{"id":20876190,"url":"https://github.com/dllllb/neurips2021-nethack-raph","last_synced_at":"2025-05-12T15:32:12.502Z","repository":{"id":38081150,"uuid":"476826858","full_name":"dllllb/neurips2021-nethack-raph","owner":"dllllb","description":"First place neural net based solution for the NeurIPS 2021 Nethack Challenge","archived":false,"fork":false,"pushed_at":"2022-06-20T13:59:26.000Z","size":17674,"stargazers_count":2,"open_issues_count":0,"forks_count":2,"subscribers_count":1,"default_branch":"master","last_synced_at":"2023-03-11T21:18:15.335Z","etag":null,"topics":["nethack","neural-networks","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":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/dllllb.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":"2022-04-01T18:20:18.000Z","updated_at":"2022-10-21T09:41:50.000Z","dependencies_parsed_at":"2022-09-02T22:31:32.057Z","dependency_job_id":null,"html_url":"https://github.com/dllllb/neurips2021-nethack-raph","commit_stats":null,"previous_names":[],"tags_count":null,"template":null,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dllllb%2Fneurips2021-nethack-raph","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dllllb%2Fneurips2021-nethack-raph/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dllllb%2Fneurips2021-nethack-raph/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dllllb%2Fneurips2021-nethack-raph/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/dllllb","download_url":"https://codeload.github.com/dllllb/neurips2021-nethack-raph/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":225141194,"owners_count":17427244,"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":["nethack","neural-networks","reinforcement-learning"],"created_at":"2024-11-18T06:50:22.007Z","updated_at":"2024-11-18T06:50:22.895Z","avatar_url":"https://github.com/dllllb.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003cp align=\"center\"\u003e\n  \u003cimg src=\"img/nethack_eval.gif\" /\u003e\n\u003c/p\u003e\n\nThis repository contains [RAPH](https://www.aicrowd.com/challenges/neurips-2021-the-nethack-challenge/teams/raph) team solution for the [NetHack Challenge](https://nethackchallenge.com/), organized on NeurIPS 2021 competition track. This solution won the **first place** among neural net based solutions.\n\n## Setup\n```\npipenv install\npipenv shell\n```\n\n## Run\n\nrun single evaluation with visual output\n```\npython3 playtest.py\n```\n\nevaluate 4096 episodes without visual output\n```\npython3 local_test.py\n```\n\n## Code structure\n\n- out agent: ```agents/torchbeast_agent.py```  \n- game state preprocessing, algorithms: ```nethack_raph/``` \n\n![Nethack Banner](img/nethack-challenge.jpeg)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdllllb%2Fneurips2021-nethack-raph","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdllllb%2Fneurips2021-nethack-raph","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdllllb%2Fneurips2021-nethack-raph/lists"}