{"id":20841050,"url":"https://github.com/benchopt/benchmark_sqrt_lasso","last_synced_at":"2025-06-20T13:38:26.224Z","repository":{"id":64335659,"uuid":"568513282","full_name":"benchopt/benchmark_sqrt_lasso","owner":"benchopt","description":"benchmark for Square root Lasso","archived":false,"fork":false,"pushed_at":"2022-12-14T16:47:55.000Z","size":44,"stargazers_count":1,"open_issues_count":4,"forks_count":1,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-03-11T03:56:21.085Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","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/benchopt.png","metadata":{"files":{"readme":"README.rst","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":"2022-11-20T19:05:31.000Z","updated_at":"2022-12-14T11:29:37.000Z","dependencies_parsed_at":"2023-01-29T00:00:30.616Z","dependency_job_id":null,"html_url":"https://github.com/benchopt/benchmark_sqrt_lasso","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":"benchopt/template_benchmark","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/benchopt%2Fbenchmark_sqrt_lasso","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/benchopt%2Fbenchmark_sqrt_lasso/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/benchopt%2Fbenchmark_sqrt_lasso/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/benchopt%2Fbenchmark_sqrt_lasso/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/benchopt","download_url":"https://codeload.github.com/benchopt/benchmark_sqrt_lasso/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":243196655,"owners_count":20251861,"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":"2024-11-18T01:18:38.389Z","updated_at":"2025-03-12T10:16:27.599Z","avatar_url":"https://github.com/benchopt.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"Benchmark for Square-root Lasso\n===============================\n|Build Status| |Python 3.6+|\n\nBenchopt is a package to simplify and make more transparent and\nreproducible the comparisons of optimization algorithms.\nThis benchmark is dedicated for the Square-root Lasso problem:\n\n\n$$\\\\min_{w} \\\\lVert y - Xw \\\\rVert_2 + \\\\lambda \\\\lVert w \\\\rVert_1 $$\n\n\nwhere $n$ (or ``n_samples``) stands for the number of samples, $p$ (or ``n_features``) stands for the number of features and\n\n\n$$ \\\\lambda \u003e 0, \\\\quad X \\\\in \\\\mathbb{R}^{n \\\\times p} \\\\ , \\\\quad w \\\\in \\\\mathbb{R}^p$$\n\n\nInstall\n--------\n\nThis benchmark can be run using the following commands:\n\n.. code-block::\n\n   $ pip install -U benchopt\n   $ git clone https://github.com/benchopt/benchmark_sqrt_lasso\n   $ benchopt run benchmark_sqrt_lasso\n\nApart from the problem, options can be passed to ``benchopt run``, to restrict the benchmarks to some solvers or datasets, e.g.:\n\n.. code-block::\n\n\t$ benchopt run benchmark_sqrt_lasso -s solver1 -d dataset2 --max-runs 10 --n-repetitions 10\n\n\nUse ``benchopt run -h`` for more details about these options, or visit https://benchopt.github.io/api.html.\n\n.. |Build Template| image:: https://github.com/benchopt/template_benchmark/workflows/Tests/badge.svg\n   :target: https://github.com/benchopt/template_benchmark/actions\n.. |Build Status| image:: https://github.com/benchopt/benchmark_sqrt_lasso/workflows/Tests/badge.svg\n   :target: https://github.com/benchopt/benchmark_sqrt_lasso/actions\n.. |Python 3.6+| image:: https://img.shields.io/badge/python-3.6%2B-blue\n   :target: https://www.python.org/downloads/release/python-360/\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbenchopt%2Fbenchmark_sqrt_lasso","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fbenchopt%2Fbenchmark_sqrt_lasso","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbenchopt%2Fbenchmark_sqrt_lasso/lists"}