2023-03-02 13:29:07 +08:00
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欢迎来到 MMPretrain 中文教程!
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2021-05-29 10:00:37 +08:00
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==========================================
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2023-04-03 16:39:58 +08:00
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MMPretrain 是一个全新升级的预训练开源算法框架,旨在提供各种强大的预训练主干网络,
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并支持了不同的预训练策略。MMPretrain 源自著名的开源项目
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`MMClassification <https://github.com/open-mmlab/mmclassification/tree/1.x>`_
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和 `MMSelfSup <https://github.com/open-mmlab/mmselfsup>`_,并开发了许多令人兴奋的新功能。
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目前,预训练阶段对于视觉识别至关重要,凭借丰富而强大的预训练模型,我们能够改进各种下游视觉任务。
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我们的代码库旨在成为一个易于使用和用户友好的代码库库,并简化学术研究活动和工程任务。
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我们在以下不同部分中详细介绍了 MMPretrain 的特性和设计。
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MMPretrain 上手路线
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-------------------------------
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为了用户能够快速上手,我们推荐以下流程:
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- 对于想要使用 MMPretrain 的用户,我们推荐先阅读 开始你的第一步_ 部分来设置环境。
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- 对于一些基础使用,我们建议用户阅读 教程_ 来学习如何使用算法库来获得预训练模型以及在下游任务进行评测。
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- 若您想进行算法的自定义,我们提供了 进阶教程_ 来阐述了代码修改的方法和规则。
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- 如果您想找到所期望的预训练模型,您可以浏览 模型库_,其中包含了模型库的总结,以及各类主干网络和预训练算法的介绍。
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- 我们同样提供了 分析工具_ 和 可视化_ 来辅助模型分析。
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- 另外,如果您还有其它问题,欢迎查阅 其他说明_,也许可以找到您想要的答案。
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我们始终非常欢迎用户的 PRs 和 Issues 来完善 MMPretrain!
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.. _开始你的第一步:
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.. toctree::
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:maxdepth: 1
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:caption: 开始你的第一步
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get_started.md
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.. _教程:
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.. toctree::
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:maxdepth: 1
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:caption: 教程
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user_guides/config.md
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user_guides/dataset_prepare.md
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user_guides/inference.md
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user_guides/train.md
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user_guides/test.md
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user_guides/downstream.md
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.. _进阶教程:
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.. toctree::
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:maxdepth: 1
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:caption: 进阶教程
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advanced_guides/datasets.md
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advanced_guides/pipeline.md
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advanced_guides/modules.md
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advanced_guides/schedule.md
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advanced_guides/runtime.md
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advanced_guides/evaluation.md
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advanced_guides/convention.md
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.. _模型库:
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.. toctree::
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:maxdepth: 1
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:caption: 模型库
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:glob:
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modelzoo_statistics.md
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papers/*
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.. _可视化:
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.. toctree::
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:maxdepth: 1
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:caption: 可视化
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useful_tools/dataset_visualization.md
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useful_tools/scheduler_visualization.md
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useful_tools/cam_visualization.md
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useful_tools/t-sne_visualization.md
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.. _分析工具:
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.. toctree::
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:maxdepth: 1
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:caption: 分析工具
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useful_tools/print_config.md
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useful_tools/verify_dataset.md
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useful_tools/log_result_analysis.md
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useful_tools/complexity_analysis.md
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useful_tools/confusion_matrix.md
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useful_tools/shape_bias.md
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.. toctree::
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:maxdepth: 1
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:caption: 部署
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useful_tools/model_serving.md
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.. toctree::
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:maxdepth: 1
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:caption: 迁移指南
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migration.md
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.. toctree::
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:maxdepth: 1
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:caption: API 参考文档
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mmpretrain.apis <api/apis>
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mmpretrain.engine <api/engine>
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mmpretrain.datasets <api/datasets>
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数据处理 <api/data_process>
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mmpretrain.models <api/models>
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mmpretrain.structures <api/structures>
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mmpretrain.visualization <api/visualization>
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mmpretrain.evaluation <api/evaluation>
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mmpretrain.utils <api/utils>
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.. _其他说明:
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.. toctree::
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:maxdepth: 1
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2022-06-01 18:31:57 +08:00
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:caption: 其他说明
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notes/contribution_guide.md
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notes/projects.md
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notes/changelog.md
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notes/faq.md
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notes/pretrain_custom_dataset.md
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notes/finetune_custom_dataset.md
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2022-01-26 18:26:01 +08:00
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2023-04-14 13:58:10 +08:00
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.. toctree::
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:maxdepth: 1
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:caption: 设备支持
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device/npu.md
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.. toctree::
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:caption: 切换语言
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2023-04-06 20:58:52 +08:00
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English <https://mmpretrain.readthedocs.io/en/latest/>
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简体中文 <https://mmpretrain.readthedocs.io/zh_CN/latest/>
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索引与表格
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==================
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* :ref:`genindex`
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* :ref:`search`
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