{"id":23418822,"url":"https://github.com/cmpark0126/pytorch-polynomial-lr-decay","last_synced_at":"2025-04-12T12:00:24.561Z","repository":{"id":45275916,"uuid":"197510871","full_name":"cmpark0126/pytorch-polynomial-lr-decay","owner":"cmpark0126","description":"Polynomial Learning Rate Decay Scheduler for PyTorch","archived":false,"fork":false,"pushed_at":"2021-12-25T12:34:59.000Z","size":11,"stargazers_count":65,"open_issues_count":2,"forks_count":13,"subscribers_count":0,"default_branch":"master","last_synced_at":"2025-03-26T06:43:25.067Z","etag":null,"topics":["deep-learning","learning-rate-decay","learning-rate-scheduling","pytorch","pytorch-extension"],"latest_commit_sha":null,"homepage":null,"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/cmpark0126.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":"2019-07-18T04:21:42.000Z","updated_at":"2024-09-10T02:25:32.000Z","dependencies_parsed_at":"2022-08-30T17:11:33.683Z","dependency_job_id":null,"html_url":"https://github.com/cmpark0126/pytorch-polynomial-lr-decay","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/cmpark0126%2Fpytorch-polynomial-lr-decay","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cmpark0126%2Fpytorch-polynomial-lr-decay/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cmpark0126%2Fpytorch-polynomial-lr-decay/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cmpark0126%2Fpytorch-polynomial-lr-decay/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/cmpark0126","download_url":"https://codeload.github.com/cmpark0126/pytorch-polynomial-lr-decay/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248565092,"owners_count":21125415,"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-rate-decay","learning-rate-scheduling","pytorch","pytorch-extension"],"created_at":"2024-12-23T00:39:18.520Z","updated_at":"2025-04-12T12:00:24.517Z","avatar_url":"https://github.com/cmpark0126.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# pytorch-polynomial-lr-decay\nPolynomial Learning Rate Decay Scheduler for PyTorch\n\nThis scheduler is frequently used in many DL paper. But there is no official implementation in PyTorch. So I propose this code.\n\n## Install\n\n```\n$ pip install git+https://github.com/cmpark0126/pytorch-polynomial-lr-decay.git\n```\n\n## Usage\n\n```python\nfrom torch_poly_lr_decay import PolynomialLRDecay\n\nscheduler_poly_lr_decay = PolynomialLRDecay(optim, max_decay_steps=100, end_learning_rate=0.0001, power=2.0)\n\nfor epoch in range(train_epoch):\n    scheduler_poly_lr_decay.step()     # you can handle step as epoch number\n    ...\n```\n\nor\n\n```python\nfrom torch_poly_lr_decay import PolynomialLRDecay\n\nscheduler_poly_lr_decay = PolynomialLRDecay(optim, max_decay_steps=100, end_learning_rate=0.0001, power=2.0)\n\n...\n\nfor batch_idx, (inputs, targets) in enumerate(trainloader):\n    scheduler_poly_lr_decay.step()     # also, you can handle step as each iter number\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcmpark0126%2Fpytorch-polynomial-lr-decay","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcmpark0126%2Fpytorch-polynomial-lr-decay","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcmpark0126%2Fpytorch-polynomial-lr-decay/lists"}