{"id":15601084,"url":"https://github.com/lucidrains/panoptic-transformer","last_synced_at":"2025-04-30T16:21:57.159Z","repository":{"id":96486177,"uuid":"430843486","full_name":"lucidrains/panoptic-transformer","owner":"lucidrains","description":"Another attempt at a long-context / efficient transformer by me","archived":false,"fork":false,"pushed_at":"2022-04-11T15:39:01.000Z","size":49,"stargazers_count":37,"open_issues_count":0,"forks_count":2,"subscribers_count":7,"default_branch":"main","last_synced_at":"2025-03-30T17:46:14.412Z","etag":null,"topics":["artificial-intelligence","attention-mechanism","deep-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/lucidrains.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,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2021-11-22T19:44:28.000Z","updated_at":"2024-08-12T20:18:17.000Z","dependencies_parsed_at":null,"dependency_job_id":"98712f4f-956f-4d26-b6da-7ccca3baedd4","html_url":"https://github.com/lucidrains/panoptic-transformer","commit_stats":{"total_commits":13,"total_committers":1,"mean_commits":13.0,"dds":0.0,"last_synced_commit":"735d2184a2a9995c4525b1a10e4ab91d44001808"},"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lucidrains%2Fpanoptic-transformer","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lucidrains%2Fpanoptic-transformer/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lucidrains%2Fpanoptic-transformer/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lucidrains%2Fpanoptic-transformer/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/lucidrains","download_url":"https://codeload.github.com/lucidrains/panoptic-transformer/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":251739950,"owners_count":21635950,"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":["artificial-intelligence","attention-mechanism","deep-learning"],"created_at":"2024-10-03T02:14:12.113Z","updated_at":"2025-04-30T16:21:57.106Z","avatar_url":"https://github.com/lucidrains.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"## Panoptic Transformer (wip)\n\nAnother attempt at a long-context / efficient transformer by me. This approach will completely generalize all multi-scale approaches of the past. I will be attempting the \u003ca href=\"https://github.com/google-research/long-range-arena\"\u003ePathfinder-X\u003c/a\u003e task, which so far has not been beat by a transformer.\n\n\u003cimg src=\"./images/pathx.png\" width=\"400px\"\u003e\n\nUpdate: on track to solving path-x with transformers\n\n## Training\n\nThe script will generate 25000 training samples (in paper they used 100k; you can change it to this number if you are willing to wait).\n\n```bash\n$ ./setup.sh\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flucidrains%2Fpanoptic-transformer","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Flucidrains%2Fpanoptic-transformer","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flucidrains%2Fpanoptic-transformer/lists"}