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 1.11.0.9.dev202401241701813464
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Built distributions (wheels)
Total release size: 111.4 MB
Release files / pyAgrum_nightly-1.11.0.9.dev202401241701813464-cp312-cp312-win_amd64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401241701813464-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 2.6 MB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
fd501f2b764ca7e6a973fff360e3ccf3ddae31afa9806373d11628497b1a2551
|
|
BLAKE2b-256 checksum How to use checksums |
4b3aaa23cb4ef65809c9ba63e2b6a9ee0a4f42f7bb5a1444b28efad08da1e00a
|
| 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-1.11.0.9.dev202401241701813464-cp312-cp312-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401241701813464-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 |
161c5c7f9e24ac2a55f34c2bd87984faa2129f6bcfaf416861875e1cd175dc46
|
|
BLAKE2b-256 checksum How to use checksums |
da4f8903d8fc7e0c572c1a7418396df49900edfe17192be674f246d928cf79f3
|
| 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-1.11.0.9.dev202401241701813464-cp312-cp312-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401241701813464-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 |
5e3669d59135573ea1e28e445a574f175c0834cab65fc71c6be9e4584659ef84
|
|
BLAKE2b-256 checksum How to use checksums |
714f96e2d7807827681c3af36d6635c4d863db3b1181979b16a268180c2d2359
|
| 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-1.11.0.9.dev202401241701813464-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401241701813464-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 |
28310eb4a30f883693f8a2f1d4148c13ec34eb7a8c482bc1c3728f60943b29a9
|
|
BLAKE2b-256 checksum How to use checksums |
d2e032b8440aa844b81ea68bd2d064b92fb2fddd27cd9a80b1b84c8670649da5
|
| 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-1.11.0.9.dev202401241701813464-cp312-cp312-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401241701813464-cp312-cp312-macosx_10_9_x86_64.whl |
|---|---|
| Size | 4.3 MB |
| Tags | CPython 3.12 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
a11f309b44d0c5dc0a32710cb605f46ea634ca747cfaff6389068a21cbbb0514
|
|
BLAKE2b-256 checksum How to use checksums |
c6e19424c85517459243fae6767ee23abcc8a9d088f000294a1799ceffa6ee5b
|
| 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-1.11.0.9.dev202401241701813464-cp311-cp311-win_amd64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401241701813464-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 2.6 MB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
2f52f526ae6b4dd2d7d882e6ea42b1710db64809ead1e57ef5bde96e357c1b51
|
|
BLAKE2b-256 checksum How to use checksums |
cca982f33b5a19bb9f698df265557173a8daadfa78feb34ea2c1fb935a2e7f70
|
| 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-1.11.0.9.dev202401241701813464-cp311-cp311-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401241701813464-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 |
13e90f9159e0f3e3643ad7b3324f43aa47705b58fee506f14018d8494f1fcff1
|
|
BLAKE2b-256 checksum How to use checksums |
fac8bf35cfd6cfcf23b7d371739b4c06df7106e43ab9794ba129d5a43c74130e
|
| 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-1.11.0.9.dev202401241701813464-cp311-cp311-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401241701813464-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 |
8dee40725654d178741323b2890f60155eb56e30129f6a6cc511a6c9d47b22b6
|
|
BLAKE2b-256 checksum How to use checksums |
08a84a804abcb8e6d0a687b020a5261a5cf7f534b8f9b41ad36cbbca735be8d8
|
| 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-1.11.0.9.dev202401241701813464-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401241701813464-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 |
45b775ec6f90d8cfb1d5879667a4b7dd02866d712bacaa5f3f331eff2198a075
|
|
BLAKE2b-256 checksum How to use checksums |
40e74697513499290a7010c2a50f3e7c7af7ddc16cefee4ba78be7ba46c2f243
|
| 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-1.11.0.9.dev202401241701813464-cp311-cp311-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401241701813464-cp311-cp311-macosx_10_9_x86_64.whl |
|---|---|
| Size | 4.3 MB |
| Tags | CPython 3.11 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
3eddfd2d7adb74cd5fc6e8c3bbe81cc210b1f143b79382cef6468a3d94423661
|
|
BLAKE2b-256 checksum How to use checksums |
94e7a8ff433988be757ca365357571087485f7448cf62d4bd85fb88963d87e15
|
| 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-1.11.0.9.dev202401241701813464-cp310-cp310-win_amd64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401241701813464-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 2.6 MB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
b4b4ea406e1bee5c7af390eb1503bfc0995b47a8a925400f621d37d6138ed4c0
|
|
BLAKE2b-256 checksum How to use checksums |
f10c693d6b7578c2669b3cca9f455b039a31b21ac96e49e17c45349fc2306261
|
| 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-1.11.0.9.dev202401241701813464-cp310-cp310-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401241701813464-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 |
f182e01a6bd50d52d5487a8d8440eaaee641ec74c15f46d97625fc1e353939fb
|
|
BLAKE2b-256 checksum How to use checksums |
1131a29130de6e6961a0d746fa77f94f21a4186a75b191f8167c9b4d7e847bb9
|
| 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-1.11.0.9.dev202401241701813464-cp310-cp310-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401241701813464-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 |
54b86f60e1ecddde50121ca99bf7015cf480835d12a2fe7ba4024c90bcdadb78
|
|
BLAKE2b-256 checksum How to use checksums |
d661647a9ae2e57db3eaf8bd16388da37764d218b2f4eeb1d5086639d720ff24
|
| 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-1.11.0.9.dev202401241701813464-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401241701813464-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 |
a3c37e0a4c846181804ba8d08e3086c981eb18963d070a1f08ed5a552da0af2b
|
|
BLAKE2b-256 checksum How to use checksums |
4cfa220b526b8ed187f1e8f4e3602e20d9a506c6f946e4ffd7e9e9c2542e0265
|
| 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-1.11.0.9.dev202401241701813464-cp310-cp310-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401241701813464-cp310-cp310-macosx_10_9_x86_64.whl |
|---|---|
| Size | 4.3 MB |
| Tags | CPython 3.10 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
93b735039cf70397f3d0e897704422504a38f92922495df9fb2deb42dea401f4
|
|
BLAKE2b-256 checksum How to use checksums |
fe62980ea1ddfa4ae55b1229d317dfc5a20644a359da830253c833f69a4a8f5d
|
| 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-1.11.0.9.dev202401241701813464-cp39-cp39-win_amd64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401241701813464-cp39-cp39-win_amd64.whl |
|---|---|
| Size | 2.6 MB |
| Tags | CPython 3.9 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
559449e183591615cc3a942c59f6c51fc26cb966a1e6ea25c946ec27cb762907
|
|
BLAKE2b-256 checksum How to use checksums |
cf38f1de16559c3c16b5bfb24a44c5e3e162d3777473a5c07dfa7ca025c65dae
|
| 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-1.11.0.9.dev202401241701813464-cp39-cp39-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401241701813464-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 |
e79d3f7d42b0f97b7eff4595464a4a08af597ad6cabe0a011774cab0fd1feb84
|
|
BLAKE2b-256 checksum How to use checksums |
e417b4760efa3eee80c8ba45667d74c41940df6df09187115c768661fded6c4a
|
| 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-1.11.0.9.dev202401241701813464-cp39-cp39-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401241701813464-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 |
a3a24db5bf9569a40033b57fb544df669c943a780d888e968eed4248c90e23a8
|
|
BLAKE2b-256 checksum How to use checksums |
8bcd069957e6ff88705f31b30fd3091f64de1261e2186e1bb2300f6020476cfe
|
| 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-1.11.0.9.dev202401241701813464-cp39-cp39-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401241701813464-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 |
98444a96b207eea2e92017a2fffbe4fffc1c57c5b21cb747d1b3d5053ab45595
|
|
BLAKE2b-256 checksum How to use checksums |
0defe5fd9263c2d7f0a3abd5be177c1d1745acc4b8d3fe8e5d54660e76e6f5cc
|
| 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-1.11.0.9.dev202401241701813464-cp39-cp39-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401241701813464-cp39-cp39-macosx_10_9_x86_64.whl |
|---|---|
| Size | 4.3 MB |
| Tags | CPython 3.9 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
4aed7186f0f76c66dcb141381c3bf3116e44f4531a86b718e320f8e3e1a3612a
|
|
BLAKE2b-256 checksum How to use checksums |
d3d5ed6947d1a0fd1fb8b5c6fac1ab54175a8e175ef9cf4a29cc3507be5355d5
|
| 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-1.11.0.9.dev202401241701813464-cp38-cp38-win_amd64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401241701813464-cp38-cp38-win_amd64.whl |
|---|---|
| Size | 2.6 MB |
| Tags | CPython 3.8 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
31f4a1e72ed5fb59dc3051178e8a8d30a8d382dd94695756c8c3b5fdf2a49dc7
|
|
BLAKE2b-256 checksum How to use checksums |
f4eabb73d89dc6e8aa70903c817d762c167e8ac3e19a76b73fcb35ea56faaa02
|
| 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-1.11.0.9.dev202401241701813464-cp38-cp38-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401241701813464-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 |
2773f0577cc6409638a0ced95f6bf20acf8a3e1331a19193dcdcb984299a24c0
|
|
BLAKE2b-256 checksum How to use checksums |
8792640b39b7c35a5a3f3be065255cbd0242a4a69791d77a35ddf2546cb25697
|
| 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-1.11.0.9.dev202401241701813464-cp38-cp38-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401241701813464-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 |
dfbdab014eaaea843e3429e1e5c47ca34c8e01a9cf3c35aa49d6ac76a13183ce
|
|
BLAKE2b-256 checksum How to use checksums |
085a3da6a4596e09baf963374e68be6c5205d00d8c6a2e9870098fe96221734f
|
| 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-1.11.0.9.dev202401241701813464-cp38-cp38-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401241701813464-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 |
798078304d9cbe2918994cc6df2d04fd4d961603fc27af24a7632ddb3309de0f
|
|
BLAKE2b-256 checksum How to use checksums |
7794216a7a4d237fcc4deb6fbbfa0ebc09804eb86c68207013f5b611d52f6041
|
| 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-1.11.0.9.dev202401241701813464-cp38-cp38-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401241701813464-cp38-cp38-macosx_10_9_x86_64.whl |
|---|---|
| Size | 4.3 MB |
| Tags | CPython 3.8 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
6f8f83b5a96eb8322639adcbe5c8a2446649e5614e1f198865a31a0f2ce78dbb
|
|
BLAKE2b-256 checksum How to use checksums |
2aa8087e4c50067d22a2834eada8bc57f694617e1cbfb06e05e210a783e6e967
|
| 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
|
