{"id":20292922,"url":"https://github.com/fdch/kwgan","last_synced_at":"2026-01-27T17:01:17.132Z","repository":{"id":163894165,"uuid":"256370146","full_name":"fdch/kwgan","owner":"fdch","description":"A GAN architecture to generate raw audio","archived":false,"fork":false,"pushed_at":"2022-04-24T16:33:08.000Z","size":90,"stargazers_count":3,"open_issues_count":0,"forks_count":1,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-05-22T11:35:09.196Z","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/fdch.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":"2020-04-17T01:27:12.000Z","updated_at":"2023-02-18T23:47:33.000Z","dependencies_parsed_at":null,"dependency_job_id":"2b5e34b1-489e-4c01-a30a-e432276f6a12","html_url":"https://github.com/fdch/kwgan","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/fdch/kwgan","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fdch%2Fkwgan","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fdch%2Fkwgan/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fdch%2Fkwgan/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fdch%2Fkwgan/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/fdch","download_url":"https://codeload.github.com/fdch/kwgan/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fdch%2Fkwgan/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":28816571,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-01-27T12:25:15.069Z","status":"ssl_error","status_checked_at":"2026-01-27T12:25:05.297Z","response_time":168,"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":[],"created_at":"2024-11-14T15:19:59.441Z","updated_at":"2026-01-27T17:01:17.127Z","avatar_url":"https://github.com/fdch.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# KWGAN\n\nA GAN architecture to generate raw audio based on a dataset. This work is based on [wavegan](https://github.com/chrisdonahue/wavegan) and it is made using Tensorflow and Keras.\n\n## Usage\n\nFor now just edit the variables within the python script to match your needs. \n\n```\nepochs_number          = 40001\nmodel_save_interval    = 1000\naudio_export_interval  = 400\naudio_export_per_epoch = 3\n\naudio_samplerate       = 16000\n\nTRAIN_BUF  = 2048\nTEST_BUF   = 128\nBATCH_SIZE = 256\nLATENT_DIM = 128\nDIMS       = (2**14,1)\n\ngen_learning_rate     = 0.0001\ndisc_learning_rate    = 0.0002\nnumber_of_disc_layers = 22\n\n```\n\nThen, simply use `python kwgan.py` to begin training. GPU usage is a must. This work was tested using *pitzer* at [https://www.osc.edu](https://www.osc.edu)","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffdch%2Fkwgan","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ffdch%2Fkwgan","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffdch%2Fkwgan/lists"}