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Package website: release | dev
rush is an R package for asynchronous and decentralized
optimization. It uses a database-centric architecture in which workers
communicate through a shared Redis database. To support
high-throughput workloads, rush combines sub-millisecond per-task
overhead with caching strategies that reduce database operations. The
package integrates with the mlr3 ecosystem and serves as
the backend for asynchronous optimization algorithms in bbotk
and mlr3tuning.
Redis.data.table.mirai
package.lgr.Install the latest release from CRAN.
install.packages("rush")Install the development version from GitHub.
pak::pak("mlr-org/rush")And install Redis.
To test the package, set the RUSH_TEST_USE_REDIS
environment variable to true. The test suite deletes the
Redis database before execution, so never run it against a production
server.
Sys.setenv(RUSH_TEST_USE_REDIS = "true")These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
Health stats visible at Monitor.