{"id":19001237,"url":"https://github.com/oneflow-inc/oneflow-benchmark","last_synced_at":"2025-04-12T12:05:50.454Z","repository":{"id":40610818,"uuid":"202692535","full_name":"Oneflow-Inc/OneFlow-Benchmark","owner":"Oneflow-Inc","description":"OneFlow models for benchmarking.","archived":false,"fork":false,"pushed_at":"2024-08-07T07:07:14.000Z","size":22235,"stargazers_count":105,"open_issues_count":32,"forks_count":31,"subscribers_count":51,"default_branch":"master","last_synced_at":"2025-03-26T06:43:30.738Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"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/Oneflow-Inc.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,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2019-08-16T08:46:27.000Z","updated_at":"2025-01-01T10:56:20.000Z","dependencies_parsed_at":"2024-08-07T10:30:41.013Z","dependency_job_id":"07a93260-a853-40c7-8d81-49db51366980","html_url":"https://github.com/Oneflow-Inc/OneFlow-Benchmark","commit_stats":null,"previous_names":[],"tags_count":3,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Oneflow-Inc%2FOneFlow-Benchmark","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Oneflow-Inc%2FOneFlow-Benchmark/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Oneflow-Inc%2FOneFlow-Benchmark/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Oneflow-Inc%2FOneFlow-Benchmark/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Oneflow-Inc","download_url":"https://codeload.github.com/Oneflow-Inc/OneFlow-Benchmark/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248565068,"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":[],"created_at":"2024-11-08T18:10:26.690Z","updated_at":"2025-04-12T12:05:50.426Z","avatar_url":"https://github.com/Oneflow-Inc.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# OneFlow Deep Learning Benchmarks\n## Introduction\nThis repository provides OneFlow deep learning benchmark examples for CV, CTR and NLP, and more models are on the way and will be provided here when ready.\n\n## [Convolutional Networks](./Classification/cnns) for Computer Vision Classification\n- [ResNet-50](./Classification/cnns)\n- [ResNeXt-50-32*4d](./Classification/cnns)\n- [VGG-16](./Classification/cnns)\n- [Inception-V3](./Classification/cnns)\n- [AlexNet](./Classification/cnns)\n- [MobileNet-V2](./Classification/cnns)\n\n## [Wide Deep Learning](./ClickThroughRate/WideDeepLearning) for Click-Through-Rate (CTR) Recommender Systems\n- [OneFlow-WDL](./ClickThroughRate/WideDeepLearning)\n\n## [BERT](./LanguageModeling/BERT) for Nature Language Process\n- [BERT Pretrain for Language Modeling](./LanguageModeling/BERT)\n- [SQuAD for Question Answering](./LanguageModeling/BERT)\n- [CoLA and MRPC of GLUE](./LanguageModeling/BERT)\n\n## [GPT](./LanguageModeling/GPT) for Generative Pre-trained Transformer\n- [Generative Pre-trained Transformer](./LanguageModeling/GPT)\n\n## OneFlow Benchmark Test Reports\n\n| Model | DType | XLA | Throughput | Speedup on 32 devices |\n| ----- | ----- | --- | ---------- | ------- |\n| [ResNet50-V1.5](./reports/resnet50_v15_fp32_report.md) | Float32 | No | 11.6k imges/sec | 30.4 |\n| [BERT base Pretrain](./reports/bert_fp32_report.md) | Float32 | No | 530k tokens/sec | 28.54 |\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Foneflow-inc%2Foneflow-benchmark","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Foneflow-inc%2Foneflow-benchmark","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Foneflow-inc%2Foneflow-benchmark/lists"}