# crfsuite mit Homebrew, MacPorts installieren Prüfe Installationswege, Executables, Metadaten und Sicherheitshinweise für crfsuite in AI-Agent-Workflows. ## Installation ```sh sudo av install brew:crfsuite ``` Weitere Installationsbefehle: ### macOS - Homebrew (100%): ```sh brew install crfsuite ``` Evidenz: local Homebrew formula metadata - MacPorts (94%): ```sh sudo port install crfsuite ``` Evidenz: MacPorts ports tree: math/crfsuite/Portfile from https://api.github.com/repos/macports/macports-ports/git/trees/master?recursive=1 ## Paketfakten - **Paketschlüssel:** brew:crfsuite - **Paketmanager:** Homebrew - **Paketmanager-Seite:** - **Version:** 0.12 - **Quellzusammenfassung:** Fast implementation of conditional random fields - **Homepage:** - **Repository:** - **Upstream-Dokumentation:** - **Lizenz:** BSD-3-Clause - **Quellarchiv:** - **Zuletzt aktualisiert:** 2026-07-10T13:05:07-04:00 - **Generiert:** 2026-07-25T07:20:51+00:00 ## Executables - crfsuite (cli) - crfsuite (Alias) ## Abhängigkeiten - liblbfgs ## Build-Abhängigkeiten - autoconf - automake - libtool ## Installationsverhalten - Post-install-Hook: nicht definiert - Bottle: verfügbar auf arm64_big_sur, arm64_linux, arm64_monterey, arm64_sequoia, arm64_sonoma, arm64_tahoe, arm64_ventura, big_sur, monterey, sonoma, ventura, x86_64_linux ## Version und Aktualität - Seite generiert: 2026-07-25 - Manager-Version: 0.12 - Manager aktualisiert: 2026-07-10 - lokale Daten: OK - Upstream-Repository: https://github.com/chokkan/crfsuite - neueste erkannte Version: 0.12 (aktuell) ## Projektgeschichte und Nutzung CRFsuite is Naoaki Okazaki's fast implementation of Conditional Random Fields for labeling sequential data. It provides command-line training/tagging, C++ and SWIG APIs, and training algorithms such as L-BFGS, OWL-QN, SGD, averaged perceptron, passive aggressive, and AROW. ### Projektgeschichte The official changelog records internal releases beginning with CRFsuite 0.1 on 2007-10-29 and a first public release, 0.4, on 2008-03-05. The 0.4 release added the website, documentation, a tutorial, and a CoNLL 2000 chunking performance comparison. ### Adoptionsgeschichte The project page presents CRFsuite as a faster and more flexible CRF package than older template-oriented tools, with a simple data format, benchmark results, and model storage based on CQDB. Version 0.12 added Python SWIG modules and sample programs, including named entity recognition and part-of-speech tagging examples. ### Wie es verwendet wird CRFsuite users train and tag sequence-labeling models with a feature-per-line data format. The official documentation emphasizes speed, training-method choice, performance evaluation during training, and programmatic use through C++ and SWIG APIs. ### Warum Paket-Nerds sich dafür interessieren For package maintainers, CRFsuite is a compact C/C++ NLP toolkit with historical source and binary releases, a BSD license, and a small command-line surface. It is also useful as a contrast point with CRF++ because its official page calls out data-format flexibility that CRF++ lacks. ### Zeitleiste - 2007-10-29: CRFsuite 0.1 internal release - 2008-03-05: CRFsuite 0.4 first public release - 2009-03-07: Version 0.6 added SGD and reduced training memory usage - 2011-08-11: Version 0.12 optimized training, added more algorithms, revised APIs, and added Python SWIG support ### Related projects - The official page links CRFsuite's data-format comparison to CRF++, and also points to libLBFGS and CQDB as implementation-related software. ### Quellen - - ## Sicherheitshinweise Für crfsuite wurde kein passendes lokales Secret-Handling-Manifest gefunden. Nucleus-Paketmetadaten bleiben hier veröffentlicht, damit künftige Abdeckung eine stabile Paket-URL hat. ## Details aus der Quelldatenbank - **Source Database:** Homebrew formula API - **Tap:** homebrew/core - **Full Name:** crfsuite - **Version Scheme:** 0 - **Revision:** 0 - **Conflicts With:** freeling - **Bottle Stable Root URL:** - **Deprecated:** no - **Disabled:** no - **Keg Only:** no - **URL Keys:** stable ## Andere Paketmanager-Einträge - MacPorts - crfsuite: normalized package name match | MacPorts ports tree: math/crfsuite/Portfile from https://api.github.com/repos/macports/macports-ports/git/trees/master?recursive=1 ## Verwandte Links - [Terminal utility packages](https://www.automicvault.com/de/pkg/terminal-utilities/) - Matched terminal and command-line workflow metadata. - [Text processing packages](https://www.automicvault.com/de/pkg/text-processing-tools/) - Matched text, document, or structured-data processing metadata. - [Networking and protocol packages](https://www.automicvault.com/de/pkg/networking-protocol-tools/) - Matched network, protocol, or remote-service metadata. - [Database and data packages](https://www.automicvault.com/de/pkg/database-data-tools/) - Matched database, SQL, migration, or data-store metadata. - [autoconf](https://www.automicvault.com/de/pkg/brew/autoconf/) - Build dependency declared by Homebrew. - [automake](https://www.automicvault.com/de/pkg/brew/automake/) - Build dependency declared by Homebrew. - [libtool](https://www.automicvault.com/de/pkg/brew/libtool/) - Build dependency declared by Homebrew. - [classifier](https://www.automicvault.com/de/pkg/brew/classifier/) - Shares av.db curated category or tags: cli, data, machine-learning. - [cabocha](https://www.automicvault.com/de/pkg/brew/cabocha/) - Shares av.db curated category or tags: cli, data, nlp. - [mecab](https://www.automicvault.com/de/pkg/brew/mecab/) - Shares av.db curated category or tags: cli, data, nlp. - [stanford-corenlp](https://www.automicvault.com/de/pkg/brew/stanford-corenlp/) - Shares av.db curated category or tags: cli, data, nlp. - [stanford-ner](https://www.automicvault.com/de/pkg/brew/stanford-ner/) - Shares av.db curated category or tags: cli, data, nlp. - [stanford-parser](https://www.automicvault.com/de/pkg/brew/stanford-parser/) - Shares av.db curated category or tags: cli, data, nlp. - [wordnet](https://www.automicvault.com/de/pkg/brew/wordnet/) - Shares av.db curated category or tags: cli, data, nlp. - [activemq](https://www.automicvault.com/de/pkg/brew/activemq/) - Shares av.db curated category or tags: cli, data. - [crf++](https://www.automicvault.com/de/pkg/brew/crf/) - Local package facts share a topical domain. Shared terms: cli, conditional, conditional-random-fields, data, fields. ## Combined YAML source View the package source record on GitHub. [combined/crfsuite.yml](https://github.com/automic-vault/db/blob/main/combined/crfsuite.yml) ## Quellen - Nucleus package database - package-page enrichment - curated package history - package version freshness - av.db category and tag curation - package relationship graph - external package-manager database matches - cross-ecosystem install command graph