{"id":13861773,"url":"https://github.com/carlosholivan/music-composition-api","last_synced_at":"2025-07-14T09:34:04.111Z","repository":{"id":48414030,"uuid":"406370956","full_name":"carlosholivan/music-composition-api","owner":"carlosholivan","description":"This module contains models an API for music generation with state-of-the-art models.","archived":false,"fork":false,"pushed_at":"2022-05-30T10:19:21.000Z","size":50872,"stargazers_count":12,"open_issues_count":0,"forks_count":1,"subscribers_count":3,"default_branch":"master","last_synced_at":"2024-08-05T06:03:58.510Z","etag":null,"topics":["api-rest","deep-learning","docker","flask","machine-learning","music","music-composition"],"latest_commit_sha":null,"homepage":"https://carlosholivan.github.io/projects/music-composition-api/music-composition-api.html","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/carlosholivan.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":"2021-09-14T13:07:48.000Z","updated_at":"2024-02-01T10:30:51.000Z","dependencies_parsed_at":"2022-08-31T07:01:45.767Z","dependency_job_id":null,"html_url":"https://github.com/carlosholivan/music-composition-api","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/carlosholivan%2Fmusic-composition-api","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/carlosholivan%2Fmusic-composition-api/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/carlosholivan%2Fmusic-composition-api/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/carlosholivan%2Fmusic-composition-api/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/carlosholivan","download_url":"https://codeload.github.com/carlosholivan/music-composition-api/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":225968885,"owners_count":17553155,"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":["api-rest","deep-learning","docker","flask","machine-learning","music","music-composition"],"created_at":"2024-08-05T06:01:29.967Z","updated_at":"2025-07-14T09:34:04.101Z","avatar_url":"https://github.com/carlosholivan.png","language":"Python","funding_links":[],"categories":["Python"],"sub_categories":[],"readme":"\u003cdiv\u003e\n\u003cimg style=\"float:left; border-radius:50%\" src=\"https://avatars2.githubusercontent.com/u/58553327?s=460\u0026u=3276252f07fb379c248bc8c9ce344bfdcaed7c45\u0026v=4\" width=\"40px\"\u003e\n\u003c/div\u003e\n\u003cbr\u003e\n\nMusic Composition API, A collection of Deep Learning for Music Generation models deployed as a REST API with Flask and deployed in Docker to Heroku.\n\n[\u003cimg src=\"https://img.shields.io/badge/Flask-black.svg?style=flat\u0026logo=flask\u0026logoColor=white\" /\u003e]()\n\n[\u003cimg src=\"https://img.shields.io/badge/Docker-blue.svg?style=flat\u0026logo=docker\u0026logoColor=white\" /\u003e]()\n\n[\u003cimg src=\"https://img.shields.io/badge/Heroku-blueviolet.svg?style=flat\u0026logo=heroku\u0026logoColor=white\" /\u003e]()\n\n[![codecov.io](https://codecov.io/github/carlosholivan/music-composition-api/coverage.svg?branch=master)](https://codecov.io/github/carlosholivan/music-composition-api?branch=master)\n\n## Implemented Models\n\n- MusicVAE: drums\n\n## TODOs\n\n- [ ] Test models\n- [ ] Put music2score in werbserver to be able to print a score of a MIDI file\n- [ ] Reorganize musicvae.py code\n- [ ] Add more musicVAE checkpoints for inference (trios...)\n- [ ] Add Music Transformer model\n- [ ] Add MMM model\n\n## Documentation\n\nThe docs will be released as soon as the pakage version is stable.\n\n\n## Dependencies\n\n* [Magenta](https://github.com/magenta/magenta)\n* [VisualMIDI](https://github.com/dubreuia/visual_midi)\n* [pretty MIDI](https://github.com/craffel/pretty-midi)\n* [music21](https://github.com/cuthbertLab/music21)\n* [Flask cors]()\n* [Coverage]()\n\n\n## Package Structure\n\n[*models/*](models/)\u003cbr/\u003e\n\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;module containing the code of all the music generation models.\n\n[*checkpoints/*](checkpoints/)\u003cbr/\u003e\n\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;model's checkpoints to perform inference.\n\n[*notebooks/*](notebooks/)\u003cbr/\u003e\n\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;tutorial notebooks.\n\n[*tests/*](tests/)\u003cbr/\u003e\n\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;unittests.\n\n[*examples/*](examples/)\u003cbr/\u003e\n\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;examples obtained with this package.\n\n\n## Development\n\n### Conda dev environment\n\nUsing conda to setup a dev environment by running\n\n`conda env update -f environment.yml`\n\nIn order to activate this environment you will need to running\n\n`conda activate music-composition-api`\n\n### Pip\nThis package is still in development. To install the current version, clone this repository and run:\n\n\n`cd path-of-this-package`\n\n`pip install -e .`\n\n### Testing\n\nTo run tests: `pytest tests/`\n\n\n## API Commands\nSending a command to the webserver: `POST /api/command`\n\nIt must include a payload:\n\n```\n{\n\t\"command_name\": \"...\"\n}\n```\n\nWhere `commmand_name` is the name of the command.\n\n\n### Commands.\n\n#### MusicVAE.\n\n```\n{\n    \"command_name\": \"music_vae\"\n}\n```\n\n## Authors\n\n[**Carlos Hernández-Oliván**](https://carlosholivan.github.io/index.html) (PhD Candidate) - carloshero@unizar.es\n\n**Jorge Abadías Puyuelo** (Bachelor Thesis student)\n\nDepartment of Electronic Engineering and Communications, Universidad de Zaragoza.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcarlosholivan%2Fmusic-composition-api","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcarlosholivan%2Fmusic-composition-api","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcarlosholivan%2Fmusic-composition-api/lists"}