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
=======
.. code:: python
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.
Authors
=======
- Pierre-Henri Wuillemin
- Christophe Gonzales
Maintainers
===========
- Lionel Torti
- Gaspard Ducamp
Raw data
{
"_id": null,
"home_page": "https://agrum.gitlab.io/",
"name": "pyAgrum-nightly",
"maintainer": null,
"docs_url": null,
"requires_python": null,
"maintainer_email": null,
"keywords": "probabilities probabilistic-graphical-models inference diagnosis",
"author": "Pierre-Henri Wuillemin and Christophe Gonzales",
"author_email": "info@agrum.org",
"download_url": null,
"platform": "any",
"description": "\npyAgrum\n=======\n\n``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.\n\nExample\n=======\n\n.. code:: python\n\n import pyAgrum as gum\n\n # Creating BayesNet with 4 variables\n bn=gum.BayesNet('WaterSprinkler')\n print(bn)\n\n # Adding nodes the long way\n c=bn.add(gum.LabelizedVariable('c','cloudy ?',[\"Yes\",\"No\"]))\n print(c)\n\n # Adding nodes the short way\n s, r, w = [ bn.add(name, 2) for name in \"srw\" ] \n print (s,r,w)\n print (bn)\n\n # Addings arcs c -> s, c -> r, s -> w, r -> w\n bn.addArc(c,s)\n for link in [(c,r),(s,w),(r,w)]:\n bn.addArc(*link)\n print(bn)\n\n # or, equivalenlty, creating the BN with 4 variables, and the arcs in one line\n bn=gum.fastBN(\"w<-r<-c{Yes|No}->s->w\")\n\n # Filling CPTs\n bn.cpt(\"c\").fillWith([0.5,0.5])\n bn.cpt(\"s\")[0,:]=0.5 # equivalent to [0.5,0.5]\n bn.cpt(\"s\")[{\"c\":1}]=[0.9,0.1]\n bn.cpt(\"w\")[0,0,:] = [1, 0] # r=0,s=0\n bn.cpt(\"w\")[0,1,:] = [0.1, 0.9] # r=0,s=1\n bn.cpt(\"w\")[{\"r\":1,\"s\":0}] = [0.1, 0.9] # r=1,s=0\n bn.cpt(\"w\")[1,1,:] = [0.01, 0.99] # r=1,s=1\n bn.cpt(\"r\")[{\"c\":0}]=[0.8,0.2]\n bn.cpt(\"r\")[{\"c\":1}]=[0.2,0.8]\n\n # Saving BN as a BIF file\n gum.saveBN(bn,\"WaterSprinkler.bif\")\n\n # Loading BN from a BIF file\n bn2=gum.loadBN(\"WaterSprinkler.bif\")\n\n # Inference\n ie=gum.LazyPropagation(bn)\n ie.makeInference()\n print (ie.posterior(\"w\"))\n\n # Adding hard evidence\n ie.setEvidence({\"s\": 1, \"c\": 0})\n ie.makeInference()\n print(ie.posterior(\"w\"))\n\n # Adding soft and hard evidence\n ie.setEvidence({\"s\": [0.5, 1], \"c\": 0})\n ie.makeInference()\n print(ie.posterior(\"w\"))\n\nLICENSE\n=======\n\nCopyright (C) 2005,2023 by Pierre-Henri WUILLEMIN et Christophe GONZALES\n{prenom.nom}_at_lip6.fr \n\nThe aGrUM/pyAgrum library and all its derivatives are distributed under the LGPL3 license, see https://www.gnu.org/licenses/lgpl-3.0.en.html.\n\nAuthors\n=======\n\n- Pierre-Henri Wuillemin\n- Christophe Gonzales\n\nMaintainers\n===========\n\n- Lionel Torti\n- Gaspard Ducamp\n",
"bugtrack_url": null,
"license": "LGPLv3",
"summary": "Bayesian networks and other Probabilistic Graphical Models.",
"version": "1.13.1.dev202404261713370971",
"project_urls": {
"Bug Tracker": "https://gitlab.com/agrumery/aGrUM/-/issues",
"Documentation": "https://pyagrum.readthedocs.io/",
"Homepage": "https://agrum.gitlab.io/",
"Source Code": "https://gitlab.com/agrumery/aGrUM"
},
"split_keywords": [
"probabilities",
"probabilistic-graphical-models",
"inference",
"diagnosis"
],
"urls": [
{
"comment_text": "",
"digests": {
"blake2b_256": "4c25d304f7641556a8d3c45295e1a7f3f312a62760ed7ab575f1fad796efa86d",
"md5": "6d979ba14a63e9609b2e75e2867a2fff",
"sha256": "2e2fcfe60057d8e16b37136045c56468e7ea7ce80870762b5e4972145243b2e6"
},
"downloads": -1,
"filename": "pyAgrum_nightly-1.13.1.dev202404261713370971-cp310-cp310-macosx_10_9_x86_64.whl",
"has_sig": false,
"md5_digest": "6d979ba14a63e9609b2e75e2867a2fff",
"packagetype": "bdist_wheel",
"python_version": "cp310",
"requires_python": null,
"size": 4722918,
"upload_time": "2024-04-26T01:30:23",
"upload_time_iso_8601": "2024-04-26T01:30:23.839463Z",
"url": "https://files.pythonhosted.org/packages/4c/25/d304f7641556a8d3c45295e1a7f3f312a62760ed7ab575f1fad796efa86d/pyAgrum_nightly-1.13.1.dev202404261713370971-cp310-cp310-macosx_10_9_x86_64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "e8bffa0b1c4a675cef7525752098745599b2cf9f70bf30b8cd52bad1a7d4c0d3",
"md5": "0f21d70d02c21137c1e3bc616a8e382b",
"sha256": "0896463133e85674c03c6602764022354a7789a2e7603d1ee6034e4fbd13a5d4"
},
"downloads": -1,
"filename": "pyAgrum_nightly-1.13.1.dev202404261713370971-cp310-cp310-macosx_11_0_arm64.whl",
"has_sig": false,
"md5_digest": "0f21d70d02c21137c1e3bc616a8e382b",
"packagetype": "bdist_wheel",
"python_version": "cp310",
"requires_python": null,
"size": 4205517,
"upload_time": "2024-04-26T01:30:29",
"upload_time_iso_8601": "2024-04-26T01:30:29.202229Z",
"url": "https://files.pythonhosted.org/packages/e8/bf/fa0b1c4a675cef7525752098745599b2cf9f70bf30b8cd52bad1a7d4c0d3/pyAgrum_nightly-1.13.1.dev202404261713370971-cp310-cp310-macosx_11_0_arm64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "00ea0908887662e5f8fa506e5ac1e640762b9e41aebce0f5942530f8c78e7cd9",
"md5": "6e22c6b2560dbc9ab614bba594a04b2c",
"sha256": "df04b71cfb13a4eb646c83bc87e29f48368e6e00efe39e249389d3ef4f5f5dc4"
},
"downloads": -1,
"filename": "pyAgrum_nightly-1.13.1.dev202404261713370971-cp310-cp310-manylinux2014_aarch64.whl",
"has_sig": false,
"md5_digest": "6e22c6b2560dbc9ab614bba594a04b2c",
"packagetype": "bdist_wheel",
"python_version": "cp310",
"requires_python": null,
"size": 5421149,
"upload_time": "2024-04-26T01:30:34",
"upload_time_iso_8601": "2024-04-26T01:30:34.071771Z",
"url": "https://files.pythonhosted.org/packages/00/ea/0908887662e5f8fa506e5ac1e640762b9e41aebce0f5942530f8c78e7cd9/pyAgrum_nightly-1.13.1.dev202404261713370971-cp310-cp310-manylinux2014_aarch64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "71c9c2ec853ab594fe2667045b9df39377921a1a59a4823ee72cd2ee4d6669fa",
"md5": "9c3c034ba34753acfc13ebf29f4a2850",
"sha256": "1ba6124d75a77b131db67538a0840755a044a5a5c61bba6b1948f69b0ed018cc"
},
"downloads": -1,
"filename": "pyAgrum_nightly-1.13.1.dev202404261713370971-cp310-cp310-manylinux2014_x86_64.whl",
"has_sig": false,
"md5_digest": "9c3c034ba34753acfc13ebf29f4a2850",
"packagetype": "bdist_wheel",
"python_version": "cp310",
"requires_python": null,
"size": 5867065,
"upload_time": "2024-04-26T01:30:38",
"upload_time_iso_8601": "2024-04-26T01:30:38.522707Z",
"url": "https://files.pythonhosted.org/packages/71/c9/c2ec853ab594fe2667045b9df39377921a1a59a4823ee72cd2ee4d6669fa/pyAgrum_nightly-1.13.1.dev202404261713370971-cp310-cp310-manylinux2014_x86_64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "6fdda0aa7d59b407b208779ec2d34ed022a04b7eaf6ea36d3dfaeb638d2f466d",
"md5": "bfb9f223db97d9cae1eb9048661f358c",
"sha256": "826e35acf79df8c88e5ff76f32641b9b0ad073e12ee80c42e502f211c7c9954d"
},
"downloads": -1,
"filename": "pyAgrum_nightly-1.13.1.dev202404261713370971-cp310-cp310-win_amd64.whl",
"has_sig": false,
"md5_digest": "bfb9f223db97d9cae1eb9048661f358c",
"packagetype": "bdist_wheel",
"python_version": "cp310",
"requires_python": null,
"size": 2663273,
"upload_time": "2024-04-26T01:30:42",
"upload_time_iso_8601": "2024-04-26T01:30:42.324714Z",
"url": "https://files.pythonhosted.org/packages/6f/dd/a0aa7d59b407b208779ec2d34ed022a04b7eaf6ea36d3dfaeb638d2f466d/pyAgrum_nightly-1.13.1.dev202404261713370971-cp310-cp310-win_amd64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "c123f8fa481b384d439c0cb93faade4ba400da3bdd9375172bdb361d43ff3d7f",
"md5": "bc9fa6fdee27a180021d8443aac47a19",
"sha256": "ebf8068a30b76e798e54c53387ff4dd5af8ee42907b3b9ad72c68a499a6c5113"
},
"downloads": -1,
"filename": "pyAgrum_nightly-1.13.1.dev202404261713370971-cp311-cp311-macosx_10_9_x86_64.whl",
"has_sig": false,
"md5_digest": "bc9fa6fdee27a180021d8443aac47a19",
"packagetype": "bdist_wheel",
"python_version": "cp311",
"requires_python": null,
"size": 4722920,
"upload_time": "2024-04-26T01:30:46",
"upload_time_iso_8601": "2024-04-26T01:30:46.215464Z",
"url": "https://files.pythonhosted.org/packages/c1/23/f8fa481b384d439c0cb93faade4ba400da3bdd9375172bdb361d43ff3d7f/pyAgrum_nightly-1.13.1.dev202404261713370971-cp311-cp311-macosx_10_9_x86_64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "cb64bf18c611bfb1b044a284e7c948cd63dedfb876d35164ddacac73402e0e2e",
"md5": "d1d3809903d46625b222d19bc74d0dce",
"sha256": "d224c24caa52fa2021c5ae89ebeff91e4356e5a471a38fa32707a42fe266bfa4"
},
"downloads": -1,
"filename": "pyAgrum_nightly-1.13.1.dev202404261713370971-cp311-cp311-macosx_11_0_arm64.whl",
"has_sig": false,
"md5_digest": "d1d3809903d46625b222d19bc74d0dce",
"packagetype": "bdist_wheel",
"python_version": "cp311",
"requires_python": null,
"size": 4205517,
"upload_time": "2024-04-26T01:30:50",
"upload_time_iso_8601": "2024-04-26T01:30:50.321552Z",
"url": "https://files.pythonhosted.org/packages/cb/64/bf18c611bfb1b044a284e7c948cd63dedfb876d35164ddacac73402e0e2e/pyAgrum_nightly-1.13.1.dev202404261713370971-cp311-cp311-macosx_11_0_arm64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "d5bd0bbdeb3f4d9e2875248feee8050ba10fe4a4224321c67654464c8ff118d4",
"md5": "dc71a18d19707ec0a8a14b5ab3ca0c7e",
"sha256": "aded2e8e58756c24425c96d9055b23331a1103c34273bbd7ee32127ea3108494"
},
"downloads": -1,
"filename": "pyAgrum_nightly-1.13.1.dev202404261713370971-cp311-cp311-manylinux2014_aarch64.whl",
"has_sig": false,
"md5_digest": "dc71a18d19707ec0a8a14b5ab3ca0c7e",
"packagetype": "bdist_wheel",
"python_version": "cp311",
"requires_python": null,
"size": 5421119,
"upload_time": "2024-04-26T01:30:54",
"upload_time_iso_8601": "2024-04-26T01:30:54.234344Z",
"url": "https://files.pythonhosted.org/packages/d5/bd/0bbdeb3f4d9e2875248feee8050ba10fe4a4224321c67654464c8ff118d4/pyAgrum_nightly-1.13.1.dev202404261713370971-cp311-cp311-manylinux2014_aarch64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "5b760f32fe24edd8209cdd28a5aae58a474074f52b3cde7b36e9ca77136182e3",
"md5": "fc6a3024d48d16c1441dd60cd07fcde0",
"sha256": "578029d32456fc2fd203c3aa00f8b62f05d61d3eb3a21b6b881da027f883c56b"
},
"downloads": -1,
"filename": "pyAgrum_nightly-1.13.1.dev202404261713370971-cp311-cp311-manylinux2014_x86_64.whl",
"has_sig": false,
"md5_digest": "fc6a3024d48d16c1441dd60cd07fcde0",
"packagetype": "bdist_wheel",
"python_version": "cp311",
"requires_python": null,
"size": 5866959,
"upload_time": "2024-04-26T01:30:58",
"upload_time_iso_8601": "2024-04-26T01:30:58.372398Z",
"url": "https://files.pythonhosted.org/packages/5b/76/0f32fe24edd8209cdd28a5aae58a474074f52b3cde7b36e9ca77136182e3/pyAgrum_nightly-1.13.1.dev202404261713370971-cp311-cp311-manylinux2014_x86_64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "36f15ccd40f1d80a93cc5605d618e20b9ca75987ba893e1d0fcc2accfa961297",
"md5": "f21689c57fc0fd817e660afdbc97d376",
"sha256": "9318c1a787da0917e965e7d13a566b3c6de57e8d1597c432b17532d67de6fa90"
},
"downloads": -1,
"filename": "pyAgrum_nightly-1.13.1.dev202404261713370971-cp311-cp311-win_amd64.whl",
"has_sig": false,
"md5_digest": "f21689c57fc0fd817e660afdbc97d376",
"packagetype": "bdist_wheel",
"python_version": "cp311",
"requires_python": null,
"size": 2663691,
"upload_time": "2024-04-26T01:31:02",
"upload_time_iso_8601": "2024-04-26T01:31:02.739323Z",
"url": "https://files.pythonhosted.org/packages/36/f1/5ccd40f1d80a93cc5605d618e20b9ca75987ba893e1d0fcc2accfa961297/pyAgrum_nightly-1.13.1.dev202404261713370971-cp311-cp311-win_amd64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "47c700b8b6b93b1d8311b97b6878322cc996a33f8e09c106027debdca463d3c7",
"md5": "c0ae93431e1b34d424e435866643563e",
"sha256": "3be2a6e9270bad91d2dcc37189e10db8468fa1c28376647f5337f2674198de26"
},
"downloads": -1,
"filename": "pyAgrum_nightly-1.13.1.dev202404261713370971-cp312-cp312-macosx_10_9_x86_64.whl",
"has_sig": false,
"md5_digest": "c0ae93431e1b34d424e435866643563e",
"packagetype": "bdist_wheel",
"python_version": "cp312",
"requires_python": null,
"size": 4732196,
"upload_time": "2024-04-26T01:31:06",
"upload_time_iso_8601": "2024-04-26T01:31:06.925886Z",
"url": "https://files.pythonhosted.org/packages/47/c7/00b8b6b93b1d8311b97b6878322cc996a33f8e09c106027debdca463d3c7/pyAgrum_nightly-1.13.1.dev202404261713370971-cp312-cp312-macosx_10_9_x86_64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "135f2cf9f6bdd1c4d9e7aa5729a7c552db93eafd4551b83f64be81bd26e0a5c6",
"md5": "298bc1491a86365d7039242be85832cd",
"sha256": "4849727438462288a70913f0062a0a37a676fce7d70f1489fcda9532950b663d"
},
"downloads": -1,
"filename": "pyAgrum_nightly-1.13.1.dev202404261713370971-cp312-cp312-macosx_11_0_arm64.whl",
"has_sig": false,
"md5_digest": "298bc1491a86365d7039242be85832cd",
"packagetype": "bdist_wheel",
"python_version": "cp312",
"requires_python": null,
"size": 4208350,
"upload_time": "2024-04-26T01:31:11",
"upload_time_iso_8601": "2024-04-26T01:31:11.408141Z",
"url": "https://files.pythonhosted.org/packages/13/5f/2cf9f6bdd1c4d9e7aa5729a7c552db93eafd4551b83f64be81bd26e0a5c6/pyAgrum_nightly-1.13.1.dev202404261713370971-cp312-cp312-macosx_11_0_arm64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "99eaa532767766457c8a19e0193f4730afc46c8be8026e22b1f580539e23f06f",
"md5": "b3c13d1bc8fd5bd7fcd34e0df3c13c88",
"sha256": "dba521c9bb99c52c100eb36fc6f73bcc78030ec9e51966c1ddd60a51966091fd"
},
"downloads": -1,
"filename": "pyAgrum_nightly-1.13.1.dev202404261713370971-cp312-cp312-manylinux2014_aarch64.whl",
"has_sig": false,
"md5_digest": "b3c13d1bc8fd5bd7fcd34e0df3c13c88",
"packagetype": "bdist_wheel",
"python_version": "cp312",
"requires_python": null,
"size": 5420603,
"upload_time": "2024-04-26T01:31:15",
"upload_time_iso_8601": "2024-04-26T01:31:15.871832Z",
"url": "https://files.pythonhosted.org/packages/99/ea/a532767766457c8a19e0193f4730afc46c8be8026e22b1f580539e23f06f/pyAgrum_nightly-1.13.1.dev202404261713370971-cp312-cp312-manylinux2014_aarch64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "9efca806945d93a09e2d3421be2a4740e94277afb19f56291f981ba949d36e80",
"md5": "6a370bfbe8381944afee6987fbfc0f89",
"sha256": "53a70694f0de81e3b47972b5903130c0bfc8678ad3fbc80e49c321daf02439f7"
},
"downloads": -1,
"filename": "pyAgrum_nightly-1.13.1.dev202404261713370971-cp312-cp312-manylinux2014_x86_64.whl",
"has_sig": false,
"md5_digest": "6a370bfbe8381944afee6987fbfc0f89",
"packagetype": "bdist_wheel",
"python_version": "cp312",
"requires_python": null,
"size": 5867790,
"upload_time": "2024-04-26T01:31:20",
"upload_time_iso_8601": "2024-04-26T01:31:20.399461Z",
"url": "https://files.pythonhosted.org/packages/9e/fc/a806945d93a09e2d3421be2a4740e94277afb19f56291f981ba949d36e80/pyAgrum_nightly-1.13.1.dev202404261713370971-cp312-cp312-manylinux2014_x86_64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "6c46ac4a9a0c826051e234f17965954fa223a2f9d7ccecb0d2b6b803854263c8",
"md5": "db313c45818582a13727089d04b5d582",
"sha256": "437659ee23b635a3de06f866fbc56442574d975462ceab664f005f7196fb6066"
},
"downloads": -1,
"filename": "pyAgrum_nightly-1.13.1.dev202404261713370971-cp312-cp312-win_amd64.whl",
"has_sig": false,
"md5_digest": "db313c45818582a13727089d04b5d582",
"packagetype": "bdist_wheel",
"python_version": "cp312",
"requires_python": null,
"size": 2663515,
"upload_time": "2024-04-26T01:31:24",
"upload_time_iso_8601": "2024-04-26T01:31:24.504530Z",
"url": "https://files.pythonhosted.org/packages/6c/46/ac4a9a0c826051e234f17965954fa223a2f9d7ccecb0d2b6b803854263c8/pyAgrum_nightly-1.13.1.dev202404261713370971-cp312-cp312-win_amd64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "66251c0f73f780261f626522bdd27906f900cbf23472bbd196d15dfa09ef2d3b",
"md5": "9a69aa151845b506db96bb8a01415804",
"sha256": "a0851693e764d4b7f4b58d826d678395e256e3dc0712975e71761ebf2cd6858a"
},
"downloads": -1,
"filename": "pyAgrum_nightly-1.13.1.dev202404261713370971-cp38-cp38-macosx_10_9_x86_64.whl",
"has_sig": false,
"md5_digest": "9a69aa151845b506db96bb8a01415804",
"packagetype": "bdist_wheel",
"python_version": "cp38",
"requires_python": null,
"size": 4721699,
"upload_time": "2024-04-26T01:31:29",
"upload_time_iso_8601": "2024-04-26T01:31:29.165897Z",
"url": "https://files.pythonhosted.org/packages/66/25/1c0f73f780261f626522bdd27906f900cbf23472bbd196d15dfa09ef2d3b/pyAgrum_nightly-1.13.1.dev202404261713370971-cp38-cp38-macosx_10_9_x86_64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "8a4aa4ab645ccca3d66078826a81301559fbfb1be9ff6c46efb6a30858f69229",
"md5": "578b7350727664883622069b7f94f4d1",
"sha256": "13e9e94e7e1a6f3c1eade0845e34bfcc09b96128b1a05fd4d13e47e9591bb48d"
},
"downloads": -1,
"filename": "pyAgrum_nightly-1.13.1.dev202404261713370971-cp38-cp38-macosx_11_0_arm64.whl",
"has_sig": false,
"md5_digest": "578b7350727664883622069b7f94f4d1",
"packagetype": "bdist_wheel",
"python_version": "cp38",
"requires_python": null,
"size": 4204898,
"upload_time": "2024-04-26T01:31:33",
"upload_time_iso_8601": "2024-04-26T01:31:33.494198Z",
"url": "https://files.pythonhosted.org/packages/8a/4a/a4ab645ccca3d66078826a81301559fbfb1be9ff6c46efb6a30858f69229/pyAgrum_nightly-1.13.1.dev202404261713370971-cp38-cp38-macosx_11_0_arm64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "731acce6361f8d442f272e8bb415775ebc0eb0a8cc08c3f592552b3821507e58",
"md5": "d8518cb79c1d9b444c3853fac0fc19eb",
"sha256": "4986318b54dc5b7391c5086d0301c27a75f98cb37ba104735b37337bfd61abf8"
},
"downloads": -1,
"filename": "pyAgrum_nightly-1.13.1.dev202404261713370971-cp38-cp38-manylinux2014_aarch64.whl",
"has_sig": false,
"md5_digest": "d8518cb79c1d9b444c3853fac0fc19eb",
"packagetype": "bdist_wheel",
"python_version": "cp38",
"requires_python": null,
"size": 5420831,
"upload_time": "2024-04-26T01:31:37",
"upload_time_iso_8601": "2024-04-26T01:31:37.908204Z",
"url": "https://files.pythonhosted.org/packages/73/1a/cce6361f8d442f272e8bb415775ebc0eb0a8cc08c3f592552b3821507e58/pyAgrum_nightly-1.13.1.dev202404261713370971-cp38-cp38-manylinux2014_aarch64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "700c12d0824741184133eebbcc2cbe6aa8ec8126985b2635c31c1b83219218fb",
"md5": "75ab89355ceefa096f01a7802f4e9624",
"sha256": "bd880235c93f36d1655b90d9ddce1f28643bf287884ed92571ab49d8e76ef589"
},
"downloads": -1,
"filename": "pyAgrum_nightly-1.13.1.dev202404261713370971-cp38-cp38-manylinux2014_x86_64.whl",
"has_sig": false,
"md5_digest": "75ab89355ceefa096f01a7802f4e9624",
"packagetype": "bdist_wheel",
"python_version": "cp38",
"requires_python": null,
"size": 5866302,
"upload_time": "2024-04-26T01:31:43",
"upload_time_iso_8601": "2024-04-26T01:31:43.243223Z",
"url": "https://files.pythonhosted.org/packages/70/0c/12d0824741184133eebbcc2cbe6aa8ec8126985b2635c31c1b83219218fb/pyAgrum_nightly-1.13.1.dev202404261713370971-cp38-cp38-manylinux2014_x86_64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "b7ddc37d82b03fe7c9281fe53e13fb32972cf09e11c054c1156c79d83333fac1",
"md5": "8bd16caf11ae6f57a58735909214ccd3",
"sha256": "91f74227554ae8f424221e404427ace10ff5bfd2803c5fb715b8869594c82c38"
},
"downloads": -1,
"filename": "pyAgrum_nightly-1.13.1.dev202404261713370971-cp38-cp38-win_amd64.whl",
"has_sig": false,
"md5_digest": "8bd16caf11ae6f57a58735909214ccd3",
"packagetype": "bdist_wheel",
"python_version": "cp38",
"requires_python": null,
"size": 2662501,
"upload_time": "2024-04-26T01:31:48",
"upload_time_iso_8601": "2024-04-26T01:31:48.122532Z",
"url": "https://files.pythonhosted.org/packages/b7/dd/c37d82b03fe7c9281fe53e13fb32972cf09e11c054c1156c79d83333fac1/pyAgrum_nightly-1.13.1.dev202404261713370971-cp38-cp38-win_amd64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "e497931ed6077154237ef5e78c9c1f96a14ed22a929bd66a7918ee2883f0d789",
"md5": "9fe46c2952da56eb0975f2f57e8e2a20",
"sha256": "1abd68b0cab1c3126ab071b38ec8c604dc9470e663e923451f9db7a6faf3a7a4"
},
"downloads": -1,
"filename": "pyAgrum_nightly-1.13.1.dev202404261713370971-cp39-cp39-macosx_10_9_x86_64.whl",
"has_sig": false,
"md5_digest": "9fe46c2952da56eb0975f2f57e8e2a20",
"packagetype": "bdist_wheel",
"python_version": "cp39",
"requires_python": null,
"size": 4722919,
"upload_time": "2024-04-26T01:31:53",
"upload_time_iso_8601": "2024-04-26T01:31:53.830270Z",
"url": "https://files.pythonhosted.org/packages/e4/97/931ed6077154237ef5e78c9c1f96a14ed22a929bd66a7918ee2883f0d789/pyAgrum_nightly-1.13.1.dev202404261713370971-cp39-cp39-macosx_10_9_x86_64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "5b378dfa246f36d828ba496c42eadafa3bdad4618afa400af0e25de52caae5bf",
"md5": "afd30251e414b2c250d42a7d82e89bc8",
"sha256": "7945f053aeb6445829be7fb8eb61312c37f3ae414834f5cafddf5a1d7496e63d"
},
"downloads": -1,
"filename": "pyAgrum_nightly-1.13.1.dev202404261713370971-cp39-cp39-macosx_11_0_arm64.whl",
"has_sig": false,
"md5_digest": "afd30251e414b2c250d42a7d82e89bc8",
"packagetype": "bdist_wheel",
"python_version": "cp39",
"requires_python": null,
"size": 4205515,
"upload_time": "2024-04-26T01:31:57",
"upload_time_iso_8601": "2024-04-26T01:31:57.911914Z",
"url": "https://files.pythonhosted.org/packages/5b/37/8dfa246f36d828ba496c42eadafa3bdad4618afa400af0e25de52caae5bf/pyAgrum_nightly-1.13.1.dev202404261713370971-cp39-cp39-macosx_11_0_arm64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "84286e6d9d1b2b769c872d90cf4a0928f7059b48853def39d7eb9c0fab4cef8f",
"md5": "22e2cb7aefc55a03e1e1ab1d130a5159",
"sha256": "78f5c5b19302e6eca4b361afe99979c49d952a44e2e03500f992410e007fe37f"
},
"downloads": -1,
"filename": "pyAgrum_nightly-1.13.1.dev202404261713370971-cp39-cp39-manylinux2014_aarch64.whl",
"has_sig": false,
"md5_digest": "22e2cb7aefc55a03e1e1ab1d130a5159",
"packagetype": "bdist_wheel",
"python_version": "cp39",
"requires_python": null,
"size": 5421227,
"upload_time": "2024-04-26T01:32:02",
"upload_time_iso_8601": "2024-04-26T01:32:02.324080Z",
"url": "https://files.pythonhosted.org/packages/84/28/6e6d9d1b2b769c872d90cf4a0928f7059b48853def39d7eb9c0fab4cef8f/pyAgrum_nightly-1.13.1.dev202404261713370971-cp39-cp39-manylinux2014_aarch64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "49322c73f8854fb42bcef8adabb0e20429c875f18368f66d5a94d5bdd7e92aa9",
"md5": "974cff6eaad4170d5c807c023f9edd71",
"sha256": "8b424a32ded2b0fe0b7347213cb4c819983a25844a947adbd9b5f914f60c173b"
},
"downloads": -1,
"filename": "pyAgrum_nightly-1.13.1.dev202404261713370971-cp39-cp39-manylinux2014_x86_64.whl",
"has_sig": false,
"md5_digest": "974cff6eaad4170d5c807c023f9edd71",
"packagetype": "bdist_wheel",
"python_version": "cp39",
"requires_python": null,
"size": 5866829,
"upload_time": "2024-04-26T01:32:07",
"upload_time_iso_8601": "2024-04-26T01:32:07.952456Z",
"url": "https://files.pythonhosted.org/packages/49/32/2c73f8854fb42bcef8adabb0e20429c875f18368f66d5a94d5bdd7e92aa9/pyAgrum_nightly-1.13.1.dev202404261713370971-cp39-cp39-manylinux2014_x86_64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "d55c20e49d9f12ece26bb4ed8dbbd9881fbb537c4d4c2f35aab2f4ddbe944fdc",
"md5": "787594625f92c0cce7fe9ade10610c6f",
"sha256": "4476ab8d35a944ded7d3eccdc9a65bf4546f41c39dc87dfb71dba9d1fac7b2f1"
},
"downloads": -1,
"filename": "pyAgrum_nightly-1.13.1.dev202404261713370971-cp39-cp39-win_amd64.whl",
"has_sig": false,
"md5_digest": "787594625f92c0cce7fe9ade10610c6f",
"packagetype": "bdist_wheel",
"python_version": "cp39",
"requires_python": null,
"size": 2663077,
"upload_time": "2024-04-26T01:32:11",
"upload_time_iso_8601": "2024-04-26T01:32:11.926218Z",
"url": "https://files.pythonhosted.org/packages/d5/5c/20e49d9f12ece26bb4ed8dbbd9881fbb537c4d4c2f35aab2f4ddbe944fdc/pyAgrum_nightly-1.13.1.dev202404261713370971-cp39-cp39-win_amd64.whl",
"yanked": false,
"yanked_reason": null
}
],
"upload_time": "2024-04-26 01:30:23",
"github": false,
"gitlab": true,
"bitbucket": false,
"codeberg": false,
"gitlab_user": "agrumery",
"gitlab_project": "aGrUM",
"lcname": "pyagrum-nightly"
}
JSON