{"id":20682273,"url":"https://github.com/dmlc/difacto","last_synced_at":"2025-04-09T20:05:31.076Z","repository":{"id":60145342,"uuid":"46999567","full_name":"dmlc/difacto","owner":"dmlc","description":"Distributed Factorization Machines ","archived":false,"fork":false,"pushed_at":"2016-03-23T20:00:14.000Z","size":663,"stargazers_count":297,"open_issues_count":14,"forks_count":92,"subscribers_count":37,"default_branch":"master","last_synced_at":"2025-04-09T20:05:27.511Z","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":"other","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/dmlc.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}},"created_at":"2015-11-27T21:14:53.000Z","updated_at":"2024-12-31T02:32:19.000Z","dependencies_parsed_at":"2022-09-25T21:35:34.555Z","dependency_job_id":null,"html_url":"https://github.com/dmlc/difacto","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dmlc%2Fdifacto","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dmlc%2Fdifacto/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dmlc%2Fdifacto/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dmlc%2Fdifacto/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/dmlc","download_url":"https://codeload.github.com/dmlc/difacto/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248103871,"owners_count":21048245,"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":"2024-11-16T22:13:11.820Z","updated_at":"2025-04-09T20:05:31.045Z","avatar_url":"https://github.com/dmlc.png","language":"C++","funding_links":[],"categories":[],"sub_categories":[],"readme":"# \u003cimg src=https://raw.githubusercontent.com/dmlc/dmlc.github.io/master/img/logo-m/difacto.png width=130/\u003e *Distributed Factorization Machines*\n\n[![Build Status](https://travis-ci.org/dmlc/difacto.svg?branch=master)](https://travis-ci.org/dmlc/difacto)\n[![codecov.io](https://codecov.io/github/dmlc/difacto/coverage.svg?branch=master)](https://codecov.io/github/dmlc/difacto?branch=master)\n[![Documentation Status](https://readthedocs.org/projects/difacto/badge/?version=latest)](http://difacto.readthedocs.org/en/latest/?badge=latest)\n[![GitHub license](http://dmlc.github.io/img/apache2.svg)](./LICENSE)\n\nFast and memory efficient library for factorization machines (FM).\n\n- Supports both ℓ1 regularized logistic regression and factorization\n  machines.\n- Runs on local machine and distributed clusters.\n- Scales to datasets with billions examples and features.\n\n### Quick Start\n\nThe following commands clone and build difacto, then download a sample dataset,\nand train FM with 2-dimension on it.\n\n```bash\ngit clone --recursive https://github.com/dmlc/difacto\ncd difacto; git submodule update --init; make -j8\n./tools/download.sh gisette\nbuild/difacto data_in=data/gisette_scale val_data=data/gisette_scale.t lr=.02 V_dim=2 V_lr=.001\n```\n\n### History\n\nOrigins from\n[wormhole/learn/difacto](https://github.com/dmlc/wormhole/tree/master/learn/difacto).\n\n(NOTE: this project is still under developing)\n\n### References\n\nMu Li, Ziqi Liu, Alex Smola, and Yu-Xiang Wang.\nDiFacto — Distributed Factorization Machines. In WSDM, 2016\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdmlc%2Fdifacto","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdmlc%2Fdifacto","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdmlc%2Fdifacto/lists"}