{"id":22345498,"url":"https://github.com/hazdzz/paramixer","last_synced_at":"2025-03-26T10:14:23.143Z","repository":{"id":245313047,"uuid":"813459000","full_name":"hazdzz/Paramixer","owner":"hazdzz","description":"The PyTorch implementation of Paramixer.","archived":false,"fork":false,"pushed_at":"2024-09-01T16:55:01.000Z","size":20,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-01-31T11:34:26.386Z","etag":null,"topics":["long-range-arena","pytorch","transformer"],"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/hazdzz.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":"2024-06-11T06:06:54.000Z","updated_at":"2024-09-01T16:55:04.000Z","dependencies_parsed_at":"2024-06-21T10:30:27.930Z","dependency_job_id":"574bbc89-b173-4871-b9c0-5ab274534356","html_url":"https://github.com/hazdzz/Paramixer","commit_stats":null,"previous_names":["hazdzz/paramixer"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hazdzz%2FParamixer","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hazdzz%2FParamixer/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hazdzz%2FParamixer/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hazdzz%2FParamixer/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/hazdzz","download_url":"https://codeload.github.com/hazdzz/Paramixer/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":245632417,"owners_count":20647194,"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":["long-range-arena","pytorch","transformer"],"created_at":"2024-12-04T09:17:54.210Z","updated_at":"2025-03-26T10:14:23.117Z","avatar_url":"https://github.com/hazdzz.png","language":"Python","readme":"# Paramixer\n\n## About\nThe PyTorch implementation of Paramixer from the paper [*Paramixer: Parameterizing Mixing Links in Sparse Factors Works Better than Dot-Product Self-Attention*](\u003chttps://arxiv.org/abs/2204.10670\u003e).\n\n## Citation\n```\n@inproceedings{9878955,\n  title     = {Paramixer: Parameterizing Mixing Links in Sparse Factors Works Better than Dot-Product Self-Attention}, \n  author    = {Yu, Tong and Khalitov, Ruslan and Cheng, Lei and Yang, Zhirong},\n  booktitle = {2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, \n  year      = {2022},\n  pages     = {681--690}\n}\n```\n\n## Datasets\n1. LRA: https://mega.nz/file/tBdAyCwA#AvMIYJrkLset-Xb9ruA7fK04zZ_Jx2p7rdwrVVaTckE\n\n## Training Steps\n1. Create a data folder:\n```console\nmkdir data\n```\n\n2. Download the dataset compressed archive\n```console\nwget $URL\n```\n\n3. Decompress the dataset compressed archive and put the contents into the data folder\n```console\nunzip $dataset.zip\nmv $datast ./data/$datast\n```\n\n4. Run the main file\n```console\npython $dataset_main.py --task=\"$task\"\n```\n\n## Requirements\nTo install requirements:\n```console\npip3 install -r requirements.txt\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhazdzz%2Fparamixer","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fhazdzz%2Fparamixer","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhazdzz%2Fparamixer/lists"}