{"id":13717648,"url":"https://github.com/chingyaoc/pytorch-REINFORCE","last_synced_at":"2025-05-07T07:31:53.956Z","repository":{"id":49332867,"uuid":"88390383","full_name":"chingyaoc/pytorch-REINFORCE","owner":"chingyaoc","description":"PyTorch Implementation of REINFORCE for both discrete \u0026 continuous control","archived":false,"fork":false,"pushed_at":"2017-04-16T16:28:38.000Z","size":338,"stargazers_count":261,"open_issues_count":5,"forks_count":51,"subscribers_count":13,"default_branch":"master","last_synced_at":"2024-05-23T06:49:34.042Z","etag":null,"topics":["continuous-control","gym","mujoco","pytorch","reinforce","reinforcement-learning"],"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/chingyaoc.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":"2017-04-16T04:13:08.000Z","updated_at":"2024-05-01T20:18:06.000Z","dependencies_parsed_at":"2022-09-15T20:50:41.105Z","dependency_job_id":null,"html_url":"https://github.com/chingyaoc/pytorch-REINFORCE","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/chingyaoc%2Fpytorch-REINFORCE","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/chingyaoc%2Fpytorch-REINFORCE/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/chingyaoc%2Fpytorch-REINFORCE/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/chingyaoc%2Fpytorch-REINFORCE/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/chingyaoc","download_url":"https://codeload.github.com/chingyaoc/pytorch-REINFORCE/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":224567999,"owners_count":17332835,"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":["continuous-control","gym","mujoco","pytorch","reinforce","reinforcement-learning"],"created_at":"2024-08-03T00:01:25.251Z","updated_at":"2024-11-14T05:32:16.921Z","avatar_url":"https://github.com/chingyaoc.png","language":"Python","funding_links":[],"categories":["Tutorials \u0026 books \u0026 examples｜教程 \u0026 书籍 \u0026 示例"],"sub_categories":["Other libraries｜其他库:"],"readme":"# PyTorch REINFORCE\n\n\u003cimg src=\"assets/algo.png\" width=\"800\"\u003e \n\nPyTorch implementation of REINFORCE.     \nThis repo supports both **continuous** and **discrete** environments in OpenAI gym. \n\n\n## Requirement\n- python 2.7\n- PyTorch\n- OpenAI gym\n- Mujoco (optional)\n\n\n## Run\nUse the default hyperparameters. *(Program will detect whether the environment is continuous or discrete)*\n\n```\npython main.py --env_name [name of environment]\n```\n\n## Experiment results\n### continuous: InvertedPendulum-v1\n\n\u003cimg src=\"assets/InvertedPendulum-v1.png\" width=\"800\"\u003e\n\n### discrete: CartPole-v0\n\n\u003cimg src=\"assets/CartPole-v0.png\" width=\"800\"\u003e\n\n## Reference\n- [pytorch example](https://github.com/pytorch/examples/blob/master/reinforcement_learning/reinforce.py)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fchingyaoc%2Fpytorch-REINFORCE","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fchingyaoc%2Fpytorch-REINFORCE","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fchingyaoc%2Fpytorch-REINFORCE/lists"}