Pre-release
This release is a pre-release and may not be stable for production use.
pyAgrum
pyAgrum is a scientific C++ and Python library dedicated to Bayesian Networks and other Probabilistic Graphical Models. It provides a high-level interface to the part of aGrUM allowing to create, model, learn, use, calculate with and embed Bayesian Networks and other graphical models. Some specific (python and C++) codes are added in order to simplify and extend the aGrUM API.
Example
import pyAgrum as gum
# Creating BayesNet with 4 variables
bn=gum.BayesNet('WaterSprinkler')
print(bn)
# Adding nodes the long way
c=bn.add(gum.LabelizedVariable('c','cloudy ?',["Yes","No"]))
print(c)
# Adding nodes the short way
s, r, w = [ bn.add(name, 2) for name in "srw" ]
print (s,r,w)
print (bn)
# Addings arcs c -> s, c -> r, s -> w, r -> w
bn.addArc(c,s)
for link in [(c,r),(s,w),(r,w)]:
bn.addArc(*link)
print(bn)
# or, equivalenlty, creating the BN with 4 variables, and the arcs in one line
bn=gum.fastBN("w<-r<-c{Yes|No}->s->w")
# Filling CPTs
bn.cpt("c").fillWith([0.5,0.5])
bn.cpt("s")[0,:]=0.5 # equivalent to [0.5,0.5]
bn.cpt("s")[{"c":1}]=[0.9,0.1]
bn.cpt("w")[0,0,:] = [1, 0] # r=0,s=0
bn.cpt("w")[0,1,:] = [0.1, 0.9] # r=0,s=1
bn.cpt("w")[{"r":1,"s":0}] = [0.1, 0.9] # r=1,s=0
bn.cpt("w")[1,1,:] = [0.01, 0.99] # r=1,s=1
bn.cpt("r")[{"c":0}]=[0.8,0.2]
bn.cpt("r")[{"c":1}]=[0.2,0.8]
# Saving BN as a BIF file
gum.saveBN(bn,"WaterSprinkler.bif")
# Loading BN from a BIF file
bn2=gum.loadBN("WaterSprinkler.bif")
# Inference
ie=gum.LazyPropagation(bn)
ie.makeInference()
print (ie.posterior("w"))
# Adding hard evidence
ie.setEvidence({"s": 1, "c": 0})
ie.makeInference()
print(ie.posterior("w"))
# Adding soft and hard evidence
ie.setEvidence({"s": [0.5, 1], "c": 0})
ie.makeInference()
print(ie.posterior("w"))LICENSE
Copyright (C) 2005-2024 by Pierre-Henri WUILLEMIN et Christophe GONZALES {prenom.nom}_at_lip6.fr
The aGrUM/pyAgrum library and all its derivatives are distributed under the LGPL3 license, see https://www.gnu.org/licenses/lgpl-3.0.en.html.
Maintainers
Lionel Torti
Gaspard Ducamp
1 maintainer
Metadata
1 maintainer
Release files for pyAgrum-nightly 1.17.2.dev202412131731932516
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Built distributions (wheels)
Total release size: 93.8 MB
Release files / pyAgrum_nightly-1.17.2.dev202412131731932516-cp313-cp313-win_amd64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412131731932516-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.13 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
f5fbb91a78798291df25ea02100dda0d850f112bbc3f09af0d02e006f235f17b
|
|
BLAKE2b-256 checksum How to use checksums |
b213848b808d111d636f8903cce5fe0cc5602150efb79249b281b0a4579db6cd
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.17.2.dev202412131731932516-cp313-cp313-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412131731932516-cp313-cp313-manylinux2014_x86_64.whl |
|---|---|
| Size | 6.0 MB |
| Tags | CPython 3.13 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
4e6fa2ea9f8de6ac9ccdbdab3c308396cfdf2452f5fc082dbd7390e54a79840f
|
|
BLAKE2b-256 checksum How to use checksums |
9000a0e1ce921f255ba5fb6f60252d02258c013a31172a4a2a8b9101db8ac10a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.17.2.dev202412131731932516-cp313-cp313-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412131731932516-cp313-cp313-manylinux2014_aarch64.whl |
|---|---|
| Size | 5.5 MB |
| Tags | CPython 3.13 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
f8c4df492e98d74bcb5637f10bc60a643a022ffbbb30af7a7328428307c57db1
|
|
BLAKE2b-256 checksum How to use checksums |
885f107fd92a54ce3a9d683cce100ddf92742f0d6693aaac752bdf37d9f5e996
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.17.2.dev202412131731932516-cp313-cp313-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412131731932516-cp313-cp313-macosx_11_0_arm64.whl |
|---|---|
| Size | 4.3 MB |
| Tags | CPython 3.13 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
3ed470bd900d225b0d2b9726d44fceede472321236c9a8158abd32698f0e631a
|
|
BLAKE2b-256 checksum How to use checksums |
bc77300aeb4d346c5057344be8281de0a64649cde6d21e9964711499383386c4
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.17.2.dev202412131731932516-cp313-cp313-macosx_10_13_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412131731932516-cp313-cp313-macosx_10_13_x86_64.whl |
|---|---|
| Size | 4.8 MB |
| Tags | CPython 3.13 macOS 10.13+ x86-64 |
|
SHA-256 checksum How to use checksums |
0e25d07b35acaf7226eaf8c8fa96dccd672fb34180d49b4f948d79cd69c90069
|
|
BLAKE2b-256 checksum How to use checksums |
4191259bb4abb446ebddd773a04a338b9621b4795d06695b719ad87ee6a68c7d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.17.2.dev202412131731932516-cp312-cp312-win_amd64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412131731932516-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
ecac7f64ba8a11975821e0f36379504b036ffd903ba39452b58cb6af00e0fd2a
|
|
BLAKE2b-256 checksum How to use checksums |
c4c9b21ba9580abbb7a132a58601c7cf528330c322af79306d2bb58b59aa9bac
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.17.2.dev202412131731932516-cp312-cp312-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412131731932516-cp312-cp312-manylinux2014_x86_64.whl |
|---|---|
| Size | 6.0 MB |
| Tags | CPython 3.12 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
fdae88a349f138f343a1a76fbb9e24ec672d14ebcc31450c28dc1a0440cd5a60
|
|
BLAKE2b-256 checksum How to use checksums |
b096ce246ae23d83329f44b69156bf75ac14bb119fa840db726cc7ac9f4df8d5
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.17.2.dev202412131731932516-cp312-cp312-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412131731932516-cp312-cp312-manylinux2014_aarch64.whl |
|---|---|
| Size | 5.5 MB |
| Tags | CPython 3.12 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
eb4b9f472db744692f3746483390f0e1cb74073aa803c18661cafa426175c7fa
|
|
BLAKE2b-256 checksum How to use checksums |
0ac33e45b6b5aa97cf659390c326851e2ea2af986d8739f360f193627f9f7a13
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.17.2.dev202412131731932516-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412131731932516-cp312-cp312-macosx_11_0_arm64.whl |
|---|---|
| Size | 4.3 MB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
6d02881436693341bd100e49081d083c6f64d49f0d6e3d9a7b71fe884bbc39e3
|
|
BLAKE2b-256 checksum How to use checksums |
4ced4b0f4377b17250445e4163b3b76ef11c965bb91046a8ca50b09e830472cc
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.17.2.dev202412131731932516-cp312-cp312-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412131731932516-cp312-cp312-macosx_10_9_x86_64.whl |
|---|---|
| Size | 4.8 MB |
| Tags | CPython 3.12 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
a41f61ce22884b95b4a4cc83d7aff8dff8e3dce4b0827d47b8e9d268d58cd5cf
|
|
BLAKE2b-256 checksum How to use checksums |
b32f32b535fb53cc872041b97d2723addd01db709c215ea56f8cd3f4d7eb2da1
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.17.2.dev202412131731932516-cp311-cp311-win_amd64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412131731932516-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
6268c0de72d6604d6c42f17ca0bccc1ca8b3cecd8bf814db96dfd11c3366086d
|
|
BLAKE2b-256 checksum How to use checksums |
79bcb111ff4568f2344588d40ce8c2e097355d3d240792f467765e6fb400faf5
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.17.2.dev202412131731932516-cp311-cp311-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412131731932516-cp311-cp311-manylinux2014_x86_64.whl |
|---|---|
| Size | 6.0 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
4d752db0ca5c1d1f7e5d96487df585772f1f6e3436a714822d09ef76154fed98
|
|
BLAKE2b-256 checksum How to use checksums |
f11a50257ea8105a90757847b5c007e00e8da244cc1bae8813b94524b741cd81
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.17.2.dev202412131731932516-cp311-cp311-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412131731932516-cp311-cp311-manylinux2014_aarch64.whl |
|---|---|
| Size | 5.5 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
3b4a75fa40d5604ba45eaf2f0426a5e645f0248fc38ba6a7dc5c96b1becca425
|
|
BLAKE2b-256 checksum How to use checksums |
d22204882546193ef9fb6efae81f0b22e6b8bd7099c85c948e4893fc1c2d1d2b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.17.2.dev202412131731932516-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412131731932516-cp311-cp311-macosx_11_0_arm64.whl |
|---|---|
| Size | 4.3 MB |
| Tags | CPython 3.11 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
a05da037c62267329901add976830d61ad161bf01f2efe2f7ed4e3d10e7db474
|
|
BLAKE2b-256 checksum How to use checksums |
65f2a9e0478fefdf72eacb8aa6d1a519e07a9cbbb65dae5df37142420a3470d0
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.17.2.dev202412131731932516-cp311-cp311-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412131731932516-cp311-cp311-macosx_10_9_x86_64.whl |
|---|---|
| Size | 4.8 MB |
| Tags | CPython 3.11 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
12f75d001713698dac2683cab5103dc3dd135525d132abf03bf35759d72ffdce
|
|
BLAKE2b-256 checksum How to use checksums |
617f157a37a642d113db098483e28c98f60e3cc00cde77506c8641124f4c27bd
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.17.2.dev202412131731932516-cp310-cp310-win_amd64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412131731932516-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
b5737c74ad260c0b9ce56c80c2d22602f9124f4a09dd366abdf08348fd8fcd11
|
|
BLAKE2b-256 checksum How to use checksums |
31b55bdba9e58b5ded2704e89923519aa23f7be81ef1405616796f7b9173afe7
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.17.2.dev202412131731932516-cp310-cp310-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412131731932516-cp310-cp310-manylinux2014_x86_64.whl |
|---|---|
| Size | 6.0 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
b459fedcc23480d49f03758d2ce5758a2b239dbd2fec7b71683d4dc3b4d0dd07
|
|
BLAKE2b-256 checksum How to use checksums |
2bfc87481da1bf5b09643992c5f35f0970f4a454095a9a38df151ab308270814
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.17.2.dev202412131731932516-cp310-cp310-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412131731932516-cp310-cp310-manylinux2014_aarch64.whl |
|---|---|
| Size | 5.5 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
88c60120df193686c1b4e61d8831ef6a148f9458ff592bb87ec9a2be0d4b2f58
|
|
BLAKE2b-256 checksum How to use checksums |
96ddaea03e56b478ebb32dfd13ebf53e3312c6e2d2f8ac023b94ff9c70d102e2
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.17.2.dev202412131731932516-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412131731932516-cp310-cp310-macosx_11_0_arm64.whl |
|---|---|
| Size | 4.3 MB |
| Tags | CPython 3.10 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
6223d7ce266e70218e4c28227a31c16104b16429d8978cd3fffea68ba30867b2
|
|
BLAKE2b-256 checksum How to use checksums |
00d4724b480652591ed57875b58264fb70872cc8624410d2240b759ec9946f6d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.17.2.dev202412131731932516-cp310-cp310-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412131731932516-cp310-cp310-macosx_10_9_x86_64.whl |
|---|---|
| Size | 4.8 MB |
| Tags | CPython 3.10 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
edb509cb2faac24085991ac30b41c97f7a4fc851f3f53e664fbe8c0f9a2cd2ff
|
|
BLAKE2b-256 checksum How to use checksums |
d65de1ecb887f22c307029a869eb6e185d31a1ecede1950863e525fe69dbf967
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
