{"id":28532547,"url":"https://github.com/dyekuu/gan-wgan","last_synced_at":"2026-04-27T18:34:14.338Z","repository":{"id":55819288,"uuid":"317564228","full_name":"DyeKuu/GAN-wGAN","owner":"DyeKuu","description":"3 experiments of GAN/wGAN on simple gaussian distribution, MNIST dataset and exploration of music generation by MuseGAN.","archived":false,"fork":false,"pushed_at":"2021-02-23T13:23:12.000Z","size":145950,"stargazers_count":2,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2026-04-17T09:45:12.241Z","etag":null,"topics":["gan","gaussian-distribution","mnist","music-generation","tensorflow","wgan"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/DyeKuu.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2020-12-01T14:19:04.000Z","updated_at":"2021-05-07T14:41:30.000Z","dependencies_parsed_at":"2022-08-15T07:21:12.253Z","dependency_job_id":null,"html_url":"https://github.com/DyeKuu/GAN-wGAN","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/DyeKuu/GAN-wGAN","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/DyeKuu%2FGAN-wGAN","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/DyeKuu%2FGAN-wGAN/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/DyeKuu%2FGAN-wGAN/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/DyeKuu%2FGAN-wGAN/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/DyeKuu","download_url":"https://codeload.github.com/DyeKuu/GAN-wGAN/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/DyeKuu%2FGAN-wGAN/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":32349787,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-04-27T17:12:42.749Z","status":"ssl_error","status_checked_at":"2026-04-27T17:12:41.658Z","response_time":128,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.6:443 state=error: 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":["gan","gaussian-distribution","mnist","music-generation","tensorflow","wgan"],"created_at":"2025-06-09T15:38:34.012Z","updated_at":"2026-04-27T18:34:14.332Z","avatar_url":"https://github.com/DyeKuu.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# GAN-wGAN\n\n## Source Code\n\n### GAN-Gaussian\n\nThe source code is `GAN_Gaussian.ipynb`.\n\n### WGAN-Gaussian\n\nThe source code is `wGAN_Gaussian.ipynb`.\n\n### Application on the mnist data set\n\nWe use the file `MNIST- GAN\u0026WGAN.ipynb` to generate number images based on the mnist data set by GAN and WGAN.\n\nRun all the cells in order and then two number images will be generated by GAN and WGAN. You can change the code `EPOCHS = 500` into the number of epochs you want to run.\n\n### Application on generating music: simple model\n\nThe source code is in file `MUSIC_SIMPLE.ipynb`.\n\n1. The data set need to be download from https://salu133445.github.io/lakh-pianoroll-dataset/dataset .\n\nOn this website:\n\nData of music sample is under entry LPD-5 and called \"lpd-5-cleansed\". Then, we need to put it in directory `data/music_simple/lpd_5`.\n\nData of file IDs and the matched MSD IDs is under entry LPC-cleansed and called \"cleansed_ids.txt\". Then, we need to put it in directory `data/music_simple/amg`.\n\n2. A result of generated music is saved at `results/music_simple/generated_music.mp3`.\n\n### MuseGAN\n\nThe source code is at https://github.com/salu133445/musegan.\n\nA result of generated music is saved at `Music/MuseGAN/best_samples.mp3`.\n\n## Result\n\nAll our results are in the `results` folder.\n\n## Other Folders\n\n-   `imgs` and `models` are used to stored intermediate result. They are by default empty.\n-   `data` is the folder to store data input of MNIST experiment.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdyekuu%2Fgan-wgan","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdyekuu%2Fgan-wgan","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdyekuu%2Fgan-wgan/lists"}