diff --git a/includes/data/software.yml b/includes/data/software.yml
index 3b3619050..e9e6f990b 100644
--- a/includes/data/software.yml
+++ b/includes/data/software.yml
@@ -2246,15 +2246,55 @@ software_modules:
           R. It includes a console, syntax-highlighting editor that supports direct
           code execution, as well as tools for plotting, history, debugging and workspace
           management.', markedDefault: true, versionName: 1.3.1093}
-    - categories: math, graph computing
-      defaultVersionName: '0.73'
-      description: A tool for computing automorphism groups and canonical forms of
-        graphs.
-      package: bliss
-      url: http://www.tcs.hut.fi/Software/bliss/
+    - categories: math, numerical analysis
+      defaultVersionName: R2022b
+      description: MATLAB is a multi-paradigm numerical computing environment and
+        proprietary programming language developed by MathWorks.
+      package: matlab
+      url: https://www.mathworks.com/products/matlab.html
       versions:
-      - {description: A tool for computing automorphism groups and canonical forms
-          of graphs., markedDefault: false, versionName: '0.73'}
+      - description: MATLAB is a multi-paradigm numerical computing environment and
+          proprietary programming language developed by MathWorks.
+        help: https://www.sherlock.stanford.edu/docs/software/using/matlab
+        markedDefault: false
+        properties:
+          license: {restricted: 1}
+        versionName: R2017a
+      - description: MATLAB is a multi-paradigm numerical computing environment and
+          proprietary programming language developed by MathWorks.
+        help: https://www.sherlock.stanford.edu/docs/software/using/matlab
+        markedDefault: false
+        properties:
+          license: {restricted: 1}
+        versionName: R2017b
+      - description: MATLAB is a multi-paradigm numerical computing environment and
+          proprietary programming language developed by MathWorks.
+        help: https://www.sherlock.stanford.edu/docs/software/using/matlab
+        markedDefault: false
+        properties:
+          license: {restricted: 1}
+        versionName: R2018a
+      - description: MATLAB is a multi-paradigm numerical computing environment and
+          proprietary programming language developed by MathWorks.
+        help: https://www.sherlock.stanford.edu/docs/software/using/matlab
+        markedDefault: false
+        properties:
+          license: {restricted: 1}
+        versionName: R2019a
+      - description: MATLAB is a multi-paradigm numerical computing environment and
+          proprietary programming language developed by MathWorks.
+        help: https://www.sherlock.stanford.edu/docs/software/using/matlab
+        markedDefault: false
+        properties:
+          license: {restricted: 1}
+        versionName: R2020a
+      - description: MATLAB is a multi-paradigm numerical computing environment and
+          proprietary programming language developed by MathWorks.
+        help: https://www.sherlock.stanford.edu/docs/software/using/matlab
+        markedDefault: false
+        properties:
+          license: {restricted: 1}
+        versionName: R2022b
     - categories: math, optimization
       defaultVersionName: 3.3.0
       description: Octeract Engine is a proprietary massively parallel deterministic
@@ -2435,16 +2475,27 @@ software_modules:
       - {description: 'libflame is a portable library for dense matrix computations,
           providing much of the functionality present in LAPACK', markedDefault: false,
         versionName: 3.1.0}
-    - categories: math, optimization
-      defaultVersionName: 2.10.0_py39
-      description: Optuna is an automatic hyperparameter optimization software framework,
-        particularly designed for machine learning.
-      package: py-optuna
-      url: https://optuna.readthedocs.io/
+    - categories: math, deep learning
+      defaultVersionName: 0.12.1_py27
+      description: Horovod is a distributed training framework for TensorFlow. The
+        goal of Horovod is to make distributed Deep Learning fast and easy to use.
+      package: py-horovod
+      url: https://github.com/uber/horovod
       versions:
-      - {description: 'Optuna is an automatic hyperparameter optimization software
-          framework, particularly designed for machine learning.', markedDefault: false,
-        versionName: 2.10.0_py39}
+      - description: Horovod is a distributed training framework for TensorFlow. The
+          goal of Horovod is to make distributed Deep Learning fast and easy to use.
+        markedDefault: false
+        properties:
+          arch: {gpu: 1}
+          parallel: {mpi: 1}
+        versionName: 0.12.1_py36
+      - description: Horovod is a distributed training framework for TensorFlow. The
+          goal of Horovod is to make distributed Deep Learning fast and easy to use.
+        markedDefault: true
+        properties:
+          arch: {gpu: 1}
+          parallel: {mpi: 1}
+        versionName: 0.12.1_py27
     - categories: math, numerical library
       defaultVersionName: 1.4.1
       description: 'harminv is a program designed to solve the problem of harmonic
@@ -2533,6 +2584,14 @@ software_modules:
         properties:
           arch: {gpu: 1}
         versionName: 2.1.0_py36
+    - categories: math, optimization
+      defaultVersionName: 2.6.2
+      description: NLopt is a free/open-source library for nonlinear optimization.
+      package: nlopt
+      url: https://nlopt.readthedocs.io/
+      versions:
+      - {description: NLopt is a free/open-source library for nonlinear optimization.,
+        markedDefault: false, versionName: 2.6.2}
     - categories: math, numerical library
       defaultVersionName: '1.17'
       description: LIBXSMM is a library for small dense and small sparse matrix-matrix
@@ -2546,35 +2605,39 @@ software_modules:
       - {description: LIBXSMM is a library for small dense and small sparse matrix-matrix
           multiplications as well as for deep learning primitives such as small convolutions,
         markedDefault: false, versionName: '1.17'}
-    - categories: math, optimization
-      defaultVersionName: 2.6.2
-      description: NLopt is a free/open-source library for nonlinear optimization.
-      package: nlopt
-      url: https://nlopt.readthedocs.io/
+    - categories: math, numerical library
+      defaultVersionName: 1.14.3_py27
+      description: NumPy is the fundamental package for scientific computing with
+        Python.
+      package: py-numpy
+      url: http://www.numpy.org
       versions:
-      - {description: NLopt is a free/open-source library for nonlinear optimization.,
-        markedDefault: false, versionName: 2.6.2}
-    - categories: math, deep learning
-      defaultVersionName: 0.12.1_py27
-      description: Horovod is a distributed training framework for TensorFlow. The
-        goal of Horovod is to make distributed Deep Learning fast and easy to use.
-      package: py-horovod
-      url: https://github.com/uber/horovod
+      - {description: NumPy is the fundamental package for scientific computing with
+          Python., markedDefault: false, versionName: 1.14.3_py36}
+      - {description: NumPy is the fundamental package for scientific computing with
+          Python., markedDefault: false, versionName: 1.17.2_py36}
+      - {description: NumPy is the fundamental package for scientific computing with
+          Python., markedDefault: false, versionName: 1.18.1_py36}
+      - {description: NumPy is the fundamental package for scientific computing with
+          Python., markedDefault: false, versionName: 1.19.2_py36}
+      - {description: NumPy is the fundamental package for scientific computing with
+          Python., markedDefault: false, versionName: 1.20.3_py39}
+      - {description: NumPy is the fundamental package for scientific computing with
+          Python., markedDefault: false, versionName: 1.24.2_py39}
+      - {description: NumPy is the fundamental package for scientific computing with
+          Python., markedDefault: false, versionName: 1.26.3_py312}
+      - {description: NumPy is the fundamental package for scientific computing with
+          Python., markedDefault: true, versionName: 1.14.3_py27}
+    - categories: math, optimization
+      defaultVersionName: 2.10.0_py39
+      description: Optuna is an automatic hyperparameter optimization software framework,
+        particularly designed for machine learning.
+      package: py-optuna
+      url: https://optuna.readthedocs.io/
       versions:
-      - description: Horovod is a distributed training framework for TensorFlow. The
-          goal of Horovod is to make distributed Deep Learning fast and easy to use.
-        markedDefault: false
-        properties:
-          arch: {gpu: 1}
-          parallel: {mpi: 1}
-        versionName: 0.12.1_py36
-      - description: Horovod is a distributed training framework for TensorFlow. The
-          goal of Horovod is to make distributed Deep Learning fast and easy to use.
-        markedDefault: true
-        properties:
-          arch: {gpu: 1}
-          parallel: {mpi: 1}
-        versionName: 0.12.1_py27
+      - {description: 'Optuna is an automatic hyperparameter optimization software
+          framework, particularly designed for machine learning.', markedDefault: false,
+        versionName: 2.10.0_py39}
     - categories: math, numerical library
       defaultVersionName: 3.1.2_py39
       description: Efficient matrix representations for working with tabular data.
@@ -2611,24 +2674,18 @@ software_modules:
       versions:
       - {description: Gym is a toolkit for developing and comparing reinforcement
           learning algorithms., markedDefault: false, versionName: 0.21.0_py39}
-    - categories: math, numerical library
-      defaultVersionName: 3.18.2_py39
-      description: Python bindings for SLEPc.
-      package: py-slepc4py
-      url: https://slepc.upv.es/
-      versions:
-      - {description: Python bindings for SLEPc., markedDefault: false, versionName: 3.18.2_py39}
-    - categories: math, technical computing
-      defaultVersionName: 13.1.0
-      description: A symbolic language and platform for modern technical computing.
-      package: mathematica
-      url: http://www.wolfram.com/mathematica
+    - categories: math, deep learning
+      defaultVersionName: 1.8_py27
+      description: TensorboardX is TensorBoard™ for PyTorch (and Chainer, MXNet, NumPy...)
+      package: py-tensorboardx
+      url: https://tensorboardx.readthedocs.io
       versions:
-      - description: A symbolic language and platform for modern technical computing.
+      - description: TensorboardX is TensorBoard™ for PyTorch (and Chainer, MXNet,
+          NumPy...)
         markedDefault: false
         properties:
-          license: {restricted: 1}
-        versionName: 13.1.0
+          arch: {gpu: 1}
+        versionName: 1.8_py27
     - categories: math, deep learning
       defaultVersionName: '20180202'
       description: Torch is a scientific computing framework with wide support for
@@ -2642,6 +2699,14 @@ software_modules:
         properties:
           arch: {gpu: 1}
         versionName: '20180202'
+    - categories: math, computational geometry
+      defaultVersionName: '4.10'
+      description: polymake is open source software for research in polyhedral geometry.
+      package: polymake
+      url: https://polymake.org
+      versions:
+      - {description: polymake is open source software for research in polyhedral
+          geometry., markedDefault: false, versionName: '4.10'}
     - categories: math, statistics
       defaultVersionName: '15'
       description: Stata is a complete, integrated statistical software package that
@@ -2722,28 +2787,26 @@ software_modules:
       versions:
       - {description: Maxima is a system for the manipulation of symbolic and numerical
           expressions., markedDefault: false, versionName: 5.47.0}
-    - categories: math, deep learning
-      defaultVersionName: 1.0.1_py27
-      description: Theano is a Python library that allows you to define, optimize,
-        and evaluate mathematical expressions involving multi-dimensional arrays efficiently.
-      package: py-theano
-      url: http://deeplearning.net/software/theano
+    - categories: math, computational geometry
+      defaultVersionName: 7.6.2
+      description: Open CASCADE Technology (OCCT) is an open-source full-scale 3D
+        geometry library
+      package: opencascade
+      url: https://dev.opencascade.org/
       versions:
-      - description: Theano is a Python library that allows you to define, optimize,
-          and evaluate mathematical expressions involving multi-dimensional arrays
-          efficiently.
-        markedDefault: false
-        properties:
-          arch: {gpu: 1}
-        versionName: 1.0.1_py27
-    - categories: math, numerical library
-      defaultVersionName: 2.9.0
-      description: FLINT is a C library for doing number theory.
-      package: flint
-      url: https://flintlib.org/
+      - {description: Open CASCADE Technology (OCCT) is an open-source full-scale
+          3D geometry library, markedDefault: false, versionName: 7.6.2}
+    - categories: math, deep learning
+      defaultVersionName: 0.17.1_py312
+      description: Datasets, model architectures, and common image transformations
+        for computer vision for PyTorch.
+      package: py-torchvision
+      url: http://pytorch.org/vision
       versions:
-      - {description: FLINT is a C library for doing number theory., markedDefault: false,
-        versionName: 2.9.0}
+      - {description: 'Datasets, model architectures, and common image transformations
+          for computer vision for PyTorch.', markedDefault: false, versionName: 0.15.1_py39}
+      - {description: 'Datasets, model architectures, and common image transformations
+          for computer vision for PyTorch.', markedDefault: false, versionName: 0.17.1_py312}
     - categories: math, statistics
       defaultVersionName: '1.3'
       description: GNU datamash is a command-line program which performs basic numeric,
@@ -2803,15 +2866,17 @@ software_modules:
       - {description: 'GMP is a free library for arbitrary precision arithmetic, operating
           on signed integers, rational numbers, and floating-point numbers.', markedDefault: false,
         versionName: 6.2.1}
-    - categories: math, numerical library
-      defaultVersionName: 2017.1_py27
-      description: PyUblas provides a seamless glue layer between Numpy and Boost.Ublas
-        for use with Boost.Python.
-      package: py-pyublas
-      url: https://mathema.tician.de/software/pyublas/
+    - categories: math, technical computing
+      defaultVersionName: 13.1.0
+      description: A symbolic language and platform for modern technical computing.
+      package: mathematica
+      url: http://www.wolfram.com/mathematica
       versions:
-      - {description: PyUblas provides a seamless glue layer between Numpy and Boost.Ublas
-          for use with Boost.Python., markedDefault: false, versionName: 2017.1_py27}
+      - description: A symbolic language and platform for modern technical computing.
+        markedDefault: false
+        properties:
+          license: {restricted: 1}
+        versionName: 13.1.0
     - categories: math, numerical library
       defaultVersionName: 0.3.10
       description: OpenBLAS is an optimized BLAS library
@@ -2831,22 +2896,16 @@ software_modules:
       - {description: OpenBLAS is an optimized BLAS library, family: blas, markedDefault: true,
         versionName: 0.3.10}
     - categories: math, optimization
-      defaultVersionName: 10.0.1_py39
-      description: The Gurobi Optimizer is a commercial optimization solver for mathematical
-        programming.
-      package: gurobi
-      url: http://www.gurobi.com
+      defaultVersionName: 10.3.0
+      description: Artelys Knitro is an optimization solver for difficult large-scale
+        nonlinear problems.
+      package: knitro
+      url: https://www.artelys.com/en/optimization-tools/knitro
       versions:
-      - {description: The Gurobi Optimizer is a commercial optimization solver for
-          mathematical programming., markedDefault: false, versionName: 7.5.1}
-      - {description: The Gurobi Optimizer is a commercial optimization solver for
-          mathematical programming., markedDefault: false, versionName: 8.0.1_py27}
-      - {description: The Gurobi Optimizer is a commercial optimization solver for
-          mathematical programming., markedDefault: false, versionName: 8.0.1_py36}
-      - {description: The Gurobi Optimizer is a commercial optimization solver for
-          mathematical programming., markedDefault: false, versionName: 9.0.3_py36}
-      - {description: The Gurobi Optimizer is a commercial optimization solver for
-          mathematical programming., markedDefault: false, versionName: 10.0.1_py39}
+      - {description: Artelys Knitro is an optimization solver for difficult large-scale
+          nonlinear problems., markedDefault: false, versionName: 12.4.0}
+      - {description: Artelys Knitro is an optimization solver for difficult large-scale
+          nonlinear problems., markedDefault: true, versionName: 10.3.0}
     - categories: math, numerical library
       defaultVersionName: '2.7'
       description: The GNU Scientific Library (GSL) is a numerical library for C and
@@ -2867,44 +2926,28 @@ software_modules:
           C and C++ programmers. The library provides a wide range of mathematical
           routines such as random number generators, special functions and least-squares
           fitting.', markedDefault: false, versionName: '2.7'}
-    - categories: math, numerical library
-      defaultVersionName: 4.0.3
-      description: ParMETIS is an MPI-based parallel library that implements a variety
-        of algorithms for partitioning unstructured graphs, meshes, and for computing
-        fill-reducing orderings of sparse matrices.
-      package: parmetis
-      url: http://glaros.dtc.umn.edu/gkhome/metis/parmetis/overview
+    - categories: math, deep learning
+      defaultVersionName: 1.0.1_py27
+      description: Theano is a Python library that allows you to define, optimize,
+        and evaluate mathematical expressions involving multi-dimensional arrays efficiently.
+      package: py-theano
+      url: http://deeplearning.net/software/theano
       versions:
-      - description: ParMETIS is an MPI-based parallel library that implements a variety
-          of algorithms for partitioning unstructured graphs, meshes, and for computing
-          fill-reducing orderings of sparse matrices.
+      - description: Theano is a Python library that allows you to define, optimize,
+          and evaluate mathematical expressions involving multi-dimensional arrays
+          efficiently.
         markedDefault: false
         properties:
-          parallel: {mpi: 1}
-        versionName: 4.0.3
-    - categories: math, numerical library
-      defaultVersionName: 1.14.3_py27
-      description: NumPy is the fundamental package for scientific computing with
-        Python.
-      package: py-numpy
-      url: http://www.numpy.org
+          arch: {gpu: 1}
+        versionName: 1.0.1_py27
+    - categories: math, symbolic
+      defaultVersionName: 0.12.3_py39
+      description: High-Performance Symbolic Regression in Python and Julia.
+      package: py-pysr
+      url: https://github.com/MilesCranmer/PySR
       versions:
-      - {description: NumPy is the fundamental package for scientific computing with
-          Python., markedDefault: false, versionName: 1.14.3_py36}
-      - {description: NumPy is the fundamental package for scientific computing with
-          Python., markedDefault: false, versionName: 1.17.2_py36}
-      - {description: NumPy is the fundamental package for scientific computing with
-          Python., markedDefault: false, versionName: 1.18.1_py36}
-      - {description: NumPy is the fundamental package for scientific computing with
-          Python., markedDefault: false, versionName: 1.19.2_py36}
-      - {description: NumPy is the fundamental package for scientific computing with
-          Python., markedDefault: false, versionName: 1.20.3_py39}
-      - {description: NumPy is the fundamental package for scientific computing with
-          Python., markedDefault: false, versionName: 1.24.2_py39}
-      - {description: NumPy is the fundamental package for scientific computing with
-          Python., markedDefault: false, versionName: 1.26.3_py312}
-      - {description: NumPy is the fundamental package for scientific computing with
-          Python., markedDefault: true, versionName: 1.14.3_py27}
+      - {description: High-Performance Symbolic Regression in Python and Julia., markedDefault: false,
+        versionName: 0.12.3_py39}
     - categories: math, numerical library
       defaultVersionName: 1.1.0_py27
       description: The SciPy library provides many user-friendly and efficient numerical
@@ -2981,17 +3024,23 @@ software_modules:
       versions:
       - {description: The MPI-IS Mesh Processing Library contains core functions for
           manipulating meshes and visualizing them., markedDefault: false, versionName: 0.4_py39}
-    - categories: math, optimization
-      defaultVersionName: 10.3.0
-      description: Artelys Knitro is an optimization solver for difficult large-scale
-        nonlinear problems.
-      package: knitro
-      url: https://www.artelys.com/en/optimization-tools/knitro
+    - categories: math, machine learning
+      defaultVersionName: 0.19.1_py27
+      description: Scikit-learn is a free software machine learning library for the
+        Python programming language.
+      package: py-scikit-learn
+      url: http://scikit-learn.org
       versions:
-      - {description: Artelys Knitro is an optimization solver for difficult large-scale
-          nonlinear problems., markedDefault: false, versionName: 12.4.0}
-      - {description: Artelys Knitro is an optimization solver for difficult large-scale
-          nonlinear problems., markedDefault: true, versionName: 10.3.0}
+      - {description: Scikit-learn is a free software machine learning library for
+          the Python programming language., markedDefault: false, versionName: 0.19.1_py36}
+      - {description: Scikit-learn is a free software machine learning library for
+          the Python programming language., markedDefault: false, versionName: 0.24.2_py36}
+      - {description: Scikit-learn is a free software machine learning library for
+          the Python programming language., markedDefault: false, versionName: 1.0.2_py39}
+      - {description: Scikit-learn is a free software machine learning library for
+          the Python programming language., markedDefault: false, versionName: 1.3.2_py39}
+      - {description: Scikit-learn is a free software machine learning library for
+          the Python programming language., markedDefault: true, versionName: 0.19.1_py27}
     - categories: math, topic modelling
       defaultVersionName: 4.2.0_py39
       description: Gensim is a Python library for topic modelling, document indexing
@@ -3080,23 +3129,15 @@ software_modules:
         properties:
           parallel: {mpi: 1}
         versionName: 2.2.0
-    - categories: math, machine learning
-      defaultVersionName: 0.19.1_py27
-      description: Scikit-learn is a free software machine learning library for the
-        Python programming language.
-      package: py-scikit-learn
-      url: http://scikit-learn.org
+    - categories: math, numerical library
+      defaultVersionName: 2017.1_py27
+      description: PyUblas provides a seamless glue layer between Numpy and Boost.Ublas
+        for use with Boost.Python.
+      package: py-pyublas
+      url: https://mathema.tician.de/software/pyublas/
       versions:
-      - {description: Scikit-learn is a free software machine learning library for
-          the Python programming language., markedDefault: false, versionName: 0.19.1_py36}
-      - {description: Scikit-learn is a free software machine learning library for
-          the Python programming language., markedDefault: false, versionName: 0.24.2_py36}
-      - {description: Scikit-learn is a free software machine learning library for
-          the Python programming language., markedDefault: false, versionName: 1.0.2_py39}
-      - {description: Scikit-learn is a free software machine learning library for
-          the Python programming language., markedDefault: false, versionName: 1.3.2_py39}
-      - {description: Scikit-learn is a free software machine learning library for
-          the Python programming language., markedDefault: true, versionName: 0.19.1_py27}
+      - {description: PyUblas provides a seamless glue layer between Numpy and Boost.Ublas
+          for use with Boost.Python., markedDefault: false, versionName: 2017.1_py27}
     - categories: math, numerical library
       defaultVersionName: 3.18.5
       description: PETSc, the Portable, Extensible Toolkit for Scientific Computation,
@@ -3119,6 +3160,37 @@ software_modules:
         properties:
           parallel: {mpi: 1}
         versionName: 3.18.5
+    - categories: math, numerical library
+      defaultVersionName: 3.1.0
+      description: BLIS is a portable software framework for instantiating high-performance
+        BLAS-like dense linear algebra libraries.
+      package: blis
+      url: https://github.com/amd/blis
+      versions:
+      - {description: BLIS is a portable software framework for instantiating high-performance
+          BLAS-like dense linear algebra libraries., family: blas, markedDefault: false,
+        versionName: '2.1'}
+      - {description: BLIS is a portable software framework for instantiating high-performance
+          BLAS-like dense linear algebra libraries., family: blas, markedDefault: false,
+        versionName: 2.2.4}
+      - {description: BLIS is a portable software framework for instantiating high-performance
+          BLAS-like dense linear algebra libraries., family: blas, markedDefault: false,
+        versionName: 3.1.0}
+    - categories: math, numerical library
+      defaultVersionName: 6.0.4
+      description: Software package and libraries for sequential and parallel graph
+        partitioning, static mapping and clustering, sequential mesh and hypergraph
+        partitioning, and sequential and parallel sparse matrix block ordering.
+      package: scotch
+      url: http://www.labri.fr/perso/pelegrin/scotch
+      versions:
+      - description: Software package and libraries for sequential and parallel graph
+          partitioning, static mapping and clustering, sequential mesh and hypergraph
+          partitioning, and sequential and parallel sparse matrix block ordering.
+        markedDefault: false
+        properties:
+          parallel: {mpi: 1}
+        versionName: 6.0.4
     - categories: math, numerical library
       defaultVersionName: 3.3.10
       description: The Fastest Fourier Transform in the West (FFTW) is a software
@@ -3150,37 +3222,6 @@ software_modules:
         properties:
           parallel: {mpi: 1}
         versionName: 3.3.10
-    - categories: math, numerical library
-      defaultVersionName: 6.0.4
-      description: Software package and libraries for sequential and parallel graph
-        partitioning, static mapping and clustering, sequential mesh and hypergraph
-        partitioning, and sequential and parallel sparse matrix block ordering.
-      package: scotch
-      url: http://www.labri.fr/perso/pelegrin/scotch
-      versions:
-      - description: Software package and libraries for sequential and parallel graph
-          partitioning, static mapping and clustering, sequential mesh and hypergraph
-          partitioning, and sequential and parallel sparse matrix block ordering.
-        markedDefault: false
-        properties:
-          parallel: {mpi: 1}
-        versionName: 6.0.4
-    - categories: math, numerical library
-      defaultVersionName: 3.1.0
-      description: BLIS is a portable software framework for instantiating high-performance
-        BLAS-like dense linear algebra libraries.
-      package: blis
-      url: https://github.com/amd/blis
-      versions:
-      - {description: BLIS is a portable software framework for instantiating high-performance
-          BLAS-like dense linear algebra libraries., family: blas, markedDefault: false,
-        versionName: '2.1'}
-      - {description: BLIS is a portable software framework for instantiating high-performance
-          BLAS-like dense linear algebra libraries., family: blas, markedDefault: false,
-        versionName: 2.2.4}
-      - {description: BLIS is a portable software framework for instantiating high-performance
-          BLAS-like dense linear algebra libraries., family: blas, markedDefault: false,
-        versionName: 3.1.0}
     - categories: math, numerical library
       defaultVersionName: '4.63'
       description: The GLPK (GNU Linear Programming Kit) package is intended for solving
@@ -3322,6 +3363,16 @@ software_modules:
         properties:
           arch: {gpu: 1}
         versionName: 9.0.0.312
+    - categories: math, machine learning
+      defaultVersionName: 0.22.1_py312
+      description: The huggingface_hub library allows you to interact with the Hugging
+        Face Hub, a machine learning platform for creators and collaborators.
+      package: py-huggingface-hub
+      url: https://huggingface.co/docs/huggingface_hub
+      versions:
+      - {description: 'The huggingface_hub library allows you to interact with the
+          Hugging Face Hub, a machine learning platform for creators and collaborators.',
+        markedDefault: false, versionName: 0.22.1_py312}
     - categories: math, numerical library
       defaultVersionName: 3.9.0
       description: Collection of Fortran77 subroutines designed to solve large scale
@@ -3343,16 +3394,6 @@ software_modules:
         properties:
           parallel: {mpi: 1}
         versionName: 3.9.0
-    - categories: math, machine learning
-      defaultVersionName: 0.22.1_py312
-      description: The huggingface_hub library allows you to interact with the Hugging
-        Face Hub, a machine learning platform for creators and collaborators.
-      package: py-huggingface-hub
-      url: https://huggingface.co/docs/huggingface_hub
-      versions:
-      - {description: 'The huggingface_hub library allows you to interact with the
-          Hugging Face Hub, a machine learning platform for creators and collaborators.',
-        markedDefault: false, versionName: 0.22.1_py312}
     - categories: math, optimization
       defaultVersionName: 6.4.1
       description: SUNDIALS is a family of software packages providing robust and
@@ -3406,63 +3447,30 @@ software_modules:
       url: http://mumps.enseeiht.fr/
       versions:
       - {description: A parallel sparse direct solver., markedDefault: false, versionName: 5.1.2}
-    - categories: math, computational geometry
-      defaultVersionName: '4.10'
-      description: polymake is open source software for research in polyhedral geometry.
-      package: polymake
-      url: https://polymake.org
-      versions:
-      - {description: polymake is open source software for research in polyhedral
-          geometry., markedDefault: false, versionName: '4.10'}
-    - categories: math, numerical analysis
-      defaultVersionName: R2022b
-      description: MATLAB is a multi-paradigm numerical computing environment and
-        proprietary programming language developed by MathWorks.
-      package: matlab
-      url: https://www.mathworks.com/products/matlab.html
+    - categories: math, numerical library
+      defaultVersionName: 4.0.3
+      description: ParMETIS is an MPI-based parallel library that implements a variety
+        of algorithms for partitioning unstructured graphs, meshes, and for computing
+        fill-reducing orderings of sparse matrices.
+      package: parmetis
+      url: http://glaros.dtc.umn.edu/gkhome/metis/parmetis/overview
       versions:
-      - description: MATLAB is a multi-paradigm numerical computing environment and
-          proprietary programming language developed by MathWorks.
-        help: https://www.sherlock.stanford.edu/docs/software/using/matlab
-        markedDefault: false
-        properties:
-          license: {restricted: 1}
-        versionName: R2017a
-      - description: MATLAB is a multi-paradigm numerical computing environment and
-          proprietary programming language developed by MathWorks.
-        help: https://www.sherlock.stanford.edu/docs/software/using/matlab
-        markedDefault: false
-        properties:
-          license: {restricted: 1}
-        versionName: R2017b
-      - description: MATLAB is a multi-paradigm numerical computing environment and
-          proprietary programming language developed by MathWorks.
-        help: https://www.sherlock.stanford.edu/docs/software/using/matlab
-        markedDefault: false
-        properties:
-          license: {restricted: 1}
-        versionName: R2018a
-      - description: MATLAB is a multi-paradigm numerical computing environment and
-          proprietary programming language developed by MathWorks.
-        help: https://www.sherlock.stanford.edu/docs/software/using/matlab
-        markedDefault: false
-        properties:
-          license: {restricted: 1}
-        versionName: R2019a
-      - description: MATLAB is a multi-paradigm numerical computing environment and
-          proprietary programming language developed by MathWorks.
-        help: https://www.sherlock.stanford.edu/docs/software/using/matlab
-        markedDefault: false
-        properties:
-          license: {restricted: 1}
-        versionName: R2020a
-      - description: MATLAB is a multi-paradigm numerical computing environment and
-          proprietary programming language developed by MathWorks.
-        help: https://www.sherlock.stanford.edu/docs/software/using/matlab
+      - description: ParMETIS is an MPI-based parallel library that implements a variety
+          of algorithms for partitioning unstructured graphs, meshes, and for computing
+          fill-reducing orderings of sparse matrices.
         markedDefault: false
         properties:
-          license: {restricted: 1}
-        versionName: R2022b
+          parallel: {mpi: 1}
+        versionName: 4.0.3
+    - categories: math, numerical library
+      defaultVersionName: 3.18.5_py39
+      description: Python bindings for PETSc, the Portable, Extensible Toolkit for
+        Scientific Computation.
+      package: py-petsc4py
+      url: http://petsc.org
+      versions:
+      - {description: 'Python bindings for PETSc, the Portable, Extensible Toolkit
+          for Scientific Computation.', markedDefault: false, versionName: 3.18.5_py39}
     - categories: math, machine learning
       defaultVersionName: 0.15.2_py312
       description: Hugging Face Tokenizers provides an implementation of today’s most
@@ -3526,43 +3534,40 @@ software_modules:
         properties:
           arch: {gpu: 1}
         versionName: 12.1.0_py39
-    - categories: math, deep learning
-      defaultVersionName: 0.17.1_py312
-      description: Datasets, model architectures, and common image transformations
-        for computer vision for PyTorch.
-      package: py-torchvision
-      url: http://pytorch.org/vision
-      versions:
-      - {description: 'Datasets, model architectures, and common image transformations
-          for computer vision for PyTorch.', markedDefault: false, versionName: 0.15.1_py39}
-      - {description: 'Datasets, model architectures, and common image transformations
-          for computer vision for PyTorch.', markedDefault: false, versionName: 0.17.1_py312}
-    - categories: math, numerical library
-      defaultVersionName: 3.18.5_py39
-      description: Python bindings for PETSc, the Portable, Extensible Toolkit for
-        Scientific Computation.
-      package: py-petsc4py
-      url: http://petsc.org
+    - categories: math, optimization
+      defaultVersionName: 10.0.1_py39
+      description: The Gurobi Optimizer is a commercial optimization solver for mathematical
+        programming.
+      package: gurobi
+      url: http://www.gurobi.com
       versions:
-      - {description: 'Python bindings for PETSc, the Portable, Extensible Toolkit
-          for Scientific Computation.', markedDefault: false, versionName: 3.18.5_py39}
-    - categories: math, computational geometry
-      defaultVersionName: 7.6.2
-      description: Open CASCADE Technology (OCCT) is an open-source full-scale 3D
-        geometry library
-      package: opencascade
-      url: https://dev.opencascade.org/
+      - {description: The Gurobi Optimizer is a commercial optimization solver for
+          mathematical programming., markedDefault: false, versionName: 7.5.1}
+      - {description: The Gurobi Optimizer is a commercial optimization solver for
+          mathematical programming., markedDefault: false, versionName: 8.0.1_py27}
+      - {description: The Gurobi Optimizer is a commercial optimization solver for
+          mathematical programming., markedDefault: false, versionName: 8.0.1_py36}
+      - {description: The Gurobi Optimizer is a commercial optimization solver for
+          mathematical programming., markedDefault: false, versionName: 9.0.3_py36}
+      - {description: The Gurobi Optimizer is a commercial optimization solver for
+          mathematical programming., markedDefault: false, versionName: 10.0.1_py39}
+    - categories: math, graph computing
+      defaultVersionName: '0.73'
+      description: A tool for computing automorphism groups and canonical forms of
+        graphs.
+      package: bliss
+      url: http://www.tcs.hut.fi/Software/bliss/
       versions:
-      - {description: Open CASCADE Technology (OCCT) is an open-source full-scale
-          3D geometry library, markedDefault: false, versionName: 7.6.2}
-    - categories: math, symbolic
-      defaultVersionName: 0.12.3_py39
-      description: High-Performance Symbolic Regression in Python and Julia.
-      package: py-pysr
-      url: https://github.com/MilesCranmer/PySR
+      - {description: A tool for computing automorphism groups and canonical forms
+          of graphs., markedDefault: false, versionName: '0.73'}
+    - categories: math, numerical library
+      defaultVersionName: 2.9.0
+      description: FLINT is a C library for doing number theory.
+      package: flint
+      url: https://flintlib.org/
       versions:
-      - {description: High-Performance Symbolic Regression in Python and Julia., markedDefault: false,
-        versionName: 0.12.3_py39}
+      - {description: FLINT is a C library for doing number theory., markedDefault: false,
+        versionName: 2.9.0}
     - categories: math, numerical library
       defaultVersionName: 3.1.3
       description: FlexiBLAS is a BLAS and LAPACK wrapper library with runtime exchangeable
@@ -3572,6 +3577,13 @@ software_modules:
       versions:
       - {description: FlexiBLAS is a BLAS and LAPACK wrapper library with runtime
           exchangeable backends., family: blas, markedDefault: false, versionName: 3.1.3}
+    - categories: math, numerical library
+      defaultVersionName: 3.18.2_py39
+      description: Python bindings for SLEPc.
+      package: py-slepc4py
+      url: https://slepc.upv.es/
+      versions:
+      - {description: Python bindings for SLEPc., markedDefault: false, versionName: 3.18.2_py39}
     - categories: math, numerical library
       defaultVersionName: '2019'
       description: Intel Math Kernel Library (Intel MKL) is a library of optimized
@@ -3677,18 +3689,15 @@ software_modules:
       - {description: 'Armadillo is a high quality linear algebra library (matrix
           maths) for the C++ language, aiming towards a good balance between speed
           and ease of use.', markedDefault: false, versionName: 8.200.1}
-    - categories: math, deep learning
-      defaultVersionName: 1.8_py27
-      description: TensorboardX is TensorBoard™ for PyTorch (and Chainer, MXNet, NumPy...)
-      package: py-tensorboardx
-      url: https://tensorboardx.readthedocs.io
-      versions:
-      - description: TensorboardX is TensorBoard™ for PyTorch (and Chainer, MXNet,
-          NumPy...)
-        markedDefault: false
-        properties:
-          arch: {gpu: 1}
-        versionName: 1.8_py27
+    - categories: math, machine learning
+      defaultVersionName: 23.08_py312
+      description: 'A PyTorch Extension: Tools for easy mixed precision and distributed
+        training in Pytorch.'
+      package: py-torch-nvidia-apex
+      url: https://github.com/NVIDIA/apex
+      versions:
+      - {description: 'A PyTorch Extension: Tools for easy mixed precision and distributed
+          training in Pytorch.', markedDefault: false, versionName: 23.08_py312}
     - categories: math, deep learning
       defaultVersionName: 0.3.0_py27
       description: PyTorch is a deep learning framework that puts Python first.
diff --git a/src/docs/software/updates.xml b/src/docs/software/updates.xml
index eda4cd1f7..f3edf9795 100644
--- a/src/docs/software/updates.xml
+++ b/src/docs/software/updates.xml
@@ -5,6 +5,15 @@
 <description>Sherlock software update feed</description>
 <link>https://www.sherlock.stanford.edu/docs/software/list</link>
 <atom:link href="https://www.sherlock.stanford.edu/docs/software/updates.xml" rel="self" type="application/rss+xml"/>
+    <item>
+        <title>New module: math/py-torch-nvidia-apex version 23.08_py312</title>
+        <description>A PyTorch Extension</description>
+        <link>https://github.com/NVIDIA/apex</link>
+        <guid>https://www.sherlock.stanford.edu/docs/software/list/?add:v=23.08_py312#py-torch-nvidia-apex</guid>
+        <category>math, machine learning</category>
+        <author>kilian@stanford.edu (Kilian Cavalotti)</author>
+        <pubDate>Thu, 28 Mar 2024 17:43:56 -0700</pubDate>
+    </item>
     <item>
         <title>New version: devel/nccl version 2.20.5</title>
         <description>NCCL (pronounced 'Nickel') is a stand-alone library of standard collective communication routines, such as all-gather, reduce, broadcast, etc., that have been optimized to achieve high bandwidth over PCIe.</description>