{"id":21332483,"url":"https://github.com/mdeff/saga","last_synced_at":"2026-03-09T07:31:24.582Z","repository":{"id":92891643,"uuid":"60529253","full_name":"mdeff/saga","owner":"mdeff","description":"Mini-batch and distributed SAGA","archived":false,"fork":false,"pushed_at":"2020-04-18T15:59:34.000Z","size":1834,"stargazers_count":6,"open_issues_count":0,"forks_count":4,"subscribers_count":4,"default_branch":"master","last_synced_at":"2025-06-04T20:25:24.090Z","etag":null,"topics":["convex-optimization","gradient-descent"],"latest_commit_sha":null,"homepage":null,"language":"TeX","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/mdeff.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE.txt","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}},"created_at":"2016-06-06T13:19:09.000Z","updated_at":"2023-07-25T14:02:12.000Z","dependencies_parsed_at":"2023-07-12T09:46:26.946Z","dependency_job_id":null,"html_url":"https://github.com/mdeff/saga","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/mdeff/saga","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mdeff%2Fsaga","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mdeff%2Fsaga/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mdeff%2Fsaga/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mdeff%2Fsaga/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/mdeff","download_url":"https://codeload.github.com/mdeff/saga/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mdeff%2Fsaga/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":30287425,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-03-09T02:57:19.223Z","status":"ssl_error","status_checked_at":"2026-03-09T02:56:26.373Z","response_time":61,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"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":["convex-optimization","gradient-descent"],"created_at":"2024-11-21T22:51:34.354Z","updated_at":"2026-03-09T07:31:24.562Z","avatar_url":"https://github.com/mdeff.png","language":"TeX","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Mini-batch and distributed SAGA\n[Michaël Defferrard](https://deff.ch), [Soroosh Shafiee](https://sorooshafiee.github.io)\n\nThis small project explored two approaches to improve the SAGA incremental\ngradient algorithm:\n\n1. Take gradients over mini-batches to reduce the memory requirement.\n2. Compute gradients in parallel on multiple CPU cores to speed it up.\n\n## Content\n\nSee our [proposal](proposal.pdf), [report](report.pdf), and\n[presentation](presentation.pdf) for an exposition of the methods and some\nexperimental results.\n\nYou'll also find a [Python implementation](./mini_batch) of our mini-batch\napproach as well as a [MATLAB implementation](./distributed) of our distributed\napproach.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmdeff%2Fsaga","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmdeff%2Fsaga","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmdeff%2Fsaga/lists"}