ROCm for HPC topic updated Develop (#5504) (#5505)

* ROCm for HPC topic updated

* ROCm for HPC topic udpated

* Minor editorial

docs/how-to/rocm-for-hpc/index.rst

@@ -76,6 +76,14 @@ Ubuntu versions.
           single node workstations, multi and many-core nodes, clusters of nodes via
           QMP, and classic vector computers.
 
+      * -
+        - `Grid <https://github.com/amd/InfinityHub-CI/tree/main/grid/>`_
+        - Grid is a library for lattice QCD calculations that employs a high-level data parallel
+          approach while using a number of techniques to target multiple types of parallelism.
+          The library currently supports MPI, OpenMP, and short vector parallelism. The SIMD
+          instruction sets covered include SSE, AVX, AVX2, FMA4, IMCI, and AVX512. Recent
+          releases expanded this support to include GPU offloading.
+
       * -
         - `MILC <https://github.com/amd/InfinityHub-CI/tree/main/milc/>`_
         - The MILC Code is a set of research codes developed by MIMD Lattice Computation
@@ -148,24 +156,6 @@ Ubuntu versions.
           backends ranging from general-purpose processors, CUDA and HIP enabled
           accelerators to SX-Aurora vector processors.
 
-      * -
-        - `nekRS <https://github.com/amd/InfinityHub-CI/tree/main/nekrs>`_
-        - nekRS is an open-source Navier Stokes solver based on the spectral element
-          method targeting classical processors and accelerators like GPUs.
-
-      * -
-        - `OpenFOAM <https://github.com/amd/InfinityHub-CI/tree/main/openfoam>`_
-        - OpenFOAM is a free, open-source computational fluid dynamics (CFD)
-          tool developed primarily by OpenCFD Ltd. It has a large user
-          base across most areas of engineering and science, from both commercial and
-          academic organizations. OpenFOAM has extensive features to solve
-          anything from complex fluid flows involving chemical reactions, turbulence, and
-          heat transfer, to acoustics, solid mechanics, and electromagnetics.
-
-      * -
-        - `PeleC <https://github.com/amd/InfinityHub-CI/tree/main/pelec>`_
-        - PeleC is an adaptive mesh refinement(AMR) solver for compressible reacting flows.
-
       * -
         - `Simcenter Star-CCM+ <https://github.com/amd/InfinityHub-CI/tree/main/siemens-star-ccm>`_
         - Simcenter Star-CCM+ is a comprehensive computational fluid dynamics (CFD) and multiphysics
@@ -199,15 +189,6 @@ Ubuntu versions.
           defined in SymPy to create and execute highly optimized Finite Difference stencil
           kernels on multiple computer platforms.
 
-      * -
-        - `ECHELON <https://github.com/amd/InfinityHub-CI/tree/main/srt-echelon>`_
-        - ECHELON by Stone Ridge Technology is a reservoir simulation tool. With
-          fast processing, it retains precise accuracy and preserves legacy simulator results.
-          Faster reservoir simulation enables reservoir engineers to produce many realizations,
-          address larger models, and use advanced physics. It opens new workflows based on
-          ensemble methodologies for history matching and forecasting that yield
-          increased accuracy and more predictive results.
-
       * - Benchmark
         - `rocHPL <https://github.com/amd/InfinityHub-CI/tree/main/rochpl>`_
         - HPL, or High-Performance Linpack, is a benchmark which solves a uniformly
@@ -240,6 +221,10 @@ Ubuntu versions.
         - Base container for GPU-aware MPI with ROCm for HPC applications. This
           project provides a boilerplate for building and running a Docker
           container with ROCm supporting GPU-aware MPI implementations using MPICH.
+
+      * - 
+        - `AMD ROCm with Conda Environment Container <https://github.com/amd/InfinityHub-CI/tree/main/conda-rocm-environment>`_
+        - Container recipe that uses the `base-gpu-mpi-rocm-docker` as the base and adds Conda. The container can be used as a base for applications that require conda applications.
       
       * -
         - `Kokkos <https://github.com/amd/InfinityHub-CI/tree/main/kokkos>`_
@@ -258,14 +243,6 @@ Ubuntu versions.
           range of hardware platforms via use of an in-built domain specific language derived
           from the Mako templating engine.
 
-      * -
-        - `PETSc <https://github.com/amd/InfinityHub-CI/tree/main/petsc>`_
-        - Portable, Extensible Toolkit for Scientific Computation (PETSc) is a suite of data structures
-          and routines for the scalable (parallel) solution of scientific applications modeled by partial
-          differential equations. It supports MPI, GPUs through CUDA, HIP, and OpenCL,
-          as well as hybrid MPI-GPU parallelism. It also supports the NEC-SX Tsubasa Vector Engine.
-          PETSc also includes the Toolkit for Advanced Optimization (TAO) library.
-
       * -
         - `RAJA <https://github.com/amd/InfinityHub-CI/tree/main/raja>`_
         - RAJA is a library of C++ software abstractions, primarily developed at Lawrence
@@ -278,4 +255,9 @@ Ubuntu versions.
           within an object-oriented software framework for the solution of large-scale,
           complex multi-physics engineering and scientific problems.
 
+      * -
+        - `VLLM <https://github.com/amd/InfinityHub-CI/tree/main/vllm>`_
+        - The VLLM project helps to build a Dockerfile for performance testing of the LLAMA2 applications.
+          This Dockerfile uses a base install that includes Ubuntu 20.04, ROCm 6.1.2 and Python 3.9. The container can host the LLAMA2 applications (LLMs) and requires some large input files for testing.
+
 To learn about ROCm for AI applications, see :doc:`../rocm-for-ai/index`.