{ "_id": "6a180f62acfb0bcc41dae3a8", "Package": "llama", "Type": "Package", "Title": "Leveraging Learning to Automatically Manage Algorithms", "Version": "0.10.1", "Date": "2021-03-16", "Author": "Lars Kotthoff [aut,cre], Bernd Bischl [aut], Barry Hurley\n[ctb], Talal Rahwan [ctb], Damir Pulatov [ctb]", "Maintainer": "Lars Kotthoff ", "Description": "Provides functionality to train and evaluate algorithm\nselection models for portfolios.", "License": "BSD_3_clause + file LICENSE", "URL": "https://bitbucket.org/lkotthoff/llama", "NeedsCompilation": "no", "Packaged": { "Date": "2026-05-28 09:44:49 UTC", "User": "root" }, "Repository": "https://cran.r-universe.dev", "Date/Publication": "2021-03-16 21:40:12 UTC", "RemoteUrl": "https://github.com/cran/llama", "RemoteRef": "HEAD", "RemoteSha": "f95206aaeb5c492db579878443655dbb526c254e", "MD5sum": "7ad8729a9eb8b80bf35cfc3a02ad6588", "_user": "cran", "_type": "src", "_file": "llama_0.10.1.tar.gz", "_fileid": "e4cfdd1a260202cbc5fe99dfc9172d504e938aed576b1d1c80caeb957477d5a0", "_filesize": 1974008, "_sha256": "e4cfdd1a260202cbc5fe99dfc9172d504e938aed576b1d1c80caeb957477d5a0", "_created": "2026-05-28T09:44:49.000Z", "_published": "2026-05-28T09:48:18.573Z", "_distro": "noble", "_jobs": [ { "job": 78265107156, "time": 163, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "7262772987" }, { "job": 78265107256, "time": 163, "config": "linux-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "7262772898" }, { "job": 78264653170, "time": 168, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "7262718519" }, { "job": 78265107239, "time": 142, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7262765244" } ], "_buildurl": "https://github.com/r-universe/cran/actions/runs/26567130387", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/cran/llama", "_commit": { "id": "f95206aaeb5c492db579878443655dbb526c254e", "author": "Lars Kotthoff ", "committer": "cran-robot ", "message": "version 0.10.1\n", "time": 1615930812 }, "_maintainer": { "name": "Lars Kotthoff", "email": "larsko@uwyo.edu", "login": "larskotthoff", "description": "", "uuid": 579233 }, "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 4.0", "role": "Depends" }, { "package": "mlr", "version": ">= 2.5", "role": "Depends" }, { "package": "rJava", "role": "Imports" }, { "package": "parallelMap", "role": "Imports" }, { "package": "ggplot2", "role": "Imports" }, { "package": "checkmate", "role": "Imports" }, { "package": "BBmisc", "role": "Imports" }, { "package": "plyr", "role": "Imports" }, { "package": "data.table", "role": "Imports" }, { "package": "testthat", "role": "Suggests" }, { "package": "ParamHelpers", "role": "Suggests" } ], "_owner": "cran", "_selfowned": false, "_usedby": 1, "_updates": [], "_tags": [], "_stars": 4, "_contributors": [ { "user": "larskotthoff", "count": 4, "uuid": 579233 } ], "_userbio": { "uuid": 6899542, "type": "organization", "name": "cran", "description": "Unofficial read-only mirror of all CRAN R packages" }, "_downloads": { "count": 206, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/llama" }, "_devurl": "https://bitbucket.org/lkotthoff/llama", "_searchresults": 57, "_topics": [ "openjdk" ], "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/llama.html", "extra/NEWS.html", "extra/NEWS.txt", "manual.pdf" ], "_realowner": "larskotthoff", "_cranurl": false, "_releases": [ { "version": "0.1", "date": "2013-04-02" }, { "version": "0.2", "date": "2013-05-14" }, { "version": "0.4", "date": "2013-08-20" }, { "version": "0.5.1", "date": "2014-01-15" }, { "version": "0.6", "date": "2014-04-29" }, { "version": "0.7", "date": "2014-07-22" }, { "version": "0.7.1", "date": "2014-08-13" }, { "version": "0.7.2", "date": "2014-09-20" }, { "version": "0.8", "date": "2015-01-31" }, { "version": "0.8.1", "date": "2015-02-03" }, { "version": "0.9", "date": "2015-11-22" }, { "version": "0.9.1", "date": "2015-12-05" }, { "version": "0.9.2", "date": "2018-07-11" }, { "version": "0.9.3", "date": "2020-05-22" }, { "version": "0.9.4", "date": "2021-01-07" }, { "version": "0.10", "date": "2021-01-20" }, { "version": "0.10.1", "date": "2021-03-17" } ], "_exports": [ "bsFolds", "classify", "classifyPairs", "cluster", "contributions", "cvFolds", "imputeCensored", "input", "makeRLearner.classif.constant", "misclassificationPenalties", "normalize", "parscores", "perfScatterPlot", "predictLearner.classif.constant", "predTable", "print.llama.data", "print.llama.model", "regression", "regressionPairs", "singleBest", "singleBestByCount", "singleBestByPar", "singleBestBySuccesses", "successes", "trainLearner.classif.constant", "trainTest", "tuneModel", "vbs" ], "_datasets": [ { "name": "satsolvers", "title": "Example data for Leveraging Learning to Automatically Manage Algorithms", "object": "satsolvers", "file": "satsolvers.rda", "class": [ "llama.data" ], "fields": [], "table": false, "tojson": false } ], "_help": [ { "page": "llama-package", "title": "Leveraging Learning to Automatically Manage Algorithms", "topics": [ "llama-package", "llama" ] }, { "page": "analysis", "title": "Analysis functions", "topics": [ "contributions" ] }, { "page": "bsFolds", "title": "Bootstrapping folds", "topics": [ "bsFolds" ] }, { "page": "classify", "title": "Classification model", "topics": [ "classify" ] }, { "page": "classifyPairs", "title": "Classification model for pairs of algorithms", "topics": [ "classifyPairs" ] }, { "page": "cluster", "title": "Cluster model", "topics": [ "cluster" ] }, { "page": "cvFolds", "title": "Cross-validation folds", "topics": [ "cvFolds" ] }, { "page": "helpers", "title": "Helpers", "topics": [ "makeRLearner.classif.constant", "predictLearner.classif.constant", "print.llama.data", "print.llama.model", "trainLearner.classif.constant" ] }, { "page": "imputeCensored", "title": "Impute censored values", "topics": [ "imputeCensored" ] }, { "page": "input", "title": "Read data", "topics": [ "input" ] }, { "page": "misc", "title": "Convenience functions", "topics": [ "predTable", "singleBest", "singleBestByCount", "singleBestByPar", "singleBestBySuccesses", "vbs" ] }, { "page": "misclassificationPenalties", "title": "Misclassification penalty", "topics": [ "misclassificationPenalties" ] }, { "page": "normalize", "title": "Normalize features", "topics": [ "normalize" ] }, { "page": "parscores", "title": "Penalized average runtime score", "topics": [ "parscores" ] }, { "page": "plot", "title": "Plot convenience functions to visualise selectors", "topics": [ "perfScatterPlot" ] }, { "page": "regression", "title": "Regression model", "topics": [ "regression" ] }, { "page": "regressionPairs", "title": "Regression model for pairs of algorithms", "topics": [ "regressionPairs" ] }, { "page": "satsolvers", "title": "Example data for Leveraging Learning to Automatically Manage Algorithms", "topics": [ "satsolvers" ] }, { "page": "successes", "title": "Success", "topics": [ "successes" ] }, { "page": "trainTest", "title": "Train / test split", "topics": [ "trainTest" ] }, { "page": "tune", "title": "Tune the hyperparameters of the machine learning algorithm underlying a model", "topics": [ "tuneModel" ] } ], "_rundeps": [ "backports", "BBmisc", "checkmate", "cli", "cpp11", "data.table", "farver", "fastmatch", "ggplot2", "glue", "gtable", "isoband", "labeling", "lattice", "lifecycle", "Matrix", "mlr", "parallelMap", "ParamHelpers", "plyr", "R6", "RColorBrewer", "Rcpp", "rJava", "rlang", "S7", "scales", "stringi", "survival", "vctrs", "viridisLite", "withr", "XML" ], "_sysdeps": [ { "shlib": "libjvm", "package": "openjdk-21-jre-headless", "headers": "openjdk-21-jre-headless", "source": "openjdk", "version": "21.0.10+7-1~24.04", "name": "openjdk", "homepage": "https://openjdk.java.net/", "description": "OpenJDK Java runtime, using Hotspot JIT (headless)" } ], "_score": 2.8350561017201166, "_indexed": false, "_nocasepkg": "llama", "_universes": [ "cran" ], "_indexurl": "https://larskotthoff.r-universe.dev/llama", "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.10.1", "date": "2026-05-28T09:47:00.000Z", "distro": "noble", "commit": "f95206aaeb5c492db579878443655dbb526c254e", "fileid": "0edc6e99b90067c1bf0c0f1e2e0a2b3c90124645341423d9e301326e30900fca", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/cran/actions/runs/26567130387" }, { "r": "4.6.0", "os": "linux", "version": "0.10.1", "date": "2026-05-28T09:47:00.000Z", "distro": "noble", "commit": "f95206aaeb5c492db579878443655dbb526c254e", "fileid": "637b5501788123a3289dcbc8de81b7dd0aba3ef19f02159489e7d2b09b2aba2c", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/cran/actions/runs/26567130387" }, { "r": "4.6.0", "os": "wasm", "version": "0.10.1", "date": "2026-05-28T09:47:34.000Z", "commit": "f95206aaeb5c492db579878443655dbb526c254e", "fileid": "ea14a6a4857159a2aab5593e1c7c0e3abf0e1d1bb12954154be165e2fd41ebf3", "status": "success", "buildurl": "https://github.com/r-universe/cran/actions/runs/26567130387" } ] }