{"id":17968673,"url":"https://github.com/robbepop/prophet","last_synced_at":"2025-03-25T10:32:31.489Z","repository":{"id":62442999,"uuid":"67356051","full_name":"Robbepop/prophet","owner":"Robbepop","description":"A simple neural net implementation.","archived":false,"fork":false,"pushed_at":"2019-07-31T09:45:36.000Z","size":444,"stargazers_count":42,"open_issues_count":4,"forks_count":1,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-03-20T01:07:25.820Z","etag":null,"topics":["deep-learning","learning","network","neural","prophet","rust"],"latest_commit_sha":null,"homepage":"","language":"Rust","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"other","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/Robbepop.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE-APACHE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2016-09-04T16:28:38.000Z","updated_at":"2025-01-10T11:56:05.000Z","dependencies_parsed_at":"2022-11-01T22:02:58.173Z","dependency_job_id":null,"html_url":"https://github.com/Robbepop/prophet","commit_stats":null,"previous_names":[],"tags_count":6,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Robbepop%2Fprophet","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Robbepop%2Fprophet/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Robbepop%2Fprophet/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Robbepop%2Fprophet/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Robbepop","download_url":"https://codeload.github.com/Robbepop/prophet/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":245444353,"owners_count":20616366,"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":["deep-learning","learning","network","neural","prophet","rust"],"created_at":"2024-10-29T14:41:13.885Z","updated_at":"2025-03-25T10:32:29.686Z","avatar_url":"https://github.com/Robbepop.png","language":"Rust","funding_links":[],"categories":[],"sub_categories":[],"readme":"\nPROPHET - Neural Network Library\n================================\n\n|       Linux       |       Windows       |       Codecov        |      Coveralls       |        Docs        |       Crates.io       |\n|:-----------------:|:-------------------:|:--------------------:|:--------------------:|:------------------:|:---------------------:|\n| [![travis][1]][2] | [![appveyor][3]][4] | [![codecov][13]][14] | [![coveralls][5]][6] | [![docs][11]][12 ] | [![crates.io][9]][10] |\n\nA simple neural net implementation written in Rust with a focus on cache-efficiency and sequential performance.\n\nCurrently only supports supervised learning with fully connected layers.\n\n## How to use\n\nThe preferred way to receive prophet is via cargo or github.\n\nCompile prophet with\n\n```\ncargo build\n```\n\nRun the test suite with\n\n```\ncargo test --release\n```\n\nNote: It is recommended to use `--release` for testing since optimizations are insanely effective for prophet.\n\nFor additional information while running some long tests use\n\n```\ncargo test --release --verbose -- --nocapture\n```\n\nRun performance test with\n\n```\ncargo bench --features benches\n```\n\n## Planned Features\n\n- Convolutional Layers: Foundations have been layed out already!\n- GPGPU Support by Vulkano\n- Even more flexible learning methods\n\n## License\n\nLicensed under either of\n\n * Apache License, Version 2.0, ([LICENSE-APACHE](LICENSE-APACHE) or http://www.apache.org/licenses/LICENSE-2.0)\n * MIT license ([LICENSE-MIT](LICENSE-MIT) or http://opensource.org/licenses/MIT)\n\nat your option.\n\n### Dual licence: [![badge][7]](LICENSE-MIT) [![badge][8]](LICENSE-APACHE)\n\n## Release Notes (YYYY/MM/DD)\n\n### 0.4.2 (2017/10/13)\n\n- Relicensed the library under the dual license model where the user can choose between MIT or APACHE version 2.0.\n- Improved performance of learning algorithms by up to 27%*. (*Tested on my local machine.)\n- Updated ndarray from 0.10.10 to 0.10.11 and itertools from 0.6.5 to 0.7.0.\n- Relaxed dependency version constraints for rand, num, log and ndarray.\n- Usability: Added a HOW TO USE section to the README.\n- Dev\n\t- Added some unit tests for `NeuralNet` components for improved stability and maintainability.\n\n### 0.4.1 (2017/08/27)\n\n- Fixed long-standing undeterministic [bug](https://github.com/Robbepop/prophet/issues/2).\n- Reverted `ChaChaRng` usage in `NeuralLayer::random` - it is much faster and `ChaChaRng`'s safety is not needed.\n\n### 0.4.0 (2017/08/09)\n\n- Updated `ndarray` dependency version from `0.9` to `0.10`\n- Updated `serde` dependency version from `0.9` to `1.0`\n- Enabled `serde` feature by default.\n- `NeuralLayer::random` now uses `ChaChaRng` internally instead of `weak_rng`\n- Devel:\n\t- travisCI now using new trusty environment\n\t- travisCI now uploads code coverage to coveralls and codecov.io\n\t- travisCI no longer requires `sudo`\n\n[1]: https://travis-ci.org/Robbepop/prophet.svg?branch=master\n[2]: https://travis-ci.org/Robbepop/prophet\n[3]: https://ci.appveyor.com/api/projects/status/2ckrux25wpa5eseh/branch/master?svg=true\n[4]: https://ci.appveyor.com/project/Robbepop/prophet/branch/master\n[5]: https://coveralls.io/repos/github/Robbepop/prophet/badge.svg?branch=master\n[6]: https://coveralls.io/github/Robbepop/prophet?branch=master\n[7]: https://img.shields.io/badge/license-MIT-blue.svg\n[8]: https://img.shields.io/badge/license-APACHE-orange.svg\n[9]: https://img.shields.io/crates/v/prophet.svg\n[10]: https://crates.io/crates/prophet\n[11]: https://docs.rs/prophet/badge.svg\n[12]: https://docs.rs/prophet\n[13]: https://codecov.io/gh/robbepop/prophet/branch/master/graph/badge.svg\n[14]: https://codecov.io/gh/Robbepop/prophet/branch/master\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frobbepop%2Fprophet","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Frobbepop%2Fprophet","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frobbepop%2Fprophet/lists"}