{"id":21995690,"url":"https://github.com/tohtsky/lda11","last_synced_at":"2025-04-30T17:27:09.561Z","repository":{"id":45065363,"uuid":"211255292","full_name":"tohtsky/lda11","owner":"tohtsky","description":"Yet another collapsed gibbs sampler for python.","archived":false,"fork":false,"pushed_at":"2025-04-23T08:59:37.000Z","size":121,"stargazers_count":8,"open_issues_count":1,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-04-23T09:40:40.636Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"C++","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/tohtsky.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2019-09-27T06:54:03.000Z","updated_at":"2025-04-23T08:59:41.000Z","dependencies_parsed_at":"2025-04-23T09:43:24.161Z","dependency_job_id":null,"html_url":"https://github.com/tohtsky/lda11","commit_stats":null,"previous_names":[],"tags_count":4,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tohtsky%2Flda11","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tohtsky%2Flda11/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tohtsky%2Flda11/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tohtsky%2Flda11/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/tohtsky","download_url":"https://codeload.github.com/tohtsky/lda11/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":251750488,"owners_count":21637731,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2024-11-29T21:18:10.694Z","updated_at":"2025-04-30T17:27:09.526Z","avatar_url":"https://github.com/tohtsky.png","language":"C++","readme":"# LDA11 - yet another collapsed gibbs sampler for python.\n\n## Features\n\n- Support parallelized sampler proposed in [Distributed Inference for Latent Dirichlet Allocation](https://dl.acm.org/doi/abs/10.5555/2981562.2981698).\n- Implement [CGS_p estimator](http://www.jmlr.org/papers/volume18/16-526/16-526.pdf) for more precise point estimate of topic-word distribution.\n- Implement [Labelled LDA](https://www-nlp.stanford.edu/cmanning/papers/llda-emnlp09.pdf)\n- Able to obtain per-word topic frequency.\n\nThe implementaion relies on [Eigen](http://eigen.tuxfamily.org/index.php?title=Main_Page) for faster array multiplication and  [pybind11](https://github.com/pybind/pybind11) for simple binding.\n\n\n## Installation\n\nYou can install the wheel from pypi:\n\n```\npip install lda11\n```\n\nFor x64 architecture, the above wheel is built using AVX.\nIf it is not convenient for you, try e.g.\n\n```\nCFLAGS=\"-march=native\" pip install git+https://github.com/tohtsky/lda11\n```\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftohtsky%2Flda11","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftohtsky%2Flda11","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftohtsky%2Flda11/lists"}