{ "_id": "6ab2d87a3d719c1f8408e79e", "Package": "Rlimite", "Title": "Native 'torch' Inference for Limite Mathematical Language Models", "Version": "0.1.0", "Authors@R": "c(\nperson(\"Sounkou Mahamane\", \"Toure\", , \"sounkoutoure@gmail.com\", role = c(\"aut\", \"cre\")),\nperson(\"Paradigma contributors\", role = c(\"ctb\", \"cph\"),\ncomment = \"Limite architecture\")\n)", "Description": "Implements the Limite mathematical language-model\narchitecture \ndirectly with 'torch'. Loads the published Base, Base Soup,\nand Violetto 'safetensors' checkpoints and tokenizers from the\n'Hugging Face' Hub without a Python runtime or model-serving\nprocess. Provides cached autoregressive generation and the\nofficial single-turn prompt format used by the math-specialized\nVioletto checkpoint.", "License": "GPL (>= 2)", "URL": "https://github.com/sounkou-bioinfo/Rlimite,\nhttps://sounkou-bioinfo.github.io/Rlimite", "BugReports": "https://github.com/sounkou-bioinfo/Rlimite/issues", "Config/roxygen2/version": "8.0.0", "Encoding": "UTF-8", "Roxygen": "list(markdown = TRUE)", "Config/pak/sysreqs": "cmake make libuv1-dev libssl-dev libclang-dev", "Repository": "https://sounkou-bioinfo.r-universe.dev", "Date/Publication": "2026-09-22 17:47:57 UTC", "RemoteUrl": "https://github.com/sounkou-bioinfo/Rlimite", "RemoteRef": "HEAD", "RemoteSha": "dabee304050bc6bd1d6f2c9b02f8dca6e7e9576c", "NeedsCompilation": "no", "Packaged": { "Date": "2026-09-22 19:31:14 UTC", "User": "root" }, "Author": "Sounkou Mahamane Toure [aut, cre],\nParadigma contributors [ctb, cph] (Limite architecture)", "Maintainer": "Sounkou Mahamane Toure ", "_user": "sounkou-bioinfo", "_type": "src", "_file": "Rlimite_0.1.0.tar.gz", "_fileid": "https://r2.ropensci.org/ee67e26792caa23d6151ec227f72d5da021bbc06f3a0b1ce47b5d1b7ea0cac7f", "_filesize": 123955, "_sha256": "ee67e26792caa23d6151ec227f72d5da021bbc06f3a0b1ce47b5d1b7ea0cac7f", "_expires": "2026-12-31T19:35:20.000Z", "_created": "2026-09-22T19:31:14.000Z", "_published": "2026-09-22T19:35:22.168Z", "_jobs": [ { "job": 106903642305, "time": 166, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "ERROR", "artifact": "10715506588" }, { "job": 106903642371, "time": 122, "config": "linux-release-x86_64", "r": "4.6.1", "check": "ERROR", "artifact": "10715273531" }, { "job": 106903642438, "time": 81, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "ERROR", "artifact": "10715770891" }, { "job": 106903642343, "time": 123, "config": "macos-release-arm64", "r": "4.6.1", "check": "ERROR", "artifact": "10715029117" }, { "job": 106901485986, "time": 353, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "10715467689" }, { "job": 106903642163, "time": 134, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "10714978848" }, { "job": 106903642443, "time": 108, "config": "windows-devel-x86_64", "r": "4.7.0", "check": "ERROR", "artifact": "10715408176" }, { "job": 106903642346, "time": 81, "config": "windows-oldrel-x86_64", "r": "4.5.3", "check": "ERROR", "artifact": "10715940548" }, { "job": 106903642412, "time": 84, "config": "windows-release-x86_64", "r": "4.6.1", "check": "ERROR", "artifact": "10715701016" } ], "_host": "GitHub-Actions", "_buildurl": "https://github.com/r-universe/sounkou-bioinfo/actions/runs/35773683346", "_status": "success", "_upstream": "https://github.com/sounkou-bioinfo/Rlimite", "_commit": { "id": "dabee304050bc6bd1d6f2c9b02f8dca6e7e9576c", "author": "sounkou-bioinfo ", "committer": "sounkou-bioinfo ", "message": "Report prefill and decode throughput separately\n\nA single tokens-per-second figure averaged a batched prefill pass with\nsingle-token decode passes and described neither. The callback fires\nafter prefill produces logits and before the first decode pass, so it\nsplits the phases exactly with no change to the package.\n\nOn an AVX2 desktop CPU the two differ by an order of magnitude: prefill\n37 tok/s, decode 3.4 tok/s. Rprof attributes only about a quarter of a\ndecode step to torch_linear, with R's own method dispatch the largest\nremaining share; casting weights to float32 is slower still, so dtype is\nnot the lever. Record that rather than quoting the flattering half.\n\nAlso drop chunk caching: knitr cannot serialize the external pointers\nbehind a model or tokenizer, so a cache hit restored dead pointers and\nthe next chunk failed on tokenizer$encode().\n", "time": 1790099277 }, "_maintainer": { "name": "Sounkou Mahamane Toure", "email": "sounkoutoure@gmail.com", "login": "sounkou-bioinfo", "mastodon": "@bioinfhotep@genomic.social", "description": "Sequences and Consequences.", "uuid": 56392505 }, "_distro": "resolute", "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 4.1", "role": "Depends" }, { "package": "cli", "role": "Imports" }, { "package": "hfhub", "version": ">= 0.1.2", "role": "Imports" }, { "package": "jsonlite", "role": "Imports" }, { "package": "safetensors", "version": ">= 0.2.1", "role": "Imports" }, { "package": "tok", "version": ">= 0.2.3", "role": "Imports" }, { "package": "torch", "version": ">= 0.17.0", "role": "Imports" }, { "package": "knitr", "role": "Suggests" }, { "package": "pkgload", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" }, { "package": "tinytest", "role": "Suggests" } ], "_owner": "sounkou-bioinfo", "_selfowned": true, "_usedby": 0, "_updates": [ { "week": "2026-39", "n": 5 } ], "_tags": [], "_topics": [ "huggingface", "inference", "llm", "mathematics", "safetensors", "torch" ], "_stars": 0, "_contributors": [ { "user": "sounkou-bioinfo", "count": 5, "uuid": 56392505 } ], "_userbio": { "uuid": 56392505, "type": "user", "name": "Sounkou Mahamane Toure", "followers": 55, "description": "Sequences and Consequences." }, "_downloads": { "count": 0, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/Rlimite" }, "_devurl": "https://github.com/sounkou-bioinfo/rlimite", "_pkgdown": "https://sounkou-bioinfo.github.io/Rlimite", "_rbuild": "4.6.1", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/manual.pdf", "extra/NEWS.html", "extra/NEWS.txt", "extra/readme.html", "extra/readme.md", "extra/Rlimite.html" ], "_cranurl": false, "_exports": [ "limite", "limite_chat", "limite_chat_prompt", "limite_checkpoints", "limite_config", "limite_from_config", "limite_from_pretrained", "limite_generate", "limite_state_dict", "limite_tokenizer" ], "_help": [ { "page": "limite", "title": "Construct a Limite language model", "topics": [ "limite" ] }, { "page": "limite_chat", "title": "Generate a Limite response", "topics": [ "limite_chat" ] }, { "page": "limite_chat_prompt", "title": "Format messages with the published Limite template", "topics": [ "limite_chat_prompt" ] }, { "page": "limite_checkpoints", "title": "Published Limite checkpoints", "topics": [ "limite_checkpoints" ] }, { "page": "limite_config", "title": "Limite model configuration", "topics": [ "limite_config" ] }, { "page": "limite_from_config", "title": "Construct Limite from checkpoint configuration", "topics": [ "limite_from_config" ] }, { "page": "limite_from_pretrained", "title": "Load a pretrained Limite model", "topics": [ "limite_from_pretrained" ] }, { "page": "limite_generate", "title": "Generate tokens with a Limite model", "topics": [ "limite_generate" ] }, { "page": "limite_state_dict", "title": "Load a Limite checkpoint state dictionary", "topics": [ "limite_state_dict" ] }, { "page": "limite_tokenizer", "title": "Load the Limite tokenizer", "topics": [ "limite_tokenizer" ] } ], "_readme": "https://github.com/sounkou-bioinfo/Rlimite/raw/HEAD/README.md", "_rundeps": [ "askpass", "bit", "bit64", "callr", "cli", "coro", "curl", "desc", "farver", "filelock", "fs", "glue", "hfhub", "httr", "jsonlite", "labeling", "lifecycle", "magrittr", "mime", "openssl", "otel", "processx", "ps", "R6", "RColorBrewer", "Rcpp", "rlang", "safetensors", "scales", "sys", "tok", "torch", "triebeard", "urltools", "viridisLite", "withr" ], "_score": 1.6989700043360187, "_indexed": true, "_nocasepkg": "rlimite", "_universes": [ "sounkou-bioinfo" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.1.0", "date": "2026-09-22T19:33:58.000Z", "distro": "resolute", "commit": "dabee304050bc6bd1d6f2c9b02f8dca6e7e9576c", "fileid": "https://r2.ropensci.org/724fdf36a0ee5269c3bae7fd6a14d03e1549d87d26d34dc86259989d3d3f8c8a", "status": "failure", "check": "ERROR", "buildurl": "https://github.com/r-universe/sounkou-bioinfo/actions/runs/35773683346" }, { "r": "4.6.1", "os": "linux", "version": "0.1.0", "date": "2026-09-22T19:33:59.000Z", "distro": "resolute", "commit": "dabee304050bc6bd1d6f2c9b02f8dca6e7e9576c", "fileid": "https://r2.ropensci.org/8d1058c38295277f717e97ee27421fd4a869fa6bfa557ef3d35a21aaf131b78d", "status": "failure", "check": "ERROR", "buildurl": "https://github.com/r-universe/sounkou-bioinfo/actions/runs/35773683346" }, { "r": "4.5.3", "os": "mac", "version": "0.1.0", "date": "2026-09-22T19:33:00.000Z", "commit": "dabee304050bc6bd1d6f2c9b02f8dca6e7e9576c", "fileid": "https://r2.ropensci.org/d1e5b73d2ceaf941c2633fccfb1c020561733c5b6b4813f6c2f5085ef60e701d", "status": "failure", "check": "ERROR", "buildurl": "https://github.com/r-universe/sounkou-bioinfo/actions/runs/35773683346" }, { "r": "4.6.1", "os": "mac", "version": "0.1.0", "date": "2026-09-22T19:34:30.000Z", "commit": "dabee304050bc6bd1d6f2c9b02f8dca6e7e9576c", "fileid": "https://r2.ropensci.org/9c8eef73684886f499a7885de9cea5ca9d0c57987bd0db6fa238c43e0a809569", "status": "failure", "check": "ERROR", "buildurl": "https://github.com/r-universe/sounkou-bioinfo/actions/runs/35773683346" }, { "r": "4.6.0", "os": "wasm", "version": "0.1.0", "date": "2026-09-22T19:33:45.000Z", "commit": "dabee304050bc6bd1d6f2c9b02f8dca6e7e9576c", "fileid": "https://r2.ropensci.org/beb7cb661c3b0bbae19cdabf1d83ee5a8397edf2551e2ca1a952824163895d66", "status": "success", "buildurl": "https://github.com/r-universe/sounkou-bioinfo/actions/runs/35773683346" }, { "r": "4.7.0", "os": "win", "version": "0.1.0", "date": "2026-09-22T19:32:52.000Z", "commit": "dabee304050bc6bd1d6f2c9b02f8dca6e7e9576c", "fileid": "https://r2.ropensci.org/a523a2584e76b357d79b3d98d09084f5b45e3731a7f3ff3b37d5419197db6e20", "status": "failure", "check": "ERROR", "buildurl": "https://github.com/r-universe/sounkou-bioinfo/actions/runs/35773683346" }, { "r": "4.5.3", "os": "win", "version": "0.1.0", "date": "2026-09-22T19:32:43.000Z", "commit": "dabee304050bc6bd1d6f2c9b02f8dca6e7e9576c", "fileid": "https://r2.ropensci.org/d085b7216b18ed6a434c843e1505cbba5e4b32fab3034eb93f69dc448ac6b3e6", "status": "failure", "check": "ERROR", "buildurl": "https://github.com/r-universe/sounkou-bioinfo/actions/runs/35773683346" }, { "r": "4.6.1", "os": "win", "version": "0.1.0", "date": "2026-09-22T19:32:31.000Z", "commit": "dabee304050bc6bd1d6f2c9b02f8dca6e7e9576c", "fileid": "https://r2.ropensci.org/bddd3ca0e7962806c084107b751605c3183132b1dda4ae8a7e53a5b0812365e5", "status": "failure", "check": "ERROR", "buildurl": "https://github.com/r-universe/sounkou-bioinfo/actions/runs/35773683346" } ] }