{"id":18702263,"url":"https://github.com/johnberroa/ant-colony-optimization","last_synced_at":"2025-08-22T05:07:06.445Z","repository":{"id":132366417,"uuid":"152461007","full_name":"johnberroa/Ant-Colony-Optimization","owner":"johnberroa","description":"A Python implementation of the Ant Colony Optimization algorithm for generating solutions to such problems as the Traveling Salesman Problem.","archived":false,"fork":false,"pushed_at":"2019-01-08T22:39:03.000Z","size":96,"stargazers_count":27,"open_issues_count":2,"forks_count":18,"subscribers_count":0,"default_branch":"master","last_synced_at":"2025-04-12T08:45:47.000Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","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/johnberroa.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,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2018-10-10T17:13:44.000Z","updated_at":"2024-12-31T01:53:38.000Z","dependencies_parsed_at":null,"dependency_job_id":"29d07bb6-9d6c-4ab0-bf06-3017042ddda3","html_url":"https://github.com/johnberroa/Ant-Colony-Optimization","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/johnberroa/Ant-Colony-Optimization","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/johnberroa%2FAnt-Colony-Optimization","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/johnberroa%2FAnt-Colony-Optimization/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/johnberroa%2FAnt-Colony-Optimization/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/johnberroa%2FAnt-Colony-Optimization/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/johnberroa","download_url":"https://codeload.github.com/johnberroa/Ant-Colony-Optimization/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/johnberroa%2FAnt-Colony-Optimization/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":271588743,"owners_count":24785751,"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","status":"online","status_checked_at":"2025-08-22T02:00:08.480Z","response_time":65,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"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":[],"created_at":"2024-11-07T11:45:20.369Z","updated_at":"2025-08-22T05:07:06.426Z","avatar_url":"https://github.com/johnberroa.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Ant Colony Optimization\nA Python implementation of the Ant Colony Optimization algorithm for generating solutions to such tasks as the Traveling Salesman Problem\n\n\n## Example Usage\n```python\nproblem = some_distance_matrix\noptimizer = AntColonyOptimizer(ants=10, evaporation_rate=.1, intensification=2, alpha=1, beta=1,\n                               beta_evaporation_rate=0, choose_best=.1)\n \nbest = optimizer.fit(problem, 100)\noptimizer.plot()\n```\n\n## Example Plot\n![ACO Fitted](ACO.png?raw=true \"ACO Fitted\")\n\n###### Now 20x faster than my first attempt!\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjohnberroa%2Fant-colony-optimization","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fjohnberroa%2Fant-colony-optimization","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjohnberroa%2Fant-colony-optimization/lists"}