From 4d4d60c063900fa16187d0a0548077327e3b3511 Mon Sep 17 00:00:00 2001 From: alouhahaha Date: Wed, 26 Aug 2020 10:09:53 +0800 Subject: [PATCH 1/4] new commercial case --- docs/source_zh_cn/case.rst | 7 + .../case/bert_poetry/bert_poetry.md | 305 ++++++++++++++++++ .../case/bert_poetry/image/bert_model.PNG | Bin 0 -> 73586 bytes .../case/bert_poetry/image/finetune.PNG | Bin 0 -> 102187 bytes .../case/bert_poetry/image/introduce.png | Bin 0 -> 24956 bytes docs/source_zh_cn/index.rst | 3 +- 6 files changed, 314 insertions(+), 1 deletion(-) create mode 100644 docs/source_zh_cn/case.rst create mode 100644 docs/source_zh_cn/case/bert_poetry/bert_poetry.md create mode 100644 docs/source_zh_cn/case/bert_poetry/image/bert_model.PNG create mode 100644 docs/source_zh_cn/case/bert_poetry/image/finetune.PNG create mode 100644 docs/source_zh_cn/case/bert_poetry/image/introduce.png diff --git a/docs/source_zh_cn/case.rst b/docs/source_zh_cn/case.rst new file mode 100644 index 0000000000..73462ae50d --- /dev/null +++ b/docs/source_zh_cn/case.rst @@ -0,0 +1,7 @@ +设计文档 +=========== + +.. toctree:: + :maxdepth: 1 + + case/bert_poetry diff --git a/docs/source_zh_cn/case/bert_poetry/bert_poetry.md b/docs/source_zh_cn/case/bert_poetry/bert_poetry.md new file mode 100644 index 0000000000..5ea594f110 --- /dev/null +++ b/docs/source_zh_cn/case/bert_poetry/bert_poetry.md @@ -0,0 +1,305 @@ +# 智能写诗 + + + +- [智能写诗](#智能写诗) + - [案例简介](#案例简介) + - [模型介绍](#模型介绍) + - [模型训练](#模型训练) + - [Pre-training](#pre-training) + - [Fine-tuning](#fine-tuning) + - [模型修改](#模型修改) + - [样例代码](#样例代码) + - [实现步骤](#实现步骤) + - [基础信息](#基础信息) + - [数据准备](#数据准备) + - [训练](#训练) + - [推理验证](#推理验证) + - [服务部署](#服务部署) + - [参考资料](#参考资料) + + + +五千年历史孕育了深厚的中华文化,而诗词是中华文化不可或缺的一部分,欣赏过诗词就可以感受到当中纯净、辽阔的意境,极致的感性,恰恰弥补了节奏紧迫的现代生活带给我们的拥挤感、浮躁感,古语曰:熟读唐诗三百首,不会作诗也会吟,今天理科生MindSpore也来秀一秀文艺范儿! + +## 案例简介 + +通过MindSpore训练出智能写诗模型及部署预测服务,具体流程如下图所示: + +![image](image/introduce.PNG) + +图1:案例流程图 + +由于Bert预训练比较费时费力,在本案例中省略了预训练阶段,直接提供MindSpore预训练好的Bert-Base模型,经过Fine-tuning后训练获得最终的模型的训练全流程。 + +除此之外,将展示如何通过MindSpore Serving将该模型部署成一个预测服务,Clients代码可以发送请求给该预测服务并获得预测结果。 + +## 模型介绍 + +和诗词打交道需要用NLP相关的网络,BERT作为NLP领域中里程碑式的模型,极大地推动了NLP社区的发展,BERT模型由Google提出,采用Transformer中的Encoder结构,通过若干层Encoder的堆叠并借由注意力机制,在多项GLUE(General Language Understanding Evaluation)任务中取得了SOTA(State Of The Art)的效果。 + +正是由于这种注意力的机制,不同于以往的循环神经网络的结构,可以做高度的并行计算,这样便可以充分发挥出Ascend 910AI处理器的强大算力,获得极佳的性能表现。 + +## 模型训练 + +分为两个步骤,即Pre-training和Fine-tuning。首先在海量无标签的数据上进行Pre-training,希望通过此过程让模型掌握一般的人类语言语义机制,然后在Fine-tuning阶段会针对特定细分领域的有标签数据进行训练以完成特定任务。 + +### Pre-training + +Pre-training是在无标签数据上进行的自编码训练,因此训练任务的设计尤为重要,BERT中的Pre-training包含两项任务MLM(Masked Language Model)和NSP(Next Sentence Prediction)。 + +- **MLM任务**是在输入时,随机将部分token置换为[MASK]标记,然后通过注意力机制,由其上下文预测出被遮挡位置的原始token。 + +- BERT模型的输入是两“句”话:A与B,构造数据的时候会以50%的概率随机调换A、B的位置,**NSP任务**是预测A与B是否是相连的两“句”话。 + +在MLM基础上再增加一个NSP任务,是考虑到实际任务中并没有MLM这种任务,增加一个更符合实际任务类型的预训练任务。 + +从上述描述中可以看出,Pre-training并不需要任务数据标签,这种MLM的训练任务本质上是去噪自编码模型,因此BERT可以利用海量的无标签数据来进行预训练。通过预训练阶段的任务设置,BERT可以从无标签数据中学到基础语义逻辑,然后配合Finetune过程完成特定任务训练。 + +BERT模型的结构如下图所示,输入两“句”话,如果是中文模型,那么每一个token对应一个汉字,[CLS]和[SEP]是插入的特殊标识位。 + +![Teaser image](image/bert_model.PNG) + +图2:Bert模型结构[1] + +### Fine-tuning + +Fine-tuning是在BERT的预训练模型基础上,在最后增加一层适配实际任务,然后在有标签数据上进行少量的训练。 + +Fine-tuning的模式可以分为两大类,end-to-end Fine-tuning和feature-based approach,两者的区别在于Finetune阶段中是否修改BERT预训练模型中的参数,正常情况下都是使用end-to-end Fine-tuning。 + +### 模型修改 + +BERT采用了Encoder结构,`attention_mask`为全1的向量,即每个token都可以看到其前后的token,此举帮助每一个token都可以了解到整句话信息从而加强语义理解能力,所以BERT天生就不是生成式模型。 + +语句生成任务中,在生成下一个token时,应当只能看到之前token的信息,而不应该看到全局信息,因此需要在修改`attention_mask`为下三角矩阵,这样当前token只能看到自己及之前的token信息。 + +用于Fine-tuning的数据是40000多首诗词,并无标签,因此构造Fine-tuning任务如下图所示,每一个token的输出要接近下一个标签token,使用交叉熵作为损失函数。 + +![Teaser image](image/finetune.PNG) + +图2:训练流程示意图 + +## 样例代码 + +样例代码可[点击下载](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com:443/DemoCode/bert_poetry.rar),可直接运行体验实现写诗效果,代码结构如下: + +``` +└─bert_poetry + ├── src + ├── bert_for_pre_training.py # 封装BERT-Base正反向网络类 + ├── bert_model.py # 定义BERT正向网络结构 + ├── finetune_config.py # Fine-tuning配置文件 + ├── fused_layer_norm.py # 定义fused_layer_norm + ├── __init__.py # __init__ + ├── utils.py # 定义Fine-tuning正向网络结构 + └── poetry_dataset.py # 部分代码取自[2],解析poetry.txt,生成所需dataset + ├── vocab.txt # 词汇表 + ├── generator.py # 部分代码取自[2],推理生成诗句使用函数 + ├── poetry.py # 训练、推理、导出函数 + ├── serving + ├── ms_serving # 启动服务器侧serving + ├── bert_flask.py # 服务器侧接收requests请求 + ├── poetry_client.py # 客户端代码 + ├── ms_service_pb2_grpc.py # 定义了grpc相关函数供bert_flask.py使用 + └── ms_service_pb2.py # 定义了protocol buffer相关函数供bert_flask.py使用 + +``` + +## 实现步骤 + +### 基础信息 + +基于MindSpore 0.6.0-beta版本,在Ascend 910AI处理器平台上进行训练及推理。 + +### 数据准备 + +安装bert4keras [3],需要用到其中的`Tokenizer`和`load_vocab`函数,安装命令如下: +``` +pip install bert4keras +pip install bottle +``` + +数据集为43030首诗词:可[下载](https://github.com/AaronJny/DeepLearningExamples/tree/master/keras-bert-poetry-generator)其中的`poetry.txt`。 + +BERT-Base模型的预训练ckpt:可在[MindSpore官网](https://www.mindspore.cn/docs/zh-CN/master/network_list.html)下载。 + +### 训练 + +在`src/finetune_config.py`中修改`pre_training_ckpt`路径,加载预训练的ckpt,修改`batch_size`为bs,修改`dataset_path`为存放诗词的路径,默认的`BertConfig`为Base模型。 + +``` +'dataset_path': '/your/path/to/poetry.txt', +'batch_size': bs, +'pre_training_ckpt': '/your/path/to/pre_training_ckpt', +``` + +执行训练指令 + +``` +python poetry.py +``` + +### 推理验证 + +修改`poetry.py`中`test_eval`函数来控制随机生成、续写诗句或是藏头诗。 + +`generate_random_poetry`函数实现随机生成和续写诗句的功能,如果入参`s`为空则代表随机生成,`s`不为空则为续写诗句。 + +``` + output = generate_random_poetry(poetrymodel, s='') #随机生成 + output = generate_random_poetry(poetrymodel, s='天下为公') #续写诗句 +``` + +`generate_hidden`函数实现生成藏头诗的功能,入参`head`为隐藏的头部语句。 +``` + output = generate_hidden(poetrymodel, head="人工智能") #藏头诗 +``` + +执行推理指令 + +``` +python poetry.py --train=False --ckpt_path=/your/ckpt/path +``` + +会打印出最终生成的诗句,脚本中默认生成一首随机生成、一首续写诗词、一首藏头诗,结果如下所示: + +随机生成: + +``` +大堤柳暗, +春深树根。 +东望一望, +断回还家。 +山色渐风雨, +东风多雨禾。 +无情与去, +万里所思。 +``` + +续写 【天下为公】: + +``` +天下为公少, +唯君北向西。 +远山无路见, +长水见人偏。 +一路巴猿啸, +千峰楚客啼。 +幽深有诗策, +无以话年华。 +``` + +藏头诗 【人工智能】: + +``` +人君离别难堪望, +工部张机自少年。 +智士不知身没处, +能令圣德属何年。 +``` + +### 服务部署 + +通过MindSpore Serving将训练好的模型部署成推理服务。服务端部署包含以下3个步骤:模型导出、Serving服务启动、预处理及后处理的服务启动;客户端发送推理请求给服务端进行模型推理,推理生成的诗句返回给客户端展示。 + +- 模型导出 + +在使用Serving部署服务前,需要导出模型文件,在`poetry.py`中提供了`export_net`函数负责导出MINDIR模型,执行命令: + +``` +python poetry.py --export=True --ckpt_path=/your/ckpt/path +``` + +会在当前路径下生成`poetry.pb`文件。 + +- Serving服务 + +在服务器侧启动Serving服务,并加载导出的MINDIR文件`poetry.pb`。 + +``` +cd serving +./ms_serving --model_path=/path/to/your/MINDIR_file --model_name=your_mindir.pb +``` + +- 预处理及后处理的服务 + +预处理及后处理通过Flask框架来快速实现,在服务器侧运行`bert_flask.py`文件,启动Flask服务。 + +``` +python bert_flask.py +``` + +通过以上步骤,服务端部署就已经完成。 + +- 客户端 + +可用电脑作为客户端,修改`poetry_client.py`中的url请求地址为推理服务启动的服务器IP,并确保端口与服务端`bert_flask.py`中的端口一致,例如: + +``` +url = 'http://10.155.170.71:8080/' +``` + +运行`poetry_client.py`文件 + +``` +python poetry_client.py +``` + +此时在客户端输入指令,即可在远端服务器进行推理,返回生成的诗句。 + +``` +选择模式:0-随机生成,1:续写,2:藏头诗 +0 +``` +``` +一朵黄花叶, +千竿绿树枝。 +含香待夏晚, +澹浩长风时。 +``` + +``` +选择模式:0-随机生成,1:续写,2:藏头诗 +1 +输入首句诗 +明月 +``` +``` +明月照三峡, +长空一片云。 +秋风与雨过, +唯有客舟分。 +寒影出何处, +远林含不闻。 +不知前后事, +何道逐风君。 +``` + +``` +选择模式:0-随机生成,1:续写,2:藏头诗 +2 +输入藏头诗 +人工智能 +``` +``` +人生事太远, +工部与神期。 +智者岂无识, +能文争有疑。 +``` + +细读鉴赏一下,平仄、押韵、意味均有体现,AI诗人已然成形。 + + +> 友情提醒,修改其他类型数据集,也可以完成其他简单的生成类任务,如对春联,简单聊天机器人等,用户可尝试体验实现。 + + +## 参考资料 + +[1] [BERT:Pre-training of Deep Bidirectional Transformers for Language Understanding](https://arxiv.org/abs/1810.04805) + +[2] [https://github.com/AaronJny/DeepLearningExamples/](https://github.com/AaronJny/DeepLearningExamples/) + +[3] [https://github.com/bojone/bert4keras](https://github.com/bojone/bert4keras) + diff --git 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zeI7=asE6;^xzZl_yRLm`A?Ij)$|iD|skC&Ym2VR~f=rwXO-aWs*f_*Onv*25OzpLK1h;2q|vzjEe|gD?s!Is;FT9SgQw!dKXc2(d@@Y> zLI;Zr&UHrQ)n%co4A?)V3y@EJlnErmtye47P+#3Ah-*&0;+(iKXw&n~jRM7yXnUnU z%Qd0#VE~q|67I5nCD-O2%-;s{|1VrDn#lG r{|#$6h`8eaE1)C#zxf)Xi!ckG`VVh~mr@DGDG+IE7^qjP+C=;hP`wR9 literal 0 HcmV?d00001 diff --git a/docs/source_zh_cn/index.rst b/docs/source_zh_cn/index.rst index c390f290a5..a6644278e4 100644 --- a/docs/source_zh_cn/index.rst +++ b/docs/source_zh_cn/index.rst @@ -15,7 +15,8 @@ MindSpore文档 benchmark network_list operator_list + case constraints_on_network_construction glossary help_seeking_path - community \ No newline at end of file + community -- Gitee From e91dce2bccf43d3f12d602a516e5a3421ade11f6 Mon Sep 17 00:00:00 2001 From: alouhahaha Date: Wed, 26 Aug 2020 10:09:53 +0800 Subject: [PATCH 2/4] new commercial case --- docs/source_zh_cn/case.rst | 7 + docs/source_zh_cn/case/bert_poetry.md | 305 ++++++++++++++++++++ docs/source_zh_cn/case/image/bert_model.PNG | Bin 0 -> 73586 bytes docs/source_zh_cn/case/image/finetune.PNG | Bin 0 -> 102187 bytes docs/source_zh_cn/case/image/introduce.png | Bin 0 -> 24956 bytes docs/source_zh_cn/index.rst | 3 +- 6 files changed, 314 insertions(+), 1 deletion(-) create mode 100644 docs/source_zh_cn/case.rst create mode 100644 docs/source_zh_cn/case/bert_poetry.md create mode 100644 docs/source_zh_cn/case/image/bert_model.PNG create mode 100644 docs/source_zh_cn/case/image/finetune.PNG create mode 100644 docs/source_zh_cn/case/image/introduce.png diff --git a/docs/source_zh_cn/case.rst b/docs/source_zh_cn/case.rst new file mode 100644 index 0000000000..73462ae50d --- /dev/null +++ b/docs/source_zh_cn/case.rst @@ -0,0 +1,7 @@ +设计文档 +=========== + +.. toctree:: + :maxdepth: 1 + + case/bert_poetry diff --git a/docs/source_zh_cn/case/bert_poetry.md b/docs/source_zh_cn/case/bert_poetry.md new file mode 100644 index 0000000000..5ea594f110 --- /dev/null +++ b/docs/source_zh_cn/case/bert_poetry.md @@ -0,0 +1,305 @@ +# 智能写诗 + + + +- [智能写诗](#智能写诗) + - [案例简介](#案例简介) + - [模型介绍](#模型介绍) + - [模型训练](#模型训练) + - [Pre-training](#pre-training) + - [Fine-tuning](#fine-tuning) + - [模型修改](#模型修改) + - [样例代码](#样例代码) + - [实现步骤](#实现步骤) + - [基础信息](#基础信息) + - [数据准备](#数据准备) + - [训练](#训练) + - [推理验证](#推理验证) + - [服务部署](#服务部署) + - [参考资料](#参考资料) + + + +五千年历史孕育了深厚的中华文化,而诗词是中华文化不可或缺的一部分,欣赏过诗词就可以感受到当中纯净、辽阔的意境,极致的感性,恰恰弥补了节奏紧迫的现代生活带给我们的拥挤感、浮躁感,古语曰:熟读唐诗三百首,不会作诗也会吟,今天理科生MindSpore也来秀一秀文艺范儿! + +## 案例简介 + +通过MindSpore训练出智能写诗模型及部署预测服务,具体流程如下图所示: + +![image](image/introduce.PNG) + +图1:案例流程图 + +由于Bert预训练比较费时费力,在本案例中省略了预训练阶段,直接提供MindSpore预训练好的Bert-Base模型,经过Fine-tuning后训练获得最终的模型的训练全流程。 + +除此之外,将展示如何通过MindSpore Serving将该模型部署成一个预测服务,Clients代码可以发送请求给该预测服务并获得预测结果。 + +## 模型介绍 + +和诗词打交道需要用NLP相关的网络,BERT作为NLP领域中里程碑式的模型,极大地推动了NLP社区的发展,BERT模型由Google提出,采用Transformer中的Encoder结构,通过若干层Encoder的堆叠并借由注意力机制,在多项GLUE(General Language Understanding Evaluation)任务中取得了SOTA(State Of The Art)的效果。 + +正是由于这种注意力的机制,不同于以往的循环神经网络的结构,可以做高度的并行计算,这样便可以充分发挥出Ascend 910AI处理器的强大算力,获得极佳的性能表现。 + +## 模型训练 + +分为两个步骤,即Pre-training和Fine-tuning。首先在海量无标签的数据上进行Pre-training,希望通过此过程让模型掌握一般的人类语言语义机制,然后在Fine-tuning阶段会针对特定细分领域的有标签数据进行训练以完成特定任务。 + +### Pre-training + +Pre-training是在无标签数据上进行的自编码训练,因此训练任务的设计尤为重要,BERT中的Pre-training包含两项任务MLM(Masked Language Model)和NSP(Next Sentence Prediction)。 + +- **MLM任务**是在输入时,随机将部分token置换为[MASK]标记,然后通过注意力机制,由其上下文预测出被遮挡位置的原始token。 + +- BERT模型的输入是两“句”话:A与B,构造数据的时候会以50%的概率随机调换A、B的位置,**NSP任务**是预测A与B是否是相连的两“句”话。 + +在MLM基础上再增加一个NSP任务,是考虑到实际任务中并没有MLM这种任务,增加一个更符合实际任务类型的预训练任务。 + +从上述描述中可以看出,Pre-training并不需要任务数据标签,这种MLM的训练任务本质上是去噪自编码模型,因此BERT可以利用海量的无标签数据来进行预训练。通过预训练阶段的任务设置,BERT可以从无标签数据中学到基础语义逻辑,然后配合Finetune过程完成特定任务训练。 + +BERT模型的结构如下图所示,输入两“句”话,如果是中文模型,那么每一个token对应一个汉字,[CLS]和[SEP]是插入的特殊标识位。 + +![Teaser image](image/bert_model.PNG) + +图2:Bert模型结构[1] + +### Fine-tuning + +Fine-tuning是在BERT的预训练模型基础上,在最后增加一层适配实际任务,然后在有标签数据上进行少量的训练。 + +Fine-tuning的模式可以分为两大类,end-to-end Fine-tuning和feature-based approach,两者的区别在于Finetune阶段中是否修改BERT预训练模型中的参数,正常情况下都是使用end-to-end Fine-tuning。 + +### 模型修改 + +BERT采用了Encoder结构,`attention_mask`为全1的向量,即每个token都可以看到其前后的token,此举帮助每一个token都可以了解到整句话信息从而加强语义理解能力,所以BERT天生就不是生成式模型。 + +语句生成任务中,在生成下一个token时,应当只能看到之前token的信息,而不应该看到全局信息,因此需要在修改`attention_mask`为下三角矩阵,这样当前token只能看到自己及之前的token信息。 + +用于Fine-tuning的数据是40000多首诗词,并无标签,因此构造Fine-tuning任务如下图所示,每一个token的输出要接近下一个标签token,使用交叉熵作为损失函数。 + +![Teaser image](image/finetune.PNG) + +图2:训练流程示意图 + +## 样例代码 + +样例代码可[点击下载](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com:443/DemoCode/bert_poetry.rar),可直接运行体验实现写诗效果,代码结构如下: + +``` +└─bert_poetry + ├── src + ├── bert_for_pre_training.py # 封装BERT-Base正反向网络类 + ├── bert_model.py # 定义BERT正向网络结构 + ├── finetune_config.py # Fine-tuning配置文件 + ├── fused_layer_norm.py # 定义fused_layer_norm + ├── __init__.py # __init__ + ├── utils.py # 定义Fine-tuning正向网络结构 + └── poetry_dataset.py # 部分代码取自[2],解析poetry.txt,生成所需dataset + ├── vocab.txt # 词汇表 + ├── generator.py # 部分代码取自[2],推理生成诗句使用函数 + ├── poetry.py # 训练、推理、导出函数 + ├── serving + ├── ms_serving # 启动服务器侧serving + ├── bert_flask.py # 服务器侧接收requests请求 + ├── poetry_client.py # 客户端代码 + ├── ms_service_pb2_grpc.py # 定义了grpc相关函数供bert_flask.py使用 + └── ms_service_pb2.py # 定义了protocol buffer相关函数供bert_flask.py使用 + +``` + +## 实现步骤 + +### 基础信息 + +基于MindSpore 0.6.0-beta版本,在Ascend 910AI处理器平台上进行训练及推理。 + +### 数据准备 + +安装bert4keras [3],需要用到其中的`Tokenizer`和`load_vocab`函数,安装命令如下: +``` +pip install bert4keras +pip install bottle +``` + +数据集为43030首诗词:可[下载](https://github.com/AaronJny/DeepLearningExamples/tree/master/keras-bert-poetry-generator)其中的`poetry.txt`。 + +BERT-Base模型的预训练ckpt:可在[MindSpore官网](https://www.mindspore.cn/docs/zh-CN/master/network_list.html)下载。 + +### 训练 + +在`src/finetune_config.py`中修改`pre_training_ckpt`路径,加载预训练的ckpt,修改`batch_size`为bs,修改`dataset_path`为存放诗词的路径,默认的`BertConfig`为Base模型。 + +``` +'dataset_path': '/your/path/to/poetry.txt', +'batch_size': bs, +'pre_training_ckpt': '/your/path/to/pre_training_ckpt', +``` + +执行训练指令 + +``` +python poetry.py +``` + +### 推理验证 + +修改`poetry.py`中`test_eval`函数来控制随机生成、续写诗句或是藏头诗。 + +`generate_random_poetry`函数实现随机生成和续写诗句的功能,如果入参`s`为空则代表随机生成,`s`不为空则为续写诗句。 + +``` + output = generate_random_poetry(poetrymodel, s='') #随机生成 + output = generate_random_poetry(poetrymodel, s='天下为公') #续写诗句 +``` + +`generate_hidden`函数实现生成藏头诗的功能,入参`head`为隐藏的头部语句。 +``` + output = generate_hidden(poetrymodel, head="人工智能") #藏头诗 +``` + +执行推理指令 + +``` +python poetry.py --train=False --ckpt_path=/your/ckpt/path +``` + +会打印出最终生成的诗句,脚本中默认生成一首随机生成、一首续写诗词、一首藏头诗,结果如下所示: + +随机生成: + +``` +大堤柳暗, +春深树根。 +东望一望, +断回还家。 +山色渐风雨, +东风多雨禾。 +无情与去, +万里所思。 +``` + +续写 【天下为公】: + +``` +天下为公少, +唯君北向西。 +远山无路见, +长水见人偏。 +一路巴猿啸, +千峰楚客啼。 +幽深有诗策, +无以话年华。 +``` + +藏头诗 【人工智能】: + +``` +人君离别难堪望, +工部张机自少年。 +智士不知身没处, +能令圣德属何年。 +``` + +### 服务部署 + +通过MindSpore Serving将训练好的模型部署成推理服务。服务端部署包含以下3个步骤:模型导出、Serving服务启动、预处理及后处理的服务启动;客户端发送推理请求给服务端进行模型推理,推理生成的诗句返回给客户端展示。 + +- 模型导出 + +在使用Serving部署服务前,需要导出模型文件,在`poetry.py`中提供了`export_net`函数负责导出MINDIR模型,执行命令: + +``` +python poetry.py --export=True --ckpt_path=/your/ckpt/path +``` + +会在当前路径下生成`poetry.pb`文件。 + +- Serving服务 + +在服务器侧启动Serving服务,并加载导出的MINDIR文件`poetry.pb`。 + +``` +cd serving +./ms_serving --model_path=/path/to/your/MINDIR_file --model_name=your_mindir.pb +``` + +- 预处理及后处理的服务 + +预处理及后处理通过Flask框架来快速实现,在服务器侧运行`bert_flask.py`文件,启动Flask服务。 + +``` +python bert_flask.py +``` + +通过以上步骤,服务端部署就已经完成。 + +- 客户端 + +可用电脑作为客户端,修改`poetry_client.py`中的url请求地址为推理服务启动的服务器IP,并确保端口与服务端`bert_flask.py`中的端口一致,例如: + +``` +url = 'http://10.155.170.71:8080/' +``` + +运行`poetry_client.py`文件 + +``` +python poetry_client.py +``` + +此时在客户端输入指令,即可在远端服务器进行推理,返回生成的诗句。 + +``` +选择模式:0-随机生成,1:续写,2:藏头诗 +0 +``` +``` +一朵黄花叶, +千竿绿树枝。 +含香待夏晚, +澹浩长风时。 +``` + +``` +选择模式:0-随机生成,1:续写,2:藏头诗 +1 +输入首句诗 +明月 +``` +``` +明月照三峡, +长空一片云。 +秋风与雨过, +唯有客舟分。 +寒影出何处, +远林含不闻。 +不知前后事, +何道逐风君。 +``` + +``` +选择模式:0-随机生成,1:续写,2:藏头诗 +2 +输入藏头诗 +人工智能 +``` +``` +人生事太远, +工部与神期。 +智者岂无识, +能文争有疑。 +``` + +细读鉴赏一下,平仄、押韵、意味均有体现,AI诗人已然成形。 + + +> 友情提醒,修改其他类型数据集,也可以完成其他简单的生成类任务,如对春联,简单聊天机器人等,用户可尝试体验实现。 + + +## 参考资料 + +[1] [BERT:Pre-training of Deep Bidirectional Transformers for Language Understanding](https://arxiv.org/abs/1810.04805) + +[2] [https://github.com/AaronJny/DeepLearningExamples/](https://github.com/AaronJny/DeepLearningExamples/) + +[3] [https://github.com/bojone/bert4keras](https://github.com/bojone/bert4keras) + diff --git a/docs/source_zh_cn/case/image/bert_model.PNG b/docs/source_zh_cn/case/image/bert_model.PNG new file mode 100644 index 0000000000000000000000000000000000000000..8dddbe6be41ae9ae4cd5fef0ea7e4ab1b98a46eb GIT binary patch literal 73586 zcmd42c{r5s`#;>O#g>#cREicmk!5Hl*^;6fO9%-wWEl*mC`-0VNVdwBg!kBH#$d=6 zvTu`_u?@yDW~?)qG4tGde}3QN^Zotv{Pi5i^M~nR?)$pV^SsXW^}33=V{XKMSmN-m zUAy>=Z{4`NYu6q)@FRPW2lxwoj>HfAv)lKs(Y0MAT_@&%U-r3OHM_cN7c!BT?YJNK z{gC&qhrYXZ2{i8f>~4jAd$Ma6H_!OS)q8>V)Y|>%C(V_(OyVoaXxryGuin0Wb5d0@N^ino55p|x!45TWZOBOdhm(C^)I`UR|vl*(*M 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数据并行图解
1. 环境依赖 @@ -61,7 +63,7 @@ 因为引入了梯度聚合操作,所以各卡的模型会以相同的梯度值一起进入参数更新步骤。因此MindSpore实现的是一种同步数据并行训练方式。理论上最终每卡训练出来的模型是相同的,如果网络中含有在样本维度的归约类型操作,网络的输出可能会有所差别,这是由数据并行的切分性质决定的。 -### 代码实现 +### 数据并行代码 1. 集合通信 @@ -73,8 +75,56 @@ - [grad_reducer.py](https://gitee.com/mindspore/mindspore/blob/master/mindspore/nn/wrap/grad_reducer.py): 这个文件实现了梯度聚合的过程。对入参`grads`用`HyperMap`展开后插入`AllReduce`算子,这里采用的是全局通信组,用户也可以根据自己网络的需求仿照这个模块进行自定义开发。MindSpore中单机和分布式执行共用一套网络封装接口,在`Cell`内部通过`ParallelMode`来区分是否要对梯度做聚合操作,网络封装接口建议参考`TrainOneStepCell`代码实现。 -## 其他并行 +## 自动并行 -建设中,即将上线。 +自动并行作为MindSpore的关键特性,用于实现自动的数据并行加模型并行的混合并行训练方式,旨在帮助用户以单机的脚本表达并行算法逻辑,降低分布式训练难度,提高算法研发效率,同时又能保持训练的高性能。 +### 自动并行原理 + +自动并行架构图 + +1. 通用的张量排布模型 + + 在上面的架构图中,自动并行流程会对单机的正向计算图(ANF Graph)进行遍历,以算子(Distributed Operator)为单位对张量进行切分建模,表示一个算子的输入输出张量如何分布到集群各个卡上(Tensor Layout)。这种模型充分地表达了张量和设备间的映射关系,并且可以通过算法推导得到任意排布的张量间通信转换方式(Tensor Redistribution)。 + + 为了得到张量的排布模型,每个算子都具有切分策略(Parallel Strategy),它表示算子的各个输入在相应维度的切分情况。通常情况下只要满足以2为基、均匀分配的原则,张量的任意维度均可切分。以下图为例,这是一个三维矩阵乘操作,它的切分策略由两个元组构成,分别表示`input`和`weight`的切分形式。其中元组中的元素与张量维度一一对应,`2^N`为切分份数,`1`表示不切。当我们想表示一个数据并行切分策略时,即`input`的`batch`维度切分,其他维度不切,可以表达为`strategy=((2^N, 1, 1),(1, 1, 1))`;当表示一个模型并行切分策略时,即`weight`的`channel`维度切分,其他维度不切,可以表达为`strategy=((1, 1, 1),(1, 1, 2^N))`;当表示一个混合并行切分策略时,可以表达为`strategy=((2^N, 1, 1),(1, 1, 2^N))`。 + 算子切分定义 + + 依据算子的切分策略,框架将自动推导得到算子输入张量和输出张量的排布模型。这个排布模型由`device_matrix`,`tensor_shape`和`tensor map`组成,分别表示设备矩阵形状、张量形状、设备和张量维度间的映射关系。根据排布模型框架可以自动实现对整图的切分,并推导插入算子内张量重复计算及算子间不同排布的张量变换所需要的通信操作。以数据并行转模型并行为例,第一个数据并行矩阵乘的输出在`batch`维度存在切分,而第二个模型并行矩阵乘的输入需要全量张量,框架将会自动插入`AllGather`算子实现排布变换。 + + 张量排布变换 + + 总体来说这种分布式表达打破了数据并行和模型并行的边界,轻松实现混合并行。并且用户无需感知模型各切片放到哪个设备上运行,框架会自动调度分配。从脚本层面上,用户仅需构造单机网络,即可表达并行算法逻辑。 + +2. 高效的并行策略搜索算法 + + 当用户熟悉了算子的切分表达,并手动对算子配置切分策略,这就是`SEMI_AUTO_PARALLEL`半自动并行模式。这种方式对手动调优有帮助,但还是具有一定的调试难度,用户需要掌握并行原理,并根据网络结构、集群拓扑等计算分析得到高性能的并行方案。为了进一步帮助用户加速并行网络训练过程,在半自动并行模式的基础上,`AUTO_PARALLEL`自动并行模式引入了并行切分策略自动搜索的特性。自动并行围绕昇腾AI处理器构建代价函数模型(Cost Model),计算出一定数据量、一定算子在不同切分策略下的计算开销(Computation Cost),内存开销(Memory Cost)及通信开销(Communication Cost)。然后通过动态规划算法(Dynamic Programming),以单卡的内存上限为约束条件,高效地搜索出性能较优的切分策略。 + + 策略搜索这一步骤代替了用户手动指定模型切分,在短时间内可以得到较高性能的切分方案,极大降低了并行训练的使用门槛。 + + +3. 便捷的分布式自动微分 + + 传统的手动模型切分除了需要关注正向网络通信还需要考虑网络反向的并行运算,MindSpore通过将通信操作包装为算子,并利用框架原有的自动微分操作自动生成通信算子反向,所以即便在进行分布式训练时,用户同样只需关注网络的前向传播,真正实现训练的全自动并行。 + +### 自动并行代码 + +1. 张量排布模型 + - [tensor_layout](https://gitee.com/mindspore/mindspore/tree/master/mindspore/ccsrc/frontend/parallel/tensor_layout):这个目录下包含了张量排布模型相关功能的定义及实现。其中`tensor_layout.h`中声明了一个张量排布模型需要具备的成员变量`tensor_map_origin_`,`tensor_shape_`和`device_arrangement_`等。在`tensor_redistribution.h`中声明了实现张量排布间`from_origin_`和`to_origin_`变换的相关方法,将推导得到的重排布操作保存在`operator_list_`中返回,并计算得到重排布所需的通信开销`comm_cost_`, 内存开销`memory_cost_`及计算开销`computation_cost_`。 + +2. 分布式算子 + - [ops_info](https://gitee.com/mindspore/mindspore/tree/master/mindspore/ccsrc/frontend/parallel/ops_info):这个目录下包含了分布式算子的具体实现。在`operator_info.h`中定义了分布式算子实现的基类`OperatorInfo`,开发一个分布式算子需要继承于这个基类并显式实现相关的虚函数。其中`InferTensorInfo`,`InferTensorMap`和`InferDevMatrixShape`函数定义了推导该算子输入、输出张量排布模型的算法。`InferForwardCommunication`,`InferMirrorOps`等函数定义了切分该算子需要插入的额外计算、通信操作。`CheckStrategy`和`GenerateStrategies`函数定义了算子切分策略校验和生成。根据切分策略`SetCostUnderStrategy`将会产生该策略下分布式算子的并行开销值`operator_cost_`。 + +3. 策略搜索算法 + - [auto_parallel](https://gitee.com/mindspore/mindspore/tree/master/mindspore/ccsrc/frontend/parallel/auto_parallel):这个目录下实现了并行策略搜索的算法。`graph_costmodel.h`定义了构图信息,其中每个点表示一个算子`OperatorInfo`,有向边`edge_costmodel.h`表示算子的输入输出关系及重排布的代价。`operator_costmodel.h`中定义了每个算子的代价模型,包括计算代价、通信代价和内存代价。`dp_algorithm_costmodel.h`主要描述了动态规划算法的主要流程,由一系列图操作组成。在`costmodel.h`中定义了cost和图操作的数据结构。 + +4. 设备管理 + - [device_manager.h](https://gitee.com/mindspore/mindspore/blob/master/mindspore/ccsrc/frontend/parallel/device_manager.h):这个文件实现了集群设备通信组的创建及管理。其中设备矩阵模型由`device_matrix.h`定义,通信域由`group_manager.h`管理。 + +5. 整图切分 + - [step_auto_parallel.h](https://gitee.com/mindspore/mindspore/blob/master/mindspore/ccsrc/frontend/parallel/step_auto_parallel.h), [step_parallel.h](https://gitee.com/mindspore/mindspore/blob/master/mindspore/ccsrc/frontend/parallel/step_parallel.h):这两个文件包含了自动并行流程的核心实现。首先由`step_auto_parallel.h`调用策略搜索流程并产生分布式算子的`OperatorInfo`,然后在`step_parallel.h`中处理算子切分和张量重排布等流程,对单机计算图进行分布式改造。 + + +6. 通信算子反向 + - [grad_comm_ops.py](https://gitee.com/mindspore/mindspore/blob/master/mindspore/ops/_grad/grad_comm_ops.py): 这个文件定义了`AllReduce`和`AllGather`等通信算子的反向操作。 diff --git a/docs/source_zh_cn/design/mindspore/images/auto_parallel.png b/docs/source_zh_cn/design/mindspore/images/auto_parallel.png new file mode 100644 index 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zXv$AudD^L^^g$E7ily7x2*dM>?!`?O^&E|`5`r>$z)n+B_vM5D&HNc4luva|0_Oup zr2EC>hnnLtF%%pYjc_;y#j~>|jo{?mnGQLZt#&v0?(_2-R;Cb#bTq09G~i4 z&N{XCil`3Zs&y5Dqj5F7o6o;gbLW+XoBR$u*ZhyQu%iZ_O+c2eklSg}TdDh=5vJBr zOUR7WWAFx>MHr^*z;$A58tJxTL7ON9T4{(3zFmIR&Na&s*@>Y zK@s+9!A>)B@`>t^Ih?#*Vsjy>x$S!-mZy|V=E9Q7DBGm|gU~f9Hg(yt7H8i%dFR^p zE=p&hE5zr7W*2tqbeG^UW%Vphg_W;SD&ERzl7P4{b0f6i%%V5c_(}vBvmdkYWlv8`#6Rihn&|XN`#lam=Z`y+-<`%$ka?D24a~ z74YWYS_#3EM!OEVUW6P#8Q&8=T^;UD1yfzU%>2~5oH>6F_)N7rhz-yJtmBz;>Kql~@@^jg z(Gj-(;k0&il__}Ukr(j1duQP30=#4Do z=z=sM{S}cMt>KS_T>nOEFuxNfzFM@HzX#ev`kUS1;r2x~6io0*6$S(x8*p2DVcC;V zCTMF|WBhH_H^ugpb~Krt-rr@mUgxNiiLD=l7zJ;bEs;>wO0S((%fJ1amci@v)jzOV zv*0}wF1OJhAe*Irh#C%^?L*A%3wKHWa1+@uLO{TElW0Hcv&@&TX1Hzp&q7S11-)QC zMfCtbR$wXD1LI9&%KttG3w$nx^$Q@y z*(DHDM$gcC!YUxNn@s{Eh(#JYD@<);T3K0RWZUt$F|e literal 0 HcmV?d00001 diff --git a/tutorials/source_en/advanced_use/distributed_training_ascend.md b/tutorials/source_en/advanced_use/distributed_training_ascend.md index bc1de3258c..6cfb3db242 100644 --- a/tutorials/source_en/advanced_use/distributed_training_ascend.md +++ b/tutorials/source_en/advanced_use/distributed_training_ascend.md @@ -212,10 +212,9 @@ The `Momentum` optimizer is used as the parameter update tool. The definition is ## Training the Network -`context.set_auto_parallel_context` is an API for users to set parallel training parameters and must be called before the initialization of `Model`. If no parameters are specified, MindSpore will automatically set parameters to the empirical values based on the parallel mode. For example, in data parallel mode, `parameter_broadcast` is enabled by default. The related parameters are as follows: +`context.set_auto_parallel_context` is an API for users to set parallel training parameters and must be called before the initialization of networks. The related parameters are as follows: - `parallel_mode`: parallel distributed mode. The default value is `ParallelMode.STAND_ALONE`. The options are `ParallelMode.DATA_PARALLEL` and `ParallelMode.AUTO_PARALLEL`. -- `parameter_broadcast`: whether to broadcast initialized parameters. The default value is `True` in `DATA_PARALLEL` and `HYBRID_PARALLEL` mode. - `mirror_mean`: During backward computation, the framework collects gradients of parameters in data parallel mode across multiple hosts, obtains the global gradient value, and transfers the global gradient value to the optimizer for update. The default value is `False`, which indicates that the `allreduce_sum` operation is applied. The value `True` indicates that the `allreduce_mean` operation is applied. - `enable_parallel_optimizer`: a developing feature. Whether to use optimizer model parallel, which improves performance by distributing the parameters to be updated to each worker, and applying Broadcast among workers to share updated parameters. This feature can be used only in data parallel mode and when the number of parameters is larger than the number of devices. diff --git a/tutorials/source_zh_cn/advanced_use/distributed_training_ascend.md b/tutorials/source_zh_cn/advanced_use/distributed_training_ascend.md index 3ad4ef13f4..d02d36a460 100644 --- a/tutorials/source_zh_cn/advanced_use/distributed_training_ascend.md +++ b/tutorials/source_zh_cn/advanced_use/distributed_training_ascend.md @@ -215,12 +215,11 @@ class SoftmaxCrossEntropyExpand(nn.Cell): ## 训练网络 -`context.set_auto_parallel_context`是配置并行训练参数的接口,必须在`Model`初始化前调用。如用户未指定参数,框架会自动根据并行模式为用户设置参数的经验值。如数据并行模式下,`parameter_broadcast`默认打开。主要参数包括: +`context.set_auto_parallel_context`是配置并行训练参数的接口,必须在初始化网络之前调用。主要参数包括: - `parallel_mode`:分布式并行模式,默认为单机模式`ParallelMode.STAND_ALONE`。可选数据并行`ParallelMode.DATA_PARALLEL`及自动并行`ParallelMode.AUTO_PARALLEL`。 -- `parameter_broadcast`: 参数初始化广播开关,`DATA_PARALLEL`和`HYBRID_PARALLEL`模式下,默认值为`True`。 - `mirror_mean`:反向计算时,框架内部会将数据并行参数分散在多台机器的梯度值进行收集,得到全局梯度值后再传入优化器中更新。默认值为`False`,设置为True对应`allreduce_mean`操作,False对应`allreduce_sum`操作。 -- `enable_parallel_optimizer`:开发中特性。打开优化器模型并行开关,通过拆分权重到各卡分别进行更新再同步的方式以提升性能。该特性只在数据并行模式和参数量大于机器数时有效。 +- `enable_parallel_optimizer`:开发中特性。打开优化器模型并行开关,通过拆分权重到各卡分别进行更新再同步的方式以提升性能。该参数目前只在数据并行模式和参数量大于机器数时有效,支持`Lamb`和`Adam`优化器。 > `device_num`和`global_rank`建议采用默认值,框架内会调用HCCL接口获取。 -- Gitee From 240a1f83be2cf0dbcbc2244900eb52e16de61255 Mon Sep 17 00:00:00 2001 From: lihongkang <[lihongkang1@huawei.com]> Date: Tue, 25 Aug 2020 18:04:16 +0800 Subject: [PATCH 4/4] add missing operators and update op list --- docs/source_en/operator_list.md | 21 +++++++++++---------- docs/source_zh_cn/operator_list.md | 21 +++++++++++---------- 2 files changed, 22 insertions(+), 20 deletions(-) diff --git a/docs/source_en/operator_list.md b/docs/source_en/operator_list.md index c6eb5188b5..4a3a266d1f 100644 --- a/docs/source_en/operator_list.md +++ b/docs/source_en/operator_list.md @@ -23,7 +23,7 @@ | [mindspore.nn.ReLU6](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.ReLU6) |Supported | Supported | Supported |layer/activation | [mindspore.nn.HSwish](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.HSwish) | Doing | Supported | Doing |layer/activation | [mindspore.nn.HSigmoid](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.HSigmoid) | Doing | Supported | Doing |layer/activation -| [mindspore.nn.LeakyReLU](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.LeakyReLU) | Supported |Doing | Doing |layer/activation +| [mindspore.nn.LeakyReLU](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.LeakyReLU) | Supported |Supported | Doing |layer/activation | [mindspore.nn.Tanh](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Tanh) | Supported | Supported | Doing |layer/activation | [mindspore.nn.GELU](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.GELU) | Supported | Supported | Doing |layer/activation | [mindspore.nn.Sigmoid](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Sigmoid) | Supported |Supported | Doing |layer/activation @@ -41,8 +41,8 @@ | [mindspore.nn.Conv2d](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv2d) | Supported | Supported | Supported |layer/conv | [mindspore.nn.Conv2dTranspose](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv2dTranspose) | Supported | Supported | Doing |layer/conv | [mindspore.nn.Conv2dBnAct](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv2dBnAct) | Supported | Supported | Supported |layer/conv -| [mindspore.nn.Conv1d](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv1d) | Supported | Doing | Doing |layer/conv -| [mindspore.nn.Conv1dTranspose](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv1dTranspose) | Supported | Doing | Doing |layer/conv +| [mindspore.nn.Conv1d](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv1d) | Supported | Supported | Doing |layer/conv +| [mindspore.nn.Conv1dTranspose](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv1dTranspose) | Supported | Supported | Doing |layer/conv | [mindspore.nn.Embedding](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Embedding) |Doing | Supported | Doing |layer/embedding | [mindspore.nn.ImageGradients](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.ImageGradients) | Doing |Doing | Doing |layer/image | [mindspore.nn.SSIM](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.SSIM) | Supported | Supported | Doing |layer/image @@ -60,11 +60,12 @@ | [mindspore.nn.LinSpace](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.LinSpace) | Supported | Doing | Doing | layer/normalization | [mindspore.nn.MaxPool2d](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.MaxPool2d) | Supported | Supported | Supported |layer/pooling | [mindspore.nn.AvgPool2d](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.AvgPool2d) | Supported | Supported | Doing |layer/pooling -| [mindspore.nn.L1Loss](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.L1Loss) |Doing |Doing | Doing |loss/loss +| [mindspore.nn.L1Loss](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.L1Loss) |Doing |Supported | Doing |loss/loss | [mindspore.nn.MSELoss](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.MSELoss) | Supported |Doing | Doing |loss/loss | [mindspore.nn.SmoothL1Loss](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.SmoothL1Loss) |Supported |Doing | Doing |loss/loss | [mindspore.nn.SoftmaxCrossEntropyWithLogits](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.SoftmaxCrossEntropyWithLogits) | Supported | Supported | Doing |loss/loss -| [mindspore.nn.SoftmaxCrossEntropyExpand](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.SoftmaxCrossEntropyExpand) | Supported |Doing | Doing |loss/loss +| [mindspore.nn.SoftmaxCrossEntropyExpand](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.SoftmaxCrossEntropyExpand) | Supported |Supported | Doing |loss/loss +| [mindspore.nn.CosineEmbeddingLoss](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.CosineEmbeddingLoss) |Supported |Supported | Doing |loss/loss | [mindspore.nn.ProximalAdagrad](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.ProximalAdagrad) | Supported | Doing | Doing |optim/ProximalAdagrad | [mindspore.nn.LazyAdam](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.LazyAdam) | Supported | Doing | Doing |optim/lazyadam | [mindspore.nn.Adam](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Adam) | Supported |Doing | Doing |optim/adam @@ -139,7 +140,7 @@ | [mindspore.ops.operations.ApplyProximalAdagrad](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyProximalAdagrad) | Supported | Doing | Doing | nn_ops | [mindspore.ops.operations.FusedSparseLazyAdam](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FusedSparseLazyAdam) | Doing | Doing | Supported | nn_ops | [mindspore.ops.operations.FusedSparseAdam](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FusedSparseAdam) | Doing | Doing | Supported | nn_ops -| [mindspore.ops.operations.SmoothL1Loss](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SmoothL1Loss) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.SmoothL1Loss](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SmoothL1Loss) | Supported | Supported | Doing | nn_ops | [mindspore.ops.operations.SGD](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SGD) | Supported | Supported | Doing | nn_ops | [mindspore.ops.operations.LayerNorm](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LayerNorm) | Supported | Supported | Doing | nn_ops | [mindspore.ops.operations.L2Normalize](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.L2Normalize) | Supported | Doing | Doing | nn_ops @@ -189,7 +190,7 @@ | [mindspore.ops.operations.Minimum](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Minimum) | Supported | Supported | Doing | math_ops | [mindspore.ops.operations.Maximum](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Maximum) | Supported | Supported | Doing | math_ops | [mindspore.ops.operations.RealDiv](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.RealDiv) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.Div](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Div) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Div](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Div) | Supported | Supported | Doing | math_ops | [mindspore.ops.operations.DivNoNan](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DivNoNan) | Supported | Doing | Doing | math_ops | [mindspore.ops.operations.FloorDiv](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FloorDiv) | Supported | Supported | Doing | math_ops | [mindspore.ops.operations.Floor](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Floor) | Supported | Supported | Doing | math_ops @@ -258,7 +259,7 @@ | [mindspore.ops.operations.TupleToArray](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TupleToArray) | Supported | Supported | Supported | array_ops | [mindspore.ops.operations.ScalarToArray](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScalarToArray) | Supported | Supported | Supported | array_ops | [mindspore.ops.operations.ScalarToTensor](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScalarToTensor) | Supported | Supported | Supported | array_ops -| [mindspore.ops.operations.InvertPermutation](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InvertPermutation) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.InvertPermutation](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InvertPermutation) | Supported | Supported | Doing | array_ops | [mindspore.ops.operations.Argmax](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Argmax) | Supported | Supported | Supported | array_ops | [mindspore.ops.operations.Argmin](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Argmin) | Supported | Doing | Doing | array_ops | [mindspore.ops.operations.ArgMaxWithValue](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ArgMaxWithValue) | Supported | Supported | Doing | array_ops @@ -327,8 +328,8 @@ | [mindspore.ops.operations.StandardNormal](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.StandardNormal) | Supported | Supported | Doing | random_ops | [mindspore.ops.operations.Gamma](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Gamma) | Supported | Doing | Doing | random_ops | [mindspore.ops.operations.Poisson](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Poisson) | Supported | Doing | Doing | random_ops -| [mindspore.ops.operations.UniformInt](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.UniformInt) | Supported | Doing | Doing | random_ops -| [mindspore.ops.operations.UniformReal](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.UniformReal) | Supported | Doing | Doing | random_ops +| [mindspore.ops.operations.UniformInt](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.UniformInt) | Supported | Supported | Doing | random_ops +| [mindspore.ops.operations.UniformReal](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.UniformReal) | Supported | Supported | Doing | random_ops | [mindspore.ops.operations.RandomChoiceWithMask](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.RandomChoiceWithMask) | Doing| Supported | Doing | random_ops | [mindspore.ops.operations.RandomCategorical](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.RandomCategorical) | Supported| Doing | Doing | random_ops | [mindspore.ops.operations.ScalarCast](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScalarCast) | Supported | Supported | Supported | inner_ops diff --git a/docs/source_zh_cn/operator_list.md b/docs/source_zh_cn/operator_list.md index 4bdddafe41..a840afb90d 100644 --- a/docs/source_zh_cn/operator_list.md +++ b/docs/source_zh_cn/operator_list.md @@ -28,7 +28,7 @@ | [mindspore.nn.ReLU6](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.ReLU6) |Supported | Supported | Supported |layer/activation | [mindspore.nn.HSwish](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.HSwish) | Doing | Supported | Doing |layer/activation | [mindspore.nn.HSigmoid](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.HSigmoid) | Doing | Supported | Doing |layer/activation -| [mindspore.nn.LeakyReLU](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.LeakyReLU) | Supported |Doing | Doing |layer/activation +| [mindspore.nn.LeakyReLU](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.LeakyReLU) | Supported |Supported | Doing |layer/activation | [mindspore.nn.Tanh](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Tanh) | Supported | Supported | Doing |layer/activation | [mindspore.nn.GELU](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.GELU) | Supported | Supported | Doing |layer/activation | [mindspore.nn.Sigmoid](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Sigmoid) | Supported |Supported | Doing |layer/activation @@ -46,8 +46,8 @@ | [mindspore.nn.Conv2d](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv2d) | Supported | Supported | Supported |layer/conv | [mindspore.nn.Conv2dTranspose](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv2dTranspose) | Supported | Supported | Doing |layer/conv | [mindspore.nn.Conv2dBnAct](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv2dBnAct) | Supported | Supported | Supported |layer/conv -| [mindspore.nn.Conv1d](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv1d) | Supported | Doing | Doing |layer/conv -| [mindspore.nn.Conv1dTranspose](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv1dTranspose) | Supported | Doing | Doing |layer/conv +| [mindspore.nn.Conv1d](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv1d) | Supported | Supported | Doing |layer/conv +| [mindspore.nn.Conv1dTranspose](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv1dTranspose) | Supported | Supported | Doing |layer/conv | [mindspore.nn.Embedding](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Embedding) |Doing | Supported | Doing |layer/embedding | [mindspore.nn.ImageGradients](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.ImageGradients) | Doing |Doing | Doing |layer/image | [mindspore.nn.SSIM](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.SSIM) | Supported | Supported | Doing |layer/image @@ -65,11 +65,12 @@ | [mindspore.nn.LinSpace](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.LinSpace) | Supported | Doing | Doing | layer/normalization | [mindspore.nn.MaxPool2d](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.MaxPool2d) | Supported | Supported | Supported |layer/pooling | [mindspore.nn.AvgPool2d](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.AvgPool2d) | Supported | Supported | Doing |layer/pooling -| [mindspore.nn.L1Loss](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.L1Loss) |Doing |Doing | Doing |loss/loss +| [mindspore.nn.L1Loss](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.L1Loss) |Doing |Supported | Doing |loss/loss | [mindspore.nn.MSELoss](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.MSELoss) | Supported |Doing | Doing |loss/loss | [mindspore.nn.SmoothL1Loss](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.SmoothL1Loss) | Supported |Doing | Doing |loss/loss | [mindspore.nn.SoftmaxCrossEntropyWithLogits](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.SoftmaxCrossEntropyWithLogits) | Supported | Supported | Doing |loss/loss -| [mindspore.nn.SoftmaxCrossEntropyExpand](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.SoftmaxCrossEntropyExpand) | Supported |Doing | Doing |loss/loss +| [mindspore.nn.SoftmaxCrossEntropyExpand](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.SoftmaxCrossEntropyExpand) | Supported |Supported | Doing |loss/loss +| [mindspore.nn.CosineEmbeddingLoss](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.CosineEmbeddingLoss) |Supported |Supported | Doing |loss/loss | [mindspore.nn.ProximalAdagrad](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.ProximalAdagrad) | Supported |Doing | Doing |optim/ProximalAdagrad | [mindspore.nn.LazyAdam](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.LazyAdam) | Supported |Doing | Doing |optim/lazyadam | [mindspore.nn.Adam](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Adam) | Supported |Doing | Doing |optim/adam @@ -144,7 +145,7 @@ | [mindspore.ops.operations.ApplyProximalAdagrad](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyProximalAdagrad) | Supported | Doing | Doing | nn_ops | [mindspore.ops.operations.FusedSparseLazyAdam](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FusedSparseLazyAdam) | Doing | Doing | Supported | nn_ops | [mindspore.ops.operations.FusedSparseAdam](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FusedSparseAdam) | Doing | Doing | Supported | nn_ops -| [mindspore.ops.operations.SmoothL1Loss](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SmoothL1Loss) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.SmoothL1Loss](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SmoothL1Loss) | Supported | Supported | Doing | nn_ops | [mindspore.ops.operations.SGD](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SGD) | Supported | Doing | Doing | nn_ops | [mindspore.ops.operations.LayerNorm](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LayerNorm) | Supported | Supported | Doing | nn_ops | [mindspore.ops.operations.L2Normalize](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.L2Normalize) | Supported | Doing | Doing | nn_ops @@ -194,7 +195,7 @@ | [mindspore.ops.operations.Minimum](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Minimum) | Supported | Supported | Doing | math_ops | [mindspore.ops.operations.Maximum](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Maximum) | Supported | Supported | Doing | math_ops | [mindspore.ops.operations.RealDiv](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.RealDiv) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.Div](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Div) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Div](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Div) | Supported | Supported | Doing | math_ops | [mindspore.ops.operations.DivNoNan](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DivNoNan) | Supported | Doing | Doing | math_ops | [mindspore.ops.operations.FloorDiv](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FloorDiv) | Supported | Supported | Doing | math_ops | [mindspore.ops.operations.Floor](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Floor) | Supported | Supported | Doing | math_ops @@ -263,7 +264,7 @@ | [mindspore.ops.operations.TupleToArray](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TupleToArray) | Supported | Supported | Supported | array_ops | [mindspore.ops.operations.ScalarToArray](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScalarToArray) | Supported | Supported | Supported | array_ops | [mindspore.ops.operations.ScalarToTensor](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScalarToTensor) | Supported | Supported | Supported | array_ops -| [mindspore.ops.operations.InvertPermutation](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InvertPermutation) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.InvertPermutation](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InvertPermutation) | Supported | Supported | Doing | array_ops | [mindspore.ops.operations.Argmax](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Argmax) | Supported | Supported | Supported | array_ops | [mindspore.ops.operations.Argmin](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Argmin) | Supported | Doing | Doing | array_ops | [mindspore.ops.operations.ArgMaxWithValue](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ArgMaxWithValue) | Supported | Supported | Doing | array_ops @@ -332,8 +333,8 @@ | [mindspore.ops.operations.StandardNormal](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.StandardNormal) | Supported | Supported | Doing | random_ops | [mindspore.ops.operations.Gamma](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Gamma) | Supported | Doing | Doing | random_ops | [mindspore.ops.operations.Poisson](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Poisson) | Supported | Doing | Doing | random_ops -| [mindspore.ops.operations.UniformInt](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.UniformInt) | Supported | Doing | Doing | random_ops -| [mindspore.ops.operations.UniformReal](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.UniformReal) | Supported | Doing | Doing | random_ops +| [mindspore.ops.operations.UniformInt](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.UniformInt) | Supported | Supported | Doing | random_ops +| [mindspore.ops.operations.UniformReal](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.UniformReal) | Supported | Supported | Doing | random_ops | [mindspore.ops.operations.RandomChoiceWithMask](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.RandomChoiceWithMask) | Doing| Supported | Doing | random_ops | [mindspore.ops.operations.RandomCategorical](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.RandomCategorical) | Supported| Doing | Doing | random_ops | [mindspore.ops.operations.ScalarCast](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScalarCast) | Supported | Supported | Supported | inner_ops -- Gitee