{ "_id": "6a3133003efcd9bda43609ec", "Package": "tidybert", "Title": "Tidy BERT-like Models", "Version": "0.0.0.9900", "Authors@R": "c(\nperson(given = \"Jonathan\",\nfamily = \"Bratt\",\nrole = c(\"aut\"),\nemail = \"jonathan.bratt@macmillan.com\",\ncomment = c(ORCID = \"0000-0003-2859-0076\")),\nperson(given = \"Jon\",\nfamily = \"Harmon\",\nrole = c(\"aut\", \"cre\"),\nemail = \"jonthegeek@gmail.com\",\ncomment = c(ORCID = \"0000-0003-4781-4346\")),\nperson(given = \"Bedford Freeman & Worth Pub Grp LLC DBA Macmillan Learning\",\nrole = c(\"cph\"))\n)", "Description": "Implements BERT-like NLP models with a consistent\ninterface for fitting and creating predictions. The models are\nfully compatible with the tidymodels framework.", "License": "Apache License (>= 2)", "Encoding": "UTF-8", "Roxygen": "list(markdown = TRUE)", "RoxygenNote": "7.2.3", "Remotes": [ "macmillancontentscience/torchtransformers" ], "URL": "https://github.com/macmillancontentscience/tidybert", "BugReports": "https://github.com/macmillancontentscience/tidybert/issues", "Config/testthat/edition": "3", "VignetteBuilder": "knitr", "Config/pak/sysreqs": "cmake make libicu-dev libuv1-dev", "Repository": "https://jonthegeek.r-universe.dev", "Date/Publication": "2023-08-01 14:05:48 UTC", "RemoteUrl": "https://github.com/macmillancontentscience/tidybert", "RemoteRef": "HEAD", "RemoteSha": "e25e1912249af094d275cff414598f3ad0cfb6af", "NeedsCompilation": "no", "Packaged": { "Date": "2026-06-16 11:22:42 UTC", "User": "root" }, "Author": "Jonathan Bratt [aut] (ORCID: ),\nJon Harmon [aut, cre] (ORCID: ),\nBedford Freeman & Worth Pub Grp LLC DBA Macmillan Learning [cph]", "Maintainer": "Jon Harmon ", "MD5sum": "6c1866bbc565b365eac0d9136ea8ed69", "_user": "jonthegeek", "_type": "src", "_file": "tidybert_0.0.0.9900.tar.gz", "_fileid": "bd6f64dcf8f14bf7bc7c5dca953196ca36f9e469a722119c7ec6c0463ef2a3de", "_filesize": 144043, "_sha256": "bd6f64dcf8f14bf7bc7c5dca953196ca36f9e469a722119c7ec6c0463ef2a3de", "_created": "2026-06-16T11:22:42.000Z", "_published": "2026-06-16T11:26:56.363Z", "_distro": "noble", "_jobs": [ { "job": 81645242396, "time": 171, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "ERROR", "artifact": "7665353693" }, { "job": 81645242393, "time": 213, "config": "linux-release-x86_64", "r": "4.6.0", "check": "ERROR", "artifact": "7665366563" }, { "job": 81645242397, "time": 100, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "ERROR", "artifact": "7665326714" }, { "job": 81645242389, "time": 96, "config": "macos-release-arm64", "r": "4.6.0", "check": "ERROR", "artifact": "7665325557" }, { "job": 81644636239, "time": 207, "config": "source", "r": "4.6.0", "check": "ERROR", "artifact": "7665290085" }, { "job": 81645242399, "time": 129, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7665337054" }, { "job": 81645242426, "time": 200, "config": "windows-devel", "r": "4.7.0", "check": "ERROR", "artifact": "7665362592" }, { "job": 81645242451, "time": 169, "config": "windows-oldrel", "r": "4.5.3", "check": "ERROR", "artifact": "7665352170" }, { "job": 81645242419, "time": 185, "config": "windows-release", "r": "4.6.0", "check": "ERROR", "artifact": "7665357947" } ], "_buildurl": "https://github.com/r-universe/jonthegeek/actions/runs/27613804270", "_status": "failure", "_host": "GitHub-Actions", "_upstream": "https://github.com/macmillancontentscience/tidybert", "_commit": { "id": "e25e1912249af094d275cff414598f3ad0cfb6af", "author": "Jon Harmon ", "committer": "GitHub ", "message": "Fix tidymodels integration (#12)\n\n* Update tests for updated messaging.\r\n\r\n* transition `set_model_args` inputs to main arguments\r\n\r\n* Update for luz 0.4.0\r\n\r\n* Document.\r\n\r\n---------\r\n\r\nCo-authored-by: simonpcouch ", "time": 1690898748 }, "_maintainer": { "name": "Jon Harmon", "email": "jonthegeek@gmail.com", "login": "jonthegeek", "mastodon": "@jonthegeek@fosstodon.org", "bluesky": "@jonthegeek.com", "linkedin": "in/jonthegeek", "description": "Executive Director at DSLC.io (fka @r4ds) | Principal Developer (@atorus-research)", "uuid": 33983824, "orcid": "0000-0003-4781-4346" }, "_registered": true, "_dependencies": [ { "package": "dplyr", "role": "Imports" }, { "package": "glue", "role": "Imports" }, { "package": "hardhat", "role": "Imports" }, { "package": "luz", "role": "Imports" }, { "package": "magrittr", "role": "Imports" }, { "package": "methods", "role": "Imports" }, { "package": "purrr", "role": "Imports" }, { "package": "rlang", "role": "Imports" }, { "package": "stats", "role": "Imports" }, { "package": "tibble", "role": "Imports" }, { "package": "torch", "role": "Imports" }, { "package": "torchtransformers", "version": ">= 0.0.0.9500", "role": "Imports" }, { "package": "knitr", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" }, { "package": "testthat", "version": ">= 3.0.0", "role": "Suggests" }, { "package": "dials", "role": "Suggests" }, { "package": "dlr", "role": "Suggests" }, { "package": "parsnip", "role": "Suggests" }, { "package": "recipes", "role": "Suggests" }, { "package": "rsample", "role": "Suggests" }, { "package": "stringr", "role": "Suggests" }, { "package": "tidymodels", "role": "Suggests" }, { "package": "tidyr", "role": "Suggests" }, { "package": "wordpiece", "role": "Suggests" }, { "package": "wordpiece.data", "role": "Suggests" } ], "_owner": "macmillancontentscience", "_selfowned": true, "_usedby": 0, "_updates": [], "_tags": [], "_stars": 22, "_contributors": [ { "user": "jonthegeek", "count": 10, "uuid": 33983824 }, { "user": "jonathanbratt", "count": 4, "uuid": 33073024 } ], "_userbio": { "uuid": 33983824, "type": "user", "name": "Jon Harmon", "followers": 360, "description": "Executive Director at DSLC.io (fka @r4ds) | Principal Developer (@atorus-research)" }, "_downloads": { "count": 0, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/tidybert" }, "_devurl": "https://github.com/macmillancontentscience/tidybert", "_searchresults": 4, "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/readme.html", "extra/readme.md", "extra/tidybert.html", "manual.pdf" ], "_cranurl": false, "_exports": [ "%>%", "bert", "bert_classification", "bert_regression", "bert_type", "model_bert_linear", "n_tokens", "tidy_bert_output" ], "_help": [ { "page": "bert", "title": "Fine-Tune a BERT Model", "topics": [ "bert" ] }, { "page": "bert_classification", "title": "Fit a BERT-style neural network", "topics": [ "bert_classification", "bert_classification.data.frame", "bert_classification.default", "bert_classification.formula", "bert_classification.matrix" ] }, { "page": "bert_regression", "title": "Fit a BERT-style neural network", "topics": [ "bert_regression", "bert_regression.data.frame", "bert_regression.default", "bert_regression.formula", "bert_regression.matrix" ] }, { "page": "bert_type", "title": "Pre-Trained BERT Model", "topics": [ "bert_type" ] }, { "page": "model_bert_linear", "title": "Pretrained BERT Model with Linear Output", "topics": [ "model_bert_linear" ] }, { "page": "n_tokens", "title": "Number of Tokens", "topics": [ "n_tokens" ] }, { "page": "predict.bert_classification", "title": "Predict from a 'bert_classification' model.", "topics": [ "predict.bert_classification" ] }, { "page": "predict.bert_regression", "title": "Predict from a 'bert_regression' model.", "topics": [ "predict.bert_regression" ] }, { "page": "tidy_bert_output", "title": "Tidy the BERT Output", "topics": [ "tidy_bert_output" ] } ], "_readme": "https://github.com/macmillancontentscience/tidybert/raw/HEAD/README.md", "_rundeps": [ "bit", "bit64", "cachem", "callr", "cli", "coro", "crayon", "desc", "digest", "dlr", "dplyr", "farver", "fastmap", "fastmatch", "fs", "generics", "glue", "hardhat", "hms", "jsonlite", "labeling", "lifecycle", "luz", "magrittr", "memoise", "otel", "piecemaker", "pillar", "pkgconfig", "prettyunits", "processx", "progress", "ps", "purrr", "R6", "rappdirs", "RColorBrewer", "Rcpp", "rlang", "safetensors", "scales", "sparsevctrs", "stringi", "stringr", "tibble", "tidyselect", "torch", "torchtransformers", "utf8", "vctrs", "viridisLite", "withr", "wordpiece", "wordpiece.data", "zeallot" ], "_score": 3.041392685158225, "_indexed": false, "_nocasepkg": "tidybert", "_universes": [ "jonthegeek" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.0.0.9900", "date": "2026-06-16T11:25:28.000Z", "distro": "noble", "commit": "e25e1912249af094d275cff414598f3ad0cfb6af", "fileid": "447cec2dc7e205ab1121177b84a71c259bfbe6b5f132de4826d435172afc651f", "status": "failure", "check": "ERROR", "buildurl": "https://github.com/r-universe/jonthegeek/actions/runs/27613804270" }, { "r": "4.6.0", "os": "linux", "version": "0.0.0.9900", "date": "2026-06-16T11:26:01.000Z", "distro": "noble", "commit": "e25e1912249af094d275cff414598f3ad0cfb6af", "fileid": "001e46b2ede1cfadba375e1c45b3114189915f4da215ec1a9b601342e5768596", "status": "failure", "check": "ERROR", "buildurl": "https://github.com/r-universe/jonthegeek/actions/runs/27613804270" }, { "r": "4.5.3", "os": "mac", "version": "0.0.0.9900", "date": "2026-06-16T11:24:20.000Z", "commit": "e25e1912249af094d275cff414598f3ad0cfb6af", "fileid": "d372f02b3db56591294b60d59f368ebb7d28e231935210f7ce52a266b9b5e0bc", "status": "failure", "check": "ERROR", "buildurl": "https://github.com/r-universe/jonthegeek/actions/runs/27613804270" }, { "r": "4.6.0", "os": "mac", "version": "0.0.0.9900", "date": "2026-06-16T11:24:18.000Z", "commit": "e25e1912249af094d275cff414598f3ad0cfb6af", "fileid": "35e798ab0fcea8d5ef5c373e79591ff36414c25951e69a3ed452d1b413e3f606", "status": "failure", "check": "ERROR", "buildurl": "https://github.com/r-universe/jonthegeek/actions/runs/27613804270" }, { "r": "4.6.0", "os": "wasm", "version": "0.0.0.9900", "date": "2026-06-16T11:25:10.000Z", "commit": "e25e1912249af094d275cff414598f3ad0cfb6af", "fileid": "4f71ee6470b9d16a0dcb678cc2e5fa52f5b57645ba6bf021be7960b0e232069e", "status": "success", "buildurl": "https://github.com/r-universe/jonthegeek/actions/runs/27613804270" }, { "r": "4.7.0", "os": "win", "version": "0.0.0.9900", "date": "2026-06-16T11:24:39.000Z", "commit": "e25e1912249af094d275cff414598f3ad0cfb6af", "fileid": "6fc08d36c178874800c5f5318b76d1b2526b8f3e9bc2bc0acfc5fb4f8c4c9d67", "status": "failure", "check": "ERROR", "buildurl": "https://github.com/r-universe/jonthegeek/actions/runs/27613804270" }, { "r": "4.5.3", "os": "win", "version": "0.0.0.9900", "date": "2026-06-16T11:24:23.000Z", "commit": "e25e1912249af094d275cff414598f3ad0cfb6af", "fileid": "c722539823afc3056702ef18722a34accd7f9edc81628d87503b502223863152", "status": "failure", "check": "ERROR", "buildurl": "https://github.com/r-universe/jonthegeek/actions/runs/27613804270" }, { "r": "4.6.0", "os": "win", "version": "0.0.0.9900", "date": "2026-06-16T11:24:28.000Z", "commit": "e25e1912249af094d275cff414598f3ad0cfb6af", "fileid": "524e4246851a28c34c18d233028e01a1e1a5e2cce6038f20f720323b603c9bcf", "status": "failure", "check": "ERROR", "buildurl": "https://github.com/r-universe/jonthegeek/actions/runs/27613804270" } ] }