Package: Rhobots 0.1.10

Rhobots: 'BERTopic'-Style Topic Modeling Without 'Python'
Implements the 'BERTopic' topic modeling pipeline directly in R: transformer-based sentence embedding, Uniform Manifold Approximation and Projection dimensionality reduction, Hierarchical Density-Based Spatial Clustering of Applications with Noise clustering, and class-based term frequency-inverse document frequency topic extraction - all without any dependency on 'Python', 'conda', or 'reticulate'. Every stage runs in R through 'torch', 'safetensors', 'tok', 'uwot', and 'dbscan'. The package mirrors the accessor API of the original 'Python' package, adds integrated quality metrics and hyperparameter search tools, and introduces part-of-speech filtered and C-value-ranked representation models.
Authors:
Rhobots_0.1.10.tar.gz
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Rhobots_0.1.10.tgz(r-4.6-x86_64)Rhobots_0.1.10.tgz(r-4.6-arm64)Rhobots_0.1.10.tgz(r-4.5-x86_64)Rhobots_0.1.10.tgz(r-4.5-arm64)
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Rhobots_0.1.10.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
Rhobots/json (API)
| # Install 'Rhobots' in R: |
| install.packages('Rhobots', repos = c('https://jpvdp.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/jpvdp/rhobots/issues
data-analysisnatural-language-processingtopic-modelingcpp
Last updated from:2bbd92250a. Checks:15 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-arm64 | OK | 154 | ||
| linux-devel-x86_64 | OK | 187 | ||
| source / vignettes | OK | 230 | ||
| linux-release-arm64 | OK | 188 | ||
| linux-release-x86_64 | OK | 184 | ||
| macos-release-arm64 | OK | 145 | ||
| macos-release-x86_64 | OK | 273 | ||
| macos-oldrel-arm64 | OK | 97 | ||
| macos-oldrel-x86_64 | OK | 364 | ||
| windows-devel-arm64 | OK | 249 | ||
| windows-devel-x86_64 | OK | 191 | ||
| windows-release-arm64 | OK | 243 | ||
| windows-release-x86_64 | OK | 139 | ||
| windows-oldrel-x86_64 | OK | 192 | ||
| wasm-release | OK | 153 |
Exports:agglomerative_clusteringapply_mmrbuild_dtmc_tf_idfclassify_textscls_poolcluster_docscompare_topicscvalue_representationcvalue_termsdim_projectdim_reduceembed_textsembed_texts_cachedfind_topicsfit_bertopicfit_topics_over_timeget_document_infoget_representative_docsget_stopwordsget_topicget_topic_infoget_topicsguided_fit_bertopichdbscan_clusteringhierarchical_topicskmeans_clusteringlabel_topics_llmload_bert_weightsload_bertopicload_cohere_embedderload_embeddingsload_hf_bertload_hf_classifierload_openai_embedderload_specter2load_stopwordsmake_wordpiece_tokenizermean_poolmerge_topicsno_reductionpca_reductionpos_dtmpos_representationprint_topicsreduce_outliersreduce_topicsrhobots_demorhobots_installsave_bertopicsave_embeddingsstability_analysissweep_topicstopic_coherencetopic_qualitytopics_over_timetransform_bertopicumap_reductionvisualize_barchartvisualize_comparisonvisualize_hierarchyvisualize_qualityvisualize_stabilityvisualize_sweepvisualize_topic_flowvisualize_topicsvisualize_topics_over_timezero_shot_topics
Dependencies:askpassBHbitbit64cachemcallrclicorocurldbscandescdigestdlrdqrngfarverfastmapfastmatchfilelockFNNfsgenericsgluehfhubhttrirlbajsonlitelabelinglatticelifecyclemagrittrMatrixmemoisemimeopensslotelpiecemakerprocessxpsR6rappdirsRColorBrewerRcppRcppAnnoyRcppEigenRcppProgressrlangRSpectrasafetensorsscalessitmostringistringrsystoktorchtriebeardurltoolsuwotvctrsviridisLitewithrwordpiecewordpiece.data