High-Performance and Parallel Computing with R - CRAN Task View

BatchExperiments

Statistical Experiments on Batch Computing Clusters

Version 1.4.3

BatchJobs

Batch Computing with R

Version 1.9

aprof

Amdahl's Profiler, Directed Optimization Made Easy

Version 0.4.1

batchtools

Tools for Computation on Batch Systems

Version 0.9.17

batch

Batching Routines in Parallel and Passing Command-Line Arguments to R

Version 1.1-5

bigmemory

Manage Massive Matrices with Shared Memory and Memory-Mapped Files

Version 4.6.4

caret

Classification and Regression Training

Version 6.0-94

condor

Interact with 'Condor' from R via SSH

Version 2.1.0

dclone

Data Cloning and MCMC Tools for Maximum Likelihood Methods

Version 2.3-2

doFuture

Use Foreach to Parallelize via the Future Framework

Version 1.0.1

doMC

Foreach Parallel Adaptor for 'parallel'

Version 1.3.8

doMPI

Foreach Parallel Adaptor for the Rmpi Package

Version 0.2.2

doRNG

Generic Reproducible Parallel Backend for 'foreach' Loops

Version 1.8.6

doSNOW

Foreach Parallel Adaptor for the 'snow' Package

Version 1.0.20

flexiblas

'FlexiBLAS' API Interface

Version 3.4.0

foreach

Provides Foreach Looping Construct

Version 1.5.2

future.apply

Apply Function to Elements in Parallel using Futures

Version 1.11.2

future.batchtools

A Future API for Parallel and Distributed Processing using 'batchtools...

Version 0.12.1

future.callr

A Future API for Parallel Processing using 'callr'

Version 0.8.2

gcbd

'GPU'/CPU Benchmarking in Debian-Based Systems

Version 0.2.6

h2o

R Interface for the 'H2O' Scalable Machine Learning Platform

Version 3.44.0.3

GUIProfiler

Graphical User Interface for Rprof()

Version 2.0.1

inline

Functions to Inline C, C++, Fortran Function Calls from R

Version 0.3.19

keras

R Interface to 'Keras'

Version 2.15.0

LaF

Fast Access to Large ASCII Files

Version 0.8.4

latentnet

Latent Position and Cluster Models for Statistical Networks

Version 2.11.0

Matching

Multivariate and Propensity Score Matching with Balance Optimization

Version 4.10-14

mvnfast

Fast Multivariate Normal and Student's t Methods

Version 0.2.8

furrr

Apply Mapping Functions in Parallel using Futures

Version 0.3.1

OpenCL

Interface allowing R to use OpenCL

Version 0.2-10

orloca

Operations Research LOCational Analysis Models

Version 5.6

parSim

Parallel Simulation Studies

Version 0.1.5

pbapply

Adding Progress Bar to '*apply' Functions

Version 1.7-2

tensorflow

R Interface to 'TensorFlow'

Version 2.16.0

rJava

Low-Level R to Java Interface

Version 1.0-11

Rborist

Extensible, Parallelizable Implementation of the Random Forest Algorit...

Version 0.3-7

rgenoud

R Version of GENetic Optimization Using Derivatives

Version 5.9-0.11

Rmpi

Interface (Wrapper) to MPI (Message-Passing Interface)

Version 0.7-2.1

rlecuyer

R Interface to RNG with Multiple Streams

Version 0.3-8

snowfall

Easier Cluster Computing (Based on 'snow')

Version 1.84-6.3

BDgraph

Bayesian Structure Learning in Graphical Models using Birth-Death MCMC

Version 2.73

snowFT

Fault Tolerant Simple Network of Workstations

Version 1.6-1

pbdMPI

R Interface to MPI for HPC Clusters (Programming with Big Data Project...

Version 0.5-2

crew

A Distributed Worker Launcher Framework

Version 0.9.5

rslurm

Submit R Calculations to a 'Slurm' Cluster

Version 0.6.2

RhpcBLASctl

Control the Number of Threads on 'BLAS'

Version 0.23-42

proffer

Profile R Code and Visualize with 'Pprof'

Version 0.1.6

ssgraph

Bayesian Graph Structure Learning using Spike-and-Slab Priors

Version 1.15

rstream

Streams of Random Numbers

Version 1.3.7

profile

Read, Manipulate, and Write Profiler Data

Version 1.0.3

snow

Simple Network of Workstations

Version 0.4-4

sitmo

Parallel Pseudo Random Number Generator (PPRNG) 'sitmo' Header Files

Version 2.0.2

qsub

Running Commands Remotely on 'Gridengine' Clusters

Version 1.1.3

tfestimators

Interface to 'TensorFlow' Estimators

Version 1.9.2

profmem

Simple Memory Profiling for R

Version 0.6.0

pvclust

Hierarchical Clustering with P-Values via Multiscale Bootstrap Resampl...

Version 2.2-0

varSelRF

Variable Selection using Random Forests

Version 0.7-8

sqldf

Manipulate R Data Frames Using SQL

Version 0.4-11

GPUmatrix

Basic Linear Algebra with GPU

Version 1.0.2

bigstatsr

Statistical Tools for Filebacked Big Matrices

Version 1.6.1

disk.frame

Larger-than-RAM Disk-Based Data Manipulation Framework

Version 0.8.3

ff

Memory-Efficient Storage of Large Data on Disk and Fast Access Functio...

Version 4.5.0

profvis

Interactive Visualizations for Profiling R Code

Version 0.4.0

Sim.DiffProc

Simulation of Diffusion Processes

Version 4.9

reticulate

Interface to 'Python'

Version 1.39.0

RProtoBuf

R Interface to the 'Protocol Buffers' 'API' (Version 2 or 3)

Version 0.4.22

rxode2

Facilities for Simulating from ODE-Based Models

Version 3.0.1

peperr

Parallelised Estimation of Prediction Error

Version 1.5

RInside

C++ Classes to Embed R in C++ (and C) Applications

Version 0.2.18

MonetDB.R

Connect MonetDB to R

Version 2.0.0

flowr

Streamlining Design and Deployment of Complex Workflows

Version 0.9.11

proftools

Profile Output Processing Tools for R

Version 0.99-3

biglm

Bounded Memory Linear and Generalized Linear Models

Version 0.9-3

nlmixr2

Nonlinear Mixed Effects Models in Population PK/PD

Version 3.0.0

dqrng

Fast Pseudo Random Number Generators

Version 0.4.1

drake

A Pipeline Toolkit for Reproducible Computation at Scale

Version 7.13.10

randomForestSRC

Fast Unified Random Forests for Survival, Regression, and Classificati...

Version 3.3.1

bnlearn

Bayesian Network Structure Learning, Parameter Learning and Inference

Version 5.0.1

mirai

Minimalist Async Evaluation Framework for R

Version 1.2.0

targets

Dynamic Function-Oriented 'Make'-Like Declarative Pipelines

Version 1.8.0

Rcpp

Seamless R and C++ Integration

Version 1.0.13

xgboost

Extreme Gradient Boosting

Version 1.7.8.1

parallelly

Enhancing the 'parallel' Package

Version 1.38.0

future

Unified Parallel and Distributed Processing in R for Everyone

Version 1.34.0

tm

Text Mining Package

Version 0.7-14

pls

Partial Least Squares and Principal Component Regression

Version 2.8-5

arrow

Integration to 'Apache' 'Arrow'

Version 17.0.0.1

clustermq

Evaluate Function Calls on HPC Schedulers (LSF, SGE, SLURM, PBS/Torque...

Version 0.9.5

nanonext

NNG (Nanomsg Next Gen) Lightweight Messaging Library

Version 1.2.1

RcppParallel

Parallel Programming Tools for 'Rcpp'

Version 5.1.9