{ "_id": "6a51fa4b9b92047c28d5359f", "Package": "conflibertR", "Title": "Inference and Fine-Tuning with 'ConfliBERT' Conflict Text Models", "Version": "0.5.3", "Authors@R": "person(\"Shreyas\", \"Meher\", email = \"shreyasmeher@gmail.com\",\nrole = c(\"aut\", \"cre\"), comment = c(ORCID = \"0000-0002-9656-4374\"))", "Description": "An interface to 'ConfliBERT', a pretrained language model\nfor analyzing text about conflict and political violence (Hu et\nal. (2022) ). Provides\nfunctions for named entity recognition, binary and multilabel\nclassification, and question answering, plus tools to fine-tune\ncustom classifiers, compare several base model architectures,\nand run an interactive active-learning loop for efficiently\nlabeling new data. Models are downloaded from 'Hugging Face'\nand run through the 'transformers' library for 'Python' via the\n'reticulate' package.", "License": "MIT + file LICENSE", "URL": "https://github.com/shreyasmeher/conflibertR", "BugReports": "https://github.com/shreyasmeher/conflibertR/issues", "Encoding": "UTF-8", "Language": "en", "Roxygen": "list(markdown = TRUE)", "RoxygenNote": "7.3.2", "SystemRequirements": "Python (>= 3.8); the Python modules 'torch',\n'transformers' (>= 4.40), 'accelerate', 'peft', 'scikit-learn'\nand 'numpy', installable via conflibert_install()", "VignetteBuilder": "knitr", "Config/testthat/edition": "3", "Config/pak/sysreqs": "libpng-dev python3", "Repository": "https://shreyasmeher.r-universe.dev", "Date/Publication": "2026-07-03 06:08:33 UTC", "RemoteUrl": "https://github.com/shreyasmeher/conflibertr", "RemoteRef": "HEAD", "RemoteSha": "8bc8707d913e6d8112a382e4ba1c078718f2aa6b", "NeedsCompilation": "no", "Packaged": { "Date": "2026-07-11 08:06:06 UTC", "User": "root" }, "Author": "Shreyas Meher [aut, cre] (ORCID:\n)", "Maintainer": "Shreyas Meher ", "_user": "shreyasmeher", "_type": "src", "_file": "conflibertR_0.5.3.tar.gz", "_fileid": "https://r2.ropensci.org/85a9b57b771f0cf7a2b703fc99980622279c7fffb484740bf1f7ee2ec1a6003b", "_filesize": 504617, "_sha256": "85a9b57b771f0cf7a2b703fc99980622279c7fffb484740bf1f7ee2ec1a6003b", "_expires": "2026-10-19T08:09:45.000Z", "_created": "2026-07-11T08:06:06.000Z", "_published": "2026-07-11T08:09:47.591Z", "_jobs": [ { "job": 86526494140, "time": 163, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "8246646474" }, { "job": 86526494134, "time": 170, "config": "linux-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "8246647395" }, { "job": 86526494130, "time": 182, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "8246644835" }, { "job": 86526494127, "time": 139, "config": "macos-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "8246640755" }, { "job": 86526256045, "time": 198, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "8246625575" }, { "job": 86526494144, "time": 118, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "8246640739" }, { "job": 86526494162, "time": 124, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "8246641569" }, { "job": 86526494148, "time": 96, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "8246638150" }, { "job": 86526494233, "time": 93, "config": "windows-release", "r": "4.6.1", "check": "OK", "artifact": "8246637859" } ], "_host": "GitHub-Actions", "_buildurl": "https://github.com/r-universe/shreyasmeher/actions/runs/29145493239", "_status": "success", "_upstream": "https://github.com/shreyasmeher/conflibertr", "_commit": { "id": "8bc8707d913e6d8112a382e4ba1c078718f2aa6b", "author": "Shreyas Meher ", "committer": "Shreyas Meher ", "message": "Make backend detection filesystem-only and cached (v0.5.3)\n\nThe 0.5.2 incoming pretest flagged conflibert_load and\nconflibert_multilabel examples for >10s elapsed time on\nr-devel-windows. The time was conda's ~10s cold start: that machine\nhas conda but no 'conflibert' env, and both .onLoad and\nconflibert_available() ran reticulate::conda_list() -- once per gated\nexample (133s examples total, and 10-12s per package-load check step\nin the same log).\n\n- Discover the conda env by probing /envs/conflibert\n (root from reticulate::conda_binary(), no subprocess) plus the\n user-level .conda/envs locations; wrap virtualenv_exists() the same\n way.\n- Cache the conflibert_available() result for the session; the\n CONFLIBERTR_AVAILABLE override is checked before the cache.\n- conflibert_status() keeps using conda_list(): it is an explicit,\n user-invoked diagnostic.\n- Add an override round-trip test (88 passing), NEWS entry (0.5.2\n entry folded into 0.5.3), and a pretest-response paragraph in\n cran-comments.\n\nMeasured after the change: package load 1.3s, conda dir probe 18ms,\ncached detection call 24ms.\n", "time": 1783058913 }, "_maintainer": { "name": "Shreyas Meher", "email": "shreyasmeher@gmail.com", "login": "shreyasmeher", "orcid": "0000-0002-9656-4374", "twitter": "@shreyasmhr", "description": "Postdoctoral Researcher @ Erasmus University Rotterdam.\n\nInterests are Censorship, Language Models & Machine Learning. 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