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【Hackathon No.26】 #27
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# paddle.nn.TripletMarginLoss 设计文档 | ||
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|API名称 | 新增API名称 | | ||
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|提交作者<input type="checkbox" class="rowselector hidden"> | 高崧淇 李应钦 | | ||
|提交时间<input type="checkbox" class="rowselector hidden"> | 2022-03-12 | | ||
|版本号 | V1.0 | | ||
|依赖飞桨版本<input type="checkbox" class="rowselector hidden"> | develop | | ||
|文件名 | paddle.nn.TripletMarginLoss.md<br> | | ||
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# 一、概述 | ||
## 1、相关背景 | ||
paddle.nn.TripletMarginLoss 是三元损失函数,其针对 anchor 和正负对计算 P 范数距离下的三元损失,从而获得损失值。 | ||
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## 3、意义 | ||
使paddle支持更多的损失函数 | ||
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# 二、飞桨现状 | ||
无此功能,但可以在python层通过调用基础api的形式实现。 | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. 可以进一步参考 paddle 其他损失函数 API 实现方式,并对关键逻辑、是否可以复用进行描述 |
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# 三、业内方案调研 | ||
torch有此api,是在c++层实现的,不过调用的基础op飞桨均有实现 | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. 可以补充完整 torch api 的实现方式,包含关键代码和核心逻辑,从而明确实现原理 |
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# 四、对比分析 | ||
本方案计划在python层开发,不涉及底层c++,故减轻了日后的编译开销,计算全部在c++层,不会损失性能。 | ||
且与torch的api一致,方便用户无缝迁移到paddle。 | ||
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. 对比分析部分可以阐述不同方案(torch,paddle,numpy,tensorflow等)对于参数设计差异,对参数维度支持差异,特殊场景支持差异等。 |
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# 五、设计思路与实现方案 | ||
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## 命名与参数设计 | ||
新增两个api,调用路径为: | ||
paddle.nn.TripletMarginLoss | ||
和 | ||
paddle.nn.functional.triplet_margin_loss | ||
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[//]: # (参考:[飞桨API 设计及命名规范](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/dev_guides/api_contributing_guides/api_design_guidelines_standard_cn.html)) | ||
## 底层OP设计 | ||
无需底层op | ||
## API实现方案 | ||
核心功能放在functional中,在nn中暴露出来,方便用户调用,与其它api一致 | ||
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. 实现方案中需要指明关键逻辑步骤 |
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# 六、测试和验收的考量 | ||
- 数值正确性及稳定性 | ||
- 支持的数据类型 | ||
- 异常检测 | ||
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. 测试用例需要进一步具体化 |
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[//]: # (参考:[新增API 测试及验收规范](https://www.paddlepaddle.org.cn/documentation/docs/zh/develop/dev_guides/api_contributing_guides/api_accpetance_criteria_cn.html)) | ||
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# 七、可行性分析和排期规划 | ||
根据调研结果,已经开发了一个版本的functional.triplet_margin_loss,可以直接调用,数值正确,有待进一步测试。 | ||
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预计整体工期在一周之内,完成文档、代码、测试、验收。 | ||
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# 八、影响面 | ||
无 | ||
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[//]: # (# 名词解释) | ||
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[//]: # (# 附件及参考资料) |
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意义可以进一步具体化,比如增加API
xx
,实现xx的功能。