Debian 13 (Trixie) native package

python3-pomegranate

Fast, flexible and easy to use probabilistic modelling

Packages / Debian 13 (Trixie) / science / python3-pomegranate

[Source: python-pomegranate]

Package: python3-pomegranate (0.15.0-1+b1)

Maintainers:

Debian Python Team

External Resources:

Homepage: [github.com]

Similar packages:

[python-pomegranate-doc]
documentation accompanying probabilistic modelling library

Fast, flexible and easy to use probabilistic modelling

Other Packages Related to python3-pomegranate:

dep: [cython3]
C-Extensions for Python 3
dep: [python3] (<< 3.14)
interactive high-level object-oriented language (default python3 version)
dep: [python3] (>= 3.13~)
interactive high-level object-oriented language (default python3 version)
dep: [python3-joblib]
tools to provide lightweight pipelining in Python
dep: [python3-networkx]
tool to create, manipulate and study complex networks (Python3)
dep: [python3-numpy] (>= 1:2)
Python library for numerical computations (Python 3)
dep: python3-numpy2-abi0
Package not available
dep: python3-numpy-abi9
Package not available
dep: [python3-scipy]
scientific tools for Python 3
dep: [python3-yaml]
YAML parser and emitter for Python3
dep: [python3] [any]
interactive high-level object-oriented language (default python3 version)
dep: [libc6] (>= 2.14)
GNU C Library: Shared libraries

sug: [python-pomegranate-doc]
documentation accompanying probabilistic modelling library

Download python3-pomegranate

Architecture	Package Size	Installed Size	Files
amd64	3.1 MiB	50 MiB	[list of files]
arm64	2.9 MiB	50 MiB	[list of files]

Percorsi file del pacchetto (149)

Paths come from the repository package-file index for the observed builds. They describe archive/package associations, not every file that will exist on a running system after maintainer scripts, alternatives, generated state, diversions, or installation choices.

/usr/lib/python3/dist-packages/pomegranate-0.15.0.egg-info/dependency_links.txt
/usr/lib/python3/dist-packages/pomegranate-0.15.0.egg-info/not-zip-safe
/usr/lib/python3/dist-packages/pomegranate-0.15.0.egg-info/PKG-INFO
/usr/lib/python3/dist-packages/pomegranate-0.15.0.egg-info/requires.txt
/usr/lib/python3/dist-packages/pomegranate-0.15.0.egg-info/top_level.txt
/usr/lib/python3/dist-packages/pomegranate/base.c
/usr/lib/python3/dist-packages/pomegranate/base.cpython-313-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/base.cpython-313-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/base.pxd
/usr/lib/python3/dist-packages/pomegranate/base.pyx
/usr/lib/python3/dist-packages/pomegranate/bayes.c
/usr/lib/python3/dist-packages/pomegranate/BayesClassifier.c
/usr/lib/python3/dist-packages/pomegranate/BayesClassifier.cpython-313-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/BayesClassifier.cpython-313-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/BayesClassifier.pyx
/usr/lib/python3/dist-packages/pomegranate/bayes.cpython-313-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/bayes.cpython-313-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/BayesianNetwork.c
/usr/lib/python3/dist-packages/pomegranate/BayesianNetwork.cpython-313-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/BayesianNetwork.cpython-313-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/BayesianNetwork.pyx
/usr/lib/python3/dist-packages/pomegranate/bayes.pxd
/usr/lib/python3/dist-packages/pomegranate/bayes.pyx
/usr/lib/python3/dist-packages/pomegranate/callbacks.py
/usr/lib/python3/dist-packages/pomegranate/distributions/BernoulliDistribution.c
/usr/lib/python3/dist-packages/pomegranate/distributions/BernoulliDistribution.cpython-313-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/distributions/BernoulliDistribution.cpython-313-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/distributions/BernoulliDistribution.pxd
/usr/lib/python3/dist-packages/pomegranate/distributions/BernoulliDistribution.pyx
/usr/lib/python3/dist-packages/pomegranate/distributions/BetaDistribution.c
/usr/lib/python3/dist-packages/pomegranate/distributions/BetaDistribution.cpython-313-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/distributions/BetaDistribution.cpython-313-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/distributions/BetaDistribution.pxd
/usr/lib/python3/dist-packages/pomegranate/distributions/BetaDistribution.pyx
/usr/lib/python3/dist-packages/pomegranate/distributions/ConditionalProbabilityTable.c
/usr/lib/python3/dist-packages/pomegranate/distributions/ConditionalProbabilityTable.cpython-313-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/distributions/ConditionalProbabilityTable.cpython-313-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/distributions/ConditionalProbabilityTable.pxd
/usr/lib/python3/dist-packages/pomegranate/distributions/ConditionalProbabilityTable.pyx
/usr/lib/python3/dist-packages/pomegranate/distributions/DirichletDistribution.c
/usr/lib/python3/dist-packages/pomegranate/distributions/DirichletDistribution.cpython-313-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/distributions/DirichletDistribution.cpython-313-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/distributions/DirichletDistribution.pxd
/usr/lib/python3/dist-packages/pomegranate/distributions/DirichletDistribution.pyx
/usr/lib/python3/dist-packages/pomegranate/distributions/DiscreteDistribution.c
/usr/lib/python3/dist-packages/pomegranate/distributions/DiscreteDistribution.cpython-313-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/distributions/DiscreteDistribution.cpython-313-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/distributions/DiscreteDistribution.pxd
/usr/lib/python3/dist-packages/pomegranate/distributions/DiscreteDistribution.pyx
/usr/lib/python3/dist-packages/pomegranate/distributions/distributions.c
/usr/lib/python3/dist-packages/pomegranate/distributions/distributions.cpython-313-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/distributions/distributions.cpython-313-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/distributions/distributions.pxd
/usr/lib/python3/dist-packages/pomegranate/distributions/distributions.pyx
/usr/lib/python3/dist-packages/pomegranate/distributions/ExponentialDistribution.c
/usr/lib/python3/dist-packages/pomegranate/distributions/ExponentialDistribution.cpython-313-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/distributions/ExponentialDistribution.cpython-313-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/distributions/ExponentialDistribution.pxd
/usr/lib/python3/dist-packages/pomegranate/distributions/ExponentialDistribution.pyx
/usr/lib/python3/dist-packages/pomegranate/distributions/GammaDistribution.c
/usr/lib/python3/dist-packages/pomegranate/distributions/GammaDistribution.cpython-313-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/distributions/GammaDistribution.cpython-313-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/distributions/GammaDistribution.pxd
/usr/lib/python3/dist-packages/pomegranate/distributions/GammaDistribution.pyx
/usr/lib/python3/dist-packages/pomegranate/distributions/IndependentComponentsDistribution.c
/usr/lib/python3/dist-packages/pomegranate/distributions/IndependentComponentsDistribution.cpython-313-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/distributions/IndependentComponentsDistribution.cpython-313-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/distributions/IndependentComponentsDistribution.pxd
/usr/lib/python3/dist-packages/pomegranate/distributions/IndependentComponentsDistribution.pyx
/usr/lib/python3/dist-packages/pomegranate/distributions/__init__.py
/usr/lib/python3/dist-packages/pomegranate/distributions/JointProbabilityTable.c
/usr/lib/python3/dist-packages/pomegranate/distributions/JointProbabilityTable.cpython-313-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/distributions/JointProbabilityTable.cpython-313-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/distributions/JointProbabilityTable.pxd
/usr/lib/python3/dist-packages/pomegranate/distributions/JointProbabilityTable.pyx
/usr/lib/python3/dist-packages/pomegranate/distributions/KernelDensities.c
/usr/lib/python3/dist-packages/pomegranate/distributions/KernelDensities.cpython-313-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/distributions/KernelDensities.cpython-313-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/distributions/KernelDensities.pxd
/usr/lib/python3/dist-packages/pomegranate/distributions/KernelDensities.pyx
/usr/lib/python3/dist-packages/pomegranate/distributions/LogNormalDistribution.c
/usr/lib/python3/dist-packages/pomegranate/distributions/LogNormalDistribution.cpython-313-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/distributions/LogNormalDistribution.cpython-313-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/distributions/LogNormalDistribution.pxd
/usr/lib/python3/dist-packages/pomegranate/distributions/LogNormalDistribution.pyx
/usr/lib/python3/dist-packages/pomegranate/distributions/MultivariateGaussianDistribution.c
/usr/lib/python3/dist-packages/pomegranate/distributions/MultivariateGaussianDistribution.cpython-313-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/distributions/MultivariateGaussianDistribution.cpython-313-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/distributions/MultivariateGaussianDistribution.pxd
/usr/lib/python3/dist-packages/pomegranate/distributions/MultivariateGaussianDistribution.pyx
/usr/lib/python3/dist-packages/pomegranate/distributions/NeuralNetworkWrapper.py
/usr/lib/python3/dist-packages/pomegranate/distributions/NormalDistribution.c
/usr/lib/python3/dist-packages/pomegranate/distributions/NormalDistribution.cpython-313-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/distributions/NormalDistribution.cpython-313-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/distributions/NormalDistribution.pxd
/usr/lib/python3/dist-packages/pomegranate/distributions/NormalDistribution.pyx
/usr/lib/python3/dist-packages/pomegranate/distributions/PoissonDistribution.c
/usr/lib/python3/dist-packages/pomegranate/distributions/PoissonDistribution.cpython-313-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/distributions/PoissonDistribution.cpython-313-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/distributions/PoissonDistribution.pxd
/usr/lib/python3/dist-packages/pomegranate/distributions/PoissonDistribution.pyx
/usr/lib/python3/dist-packages/pomegranate/distributions/UniformDistribution.c
/usr/lib/python3/dist-packages/pomegranate/distributions/UniformDistribution.cpython-313-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/distributions/UniformDistribution.cpython-313-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/distributions/UniformDistribution.pxd
/usr/lib/python3/dist-packages/pomegranate/distributions/UniformDistribution.pyx
/usr/lib/python3/dist-packages/pomegranate/FactorGraph.c
/usr/lib/python3/dist-packages/pomegranate/FactorGraph.cpython-313-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/FactorGraph.cpython-313-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/FactorGraph.pyx
/usr/lib/python3/dist-packages/pomegranate/gmm.c
/usr/lib/python3/dist-packages/pomegranate/gmm.cpython-313-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/gmm.cpython-313-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/gmm.pyx
/usr/lib/python3/dist-packages/pomegranate/hmm.c
/usr/lib/python3/dist-packages/pomegranate/hmm.cpython-313-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/hmm.cpython-313-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/hmm.pyx
/usr/lib/python3/dist-packages/pomegranate/__init__.py
/usr/lib/python3/dist-packages/pomegranate/io.py
/usr/lib/python3/dist-packages/pomegranate/kmeans.c
/usr/lib/python3/dist-packages/pomegranate/kmeans.cpython-313-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/kmeans.cpython-313-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/kmeans.pyx
/usr/lib/python3/dist-packages/pomegranate/MarkovChain.c
/usr/lib/python3/dist-packages/pomegranate/MarkovChain.cpython-313-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/MarkovChain.cpython-313-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/MarkovChain.pyx
/usr/lib/python3/dist-packages/pomegranate/MarkovNetwork.c
/usr/lib/python3/dist-packages/pomegranate/MarkovNetwork.cpython-313-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/MarkovNetwork.cpython-313-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/MarkovNetwork.pyx
/usr/lib/python3/dist-packages/pomegranate/NaiveBayes.c
/usr/lib/python3/dist-packages/pomegranate/NaiveBayes.cpython-313-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/NaiveBayes.cpython-313-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/NaiveBayes.pyx
/usr/lib/python3/dist-packages/pomegranate/parallel.c
/usr/lib/python3/dist-packages/pomegranate/parallel.cpython-313-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/parallel.cpython-313-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/parallel.pyx
/usr/lib/python3/dist-packages/pomegranate/utils.c
/usr/lib/python3/dist-packages/pomegranate/utils.cpython-313-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/utils.cpython-313-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/pomegranate/utils.pxd
/usr/lib/python3/dist-packages/pomegranate/utils.pyx
/usr/share/doc/python3-pomegranate/changelog.Debian.amd64.gz
/usr/share/doc/python3-pomegranate/changelog.Debian.arm64.gz
/usr/share/doc/python3-pomegranate/changelog.Debian.gz
/usr/share/doc/python3-pomegranate/copyright

Field source: Debian 13 (Trixie) main amd64 revision trixie-main-amd64:3ab4e811cf4f3e5a335d382c58cc19d85f1abe7a4ef4689160ca1f637fa0e9b3

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Versioni, suite e repository

Ogni riga è metadato dell'indice pacchetti per una versione, architettura, suite e repository. Nomi, URL e dimensioni arrivano dalla fonte; un link è un punto di recupero mutabile, non una redistribuzione OpenFactory.

Version	Release	Architecture	Repository	Package size	Installed size	Publisher repository artifact
0.15.0-1+b1	trixie / main	amd64	Debian 13 · main · amd64	3.1 MiB	50 MiB	pool/main/p/python-pomegranate/python3-pomegranate_0.15.0-1+b1_amd64.deb
0.15.0-1+b1	trixie / main	arm64	Debian 13 · main · arm64	2.9 MiB	50 MiB	pool/main/p/python-pomegranate/python3-pomegranate_0.15.0-1+b1_arm64.deb

Field source: Debian 13 (Trixie) main amd64 revision trixie-main-amd64:3ab4e811cf4f3e5a335d382c58cc19d85f1abe7a4ef4689160ca1f637fa0e9b3

Checksum e date di osservazione

For an APT source, signature verification authenticates the repository metadata chain and the Packages index containing this source-reported artifact digest. It does not certify package safety.

0.15.0-1+b1 / amd64Observed Sep 1, 2026 to Sep 1, 2026

Verification status: Metadata observed; artifact bytes were not independently fetched or hashed by this catalog import. The digest below is source-reported.

Source-reported sha256: 99be337f9da8ca011cfa2c97b842b109dae0c52799241989ad057c8e9b689d62

After downloading that exact artifact, compare its bytes with the source-reported expected digest:

printf '%s  %s\n' '99be337f9da8ca011cfa2c97b842b109dae0c52799241989ad057c8e9b689d62' 'python3-pomegranate_0.15.0-1+b1_amd64.deb' | sha256sum --check --strict -

A match establishes equality with the repository metadata value. It does not establish safety or catalog-side artifact retrieval.

Field source: Debian 13 (Trixie) main amd64 revision trixie-main-amd64:3ab4e811cf4f3e5a335d382c58cc19d85f1abe7a4ef4689160ca1f637fa0e9b3

0.15.0-1+b1 / arm64Observed Sep 1, 2026 to Sep 1, 2026

Verification status: Metadata observed; artifact bytes were not independently fetched or hashed by this catalog import. The digest below is source-reported.

Source-reported sha256: a698ff2b77cf0c40d5d78b35ead0eb2c0be2d092f66d88a068e38c02549da7a4

After downloading that exact artifact, compare its bytes with the source-reported expected digest:

printf '%s  %s\n' 'a698ff2b77cf0c40d5d78b35ead0eb2c0be2d092f66d88a068e38c02549da7a4' 'python3-pomegranate_0.15.0-1+b1_arm64.deb' | sha256sum --check --strict -

A match establishes equality with the repository metadata value. It does not establish safety or catalog-side artifact retrieval.

Field source: Debian 13 (Trixie) main arm64 revision trixie-main-arm64:753da751bbc7a679f48bd1b623ffd4479cb6861c426118284c76eb82909e4908

Completezza del record

The completeness score measures metadata coverage, not software quality, security, compatibility, or suitability.

Summary and description: 25/25
Artifact path and source digest: 25/25
Dependency metadata: 15/15
Package-file index: 15/15
Homepage: 5/5
License text: 0/5
Source package or maintainer: 10/10

Recorded total: 95/100

Field source: Debian 13 (Trixie) main amd64 revision trixie-main-amd64:3ab4e811cf4f3e5a335d382c58cc19d85f1abe7a4ef4689160ca1f637fa0e9b3, Debian 13 (Trixie) main arm64 revision trixie-main-arm64:753da751bbc7a679f48bd1b623ffd4479cb6861c426118284c76eb82909e4908. The cross-OS mapping is catalog-derived from the source-reported homepage; it does not establish authorship or publisher identity

Fonti e provenienza

Field-source links above resolve here. Each source entry names the metadata publisher, trust tier, exact snapshot revision, signature result, and observation time; catalog-derived mappings are labeled separately.

Debian 13 (Trixie) main amd64Sep 1, 2026
Authoritative source; repository metadata signature verified, revision trixie-main-amd64:3ab4e811cf4f3e5a335d382c58cc19d85f1abe7a4ef4689160ca1f637fa0e9b3
Signature verification covers the configured repository metadata chain. It does not certify that the package is safe or suitable.
Repository-signature verification record
Signed object
https://deb.debian.org/debian/dists/trixie/InRelease
Signed-object SHA-256
98b25b5cd185c59d34aa6e4c3e9b5b8f01bbe9d104fe2dcfbcd30dc0a14a59ed
Signer fingerprint
4CB50190207B4758A3F73A796ED0E7B82643E131
Keyring revision
debian-archive-keyring.gpg
SHA-256 506b815cbb32d9b6066b4a2aa524071e071761e7e7f68c3ac74f3061ba852017
Tool and policy
gpgv (GnuPG) 2.4.9
openfactory-software-catalog-signature-v1
Verification time
Sep 1, 2026
Signed Release → package-index hash linkage
Path: main/binary-amd64/Packages.xz
Expected SHA-256: 3ab4e811cf4f3e5a335d382c58cc19d85f1abe7a4ef4689160ca1f637fa0e9b3
Observed SHA-256: 3ab4e811cf4f3e5a335d382c58cc19d85f1abe7a4ef4689160ca1f637fa0e9b3
Result: match verified
Debian 13 (Trixie) main arm64Sep 1, 2026
Authoritative source; repository metadata signature verified, revision trixie-main-arm64:753da751bbc7a679f48bd1b623ffd4479cb6861c426118284c76eb82909e4908
Signature verification covers the configured repository metadata chain. It does not certify that the package is safe or suitable.
Repository-signature verification record
Signed object
https://deb.debian.org/debian/dists/trixie/InRelease
Signed-object SHA-256
98b25b5cd185c59d34aa6e4c3e9b5b8f01bbe9d104fe2dcfbcd30dc0a14a59ed
Signer fingerprint
4CB50190207B4758A3F73A796ED0E7B82643E131
Keyring revision
debian-archive-keyring.gpg
SHA-256 506b815cbb32d9b6066b4a2aa524071e071761e7e7f68c3ac74f3061ba852017
Tool and policy
gpgv (GnuPG) 2.4.9
openfactory-software-catalog-signature-v1
Verification time
Sep 1, 2026
Signed Release → package-index hash linkage
Path: main/binary-arm64/Packages.xz
Expected SHA-256: 753da751bbc7a679f48bd1b623ffd4479cb6861c426118284c76eb82909e4908
Observed SHA-256: 753da751bbc7a679f48bd1b623ffd4479cb6861c426118284c76eb82909e4908
Result: match verified