{
  "_id": "6a103351acfb0bcc41c983fa",
  "Package": "rnn",
  "Title": "Recurrent Neural Network",
  "Version": "1.9.1",
  "Authors@R": "person(\"Bastiaan\", \"Quast\", , \"bquast@gmail.com\", role = c(\"aut\", \"cre\"),\ncomment = c(ORCID = \"0000-0002-2951-3577\"))",
  "Description": "Implementation of a Recurrent Neural Network architectures\nin native R, including Long Short-Term Memory (Hochreiter and\nSchmidhuber, <doi:10.1162/neco.1997.9.8.1735>), Gated Recurrent\nUnit (Chung et al.) and vanilla RNN.",
  "License": "GPL-3",
  "RoxygenNote": "7.3.3",
  "Encoding": "UTF-8",
  "URL": "https://bastiaanquast.com/rnn/, https://github.com/bquast/rnn",
  "BugReports": "https://github.com/bquast/rnn/issues",
  "VignetteBuilder": "knitr",
  "Repository": "https://bquast.r-universe.dev",
  "Date/Publication": "2026-01-12 16:27:48 UTC",
  "RemoteUrl": "https://github.com/bquast/rnn",
  "RemoteRef": "HEAD",
  "RemoteSha": "91cd0a5352a7daaf52174f99deba60f5c77cb379",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-05-12 08:18:27 UTC",
    "User": "root"
  },
  "Author": "Bastiaan Quast [aut, cre] (ORCID:\n<https://orcid.org/0000-0002-2951-3577>)",
  "Maintainer": "Bastiaan Quast <bquast@gmail.com>",
  "MD5sum": "bb4fe8bfa863ad46ea8f3b7fc76152a1",
  "_user": "bquast",
  "_type": "src",
  "_file": "rnn_1.9.1.tar.gz",
  "_fileid": "8e21837db092951d48cf2ce7b570cf1a3846816fdf0799218764c2874998fe0d",
  "_filesize": 1155571,
  "_sha256": "8e21837db092951d48cf2ce7b570cf1a3846816fdf0799218764c2874998fe0d",
  "_created": "2026-05-12T08:18:27.000Z",
  "_published": "2026-05-22T10:43:29.386Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 77363945140,
      "time": 118,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "NOTE",
      "artifact": "6939108723"
    },
    {
      "job": 77363945303,
      "time": 132,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "NOTE",
      "artifact": "6939113458"
    },
    {
      "job": 77363945032,
      "time": 98,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "NOTE",
      "artifact": "6939102351"
    },
    {
      "job": 77363945274,
      "time": 114,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "NOTE",
      "artifact": "6939107565"
    },
    {
      "job": 77363944757,
      "time": 233,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6939070754"
    },
    {
      "job": 77363944588,
      "time": 95,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7158607905"
    },
    {
      "job": 77363944802,
      "time": 78,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "NOTE",
      "artifact": "6939095504"
    },
    {
      "job": 77363945327,
      "time": 69,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "NOTE",
      "artifact": "6939093141"
    },
    {
      "job": 77363945206,
      "time": 79,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "NOTE",
      "artifact": "6939096171"
    }
  ],
  "_buildurl": "https://github.com/r-universe/bquast/actions/runs/25722149397",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/bquast/rnn",
  "_commit": {
    "id": "91cd0a5352a7daaf52174f99deba60f5c77cb379",
    "author": "Bastiaan Quast <bquast@gmail.com>",
    "committer": "Bastiaan Quast <bquast@gmail.com>",
    "message": "remove arxiv url, add comment on GNU timeout note\n",
    "time": 1768235268
  },
  "_maintainer": {
    "name": "Bastiaan Quast",
    "email": "bquast@gmail.com",
    "login": "bquast",
    "twitter": "@baquast",
    "uuid": 2590349,
    "orcid": "0000-0002-2951-3577"
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 3.2.2",
      "role": "Depends"
    },
    {
      "package": "attention",
      "role": "Imports"
    },
    {
      "package": "sigmoid",
      "version": ">= 1.4.0",
      "role": "Imports"
    },
    {
      "package": "testthat",
      "role": "Suggests"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "role": "Suggests"
    }
  ],
  "_owner": "bquast",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2026-03",
      "n": 6
    }
  ],
  "_tags": [],
  "_stars": 77,
  "_contributors": [
    {
      "user": "bquast",
      "count": 214,
      "uuid": 2590349
    }
  ],
  "_userbio": {
    "uuid": 2590349,
    "type": "user",
    "name": "Bastiaan Quast",
    "description": "Machine Learning researcher | author of py, R packages: transformer, attention, rnn, HomomorphicEncryption, HEtools datasets.load, rddtools, decompr"
  },
  "_downloads": {
    "count": 692,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/rnn"
  },
  "_mentions": 2,
  "_devurl": "https://github.com/bquast/rnn",
  "_searchresults": 79,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "extra/rnn.html",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/bquast/rnn",
  "_realowner": "bquast",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.1.0",
      "date": "2015-11-30"
    },
    {
      "version": "0.2.0",
      "date": "2015-12-11"
    },
    {
      "version": "0.3.0",
      "date": "2016-04-07"
    },
    {
      "version": "0.5.0",
      "date": "2016-05-06"
    },
    {
      "version": "0.8.0",
      "date": "2016-09-11"
    },
    {
      "version": "0.8.1",
      "date": "2018-06-21"
    },
    {
      "version": "0.9.8",
      "date": "2019-05-27"
    },
    {
      "version": "1.4.0",
      "date": "2020-07-03"
    },
    {
      "version": "1.5.0",
      "date": "2022-01-10"
    },
    {
      "version": "1.6.0",
      "date": "2022-06-19"
    },
    {
      "version": "1.8.0",
      "date": "2022-07-12"
    },
    {
      "version": "1.9.0",
      "date": "2023-04-22"
    },
    {
      "version": "1.9.1",
      "date": "2026-01-13"
    }
  ],
  "_exports": [
    "bin2int",
    "epoch_annealing",
    "epoch_print",
    "int2bin",
    "loss_L1",
    "predictr",
    "trainr"
  ],
  "_help": [
    {
      "page": "backprop_gru",
      "title": "backprop_gru",
      "topics": [
        "backprop_gru"
      ]
    },
    {
      "page": "backprop_lstm",
      "title": "backprop_lstm",
      "topics": [
        "backprop_lstm"
      ]
    },
    {
      "page": "backprop_r",
      "title": "backprop_r",
      "topics": [
        "backprop_r"
      ]
    },
    {
      "page": "backprop_rnn",
      "title": "backprop_rnn",
      "topics": [
        "backprop_rnn"
      ]
    },
    {
      "page": "bin2int",
      "title": "Binary to Integer",
      "topics": [
        "b2i",
        "bin2int"
      ]
    },
    {
      "page": "clean_lstm",
      "title": "clean_lstm",
      "topics": [
        "clean_lstm"
      ]
    },
    {
      "page": "clean_r",
      "title": "init_r",
      "topics": [
        "clean_r"
      ]
    },
    {
      "page": "clean_rnn",
      "title": "clean_rnn",
      "topics": [
        "clean_rnn"
      ]
    },
    {
      "page": "epoch_annealing",
      "title": "epoch annealing",
      "topics": [
        "epoch_annealing"
      ]
    },
    {
      "page": "epoch_print",
      "title": "epoch printing for trainr",
      "topics": [
        "epoch_print"
      ]
    },
    {
      "page": "init_gru",
      "title": "init_gru",
      "topics": [
        "init_gru"
      ]
    },
    {
      "page": "init_lstm",
      "title": "init_lstm",
      "topics": [
        "init_lstm"
      ]
    },
    {
      "page": "init_r",
      "title": "init_r",
      "topics": [
        "init_r"
      ]
    },
    {
      "page": "init_rnn",
      "title": "init_rnn",
      "topics": [
        "init_rnn"
      ]
    },
    {
      "page": "int2bin",
      "title": "Integer to Binary",
      "topics": [
        "i2b",
        "int2bin"
      ]
    },
    {
      "page": "loss_L1",
      "title": "L1 loss",
      "topics": [
        "loss_L1"
      ]
    },
    {
      "page": "predict_gru",
      "title": "gru prediction function",
      "topics": [
        "predict_gru"
      ]
    },
    {
      "page": "predict_lstm",
      "title": "gru prediction function",
      "topics": [
        "predict_lstm"
      ]
    },
    {
      "page": "predict_rnn",
      "title": "Recurrent Neural Network",
      "topics": [
        "predict_rnn"
      ]
    },
    {
      "page": "predictr",
      "title": "Recurrent Neural Network",
      "topics": [
        "predictr"
      ]
    },
    {
      "page": "rnn",
      "title": "Recurrent Neural Network",
      "topics": [
        "rnn"
      ]
    },
    {
      "page": "trainr",
      "title": "Recurrent Neural Network",
      "topics": [
        "trainr"
      ]
    },
    {
      "page": "update_adagrad",
      "title": "update_adagrad",
      "topics": [
        "update_adagrad"
      ]
    },
    {
      "page": "update_r",
      "title": "update_r",
      "topics": [
        "update_r"
      ]
    },
    {
      "page": "update_sgd",
      "title": "update_sgd",
      "topics": [
        "update_sgd"
      ]
    }
  ],
  "_readme": "https://github.com/bquast/rnn/raw/HEAD/README.md",
  "_rundeps": [
    "attention",
    "sigmoid",
    "transformer"
  ],
  "_vignettes": [
    {
      "source": "basic_rnn.Rmd",
      "filename": "basic_rnn.html",
      "title": "Basic Recurrent Neural Network",
      "author": "Bastiaan Quast",
      "engine": "knitr::rmarkdown",
      "headings": [],
      "created": "2018-06-22 10:21:47",
      "modified": "2019-05-19 11:12:08",
      "commits": 2
    },
    {
      "source": "GRU_units.Rmd",
      "filename": "GRU_units.html",
      "title": "GRU units",
      "author": "Dimitri Fichou",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Feed forward pass",
        "Back propagation pass"
      ],
      "created": "2016-09-08 09:19:03",
      "modified": "2026-01-12 15:17:36",
      "commits": 3
    },
    {
      "source": "LSTM_units.Rmd",
      "filename": "LSTM_units.html",
      "title": "LSTM units",
      "author": "Dimitri Fichou",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Feed forward pass",
        "Back propagation pass"
      ],
      "created": "2016-09-08 09:19:03",
      "modified": "2016-09-11 10:25:22",
      "commits": 2
    },
    {
      "source": "rnn.Rmd",
      "filename": "rnn.html",
      "title": "Recurrent Neural Network",
      "author": "Bastiaan Quast",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Package",
        "Code",
        "Application"
      ],
      "created": "2015-12-11 08:46:12",
      "modified": "2019-05-19 11:30:24",
      "commits": 15
    },
    {
      "source": "rnn_units.Rmd",
      "filename": "rnn_units.html",
      "title": "RNN units",
      "author": "Dimitri Fichou",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Feed forward pass",
        "Back propagation pass"
      ],
      "created": "2016-09-08 09:19:03",
      "modified": "2016-09-11 10:25:22",
      "commits": 2
    },
    {
      "source": "simple_attention.Rmd",
      "filename": "simple_attention.html",
      "title": "Simple Self-Attention from Scratch",
      "engine": "knitr::rmarkdown",
      "headings": [],
      "created": "2022-07-13 10:24:58",
      "modified": "2026-01-12 15:17:36",
      "commits": 2
    },
    {
      "source": "sinus.Rmd",
      "filename": "sinus.html",
      "title": "Sinus and Cosinus",
      "author": "Dimitri Fichou",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Package"
      ],
      "created": "2016-04-21 10:36:00",
      "modified": "2019-05-19 11:30:24",
      "commits": 7
    }
  ],
  "_score": 7.62921585647718,
  "_indexed": true,
  "_nocasepkg": "rnn",
  "_universes": [
    "bquast"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "1.9.1",
      "date": "2026-05-12T08:20:26.000Z",
      "distro": "noble",
      "commit": "91cd0a5352a7daaf52174f99deba60f5c77cb379",
      "fileid": "aad4bf94251474e487d14c6b0e13ae097191f958605ac656161ea99fe0bfeff5",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bquast/actions/runs/25722149397"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "1.9.1",
      "date": "2026-05-12T08:20:41.000Z",
      "distro": "noble",
      "commit": "91cd0a5352a7daaf52174f99deba60f5c77cb379",
      "fileid": "970c10f7d2dfb2a9e20595bedfda1c65edb19920bfd1988f898b019b7a112b9c",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bquast/actions/runs/25722149397"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "1.9.1",
      "date": "2026-05-12T08:20:07.000Z",
      "commit": "91cd0a5352a7daaf52174f99deba60f5c77cb379",
      "fileid": "2f11b1ba85f4985bc3ec65570425922ff370c6c3e33aefa44f68d71ed65be1bd",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bquast/actions/runs/25722149397"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "1.9.1",
      "date": "2026-05-12T08:20:23.000Z",
      "commit": "91cd0a5352a7daaf52174f99deba60f5c77cb379",
      "fileid": "7b1057c0191f2784a53ffbc164caab3899e0a11a0b22cd5c143cde4d14057ee2",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bquast/actions/runs/25722149397"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "1.9.1",
      "date": "2026-05-12T08:19:41.000Z",
      "commit": "91cd0a5352a7daaf52174f99deba60f5c77cb379",
      "fileid": "ca06c6a57abe343dc0f862770cc7204254abbb846625bd5df3131165b7f5dcb4",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bquast/actions/runs/25722149397"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "1.9.1",
      "date": "2026-05-12T08:19:35.000Z",
      "commit": "91cd0a5352a7daaf52174f99deba60f5c77cb379",
      "fileid": "98b2fb7f251bab920b73bc0c0c99984a4c233224c1e5ccf9e0907e4801b5c105",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bquast/actions/runs/25722149397"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "1.9.1",
      "date": "2026-05-12T08:19:41.000Z",
      "commit": "91cd0a5352a7daaf52174f99deba60f5c77cb379",
      "fileid": "9e024c8d5077b9af05919946433c2ec9166a91a7a1413fc93b052ca713ee6b44",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bquast/actions/runs/25722149397"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "1.9.1",
      "date": "2026-05-22T10:43:11.000Z",
      "commit": "91cd0a5352a7daaf52174f99deba60f5c77cb379",
      "fileid": "394884a9e0205545d8b9da528791f773df129c61a805e252a2b383ed3bb1e273",
      "status": "success",
      "buildurl": "https://github.com/r-universe/bquast/actions/runs/25722149397"
    }
  ]
}