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.dev202401121704620238
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Built distributions (wheels)
Total release size: 111.3 MB
Release files / pyAgrum_nightly-1.11.0.9.dev202401121704620238-cp312-cp312-win_amd64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401121704620238-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 2.6 MB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
711d7854b8e0df47842db1c191175ac53d246b716fc4d2aab8064d174bb649ea
|
|
BLAKE2b-256 checksum How to use checksums |
7a25ae82d5d4293b0b43ead6303097d488ce2de84e51892f8617f2323535ef4d
|
| 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.dev202401121704620238-cp312-cp312-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401121704620238-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 |
568854c2abadd4b3c3f57cdf57d266a5faf9d517f84dbec7935cee3c448dc13c
|
|
BLAKE2b-256 checksum How to use checksums |
2a8a363a4f4b348dfd64892bab17d9bf78fe09b98dde731e42ce9df7cd955563
|
| 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.dev202401121704620238-cp312-cp312-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401121704620238-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 |
56f8afc82ae70603b6bbb0baf0893e2d9e59bf79884be56ab5862e909596efd9
|
|
BLAKE2b-256 checksum How to use checksums |
87c0e561ddbded8bb830e5c187e3f118a4638dc2640221cd82833c2e6f53cdeb
|
| 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.dev202401121704620238-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401121704620238-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 |
5ba5440c9bd5bfd8f4760bf657caca4be611495e22f6d998a045a07ed302ea8b
|
|
BLAKE2b-256 checksum How to use checksums |
6b553520775dc0b495b51e4007190ae950c274bfdde2726255cfe4d52e558834
|
| 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.dev202401121704620238-cp312-cp312-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401121704620238-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 |
dbafce443a5d4bfcace0a3d0037423f8d6f14a46a2e44ae5e6b67a87c531fba5
|
|
BLAKE2b-256 checksum How to use checksums |
1b711e93b19b8d7dfa0e30257d1ad4512f2e7a93df4c928cce79f79a4c79a042
|
| 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.dev202401121704620238-cp311-cp311-win_amd64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401121704620238-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 2.6 MB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
e4e6750794988670a6c60027de082e3c5ddc5e9d7c09ff1c27a01a3e466f924c
|
|
BLAKE2b-256 checksum How to use checksums |
fb8d07f16b318d78a564f13ecd736c6dff1ae755464a47f1b54b498561031b6b
|
| 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.dev202401121704620238-cp311-cp311-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401121704620238-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 |
f3b15c4b6652f9ebd86c854bdc2752981f63f0b893fa5cd2ed28ac99b41ec840
|
|
BLAKE2b-256 checksum How to use checksums |
5f3b47b13e72d9c3de7729f44ccf1f412f8de3f11b39677811675bc07feea305
|
| 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.dev202401121704620238-cp311-cp311-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401121704620238-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 |
5fdf403b08ad9485560d74da40545f546090c85c7ad7d84cdbd0026676be4621
|
|
BLAKE2b-256 checksum How to use checksums |
6455e602815450405e2e1e936c49eac6aa6e30edf47cd4cc45439d19f6ab6a8e
|
| 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.dev202401121704620238-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401121704620238-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 |
23edaad0c23e04ac5522f428c09433cb6f2c7202d9370f8feecb12807b27cf97
|
|
BLAKE2b-256 checksum How to use checksums |
06d9164c1b685e20c03e89af65eb431e5371da3afb62347937a8127e8f1ae069
|
| 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.dev202401121704620238-cp311-cp311-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401121704620238-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 |
31f6fe3ca6316f6f2123119d11842f9495e79cc728013ff8fcf3e53ca1e15f2e
|
|
BLAKE2b-256 checksum How to use checksums |
841dd2c24228363c19d12deb863247eaf56634fecb67d32b77fb051ec36de2b5
|
| 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.dev202401121704620238-cp310-cp310-win_amd64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401121704620238-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 2.6 MB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
97519522d628c256913fd568980b401c0a79def3de981497cd7bef678f2357e4
|
|
BLAKE2b-256 checksum How to use checksums |
78e105b9a8aac21d41cc850a7cf26516554a12c4359a85118c3f3aa303cef663
|
| 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.dev202401121704620238-cp310-cp310-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401121704620238-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 |
0ef52ee368613c6cec672a5be4d6abdabecad16d5a5ac5d80506c7cafc631ae2
|
|
BLAKE2b-256 checksum How to use checksums |
2e64943570fa45deb4f29eacfa53294a29ae2ccbd00b49ec73391b25f627ae41
|
| 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.dev202401121704620238-cp310-cp310-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401121704620238-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 |
22604becf1bdb24efdfc7b1281f89709ec3540af6c3fd80e621e3e0af95db576
|
|
BLAKE2b-256 checksum How to use checksums |
795c218dc24dd27225a335c98001dc8da07e66a7ba9b8adcf3ec46231e96aebd
|
| 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.dev202401121704620238-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401121704620238-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 |
14924f8c311aba814cdaf0e2a8d4c7d57b20c0e68cd78b4f9dc3429f3c6e6cf6
|
|
BLAKE2b-256 checksum How to use checksums |
2c14fe30107089fe1ae4bbfbd68ae363737db6bf6325927244121d3789317681
|
| 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.dev202401121704620238-cp310-cp310-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401121704620238-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 |
382c7a98a931eb53cc0673cff86f9d3539fdc8f46a86bcc1cff7fc11548603ca
|
|
BLAKE2b-256 checksum How to use checksums |
a090161198b9bbc370beb4b719e8ba2f19f49d9ad2f94932d16029a672dc8321
|
| 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.dev202401121704620238-cp39-cp39-win_amd64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401121704620238-cp39-cp39-win_amd64.whl |
|---|---|
| Size | 2.6 MB |
| Tags | CPython 3.9 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
909a4da43c5a8f89f09237a3705b939b8963d79ad6b46942e662f1a22de5cd18
|
|
BLAKE2b-256 checksum How to use checksums |
cca07e2c3d426645482864cb705722f6dfc5f080fbc62d4c1cb024130798480e
|
| 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.dev202401121704620238-cp39-cp39-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401121704620238-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 |
e3242f63b21f844fa14e66160b2ecaa1f19e93abc2fe32eee3af5dfdccfb85d8
|
|
BLAKE2b-256 checksum How to use checksums |
da31706167c2171a027da3f572f291cc0a80027ad206dc47007666367293a714
|
| 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.dev202401121704620238-cp39-cp39-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401121704620238-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 |
b7f4cac564f5f5bbad6746a6b05ed14ae6bb09e2037404f604e2bc4ac2effc38
|
|
BLAKE2b-256 checksum How to use checksums |
fc77b6f6f5105826df3c419049cea6466797cf9752517a2063bc0de9e0351392
|
| 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.dev202401121704620238-cp39-cp39-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401121704620238-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 |
0c1ecb270476f05514323cb30698a6a4ee9a28855cd59d04216df426bd25afe0
|
|
BLAKE2b-256 checksum How to use checksums |
4bd3762315d7cefc07fae35d10701a4ad3af29d9136d2d3c0537564c29f1b64d
|
| 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.dev202401121704620238-cp39-cp39-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401121704620238-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 |
7d300503e81eb4a474f205cec9c32c6bf93182a197b7e197a24dff0cbf273e7c
|
|
BLAKE2b-256 checksum How to use checksums |
4ee33996fe63c374e018f6422cd90e4688b1b05ef0ce1bd35abcf3563c9e7751
|
| 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.dev202401121704620238-cp38-cp38-win_amd64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401121704620238-cp38-cp38-win_amd64.whl |
|---|---|
| Size | 2.6 MB |
| Tags | CPython 3.8 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
dbcb2a6bcc1dcf5656f74686a70660c91789d6208f42f8fb0cf3c0a22322a626
|
|
BLAKE2b-256 checksum How to use checksums |
c0c3d89509b7e4e8553c0040fb11aae53bd73077eda12f67cc49ec60483934b1
|
| 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.dev202401121704620238-cp38-cp38-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401121704620238-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 |
207177993ff544cc949ab3f2f0ce87e0c4bbafae9a56b7de0749e2330fa2ea45
|
|
BLAKE2b-256 checksum How to use checksums |
b701604b2dc5022b9f38609d6a04b4456f0a644469ee25d8f940d69dcdd453ef
|
| 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.dev202401121704620238-cp38-cp38-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401121704620238-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 |
7ea753c182fb6aecd74aa7f3c68988ed42d8739e8270cfac505d17f68ec6bea3
|
|
BLAKE2b-256 checksum How to use checksums |
fb27b17909d8ac3bb1ab295021a8e3e65e1df0b1429c1c3cad9a1c7e28997cd8
|
| 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.dev202401121704620238-cp38-cp38-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401121704620238-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 |
55fc472df140610f4923c1c1d560c0895c7cf2b7103d6ade10feb56167cb1d84
|
|
BLAKE2b-256 checksum How to use checksums |
037e40178bc6da16646badba41b321ce8253e63f4fefdb56530d942c71808348
|
| 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.dev202401121704620238-cp38-cp38-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202401121704620238-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 |
7143a6cb57d5ca2fac044998c805f114d109e11616e84a109b4c8d96f38450b3
|
|
BLAKE2b-256 checksum How to use checksums |
053b81116590c6e98f4285cad0f3a08045ac72367c18374fc25bf3392132ccc0
|
| 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
|
