{"id":18303372,"url":"https://github.com/selimchraibi/distributed-bregman","last_synced_at":"2025-04-09T10:17:22.576Z","repository":{"id":60263027,"uuid":"536256579","full_name":"SelimChraibi/distributed-bregman","owner":"SelimChraibi","description":null,"archived":false,"fork":false,"pushed_at":"2023-01-16T12:47:14.000Z","size":16212,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-02-15T04:26:22.665Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/SelimChraibi.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2022-09-13T18:19:41.000Z","updated_at":"2024-05-05T17:00:20.000Z","dependencies_parsed_at":"2023-02-10T03:30:49.984Z","dependency_job_id":null,"html_url":"https://github.com/SelimChraibi/distributed-bregman","commit_stats":null,"previous_names":["selimchraibi/distributed-bregman"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SelimChraibi%2Fdistributed-bregman","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SelimChraibi%2Fdistributed-bregman/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SelimChraibi%2Fdistributed-bregman/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SelimChraibi%2Fdistributed-bregman/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/SelimChraibi","download_url":"https://codeload.github.com/SelimChraibi/distributed-bregman/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248018098,"owners_count":21034052,"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":"2024-11-05T15:25:28.411Z","updated_at":"2025-04-09T10:17:22.537Z","avatar_url":"https://github.com/SelimChraibi.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Distributed Delay-Tolerant Bregman Descent\n\nThis repo implements a distributed and asynchronous optimisation algorithm. This algorithm is an adaptation of the non-distributed Bregman descent algorithm [^1].\n\nThe convergence properties of this algorithm are described in our paper [^2].\n\nTo start using the code, `cd` to the project directory, then switch to julia's REPL mode and call\n\n```shell\n(v1.0) pkg\u003e activate .\n\n(DistributedBregman) pkg\u003e instantiate\n```\n\nTo reploduce the plots seen in the paper, switch to a command line and run\n\n```shell\n$ julia main_fig.jl \n```\n\n[^1]: Bolte, Jérôme \u0026 Bauschke, Heinz \u0026 Teboulle, Marc. (2016). A Descent Lemma Beyond Lipschitz Gradient Continuity: First-Order Methods Revisited and Applications. Mathematics of Operations Research. 42. 10.1287/moor.2016.0817. \n\n[^2]: S. Chraibi, F. Iutzelera, J. Malick and A. Rogozin. (2022). Delay-tolerant Distributed Bregman Proximal Algorithms.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fselimchraibi%2Fdistributed-bregman","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fselimchraibi%2Fdistributed-bregman","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fselimchraibi%2Fdistributed-bregman/lists"}