graphsense-clustering
UTXO address clustering via a parallel Union-Find, implemented in Rust and exposed to Python through PyO3. Used by graphsense-lib to run the multi-input common-ownership heuristic over Bitcoin and other UTXO chains.
Installation
pip install graphsense-clustering
Pre-built wheels are published for Linux (glibc and musl, x86_64 and aarch64)
and macOS (x86_64 and arm64) against CPython 3.10+ via the stable ABI
(abi3), so a single wheel covers all supported Python versions on a given
platform.
Most users do not need this package directly — install it via the
graphsense-lib clustering extra:
pip install 'graphsense-lib[clustering]'
Usage
from gs_clustering import Clustering
# Size the union-find from the maximum known address id.
c = Clustering(max_address_id=1_000_000)
# Feed batches of multi-input transactions. Each inner list is the set of
# input address ids for a single transaction.
c.process_transactions([[1, 2, 3], [4, 5], [2, 7]])
# Materialize the final (address_id, cluster_id) mapping as a pyarrow
# RecordBatch.
batch = c.get_mapping()
See the graphsense-lib source tree for the integration code that streams
transactions out of Cassandra and writes the cluster mapping back.
License
MIT
Metadata
Release files for graphsense-clustering 0.2.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
|---|---|---|---|---|
| graphsense_clustering-0.2.0.tar.gz | 22.8 kB | Without provenance | Details |
Built distributions (wheels)
| File | Reset | |||
|---|---|---|---|---|
| graphsense_clustering-0.2.0-cp310-abi3-musllinux_1_2_x86_64.whl | CPython 3.10 | abi3 | Linux musl 1.2+ x86-64 | Details |
| graphsense_clustering-0.2.0-cp310-abi3-musllinux_1_2_aarch64.whl | CPython 3.10 | abi3 | Linux musl 1.2+ ARM64 | Details |
| graphsense_clustering-0.2.0-cp310-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl | CPython 3.10 | abi3 | Linux glibc 2.17+ x86-64 | Details |
| graphsense_clustering-0.2.0-cp310-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl | CPython 3.10 | abi3 | Linux glibc 2.17+ ARM64 | Details |
| graphsense_clustering-0.2.0-cp310-abi3-macosx_11_0_arm64.whl | CPython 3.10 | abi3 | macOS 11.0+ ARM64 | Details |
| graphsense_clustering-0.2.0-cp310-abi3-macosx_10_12_x86_64.whl | CPython 3.10 | abi3 | macOS 10.12+ x86-64 | Details |
Total release size: 4.6 MB
Release files / graphsense_clustering-0.2.0.tar.gz
| Download URL | graphsense_clustering-0.2.0.tar.gz |
|---|---|
| Size | 22.8 kB |
| Tags | Source |
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No |
| Uploaded via |
maturin/1.14.1
|
Release files / graphsense_clustering-0.2.0-cp310-abi3-musllinux_1_2_x86_64.whl
| Download URL | graphsense_clustering-0.2.0-cp310-abi3-musllinux_1_2_x86_64.whl |
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| Size | 936.6 kB |
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No |
| Uploaded via |
maturin/1.14.1
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Release files / graphsense_clustering-0.2.0-cp310-abi3-musllinux_1_2_aarch64.whl
| Download URL | graphsense_clustering-0.2.0-cp310-abi3-musllinux_1_2_aarch64.whl |
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| Size | 891.1 kB |
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No |
| Uploaded via |
maturin/1.14.1
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Release files / graphsense_clustering-0.2.0-cp310-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | graphsense_clustering-0.2.0-cp310-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
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| Size | 729.8 kB |
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| Uploaded via |
maturin/1.14.1
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Release files / graphsense_clustering-0.2.0-cp310-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | graphsense_clustering-0.2.0-cp310-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
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| Size | 715.3 kB |
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maturin/1.14.1
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Release files / graphsense_clustering-0.2.0-cp310-abi3-macosx_11_0_arm64.whl
| Download URL | graphsense_clustering-0.2.0-cp310-abi3-macosx_11_0_arm64.whl |
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| Size | 619.6 kB |
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Release files / graphsense_clustering-0.2.0-cp310-abi3-macosx_10_12_x86_64.whl
| Download URL | graphsense_clustering-0.2.0-cp310-abi3-macosx_10_12_x86_64.whl |
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| Size | 644.2 kB |
| Tags | CPython 3.10 abi3 macOS 10.12+ x86-64 |
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