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 1.15.1.9.dev202409161723794729
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Built distributions (wheels)
Total release size: 92.7 MB
Release files / pyAgrum_nightly-1.15.1.9.dev202409161723794729-cp312-cp312-win_amd64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409161723794729-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
e8a40e31d891a00ed812825c52f9f7c037e9c939da996b2f8f3570f9ab1a7532
|
|
BLAKE2b-256 checksum How to use checksums |
b2b1bf05e5f9e8f5b1d88f62d1458b577fffb2f72d60f4417b412337a2c75ccc
|
| 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-1.15.1.9.dev202409161723794729-cp312-cp312-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409161723794729-cp312-cp312-manylinux2014_x86_64.whl |
|---|---|
| Size | 5.9 MB |
| Tags | CPython 3.12 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
ccc2e5171526cd2d8900054ed6a5a069753d208d31c111d56ff6bf940b955718
|
|
BLAKE2b-256 checksum How to use checksums |
567e48a34d068bdf57920bf3c4a2f64e2b880ac3740f72fee0790cf6fb9975eb
|
| 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-1.15.1.9.dev202409161723794729-cp312-cp312-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409161723794729-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 |
4f3789a8e78ac7d0096c83a2429299ed85d1848d4c933f307a74fcc760259f27
|
|
BLAKE2b-256 checksum How to use checksums |
d84b59cac6869f7c36d799080624c27e489fc4b92c7a204da22b5532b3b697a5
|
| 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-1.15.1.9.dev202409161723794729-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409161723794729-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 |
291170526b813a1058fc2ee75f5f2b4af3d7354ee40e3bb6fd4e398e4a7cf435
|
|
BLAKE2b-256 checksum How to use checksums |
89d6879cf26d2ed0e2ed052a6d873fe651f3f21a248b3aa2402900826e973fc5
|
| 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-1.15.1.9.dev202409161723794729-cp312-cp312-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409161723794729-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 |
bfb30358bc8d3043109ee4f493af03c8f7f4ee813d09be0507e17717814fb8d9
|
|
BLAKE2b-256 checksum How to use checksums |
f2c94a0c227a64bb8ff2d6f7c43a78401d3671be8af3020a0b65d6abe758be23
|
| 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-1.15.1.9.dev202409161723794729-cp311-cp311-win_amd64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409161723794729-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
b5c2fffa3df0cf937f6a109f16ce1e8bf6351c740bae0154c66163a3b7fad978
|
|
BLAKE2b-256 checksum How to use checksums |
3626ee0ffd72642acbd10474947106c59c5dccb79e42afbaea5238339463b456
|
| 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-1.15.1.9.dev202409161723794729-cp311-cp311-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409161723794729-cp311-cp311-manylinux2014_x86_64.whl |
|---|---|
| Size | 5.9 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
2d8cf6d81b109de3971e04c258dbb3742e90d89ef3ead4e7dee517e1a0fa3075
|
|
BLAKE2b-256 checksum How to use checksums |
1412e2b6aa496ec3a050ff6c69beb78ab69ae8ef3c766dc74271b37a0f155e6b
|
| 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-1.15.1.9.dev202409161723794729-cp311-cp311-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409161723794729-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 |
6f51c3f4e3dab388330dd25a12e2253cae75d08a35d186f4ae5a1bba41333acc
|
|
BLAKE2b-256 checksum How to use checksums |
d9a69521070eb2bafd9b838631fa1408996320cdc448bcb09d8ed90af51f2562
|
| 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-1.15.1.9.dev202409161723794729-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409161723794729-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 |
00aa8cc241e5734ae69d2215418038b807e7470a3d24a4c568fae56c26ba0851
|
|
BLAKE2b-256 checksum How to use checksums |
349bfac9d07a4d2b7a5b6d0fd5b4a7f5420510da8e23c9724c029982a9654b6c
|
| 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-1.15.1.9.dev202409161723794729-cp311-cp311-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409161723794729-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 |
5e0e11c89d86662671906c8729b459436665fc7a2cedb97fa7748077314316f8
|
|
BLAKE2b-256 checksum How to use checksums |
ad711ed24456a4895295e94ef9a61d9a0b556b42af6bc28fce794f5a65759039
|
| 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-1.15.1.9.dev202409161723794729-cp310-cp310-win_amd64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409161723794729-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
a725acafe2261403c45eac91ed780fd6dd2bcc4d18d644e415f3945f07e223dd
|
|
BLAKE2b-256 checksum How to use checksums |
9b96e2d3f8a1acd4602b3a533e78a48ef47298967d77949425659c0c5b4013a6
|
| 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-1.15.1.9.dev202409161723794729-cp310-cp310-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409161723794729-cp310-cp310-manylinux2014_x86_64.whl |
|---|---|
| Size | 5.9 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
f4b68744dd3c251727af27193515d08b790f58fda6760ba4141f8d7fff299944
|
|
BLAKE2b-256 checksum How to use checksums |
f9d68d086dd195ff79cd2f48ff31aae48f3da6b4b80dca4aa8c983d79055a875
|
| 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-1.15.1.9.dev202409161723794729-cp310-cp310-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409161723794729-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 |
a40e0ad6cd820c176226f35a234036bf5b637d587993fca96c2f4c7bb2a4ea12
|
|
BLAKE2b-256 checksum How to use checksums |
0f269c3df768113068f2c97df0a980099910abeed5fd1d48d8c33fbabca618ff
|
| 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-1.15.1.9.dev202409161723794729-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409161723794729-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 |
d9f04f43b664b543464417cbd216b7b0a3111e59a8d8ab4d4792beb7d86705e4
|
|
BLAKE2b-256 checksum How to use checksums |
3195339ae28854a7c431c0252200eb4c518ebdfa474c6379e71f6b8971b30686
|
| 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-1.15.1.9.dev202409161723794729-cp310-cp310-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409161723794729-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 |
0752b59c5a141aadaef27eb3bdd352fd39fa77e31aed10f978a44f3b043007bf
|
|
BLAKE2b-256 checksum How to use checksums |
c8de6746d7ae03ba52d088e176031f35ea942ede6a6058f2bd6452d4637f81bf
|
| 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-1.15.1.9.dev202409161723794729-cp39-cp39-win_amd64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409161723794729-cp39-cp39-win_amd64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.9 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
76d3c814d8ab424d7e315dba28e99532f99bb213f4517a0f5060896d6b5e17a7
|
|
BLAKE2b-256 checksum How to use checksums |
9fc816b449eadbbb5b5c0311bd408f8c4b4ae5d279134c3e38e9a9a307657a52
|
| 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-1.15.1.9.dev202409161723794729-cp39-cp39-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409161723794729-cp39-cp39-manylinux2014_x86_64.whl |
|---|---|
| Size | 5.9 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
82ad6ca46131d4291154f68af18ed9552a369e00a9d1484ba0f03e2dad875079
|
|
BLAKE2b-256 checksum How to use checksums |
d8195fe4529ad2967a133ccb9ae8e86b00bfa3d91e620d2bf0259c7466abe72d
|
| 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-1.15.1.9.dev202409161723794729-cp39-cp39-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409161723794729-cp39-cp39-manylinux2014_aarch64.whl |
|---|---|
| Size | 5.5 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
d8482e3f6d0dd89171b9756484bea0f1f6d4cedab4b6ba043281f2b70c41bc11
|
|
BLAKE2b-256 checksum How to use checksums |
1f8a4c638aac9e780a1464830e8339efeb0553fc771ee5ecd8cdb285582197d6
|
| 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-1.15.1.9.dev202409161723794729-cp39-cp39-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409161723794729-cp39-cp39-macosx_11_0_arm64.whl |
|---|---|
| Size | 4.3 MB |
| Tags | CPython 3.9 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
8caa780a07be43f5819017c2322f2e4f087f6def73ce65514bda46eae837e714
|
|
BLAKE2b-256 checksum How to use checksums |
b8dc53a96e5952787646f18f69e78c7b93adb8dd4f4f4149abe7a779d55a1df8
|
| 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-1.15.1.9.dev202409161723794729-cp39-cp39-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409161723794729-cp39-cp39-macosx_10_9_x86_64.whl |
|---|---|
| Size | 4.8 MB |
| Tags | CPython 3.9 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
49f81b957d21f7d39d6651a893b8a4b39bc9a910996e6926dc78010ec7d19537
|
|
BLAKE2b-256 checksum How to use checksums |
d9232bb478df68b18a4ad696811d9a5907908685e45741d1e332fdce3a4a8b9b
|
| 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
|
