2667e2cb5e120bf64a257327faa77fd7165bb30d81804`
BLAKE2b-256 checksum How to use checksums	`70a4f85cfc70617c4c0c2c478fc525034994d51033d792c85615b48a6b47fdde`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.whl

Download URL	assrs-0.1.2-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.whl
Size	620.1 kB
Tags	CPython 3.9 Linux glibc 2.5+ x86-32
SHA-256 checksum How to use checksums	`7e783b3b0023d4cc12c3617af41049776014233bf7327ad6b2a28021ed09085f`
BLAKE2b-256 checksum How to use checksums	`8b5c5a20a13facc5b7a519d06d2b4be00c3d6d167002da960fd3a155cf333a51`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp38-none-win_amd64.whl

Download URL	assrs-0.1.2-cp38-none-win_amd64.whl
Size	147.3 kB
Tags	CPython 3.8 Windows x86-64
SHA-256 checksum How to use checksums	`c9cf04310e7954fd6ee3a2c705194486955650dbc5bcbee2f9eb6ddb6afaaa65`
BLAKE2b-256 checksum How to use checksums	`f15a32bf52e28af8940e34d6e51b1599364fd0c9d7e591a2d3cd02b8127ca2a9`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp38-none-win32.whl

Download URL	assrs-0.1.2-cp38-none-win32.whl
Size	137.6 kB
Tags	CPython 3.8 Windows x86-32
SHA-256 checksum How to use checksums	`13231b631272eb5fa9b502eed1b8e67d19ad58705de45c6cd24ab427c0bb2811`
BLAKE2b-256 checksum How to use checksums	`e2446d4db972ced477b944ecb3ba1340ef1e878e91c3f019e3d99882277bc47d`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	assrs-0.1.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	612.0 kB
Tags	CPython 3.8 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`779cccc09435589542500485c98c13c2d96c30ead1110e3f4a954401385e7ac4`
BLAKE2b-256 checksum How to use checksums	`9bad5b1aab4ef0a55767ba0864ad79e71c3ba708d08437aca747dc5ac99f810e`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl

Download URL	assrs-0.1.2-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl
Size	742.3 kB
Tags	CPython 3.8 Linux glibc 2.17+ IBM System/390x
SHA-256 checksum How to use checksums	`3bf5691a180b47ef5c9b8fd2f4ddb7d64e94df3e5a2c54e8836558ae95435c93`
BLAKE2b-256 checksum How to use checksums	`bcbb20dc4737e73a84b6c95db2824bbde32211926a34cfe2cc36ab2a694084bb`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Download URL	assrs-0.1.2-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Size	619.8 kB
Tags	CPython 3.8 Linux glibc 2.17+ PowerPC 64-le
SHA-256 checksum How to use checksums	`46e30225d3d0ea84935758c48b5c5634fef8e13319e391076485c1e1e3330204`
BLAKE2b-256 checksum How to use checksums	`add13e621b4b4ff71fafa7a9d032a8fb6f9f007b6eb12701616381ba991f44dd`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	assrs-0.1.2-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	618.7 kB
Tags	CPython 3.8 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`9b2e3d15d49e462c78ab3eb7030692806b711021c24065d8704e9fd6318683b4`
BLAKE2b-256 checksum How to use checksums	`94db215fb326bcf32d3bdfa32dd116bd44117d3c27cf0978756cb0f8c7fd8898`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	assrs-0.1.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	612.8 kB
Tags	CPython 3.8 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`ea35435568a47699a327fd73b86b80a97ad44242eecd8df55ad16d852dae0947`
BLAKE2b-256 checksum How to use checksums	`2e27a1bb30e3177be41e37c73ee877a3e346fe06f30f0525c8896829cd2a8df0`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Release files / assrs-0.1.2-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.whl

Download URL	assrs-0.1.2-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.whl
Size	620.4 kB
Tags	CPython 3.8 Linux glibc 2.5+ x86-32
SHA-256 checksum How to use checksums	`0f8cae5254d91db730c54294a37ee57e2c4b95c4aebb6d821341a37a56c42a9b`
BLAKE2b-256 checksum How to use checksums	`c9ecf55e1926ddcad92205139d808042b06e4a310a865424d8337fb3ab8fac21`
Upload date	Aug 20, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`maturin/1.2.3`

Security for assrs 0.1.2

Report project as malware

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

No provenance found

None of the files in this release were uploaded with provenance metadata.

A note on package security

PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.

Release history Release notifications | RSS feed

This release

0.1.2 This release

Aug 20, 2023 61 release files No provenance

0.1.1

Aug 6, 2023 61 release files No provenance

0.1.0

Jul 30, 2023 61 release files No provenance

assrs 0.1.2