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) 2005,2023 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 1.12.1.9.dev202403071709747362
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Built distributions (wheels)
Total release size: 113.2 MB
Release files / pyAgrum_nightly-1.12.1.9.dev202403071709747362-cp312-cp312-win_amd64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403071709747362-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 2.6 MB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
be50209acdb9892db5d2b8a9ddd38443b3fa7e62fefa95e55c51fd2c80f52518
|
|
BLAKE2b-256 checksum How to use checksums |
ab8f7d5904d3de07af1f06ded20faca2aace0ec501cefbb0ea1415262eb3960d
|
| 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-1.12.1.9.dev202403071709747362-cp312-cp312-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403071709747362-cp312-cp312-manylinux2014_x86_64.whl |
|---|---|
| Size | 5.8 MB |
| Tags | CPython 3.12 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
e90ab569d670c96baf967eb44e63bc0b2c303fafed5a9adf33fb51ac4705af70
|
|
BLAKE2b-256 checksum How to use checksums |
ab2df6d053d317a8d46089403ebc1c2d7365ab40ea321fc71dc65dffa797133e
|
| 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-1.12.1.9.dev202403071709747362-cp312-cp312-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403071709747362-cp312-cp312-manylinux2014_aarch64.whl |
|---|---|
| Size | 5.4 MB |
| Tags | CPython 3.12 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
077beb76962c890bed57b6ca378179009f612d85f137d4447ce94b4471bf48a5
|
|
BLAKE2b-256 checksum How to use checksums |
eeb86788e8bd3c0ad567272db73040b364f8ec293c026a2e35999c4c694967f5
|
| 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-1.12.1.9.dev202403071709747362-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403071709747362-cp312-cp312-macosx_11_0_arm64.whl |
|---|---|
| Size | 4.1 MB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
7868cb1a1e6ae07d938588996dadfd17ba5fd69caca6edac7d92f018b8cf9a78
|
|
BLAKE2b-256 checksum How to use checksums |
3c1baa39538f857a808b6d31a6241a66010ac5c73dc16b3fa2b4f5f19347044b
|
| 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-1.12.1.9.dev202403071709747362-cp312-cp312-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403071709747362-cp312-cp312-macosx_10_9_x86_64.whl |
|---|---|
| Size | 4.6 MB |
| Tags | CPython 3.12 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
de6bc381168b8ef2e35ae44f37e75a6900a34c2ff64546348d388c38c987904a
|
|
BLAKE2b-256 checksum How to use checksums |
760c967504e1853d4c1be432d20a0af993218e230e98beb1c7f3b56328783880
|
| 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-1.12.1.9.dev202403071709747362-cp311-cp311-win_amd64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403071709747362-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 2.6 MB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
a25ba01d98b152a3cb578a44a1e68dd0f886783baa89d8084f89212f19e3bfdb
|
|
BLAKE2b-256 checksum How to use checksums |
250f01ec2129b3125cc436eee034722ca3fa2af45a27196928b3ca5c61ee71dd
|
| 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-1.12.1.9.dev202403071709747362-cp311-cp311-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403071709747362-cp311-cp311-manylinux2014_x86_64.whl |
|---|---|
| Size | 5.8 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
38b5abbbef20051e3a6e70b5df8d57f76a7c938a000144fb98f94e25d78920f9
|
|
BLAKE2b-256 checksum How to use checksums |
6347ce1d0d37dc2482193ac1f62ce0948c3c9ce1eb9797b4baf1d982e1adc09d
|
| 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-1.12.1.9.dev202403071709747362-cp311-cp311-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403071709747362-cp311-cp311-manylinux2014_aarch64.whl |
|---|---|
| Size | 5.4 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
3aef9082b000114a9e73e26c7f514ced6a26f68fe991125ae23bb96d3949ecc0
|
|
BLAKE2b-256 checksum How to use checksums |
3b8c83123b9af3af53ddb54ea9f4b0e903e6c797c746a3bfbcaed2d288b8e464
|
| 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-1.12.1.9.dev202403071709747362-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403071709747362-cp311-cp311-macosx_11_0_arm64.whl |
|---|---|
| Size | 4.1 MB |
| Tags | CPython 3.11 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
2144df782728ad32034ac06d244334c436d6c797b49cd759a8c0683c8a7a473f
|
|
BLAKE2b-256 checksum How to use checksums |
e21a9de1a48840079552342325a1c3466fa6f4716b5760d46d35c705a7f11acc
|
| 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-1.12.1.9.dev202403071709747362-cp311-cp311-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403071709747362-cp311-cp311-macosx_10_9_x86_64.whl |
|---|---|
| Size | 4.6 MB |
| Tags | CPython 3.11 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
a1d2701402757e4c37482b2a927040a58787b2dd01f2ae01ebcb5f2cd564482c
|
|
BLAKE2b-256 checksum How to use checksums |
a328e3a5391e4cea23e9a88257d6feaa42a31f829b221d18b8abca72eb681328
|
| 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-1.12.1.9.dev202403071709747362-cp310-cp310-win_amd64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403071709747362-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 2.6 MB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
c254546bcb3af853f341f31642b11ffedf60a2c8ae1e572649a3a630de95b622
|
|
BLAKE2b-256 checksum How to use checksums |
9000826cc871c9afe6561e26d59196291325103f4a92f4c99cf88bda535b553f
|
| 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-1.12.1.9.dev202403071709747362-cp310-cp310-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403071709747362-cp310-cp310-manylinux2014_x86_64.whl |
|---|---|
| Size | 5.8 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
dbe34d2e191f9d329383185f98413b79036d75d8e0b0298bfa1d1f13b3ac9f1f
|
|
BLAKE2b-256 checksum How to use checksums |
cbfde82b4dc88a15cef14c6b5f6e85cddb01e42dd5045e1c8bcedcdc63c135d9
|
| 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-1.12.1.9.dev202403071709747362-cp310-cp310-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403071709747362-cp310-cp310-manylinux2014_aarch64.whl |
|---|---|
| Size | 5.4 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
7a827891a67a19e2ebae38f53547aba8e14fe142a6f6a681099bb1f0670acd73
|
|
BLAKE2b-256 checksum How to use checksums |
1f4fa613c189aa411b7df51bcadee0730ceb14fc990c0fb89be3ff88dde40060
|
| 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-1.12.1.9.dev202403071709747362-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403071709747362-cp310-cp310-macosx_11_0_arm64.whl |
|---|---|
| Size | 4.1 MB |
| Tags | CPython 3.10 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
49c09420f2f4b49d70f5c94fc7069166d3665f911dd4cf3326d9fc3ebf781a1a
|
|
BLAKE2b-256 checksum How to use checksums |
5e6d73cc107b0c6f1c57157aed8c476f814afb5cb42f97658c650a60810641f1
|
| 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-1.12.1.9.dev202403071709747362-cp310-cp310-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403071709747362-cp310-cp310-macosx_10_9_x86_64.whl |
|---|---|
| Size | 4.6 MB |
| Tags | CPython 3.10 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
1ba5bf55a04feed55a716d261010bd4a96bb07e08192d7f57a351ef1039bd91e
|
|
BLAKE2b-256 checksum How to use checksums |
125418d7b0908178df647515c1b72ed59ebeda315f20d61f7af24fa79e11ec33
|
| 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-1.12.1.9.dev202403071709747362-cp39-cp39-win_amd64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403071709747362-cp39-cp39-win_amd64.whl |
|---|---|
| Size | 2.6 MB |
| Tags | CPython 3.9 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
caeb70c37fdf8b0b8830f90add78965f2d14b7b4b53cbc8de1ff38b68c3d8510
|
|
BLAKE2b-256 checksum How to use checksums |
e51b69803732f3f46ab828714233e9d9ca3f3568f4ff0d607033494ffeefa320
|
| 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-1.12.1.9.dev202403071709747362-cp39-cp39-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403071709747362-cp39-cp39-manylinux2014_x86_64.whl |
|---|---|
| Size | 5.8 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
41331237eb786914dde222697aa7cb0164c46bbcadee177a581b11e38a13ff52
|
|
BLAKE2b-256 checksum How to use checksums |
de9d1703ba75d3e915ed5ce0a0a6f9bfe15dc2e82023142a6c98acc26be9d5ad
|
| 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-1.12.1.9.dev202403071709747362-cp39-cp39-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403071709747362-cp39-cp39-manylinux2014_aarch64.whl |
|---|---|
| Size | 5.4 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
d65696da6de77614aa9426ca8ea09e66ca08b8b9e3d856caf80cdccffe9a5c0e
|
|
BLAKE2b-256 checksum How to use checksums |
1d296481adc98178c35e6bb8b0fe4b9b270c071ac05e19b52f74f06f23ecac09
|
| 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-1.12.1.9.dev202403071709747362-cp39-cp39-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403071709747362-cp39-cp39-macosx_11_0_arm64.whl |
|---|---|
| Size | 4.1 MB |
| Tags | CPython 3.9 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
386bebf970a623daf84a2465360e3d956bec9005ad546a5bf16ca5bc886b5878
|
|
BLAKE2b-256 checksum How to use checksums |
1e9be7405deff32768e8b3b9967b2aafba0f7a0851622b209ff633bcc6aeabc1
|
| 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-1.12.1.9.dev202403071709747362-cp39-cp39-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403071709747362-cp39-cp39-macosx_10_9_x86_64.whl |
|---|---|
| Size | 4.6 MB |
| Tags | CPython 3.9 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
10511ed6471c0b6a83d6bab7d19adebb4e95ef5163bbdbdc0081dff1750f3088
|
|
BLAKE2b-256 checksum How to use checksums |
5d0e570bd5c38f50effc6dbf46dfc9853c1144d27fdef54d134c2ccb82343a12
|
| 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-1.12.1.9.dev202403071709747362-cp38-cp38-win_amd64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403071709747362-cp38-cp38-win_amd64.whl |
|---|---|
| Size | 2.6 MB |
| Tags | CPython 3.8 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
6ef5f5167521802862c3063c11df9057c9bd6b462f6fe89134ae164e4bf245bc
|
|
BLAKE2b-256 checksum How to use checksums |
2838dbeadbf4cc170a95f42e3d46e704369298f4fd898226042bcc442265e4e2
|
| 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-1.12.1.9.dev202403071709747362-cp38-cp38-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403071709747362-cp38-cp38-manylinux2014_x86_64.whl |
|---|---|
| Size | 5.8 MB |
| Tags | CPython 3.8 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
7416db925d59531aa5358e05e04bb25bd462b2ca7e83d0a7de5488bd97a8a7d3
|
|
BLAKE2b-256 checksum How to use checksums |
7292c02d648ab97d7cadb7d45e1ed1299382292bb9a0fb8b8a8cfb25aaf86531
|
| 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-1.12.1.9.dev202403071709747362-cp38-cp38-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403071709747362-cp38-cp38-manylinux2014_aarch64.whl |
|---|---|
| Size | 5.4 MB |
| Tags | CPython 3.8 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
6051487c4ac64799aafc434179275a73260182d318de04f230e727aa94df39de
|
|
BLAKE2b-256 checksum How to use checksums |
899e77e473c7e9d9beef7a2fdb9a4823b2a6f0a6a1d7b7469eaa89dc865117bd
|
| 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-1.12.1.9.dev202403071709747362-cp38-cp38-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403071709747362-cp38-cp38-macosx_11_0_arm64.whl |
|---|---|
| Size | 4.1 MB |
| Tags | CPython 3.8 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
43ed3ff602a3fdb7829c89aa2e0d30a48c2ffbef3ba519270c1315db965aefd4
|
|
BLAKE2b-256 checksum How to use checksums |
6205fd1fa5ad4fda7c88296a3a2390ac515ab293f47dddc4d4460469523c123a
|
| 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-1.12.1.9.dev202403071709747362-cp38-cp38-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403071709747362-cp38-cp38-macosx_10_9_x86_64.whl |
|---|---|
| Size | 4.6 MB |
| Tags | CPython 3.8 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
029dc7bdc08f2a21e763f61410a61bc5a618a34083230a5369e1c77a33604ed4
|
|
BLAKE2b-256 checksum How to use checksums |
f9a0d845d3ccff589b7e87f4355f3180077a58754e06e3ab0857b4f6c71889a1
|
| 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
|
