diff --git a/api/source_en/conf.py b/api/source_en/conf.py index 78844f9f262ffaf5cf8bb4df1789e6ea999c43f0..5a88b942e0200aecacdaa026cda2bc05759d1992 100644 --- a/api/source_en/conf.py +++ b/api/source_en/conf.py @@ -29,7 +29,7 @@ copyright = '2020, MindSpore' author = 'MindSpore' # The full version, including alpha/beta/rc tags -release = 'master' +release = 'r0.5' # -- General configuration --------------------------------------------------- diff --git a/api/source_en/index.rst b/api/source_en/index.rst index da3c2911b739089a0ab4e818cb1599723c3ff8d5..44d9b0f294bf34b24fe2000e116257c16761e5ea 100644 --- a/api/source_en/index.rst +++ b/api/source_en/index.rst @@ -47,4 +47,4 @@ MindSpore API :maxdepth: 1 :caption: C++ API - predict + predict diff --git a/api/source_zh_cn/conf.py b/api/source_zh_cn/conf.py index ec00aa84a8818fda2090b11bcae334dcdece19b4..96158f425267f5dd59cba36a07d6349c75e44f83 100644 --- a/api/source_zh_cn/conf.py +++ b/api/source_zh_cn/conf.py @@ -29,7 +29,7 @@ copyright = '2020, MindSpore' author = 'MindSpore' # The full version, including alpha/beta/rc tags -release = 'master' +release = 'r0.5' # -- General configuration --------------------------------------------------- diff --git a/api/source_zh_cn/index.rst b/api/source_zh_cn/index.rst index c82309f980aa9ae8bb6aa3285978995646a4b145..7d6f36c93b1fe3b35b64135a42586003f835aaf3 100644 --- a/api/source_zh_cn/index.rst +++ b/api/source_zh_cn/index.rst @@ -47,4 +47,4 @@ MindSpore API :maxdepth: 1 :caption: C++ API - predict + predict diff --git a/docs/source_en/benchmark.md b/docs/source_en/benchmark.md index 719943f87f7ef629e04c9bffdac396beaac89c7f..b3b34a1f9c970a6cad81fb93fc7e78c1e66c5c8b 100644 --- a/docs/source_en/benchmark.md +++ b/docs/source_en/benchmark.md @@ -3,7 +3,7 @@ This document describes the MindSpore benchmarks. -For details about the MindSpore pre-trained model, see [Model Zoo](https://gitee.com/mindspore/mindspore/tree/master/model_zoo). +For details about the MindSpore pre-trained model, see [Model Zoo](https://gitee.com/mindspore/mindspore/tree/r0.5/model_zoo). ## Training Performance diff --git a/docs/source_en/conf.py b/docs/source_en/conf.py index 6db42071de7116aaf62bbb7f0b2c09825b13c69b..101a88e0b71397e6b07b9ac5f5252eece006b63a 100644 --- a/docs/source_en/conf.py +++ b/docs/source_en/conf.py @@ -20,7 +20,7 @@ copyright = '2020, MindSpore' author = 'MindSpore' # The full version, including alpha/beta/rc tags -release = 'master' +release = 'r0.5' # -- General configuration --------------------------------------------------- diff --git a/docs/source_en/constraints_on_network_construction.md b/docs/source_en/constraints_on_network_construction.md index 47bc6dc5c1b04138ff938926eb2761b474ed0295..d55d176e1696fe31477df2c2c662302f0c2f92bd 100644 --- a/docs/source_en/constraints_on_network_construction.md +++ b/docs/source_en/constraints_on_network_construction.md @@ -148,8 +148,8 @@ Currently, the following syntax is not supported in network constructors: ## Network Definition Constraints ### Instance Types on the Entire Network -* Common Python function with the [@ms_function](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.html#mindspore.ms_function) decorator. -* Cell subclass inherited from [nn.Cell](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Cell). +* Common Python function with the [@ms_function](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.html#mindspore.ms_function) decorator. +* Cell subclass inherited from [nn.Cell](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Cell). ### Network Input Type * The training data input parameters of the entire network must be of the Tensor type. @@ -162,13 +162,13 @@ Currently, the following syntax is not supported in network constructors: | Category | Content | :----------- |:-------- -| `Cell` instance |[mindspore/nn/*](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html), and custom [Cell](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Cell). +| `Cell` instance |[mindspore/nn/*](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html), and custom [Cell](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Cell). | Member function of a `Cell` instance | Member functions of other classes in the construct function of Cell can be called. | Function | Custom Python functions and system functions listed in the preceding content. | Dataclass instance | Class decorated with @dataclass. -| Primitive operator |[mindspore/ops/operations/*](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html). -| Composite operator |[mindspore/ops/composite/*](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.composite.html). -| Operator generated by constexpr |Uses the value generated by [@constexpr](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.html#mindspore.ops.constexpr) to calculate operators. +| Primitive operator |[mindspore/ops/operations/*](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html). +| Composite operator |[mindspore/ops/composite/*](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.composite.html). +| Operator generated by constexpr |Uses the value generated by [@constexpr](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.html#mindspore.ops.constexpr) to calculate operators. ### Other Constraints diff --git a/docs/source_en/network_list.md b/docs/source_en/network_list.md index 1c6e6d3e0821d10968bef2dbc5b3a7907b8a8e80..56c09fd68800c851900ea85106fc4ed8c2147bb4 100644 --- a/docs/source_en/network_list.md +++ b/docs/source_en/network_list.md @@ -1,23 +1,23 @@ # Network List - + | Domain | Sub Domain | Network | Ascend | GPU | CPU |:------ |:------| :----------- |:------ |:------ |:----- -|Computer Version (CV) | Image Classification | [AlexNet](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/alexnet/src/alexnet.py) | Supported | Supported | Doing -| Computer Version (CV) | Image Classification | [GoogleNet](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/googlenet/src/googlenet.py) | Supported | Doing | Doing -| Computer Version (CV) | Image Classification | [LeNet](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/lenet/src/lenet.py) | Supported | Supported | Supported -| Computer Version (CV) | Image Classification | [ResNet-50](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/resnet/src/resnet.py) | Supported | Doing | Doing -|Computer Version (CV) | Image Classification | [ResNet-101](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/resnet/src/resnet.py) | Supported |Doing | Doing -| Computer Version (CV) | Image Classification | [VGG16](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/vgg16/src/vgg.py) | Supported | Doing | Doing -| Computer Version (CV) | Mobile Image Classification
Image Classification
Semantic Tegmentation | [MobileNetV2](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/mobilenetv2/src/mobilenetV2.py) | Supported | Supported | Doing -| Computer Version (CV) | Mobile Image Classification
Image Classification
Semantic Tegmentation | [MobileNetV3](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/mobilenetv3/src/mobilenetV3.py) | Doing | Supported | Doing -|Computer Version (CV) | Targets Detection | [SSD](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/ssd/src/ssd.py) | Supported |Doing | Doing -| Computer Version (CV) | Targets Detection | [YoloV3](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/yolov3/src/yolov3.py) | Supported | Doing | Doing -| Computer Version (CV) | Targets Detection | [FasterRCNN](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/faster_rcnn/src/FasterRcnn) | Supported | Doing | Doing -| Computer Version (CV) | Semantic Segmentation | [Deeplabv3](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/deeplabv3/src/deeplabv3.py) | Supported | Doing | Doing -| Natural Language Processing (NLP) | Natural Language Understanding | [BERT](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/bert/src/bert_model.py) | Supported | Doing | Doing -| Natural Language Processing (NLP) | Natural Language Understanding | [Transformer](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/Transformer/src/transformer_model.py) | Supported | Doing | Doing -| Natural Language Processing (NLP) | Natural Language Understanding | [SentimentNet](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/lstm/src/lstm.py) | Doing | Supported | Supported -| Recommender | Recommender System, CTR prediction | [DeepFM](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/deepfm/src/deepfm.py) | Supported | Doing | Doing -| Recommender | Recommender System, Search ranking | [Wide&Deep](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/wide_and_deep/src/wide_and_deep.py) | Supported | Doing | Doing +|Computer Version (CV) | Image Classification | [AlexNet](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/alexnet/src/alexnet.py) | Supported | Supported | Doing +| Computer Version (CV) | Image Classification | [GoogleNet](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/googlenet/src/googlenet.py) | Supported | Doing | Doing +| Computer Version (CV) | Image Classification | [LeNet](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/lenet/src/lenet.py) | Supported | Supported | Supported +| Computer Version (CV) | Image Classification | [ResNet-50](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/resnet/src/resnet.py) | Supported | Doing | Doing +|Computer Version (CV) | Image Classification | [ResNet-101](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/resnet/src/resnet.py) | Supported |Doing | Doing +| Computer Version (CV) | Image Classification | [VGG16](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/vgg16/src/vgg.py) | Supported | Doing | Doing +| Computer Version (CV) | Mobile Image Classification
Image Classification
Semantic Tegmentation | [MobileNetV2](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/mobilenetv2/src/mobilenetV2.py) | Supported | Supported | Doing +| Computer Version (CV) | Mobile Image Classification
Image Classification
Semantic Tegmentation | [MobileNetV3](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/mobilenetv3/src/mobilenetV3.py) | Doing | Supported | Doing +|Computer Version (CV) | Targets Detection | [SSD](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/ssd/src/ssd.py) | Supported |Doing | Doing +| Computer Version (CV) | Targets Detection | [YoloV3](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/yolov3/src/yolov3.py) | Supported | Doing | Doing +| Computer Version (CV) | Targets Detection | [FasterRCNN](https://gitee.com/mindspore/mindspore/tree/r0.5/model_zoo/faster_rcnn/src/FasterRcnn) | Supported | Doing | Doing +| Computer Version (CV) | Semantic Segmentation | [Deeplabv3](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/deeplabv3/src/deeplabv3.py) | Supported | Doing | Doing +| Natural Language Processing (NLP) | Natural Language Understanding | [BERT](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/bert/src/bert_model.py) | Supported | Doing | Doing +| Natural Language Processing (NLP) | Natural Language Understanding | [Transformer](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/Transformer/src/transformer_model.py) | Supported | Doing | Doing +| Natural Language Processing (NLP) | Natural Language Understanding | [SentimentNet](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/lstm/src/lstm.py) | Doing | Supported | Supported +| Recommender | Recommender System, CTR prediction | [DeepFM](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/deepfm/src/deepfm.py) | Supported | Doing | Doing +| Recommender | Recommender System, Search ranking | [Wide&Deep](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/wide_and_deep/src/wide_and_deep.py) | Supported | Doing | Doing diff --git a/docs/source_en/operator_list.md b/docs/source_en/operator_list.md index 7f912b97dbfe00ecb3b706b510e7442efaca82f7..6abe7954233a1507635d8674069f04dd904ef0a0 100644 --- a/docs/source_en/operator_list.md +++ b/docs/source_en/operator_list.md @@ -14,285 +14,285 @@ | Operation | Ascend | GPU | CPU |Operator Type | :----------- |:------ |:------ |:-----|:--- -| [mindspore.nn.Softmax](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Softmax) | Supported | Supported | Supported |layer/activation -| [mindspore.nn.LogSoftmax](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.LogSoftmax) | Supported | Supported | Doing |layer/activation -| [mindspore.nn.ReLU](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.ReLU) | Supported | Supported | Supported |layer/activation -| [mindspore.nn.ReLU6](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.ReLU6) |Supported | Supported | Doing |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.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 |Doing | Doing |layer/activation -| [mindspore.nn.PReLU](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.PReLU) | Supported |Doing | Doing |layer/activation -| [mindspore.nn.Dropout](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Dropout) |Supported | Supported | Doing |layer/basic -| [mindspore.nn.Flatten](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Flatten) |Supported | Supported | Doing |layer/basic -| [mindspore.nn.Dense](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Dense) |Supported | Supported | Doing |layer/basic -| [mindspore.nn.DenseBnAct](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.DenseBnAct) |Supported | Supported | Supported |layer/basic -| [mindspore.nn.ClipByNorm](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.ClipByNorm) |Doing | Supported | Doing |layer/basic -| [mindspore.nn.Norm](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Norm) |Doing | Supported | Doing |layer/basic -| [mindspore.nn.OneHot](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.OneHot) | Supported | Supported | Doing |layer/basic -| [mindspore.nn.Range](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Range) | Supported | Doing | Doing |layer/basic -| [mindspore.nn.SequentialCell](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.SequentialCell) |Doing | Supported | Doing |layer/container -| [mindspore.nn.CellList](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.CellList) | Supported | Supported | Doing |layer/container -| [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.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) | Doing |Doing | Doing |layer/image -| [mindspore.nn.PSNR](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.PSNR) | Doing |Doing | Doing |layer/image -| [mindspore.nn.CentralCrop](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.CentralCrop) | Supported |Doing | Doing |layer/image -| [mindspore.nn.LSTM](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.LSTM) | Doing | Supported | Supported |layer/lstm -| [mindspore.nn.GlobalBatchNorm](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.GlobalBatchNorm) | Supported |Doing | Doing |layer/normalization -| [mindspore.nn.BatchNorm1d](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.BatchNorm1d) | Supported |Doing | Doing |layer/normalization -| [mindspore.nn.BatchNorm2d](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.BatchNorm2d) | Supported | Supported | Doing |layer/normalization -| [mindspore.nn.GroupNorm](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.GroupNorm) | Supported | Doing | Doing |layer/normalization -| [mindspore.nn.LayerNorm](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.LayerNorm) | Supported | Supported | Doing |layer/normalization -| [mindspore.nn.MatrixDiag](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.MatrixDiag) | Supported | Doing | Doing | layer/normalization -| [mindspore.nn.MatrixDiagPart](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.MatrixDiagPart) | Supported | Doing | Doing | layer/normalization -| [mindspore.nn.MatrixSetDiag](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.MatrixSetDiag) | Supported | Doing | Doing | layer/normalization -| [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) |Doing | 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.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.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 -| [mindspore.nn.AdamWeightDecay](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.AdamWeightDecay) | Supported | Supported | Doing |optim/adam -| [mindspore.nn.AdamWeightDecayDynamicLR](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.AdamWeightDecayDynamicLR) | Supported | Supported | Doing |optim/adam -| [mindspore.nn.Lamb](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Lamb) | Supported | Supported | Doing |optim/lamb -| [mindspore.nn.LARS](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.LARS) |Doing |Doing | Doing |optim/lars -| [mindspore.nn.Momentum](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Momentum) | Supported | Supported | Doing |optim/momentum -| [mindspore.nn.Optimizer](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Optimizer) | Supported | Supported | Doing |optim/optimizer -| [mindspore.nn.RMSProp](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.RMSProp) | Supported | Support | Doing |optim/optimizer -| [mindspore.nn.SGD](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.SGD) |Supported |Doing | Doing |optim/sgd -| [mindspore.nn.WithLossCell](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.WithLossCell) | Supported | Supported | Doing |wrap/cell_wrapper -| [mindspore.nn.WithGradCell](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.WithGradCell) | Supported | Supported | Doing |wrap/cell_wrapper -| [mindspore.nn.TrainOneStepCell](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.TrainOneStepCell) | Supported | Supported | Doing |wrap/cell_wrapper -| [mindspore.nn.DataWrapper](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.DataWrapper) |Doing | Supported | Doing |wrap/cell_wrapper -| [mindspore.nn.GetNextSingleOp](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.GetNextSingleOp) |Doing | Supported | Doing |wrap/cell_wrapper -| [mindspore.nn.WithEvalCell](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.WithEvalCell) | Supported | Supported | Doing |wrap/cell_wrapper -| [mindspore.nn.ParameterUpdate](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.ParameterUpdate) | Supported |Doing | Doing |wrap/cell_wrapper -| [mindspore.nn.DistributedGradReducer](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.DistributedGradReducer) | Supported |Doing | Doing |wrap/grad_reducer -| [mindspore.nn.DynamicLossScaleUpdateCell](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.DynamicLossScaleUpdateCell) | Doing |Doing | Doing |wrap/loss_scale -| [mindspore.nn.FixedLossScaleUpdateCell](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.FixedLossScaleUpdateCell) | Doing |Doing | Doing |wrap/loss_scale -| [mindspore.nn.TrainOneStepWithLossScaleCell](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.TrainOneStepWithLossScaleCell) | Doing |Doing | Doing |wrap/loss_scale -| [mindspore.nn.Cell](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Cell) | Supported | Supported | Supported |cell +| [mindspore.nn.Softmax](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Softmax) | Supported | Supported | Supported |layer/activation +| [mindspore.nn.LogSoftmax](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.LogSoftmax) | Supported | Supported | Doing |layer/activation +| [mindspore.nn.ReLU](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.ReLU) | Supported | Supported | Supported |layer/activation +| [mindspore.nn.ReLU6](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.ReLU6) |Supported | Supported | Doing |layer/activation +| [mindspore.nn.HSwish](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.HSwish) | Doing | Supported | Doing |layer/activation +| [mindspore.nn.HSigmoid](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.HSigmoid) | Doing | Supported | Doing |layer/activation +| [mindspore.nn.LeakyReLU](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.LeakyReLU) | Supported |Doing | Doing |layer/activation +| [mindspore.nn.Tanh](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Tanh) | Supported | Supported | Doing |layer/activation +| [mindspore.nn.GELU](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.GELU) | Supported | Supported | Doing |layer/activation +| [mindspore.nn.Sigmoid](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Sigmoid) | Supported |Doing | Doing |layer/activation +| [mindspore.nn.PReLU](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.PReLU) | Supported |Doing | Doing |layer/activation +| [mindspore.nn.Dropout](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Dropout) |Supported | Supported | Doing |layer/basic +| [mindspore.nn.Flatten](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Flatten) |Supported | Supported | Doing |layer/basic +| [mindspore.nn.Dense](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Dense) |Supported | Supported | Doing |layer/basic +| [mindspore.nn.DenseBnAct](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.DenseBnAct) |Supported | Supported | Supported |layer/basic +| [mindspore.nn.ClipByNorm](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.ClipByNorm) |Doing | Supported | Doing |layer/basic +| [mindspore.nn.Norm](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Norm) |Doing | Supported | Doing |layer/basic +| [mindspore.nn.OneHot](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.OneHot) | Supported | Supported | Doing |layer/basic +| [mindspore.nn.Range](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Range) | Supported | Doing | Doing |layer/basic +| [mindspore.nn.SequentialCell](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.SequentialCell) |Doing | Supported | Doing |layer/container +| [mindspore.nn.CellList](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.CellList) | Supported | Supported | Doing |layer/container +| [mindspore.nn.Conv2d](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv2d) | Supported | Supported | Supported |layer/conv +| [mindspore.nn.Conv2dTranspose](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv2dTranspose) | Supported | Supported | Doing |layer/conv +| [mindspore.nn.Conv2dBnAct](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv2dBnAct) | Supported | Supported | Supported |layer/conv +| [mindspore.nn.Embedding](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Embedding) |Doing | Supported | Doing |layer/embedding +| [mindspore.nn.ImageGradients](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.ImageGradients) | Doing |Doing | Doing |layer/image +| [mindspore.nn.SSIM](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.SSIM) | Doing |Doing | Doing |layer/image +| [mindspore.nn.PSNR](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.PSNR) | Doing |Doing | Doing |layer/image +| [mindspore.nn.CentralCrop](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.CentralCrop) | Supported |Doing | Doing |layer/image +| [mindspore.nn.LSTM](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.LSTM) | Doing | Supported | Supported |layer/lstm +| [mindspore.nn.GlobalBatchNorm](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.GlobalBatchNorm) | Supported |Doing | Doing |layer/normalization +| [mindspore.nn.BatchNorm1d](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.BatchNorm1d) | Supported |Doing | Doing |layer/normalization +| [mindspore.nn.BatchNorm2d](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.BatchNorm2d) | Supported | Supported | Doing |layer/normalization +| [mindspore.nn.GroupNorm](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.GroupNorm) | Supported | Doing | Doing |layer/normalization +| [mindspore.nn.LayerNorm](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.LayerNorm) | Supported | Supported | Doing |layer/normalization +| [mindspore.nn.MatrixDiag](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.MatrixDiag) | Supported | Doing | Doing | layer/normalization +| [mindspore.nn.MatrixDiagPart](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.MatrixDiagPart) | Supported | Doing | Doing | layer/normalization +| [mindspore.nn.MatrixSetDiag](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.MatrixSetDiag) | Supported | Doing | Doing | layer/normalization +| [mindspore.nn.LinSpace](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.LinSpace) | Supported | Doing | Doing | layer/normalization +| [mindspore.nn.MaxPool2d](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.MaxPool2d) | Supported | Supported | Supported |layer/pooling +| [mindspore.nn.AvgPool2d](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.AvgPool2d) |Doing | Supported | Doing |layer/pooling +| [mindspore.nn.L1Loss](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.L1Loss) |Doing |Doing | Doing |loss/loss +| [mindspore.nn.MSELoss](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.MSELoss) | Supported |Doing | Doing |loss/loss +| [mindspore.nn.SmoothL1Loss](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.SmoothL1Loss) |Supported |Doing | Doing |loss/loss +| [mindspore.nn.SoftmaxCrossEntropyWithLogits](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.SoftmaxCrossEntropyWithLogits) | Supported | Supported | Doing |loss/loss +| [mindspore.nn.SoftmaxCrossEntropyExpand](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.SoftmaxCrossEntropyExpand) | Supported |Doing | Doing |loss/loss +| [mindspore.nn.ProximalAdagrad](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.ProximalAdagrad) | Supported | Doing | Doing |optim/ProximalAdagrad +| [mindspore.nn.LazyAdam](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.LazyAdam) | Supported | Doing | Doing |optim/lazyadam +| [mindspore.nn.Adam](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Adam) | Supported |Doing | Doing |optim/adam +| [mindspore.nn.AdamWeightDecay](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.AdamWeightDecay) | Supported | Supported | Doing |optim/adam +| [mindspore.nn.AdamWeightDecayDynamicLR](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.AdamWeightDecayDynamicLR) | Supported | Supported | Doing |optim/adam +| [mindspore.nn.Lamb](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Lamb) | Supported | Supported | Doing |optim/lamb +| [mindspore.nn.LARS](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.LARS) |Doing |Doing | Doing |optim/lars +| [mindspore.nn.Momentum](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Momentum) | Supported | Supported | Doing |optim/momentum +| [mindspore.nn.Optimizer](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Optimizer) | Supported | Supported | Doing |optim/optimizer +| [mindspore.nn.RMSProp](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.RMSProp) | Supported | Support | Doing |optim/optimizer +| [mindspore.nn.SGD](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.SGD) |Supported |Doing | Doing |optim/sgd +| [mindspore.nn.WithLossCell](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.WithLossCell) | Supported | Supported | Doing |wrap/cell_wrapper +| [mindspore.nn.WithGradCell](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.WithGradCell) | Supported | Supported | Doing |wrap/cell_wrapper +| [mindspore.nn.TrainOneStepCell](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.TrainOneStepCell) | Supported | Supported | Doing |wrap/cell_wrapper +| [mindspore.nn.DataWrapper](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.DataWrapper) |Doing | Supported | Doing |wrap/cell_wrapper +| [mindspore.nn.GetNextSingleOp](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.GetNextSingleOp) |Doing | Supported | Doing |wrap/cell_wrapper +| [mindspore.nn.WithEvalCell](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.WithEvalCell) | Supported | Supported | Doing |wrap/cell_wrapper +| [mindspore.nn.ParameterUpdate](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.ParameterUpdate) | Supported |Doing | Doing |wrap/cell_wrapper +| [mindspore.nn.DistributedGradReducer](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.DistributedGradReducer) | Supported |Doing | Doing |wrap/grad_reducer +| [mindspore.nn.DynamicLossScaleUpdateCell](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.DynamicLossScaleUpdateCell) | Doing |Doing | Doing |wrap/loss_scale +| [mindspore.nn.FixedLossScaleUpdateCell](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.FixedLossScaleUpdateCell) | Doing |Doing | Doing |wrap/loss_scale +| [mindspore.nn.TrainOneStepWithLossScaleCell](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.TrainOneStepWithLossScaleCell) | Doing |Doing | Doing |wrap/loss_scale +| [mindspore.nn.Cell](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Cell) | Supported | Supported | Supported |cell ## mindspore.ops.operations | Operation | Ascend | GPU | CPU |Operator Type | :----------- |:------ |:------ |:-----|:--- -| [mindspore.ops.operations.Flatten](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Flatten) | Supported | Supported |Doing | nn_ops -| [mindspore.ops.operations.Softmax](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Softmax) | Supported | Supported | Supported | nn_ops -| [mindspore.ops.operations.Acosh](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Acosh) | Doing | Doing | Doing | nn_ops -| [mindspore.ops.operations.FloorMod](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FloorMod) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.Elu](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Elu) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.MirrorPad](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.MirrorPad) | Doing | Doing | Doing | nn_ops -| [mindspore.ops.operations.Unpack](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Unpack) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.Pack](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Pack) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.L2Loss](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.L2Loss) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.CTCLoss](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.CTCLoss) | Doing | Doing | Doing | nn_ops -| [mindspore.ops.operations.LogSoftmax](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LogSoftmax) | Supported | Supported |Doing | nn_ops -| [mindspore.ops.operations.Softplus](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Softplus) | Supported | Doing |Doing | nn_ops -| [mindspore.ops.operations.ReLU](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReLU) | Supported | Supported | Supported | nn_ops -| [mindspore.ops.operations.ReLU6](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReLU6) | Supported | Supported |Doing | nn_ops -| [mindspore.ops.operations.HSwish](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.HSwish) | Doing | Supported |Doing | nn_ops -| [mindspore.ops.operations.HSigmoid](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.HSigmoid) | Doing | Supported |Doing | nn_ops -| [mindspore.ops.operations.Sigmoid](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sigmoid) | Supported | Doing |Doing | nn_ops -| [mindspore.ops.operations.Tanh](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Tanh) | Supported | Supported |Doing | nn_ops -| [mindspore.ops.operations.BatchNorm](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BatchNorm) | Supported | Doing |Doing | nn_ops -| [mindspore.ops.operations.LRN](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LRN) | Supported | Doing |Doing | nn_ops -| [mindspore.ops.operations.Conv2D](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Conv2D) | Supported | Supported | Supported | nn_ops -| [mindspore.ops.operations.DepthwiseConv2dNative](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DepthwiseConv2dNative) | Supported | Doing |Doing | nn_ops -| [mindspore.ops.operations.DepthwiseConv2dNativeBackpropInput](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DepthwiseConv2dNativeBackpropInput) | Supported | Doing |Doing | nn_ops -| [mindspore.ops.operations.DepthwiseConv2dNativeiBackpropFilter](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DepthwiseConv2dNativeBackpropFilter) | Supported | Doing |Doing | nn_ops -| [mindspore.ops.operations.MaxPoolWithArgmax](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.MaxPoolWithArgmax) | Supported | Doing |Doing | nn_ops -| [mindspore.ops.operations.MaxPool](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.MaxPool) | Supported | Supported | Supported | nn_ops -| [mindspore.ops.operations.AvgPool](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AvgPool) | Supported | Supported |Doing | nn_ops -| [mindspore.ops.operations.Conv2DBackpropInput](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Conv2DBackpropInput) | Supported | Supported |Doing | nn_ops -| [mindspore.ops.operations.BiasAdd](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BiasAdd) | Supported | Supported | Supported | nn_ops -| [mindspore.ops.operations.TopK](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TopK) | Supported | Doing |Doing | nn_ops -| [mindspore.ops.operations.SoftmaxCrossEntropyWithLogits](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SoftmaxCrossEntropyWithLogits) | Supported | Supported |Doing | nn_ops -| [mindspore.ops.operations.SparseSoftmaxCrossEntropyWithLogits](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseSoftmaxCrossEntropyWithLogits) | Doing | Supported | Supported | nn_ops -| [mindspore.ops.operations.ApplyMomentum](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyMomentum) | Supported | Supported | Supported | nn_ops -| [mindspore.ops.operations.ApplyRMSProp](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyRMSProp) | Supported | Supported | Doing | nn_ops -| [mindspore.ops.operations.ApplyCenteredRMSProp](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyCenteredRMSProp) | Supported | Supported | Doing | nn_ops -| [mindspore.ops.operations.SparseApplyAdagrad](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyAdagrad) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.SparseApplyProximalAdagrad](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyProximalAdagrad) | Supported | Doing | Doing | nn_ops -| [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.SparseApplyLazyAdam](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyLazyAdam) | Doing | Doing | Supported | nn_ops -| [mindspore.ops.operations.SparseApplyAdam](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyAdam) | 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.SGD](https://www.mindspore.cn/api/en/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/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 -| [mindspore.ops.operations.DropoutGenMask](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DropoutGenMask) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.DropoutDoMask](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DropoutDoMask) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.ResizeBilinear](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ResizeBilinear) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.OneHot](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.OneHot) | Supported | Supported | Doing | nn_ops -| [mindspore.ops.operations.Gelu](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Gelu) | Supported | Supported | Doing | nn_ops -| [mindspore.ops.operations.GetNext](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.GetNext) | Supported | Supported | Doing | nn_ops -| [mindspore.ops.operations.PReLU](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.PReLU) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.LSTM](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LSTM) | Doing | Supported | Supported | nn_ops -| [mindspore.ops.operations.BasicLSTMCell](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BasicLSTMCell) | Doing | Doing | Doing | nn_ops -| [mindspore.ops.operations.SigmoidCrossEntropyWithLogits](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SigmoidCrossEntropyWithLogits) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.Pad](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Pad) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.ROIAlign](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ROIAlign) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.Adam](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Adam) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.BinaryCrossEntropy](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BinaryCrossEntropy) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.LARSUpdate](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LARSUpdate) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.TensorAdd](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TensorAdd) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.AssignAdd](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AssignAdd) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.AssignSub](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AssignSub) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.ReduceMean](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceMean) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.ReduceSum](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceSum) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.ReduceAll](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceAll) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.ReduceMax](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceMax) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.ReduceMin](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceMin) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.ReduceProd](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceProd) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.CumProd](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.CumProd) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.MatMul](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.MatMul) | Supported | Supported | Supported | math_ops -| [mindspore.ops.operations.BatchMatMul](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BatchMatMul) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.CumSum](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.CumSum) | Supported | Doing| Doing | math_ops -| [mindspore.ops.operations.AddN](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AddN) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.Neg](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Neg) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.Sub](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sub) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.Mul](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Mul) | Supported | Supported | Supported | math_ops -| [mindspore.ops.operations.Square](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Square) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.SquareSumAll](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SquareSumAll) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Rsqrt](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Rsqrt) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.Sqrt](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sqrt) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.Reciprocal](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Reciprocal) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.Pow](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Pow) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.Exp](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Exp) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.Log](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Log) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.Log1p](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Log1p) | Supported | Doing | Doing | math_ops -| [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.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 | Doing | 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 | Doing | Doing | math_ops -| [mindspore.ops.operations.Equal](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Equal) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.EqualCount](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.EqualCount) | Doing | Supported | Supported | math_ops -| [mindspore.ops.operations.NotEqual](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.NotEqual) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.Greater](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Greater) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.GreaterEqual](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.GreaterEqual) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.Less](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Less) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.Atan2](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Atan2) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.LessEqual](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LessEqual) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.LogicalNot](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LogicalNot) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.LogicalAnd](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LogicalAnd) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.LogicalOr](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LogicalOr) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.BitwiseAnd](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BitwiseAnd) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.BitwiseOr](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BitwiseOr) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Ceil](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Ceil) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Inv](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Inv) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Invert](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Invert) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.BitwiseXor](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BitwiseXor) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.NPUAllocFloatStatus](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.NPUAllocFloatStatus) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.NPUGetFloatStatus](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.NPUGetFloatStatus) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.NPUClearFloatStatus](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.NPUClearFloatStatus) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.FloatStatus](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FloatStatus) | Doing | Supported | Doing | math_ops -| [mindspore.ops.operations.Cos](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Cos) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Cosh](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Cosh) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.ACos](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ACos) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.BesselI0e](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BesselI0e) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.BesselI1e](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BesselI1e) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Asin](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Asin) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Asinh](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Asinh) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Erf](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Erf) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Erfc](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Erfc) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Sin](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sin) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Sinh](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sinh) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Expm1](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Expm1) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.NMSWithMask](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.NMSWithMask) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Abs](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Abs) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Sign](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sign) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Round](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Round) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.ApproximateEqual](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApproximateEqual) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.InplaceAdd](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InplaceAdd) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.InplaceSub](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InplaceSub) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.ExpandDims](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ExpandDims) | Supported | Supported | Doing | array_ops -| [mindspore.ops.operations.DType](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DType) | Supported | Supported | Supported | array_ops -| [mindspore.ops.operations.SameTypeShape](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SameTypeShape) | Supported | Supported | Supported | array_ops -| [mindspore.ops.operations.Cast](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Cast) | Supported | Supported | Doing | array_ops -| [mindspore.ops.operations.IsSubClass](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.IsSubClass) | Supported | Supported | Supported | array_ops -| [mindspore.ops.operations.IsInstance](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.IsInstance) | Supported | Supported | Supported | array_ops -| [mindspore.ops.operations.Reshape](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Reshape) | Supported | Supported | Supported | array_ops -| [mindspore.ops.operations.Shape](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Shape) | Supported | Supported | Supported | array_ops -| [mindspore.ops.operations.Squeeze](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Squeeze) | Supported | Supported | Doing | array_ops -| [mindspore.ops.operations.Transpose](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Transpose) | Supported | Supported | Doing | array_ops -| [mindspore.ops.operations.GatherV2](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.GatherV2) | Supported | Supported | Doing | array_ops -| [mindspore.ops.operations.Split](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Split) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.Rank](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Rank) | Supported | Supported | Supported | array_ops -| [mindspore.ops.operations.TruncatedNormal](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TruncatedNormal) | Doing | Doing | Doing | array_ops -| [mindspore.ops.operations.Size](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Size) | Supported | Supported | Supported | array_ops -| [mindspore.ops.operations.Fill](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Fill) | Supported | Supported | Supported | array_ops -| [mindspore.ops.operations.OnesLike](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.OnesLike) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.ZerosLike](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ZerosLike) | Supported | Supported | Doing | array_ops -| [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.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 -| [mindspore.ops.operations.ArgMinWithValue](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ArgMinWithValue) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.Tile](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Tile) | Supported | Supported | Doing | array_ops -| [mindspore.ops.operations.UnsortedSegmentSum](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.UnsortedSegmentSum) | Supported | Supported | Doing | array_ops -| [mindspore.ops.operations.UnsortedSegmentMin](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.UnsortedSegmentMin) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.Concat](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Concat) | Supported | Supported | Doing | array_ops -| [mindspore.ops.operations.Slice](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Slice) | Supported | Supported | Doing | array_ops -| [mindspore.ops.operations.Select](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Select) | Supported | Supported | Doing | array_ops -| [mindspore.ops.operations.StridedSlice](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.StridedSlice) | Supported | Supported | Doing | array_ops -| [mindspore.ops.operations.Diag](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Diag) | Doing | Doing | Doing | array_ops -| [mindspore.ops.operations.DiagPart](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DiagPart) | Doing | Doing | Doing | array_ops -| [mindspore.ops.operations.Eye](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Eye) | Supported | Supported | Supported | array_ops -| [mindspore.ops.operations.ScatterNd](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNd) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.ResizeNearestNeighbor](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ResizeNearestNeighbor) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.GatherNd](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.GatherNd) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.ApplyFtrl](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyFtrl) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.SparseApplyFtrl](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyFtrl) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.ScatterNdUpdate](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNdUpdate) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.ScatterUpdate](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterUpdate) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.SpaceToDepth](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SpaceToDepth) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.DepthToSpace](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DepthToSpace) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.SpaceToBatch](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SpaceToBatch) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.SpaceToBatchND](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SpaceToBatchND) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.BatchToSpace](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BatchToSpace) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.BatchToSpaceND](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BatchToSpaceND) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.IsFinite](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.IsFinite) | Supported | Supported | Doing | array_ops -| [mindspore.ops.operations.InplaceUpdate](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InplaceUpdate) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.ReduceOp](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceOp) | Supported | Supported | Doing | comm_ops -| [mindspore.ops.operations.AllReduce](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AllReduce) | Supported | Supported | Doing | comm_ops -| [mindspore.ops.operations.AllGather](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AllGather) | Supported | Supported | Doing | comm_ops -| [mindspore.ops.operations.HostAllGather](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.HostAllGather) | Doing | Doing | Supported | comm_ops -| [mindspore.ops.operations.ReduceScatter](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceScatter) | Doing | Supported | Doing | comm_ops -| [mindspore.ops.operations.HostReduceScatter](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.HostReduceScatter) | Doing | Doing | Supported | comm_ops -| [mindspore.ops.operations.Broadcast](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Broadcast) | Supported | Doing | Doing | comm_ops -| [mindspore.ops.operations.ControlDepend](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ControlDepend) | Supported | Supported | Supported | control_ops -| [mindspore.ops.operations.GeSwitch](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.GeSwitch) | Doing | Doing | Doing | control_ops -| [mindspore.ops.operations.Merge](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Merge) | Doing | Doing | Doing | control_ops -| [mindspore.ops.operations.ScalarSummary](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScalarSummary) | Supported | Supported | Supported | debug_ops -| [mindspore.ops.operations.ImageSummary](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ImageSummary) | Supported | Supported | Supported | debug_ops -| [mindspore.ops.operations.TensorSummary](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TensorSummary) | Supported | Supported | Supported | debug_ops -| [mindspore.ops.operations.HistogramSummary](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.HistogramSummary) | Supported | Supported | Supported | debug_ops -| [mindspore.ops.operations.InsertGradientOf](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InsertGradientOf) | Supported | Supported | Supported | debug_ops -| [mindspore.ops.operations.Print](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Print) | Supported | Doing | Doing | debug_ops -| [mindspore.ops.operations.Assign](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Assign) | Supported | Supported | Doing | other_ops -| [mindspore.ops.operations.BoundingBoxEncode](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BoundingBoxEncode) | Supported | Doing | Doing | other_ops -| [mindspore.ops.operations.BoundingBoxDecode](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BoundingBoxDecode) | Supported | Doing | Doing | other_ops -| [mindspore.ops.operations.CheckValid](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.CheckValid) | Supported | Doing | Doing | other_ops -| [mindspore.ops.operations.IOU](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.IOU) | Supported | Doing | Doing | other_ops -| [mindspore.ops.operations.MakeRefKey](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.MakeRefKey) | Supported | Supported | Supported | other_ops -| [mindspore.ops.operations.InTopK](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InTopK) | Supported | Doing | Doing | other_ops -| [mindspore.ops.operations.RandomChoiceWithMask](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.RandomChoiceWithMask) | Doing| 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 +| [mindspore.ops.operations.Flatten](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Flatten) | Supported | Supported |Doing | nn_ops +| [mindspore.ops.operations.Softmax](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Softmax) | Supported | Supported | Supported | nn_ops +| [mindspore.ops.operations.Acosh](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Acosh) | Doing | Doing | Doing | nn_ops +| [mindspore.ops.operations.FloorMod](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FloorMod) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.Elu](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Elu) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.MirrorPad](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.MirrorPad) | Doing | Doing | Doing | nn_ops +| [mindspore.ops.operations.Unpack](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Unpack) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.Pack](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Pack) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.L2Loss](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.L2Loss) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.CTCLoss](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.CTCLoss) | Doing | Doing | Doing | nn_ops +| [mindspore.ops.operations.LogSoftmax](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LogSoftmax) | Supported | Supported |Doing | nn_ops +| [mindspore.ops.operations.Softplus](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Softplus) | Supported | Doing |Doing | nn_ops +| [mindspore.ops.operations.ReLU](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReLU) | Supported | Supported | Supported | nn_ops +| [mindspore.ops.operations.ReLU6](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReLU6) | Supported | Supported |Doing | nn_ops +| [mindspore.ops.operations.HSwish](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.HSwish) | Doing | Supported |Doing | nn_ops +| [mindspore.ops.operations.HSigmoid](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.HSigmoid) | Doing | Supported |Doing | nn_ops +| [mindspore.ops.operations.Sigmoid](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sigmoid) | Supported | Doing |Doing | nn_ops +| [mindspore.ops.operations.Tanh](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Tanh) | Supported | Supported |Doing | nn_ops +| [mindspore.ops.operations.BatchNorm](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BatchNorm) | Supported | Doing |Doing | nn_ops +| [mindspore.ops.operations.LRN](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LRN) | Supported | Doing |Doing | nn_ops +| [mindspore.ops.operations.Conv2D](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Conv2D) | Supported | Supported | Supported | nn_ops +| [mindspore.ops.operations.DepthwiseConv2dNative](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DepthwiseConv2dNative) | Supported | Doing |Doing | nn_ops +| [mindspore.ops.operations.DepthwiseConv2dNativeBackpropInput](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DepthwiseConv2dNativeBackpropInput) | Supported | Doing |Doing | nn_ops +| [mindspore.ops.operations.DepthwiseConv2dNativeiBackpropFilter](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DepthwiseConv2dNativeBackpropFilter) | Supported | Doing |Doing | nn_ops +| [mindspore.ops.operations.MaxPoolWithArgmax](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.MaxPoolWithArgmax) | Supported | Doing |Doing | nn_ops +| [mindspore.ops.operations.MaxPool](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.MaxPool) | Supported | Supported | Supported | nn_ops +| [mindspore.ops.operations.AvgPool](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AvgPool) | Supported | Supported |Doing | nn_ops +| [mindspore.ops.operations.Conv2DBackpropInput](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Conv2DBackpropInput) | Supported | Supported |Doing | nn_ops +| [mindspore.ops.operations.BiasAdd](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BiasAdd) | Supported | Supported | Supported | nn_ops +| [mindspore.ops.operations.TopK](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TopK) | Supported | Doing |Doing | nn_ops +| [mindspore.ops.operations.SoftmaxCrossEntropyWithLogits](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SoftmaxCrossEntropyWithLogits) | Supported | Supported |Doing | nn_ops +| [mindspore.ops.operations.SparseSoftmaxCrossEntropyWithLogits](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseSoftmaxCrossEntropyWithLogits) | Doing | Supported | Supported | nn_ops +| [mindspore.ops.operations.ApplyMomentum](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyMomentum) | Supported | Supported | Supported | nn_ops +| [mindspore.ops.operations.ApplyRMSProp](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyRMSProp) | Supported | Supported | Doing | nn_ops +| [mindspore.ops.operations.ApplyCenteredRMSProp](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyCenteredRMSProp) | Supported | Supported | Doing | nn_ops +| [mindspore.ops.operations.SparseApplyAdagrad](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyAdagrad) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.SparseApplyProximalAdagrad](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyProximalAdagrad) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.ApplyProximalAdagrad](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyProximalAdagrad) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.SparseApplyLazyAdam](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyLazyAdam) | Doing | Doing | Supported | nn_ops +| [mindspore.ops.operations.SparseApplyAdam](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyAdam) | Doing | Doing | Supported | nn_ops +| [mindspore.ops.operations.SmoothL1Loss](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SmoothL1Loss) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.SGD](https://www.mindspore.cn/api/en/r0.5/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/en/r0.5/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/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.L2Normalize) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.DropoutGenMask](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DropoutGenMask) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.DropoutDoMask](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DropoutDoMask) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.ResizeBilinear](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ResizeBilinear) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.OneHot](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.OneHot) | Supported | Supported | Doing | nn_ops +| [mindspore.ops.operations.Gelu](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Gelu) | Supported | Supported | Doing | nn_ops +| [mindspore.ops.operations.GetNext](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.GetNext) | Supported | Supported | Doing | nn_ops +| [mindspore.ops.operations.PReLU](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.PReLU) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.LSTM](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LSTM) | Doing | Supported | Supported | nn_ops +| [mindspore.ops.operations.BasicLSTMCell](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BasicLSTMCell) | Doing | Doing | Doing | nn_ops +| [mindspore.ops.operations.SigmoidCrossEntropyWithLogits](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SigmoidCrossEntropyWithLogits) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.Pad](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Pad) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.ROIAlign](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ROIAlign) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.Adam](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Adam) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.BinaryCrossEntropy](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BinaryCrossEntropy) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.LARSUpdate](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LARSUpdate) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.TensorAdd](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TensorAdd) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.AssignAdd](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AssignAdd) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.AssignSub](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AssignSub) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.ReduceMean](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceMean) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.ReduceSum](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceSum) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.ReduceAll](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceAll) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.ReduceMax](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceMax) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.ReduceMin](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceMin) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.ReduceProd](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceProd) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.CumProd](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.CumProd) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.MatMul](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.MatMul) | Supported | Supported | Supported | math_ops +| [mindspore.ops.operations.BatchMatMul](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BatchMatMul) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.CumSum](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.CumSum) | Supported | Doing| Doing | math_ops +| [mindspore.ops.operations.AddN](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AddN) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.Neg](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Neg) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.Sub](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sub) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.Mul](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Mul) | Supported | Supported | Supported | math_ops +| [mindspore.ops.operations.Square](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Square) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.SquareSumAll](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SquareSumAll) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Rsqrt](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Rsqrt) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.Sqrt](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sqrt) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.Reciprocal](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Reciprocal) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.Pow](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Pow) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.Exp](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Exp) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.Log](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Log) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.Log1p](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Log1p) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Minimum](https://www.mindspore.cn/api/en/r0.5/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/r0.5/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/r0.5/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/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Div) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.DivNoNan](https://www.mindspore.cn/api/en/r0.5/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/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FloorDiv) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Floor](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Floor) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Equal](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Equal) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.EqualCount](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.EqualCount) | Doing | Supported | Supported | math_ops +| [mindspore.ops.operations.NotEqual](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.NotEqual) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.Greater](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Greater) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.GreaterEqual](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.GreaterEqual) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.Less](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Less) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.Atan2](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Atan2) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.LessEqual](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LessEqual) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.LogicalNot](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LogicalNot) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.LogicalAnd](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LogicalAnd) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.LogicalOr](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LogicalOr) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.BitwiseAnd](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BitwiseAnd) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.BitwiseOr](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BitwiseOr) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Ceil](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Ceil) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Inv](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Inv) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Invert](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Invert) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.BitwiseXor](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BitwiseXor) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.NPUAllocFloatStatus](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.NPUAllocFloatStatus) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.NPUGetFloatStatus](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.NPUGetFloatStatus) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.NPUClearFloatStatus](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.NPUClearFloatStatus) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.FloatStatus](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FloatStatus) | Doing | Supported | Doing | math_ops +| [mindspore.ops.operations.Cos](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Cos) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Cosh](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Cosh) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.ACos](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ACos) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.BesselI0e](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BesselI0e) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.BesselI1e](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BesselI1e) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Asin](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Asin) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Asinh](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Asinh) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Erf](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Erf) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Erfc](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Erfc) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Sin](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sin) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Sinh](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sinh) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Expm1](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Expm1) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.NMSWithMask](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.NMSWithMask) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Abs](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Abs) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Sign](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sign) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Round](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Round) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.ApproximateEqual](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApproximateEqual) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.InplaceAdd](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InplaceAdd) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.InplaceSub](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InplaceSub) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.ExpandDims](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ExpandDims) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.DType](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DType) | Supported | Supported | Supported | array_ops +| [mindspore.ops.operations.SameTypeShape](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SameTypeShape) | Supported | Supported | Supported | array_ops +| [mindspore.ops.operations.Cast](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Cast) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.IsSubClass](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.IsSubClass) | Supported | Supported | Supported | array_ops +| [mindspore.ops.operations.IsInstance](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.IsInstance) | Supported | Supported | Supported | array_ops +| [mindspore.ops.operations.Reshape](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Reshape) | Supported | Supported | Supported | array_ops +| [mindspore.ops.operations.Shape](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Shape) | Supported | Supported | Supported | array_ops +| [mindspore.ops.operations.Squeeze](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Squeeze) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.Transpose](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Transpose) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.GatherV2](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.GatherV2) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.Split](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Split) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.Rank](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Rank) | Supported | Supported | Supported | array_ops +| [mindspore.ops.operations.TruncatedNormal](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TruncatedNormal) | Doing | Doing | Doing | array_ops +| [mindspore.ops.operations.Size](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Size) | Supported | Supported | Supported | array_ops +| [mindspore.ops.operations.Fill](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Fill) | Supported | Supported | Supported | array_ops +| [mindspore.ops.operations.OnesLike](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.OnesLike) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ZerosLike](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ZerosLike) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.TupleToArray](https://www.mindspore.cn/api/en/r0.5/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/r0.5/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/r0.5/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/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InvertPermutation) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.Argmax](https://www.mindspore.cn/api/en/r0.5/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/r0.5/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/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ArgMaxWithValue) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.ArgMinWithValue](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ArgMinWithValue) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.Tile](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Tile) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.UnsortedSegmentSum](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.UnsortedSegmentSum) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.UnsortedSegmentMin](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.UnsortedSegmentMin) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.Concat](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Concat) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.Slice](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Slice) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.Select](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Select) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.StridedSlice](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.StridedSlice) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.Diag](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Diag) | Doing | Doing | Doing | array_ops +| [mindspore.ops.operations.DiagPart](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DiagPart) | Doing | Doing | Doing | array_ops +| [mindspore.ops.operations.Eye](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Eye) | Supported | Supported | Supported | array_ops +| [mindspore.ops.operations.ScatterNd](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNd) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ResizeNearestNeighbor](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ResizeNearestNeighbor) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.GatherNd](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.GatherNd) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ApplyFtrl](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyFtrl) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.SparseApplyFtrl](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyFtrl) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ScatterNdUpdate](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNdUpdate) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ScatterUpdate](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterUpdate) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.SpaceToDepth](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SpaceToDepth) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.DepthToSpace](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DepthToSpace) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.SpaceToBatch](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SpaceToBatch) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.SpaceToBatchND](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SpaceToBatchND) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.BatchToSpace](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BatchToSpace) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.BatchToSpaceND](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BatchToSpaceND) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.IsFinite](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.IsFinite) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.InplaceUpdate](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InplaceUpdate) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ReduceOp](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceOp) | Supported | Supported | Doing | comm_ops +| [mindspore.ops.operations.AllReduce](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AllReduce) | Supported | Supported | Doing | comm_ops +| [mindspore.ops.operations.AllGather](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AllGather) | Supported | Supported | Doing | comm_ops +| [mindspore.ops.operations.HostAllGather](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.HostAllGather) | Doing | Doing | Supported | comm_ops +| [mindspore.ops.operations.ReduceScatter](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceScatter) | Doing | Supported | Doing | comm_ops +| [mindspore.ops.operations.HostReduceScatter](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.HostReduceScatter) | Doing | Doing | Supported | comm_ops +| [mindspore.ops.operations.Broadcast](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Broadcast) | Supported | Doing | Doing | comm_ops +| [mindspore.ops.operations.ControlDepend](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ControlDepend) | Supported | Supported | Supported | control_ops +| [mindspore.ops.operations.GeSwitch](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.GeSwitch) | Doing | Doing | Doing | control_ops +| [mindspore.ops.operations.Merge](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Merge) | Doing | Doing | Doing | control_ops +| [mindspore.ops.operations.ScalarSummary](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScalarSummary) | Supported | Supported | Supported | debug_ops +| [mindspore.ops.operations.ImageSummary](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ImageSummary) | Supported | Supported | Supported | debug_ops +| [mindspore.ops.operations.TensorSummary](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TensorSummary) | Supported | Supported | Supported | debug_ops +| [mindspore.ops.operations.HistogramSummary](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.HistogramSummary) | Supported | Supported | Supported | debug_ops +| [mindspore.ops.operations.InsertGradientOf](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InsertGradientOf) | Supported | Supported | Supported | debug_ops +| [mindspore.ops.operations.Print](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Print) | Supported | Doing | Doing | debug_ops +| [mindspore.ops.operations.Assign](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Assign) | Supported | Supported | Doing | other_ops +| [mindspore.ops.operations.BoundingBoxEncode](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BoundingBoxEncode) | Supported | Doing | Doing | other_ops +| [mindspore.ops.operations.BoundingBoxDecode](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BoundingBoxDecode) | Supported | Doing | Doing | other_ops +| [mindspore.ops.operations.CheckValid](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.CheckValid) | Supported | Doing | Doing | other_ops +| [mindspore.ops.operations.IOU](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.IOU) | Supported | Doing | Doing | other_ops +| [mindspore.ops.operations.MakeRefKey](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.MakeRefKey) | Supported | Supported | Supported | other_ops +| [mindspore.ops.operations.InTopK](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InTopK) | Supported | Doing | Doing | other_ops +| [mindspore.ops.operations.RandomChoiceWithMask](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.RandomChoiceWithMask) | Doing| Doing | Doing | random_ops +| [mindspore.ops.operations.ScalarCast](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScalarCast) | Supported | Supported | Supported | inner_ops diff --git a/docs/source_zh_cn/benchmark.md b/docs/source_zh_cn/benchmark.md index fdbc9c1b4837e9b3e39cac5af2753329db5f5393..a4fb67c785710a0bcb5e935c9c80c43c96b00522 100644 --- a/docs/source_zh_cn/benchmark.md +++ b/docs/source_zh_cn/benchmark.md @@ -2,7 +2,7 @@ -本文介绍MindSpore的基准性能。MindSpore预训练模型可参考[Model Zoo](https://gitee.com/mindspore/mindspore/tree/master/model_zoo)。 +本文介绍MindSpore的基准性能。MindSpore预训练模型可参考[Model Zoo](https://gitee.com/mindspore/mindspore/tree/r0.5/model_zoo)。 ## 训练性能 diff --git a/docs/source_zh_cn/conf.py b/docs/source_zh_cn/conf.py index f58451f3fafe89fa2a734d62f19c94424250757b..66bfcc4be4f22188b4de1a82452ef64c2cd6f47b 100644 --- a/docs/source_zh_cn/conf.py +++ b/docs/source_zh_cn/conf.py @@ -20,7 +20,7 @@ copyright = '2020, MindSpore' author = 'MindSpore' # The full version, including alpha/beta/rc tags -release = 'master' +release = 'r0.5' # -- General configuration --------------------------------------------------- diff --git a/docs/source_zh_cn/constraints_on_network_construction.md b/docs/source_zh_cn/constraints_on_network_construction.md index 4538ab05fd87322b03e87c9aaeadb76aac30770d..6cdf89695101d1e3514c329281ed8c8925c14a51 100644 --- a/docs/source_zh_cn/constraints_on_network_construction.md +++ b/docs/source_zh_cn/constraints_on_network_construction.md @@ -143,8 +143,8 @@ ## 网络定义约束 ### 整网实例类型 -* 带[@ms_function](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.html#mindspore.ms_function)装饰器的普通Python函数。 -* 继承自[nn.Cell](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Cell)的Cell子类。 +* 带[@ms_function](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.html#mindspore.ms_function)装饰器的普通Python函数。 +* 继承自[nn.Cell](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Cell)的Cell子类。 ### 网络输入类型 * 整网的训练数据输入参数只能是Tensor类型。 @@ -157,13 +157,13 @@ | 类别 | 内容 | :----------- |:-------- -| `Cell`实例 |[mindspore/nn/*](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html)、自定义[Cell](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Cell)。 +| `Cell`实例 |[mindspore/nn/*](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html)、自定义[Cell](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Cell)。 | `Cell`实例的成员函数 | Cell的construct中可以调用其他类成员函数。 | 函数 | 自定义Python函数、前文中列举的系统函数。 | dataclass实例 | 使用@dataclass装饰的类。 -| Primitive算子 |[mindspore/ops/operations/*](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html) -| Composite算子 |[mindspore/ops/composite/*](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.composite.html) -| constexpr生成算子 |使用[@constexpr](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.html#mindspore.ops.constexpr)生成的值计算算子。 +| Primitive算子 |[mindspore/ops/operations/*](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html) +| Composite算子 |[mindspore/ops/composite/*](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.composite.html) +| constexpr生成算子 |使用[@constexpr](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.html#mindspore.ops.constexpr)生成的值计算算子。 ### 其他约束 diff --git a/docs/source_zh_cn/network_list.md b/docs/source_zh_cn/network_list.md index f774ce03d09820ac4922f5ed45df77dc2e8c86af..757b073f408dea7db6b47db9b0b70cc5dfe9f459 100644 --- a/docs/source_zh_cn/network_list.md +++ b/docs/source_zh_cn/network_list.md @@ -1,23 +1,23 @@ # 网络支持 - + | 领域 | 子领域 | 网络 | Ascend | GPU | CPU |:------ |:------| :----------- |:------ |:------ |:----- -|计算机视觉（CV） | 图像分类（Image Classification） | [AlexNet](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/alexnet/src/alexnet.py) | Supported | Supported | Doing -| 计算机视觉（CV） | 图像分类（Image Classification） | [GoogleNet](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/googlenet/src/googlenet.py) | Supported | Doing | Doing -| 计算机视觉（CV） | 图像分类（Image Classification） | [LeNet](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/lenet/src/lenet.py) | Supported | Supported | Supported -| 计算机视觉（CV） | 图像分类（Image Classification） | [ResNet-50](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/resnet/src/resnet.py) | Supported | Doing | Doing -|计算机视觉（CV） | 图像分类（Image Classification） | [ResNet-101](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/resnet/src/resnet.py) | Supported |Doing | Doing -| 计算机视觉（CV） | 图像分类（Image Classification） | [VGG16](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/vgg16/src/vgg.py) | Supported | Doing | Doing -| 计算机视觉（CV） | 移动端图像分类（Mobile Image Classification）
目标检测（Image Classification）
语义分割（Semantic Tegmentation） | [MobileNetV2](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/mobilenetv2/src/mobilenetV2.py) | Supported | Supported | Doing -| 计算机视觉（CV） | 移动端图像分类（Mobile Image Classification）
目标检测（Image Classification）
语义分割（Semantic Tegmentation） | [MobileNetV3](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/mobilenetv3/src/mobilenetV3.py) | Doing | Supported | Doing -|计算机视觉（CV） | 目标检测（Targets Detection） | [SSD](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/ssd/src/ssd.py) | Supported |Doing | Doing -| 计算机视觉（CV） | 目标检测（Targets Detection） | [YoloV3](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/yolov3/src/yolov3.py) | Supported | Doing | Doing -| 计算机视觉（CV） | 目标检测（Targets Detection） | [FasterRCNN](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/faster_rcnn/src/FasterRcnn) | Supported | Doing | Doing -| 计算机视觉（CV） | 语义分割（Semantic Segmentation） | [Deeplabv3](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/deeplabv3/src/deeplabv3.py) | Supported | Doing | Doing -| 自然语言处理（NLP） | 自然语言理解（Natural Language Understanding） | [BERT](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/bert/src/bert_model.py) | Supported | Doing | Doing -| 自然语言处理（NLP） | 自然语言理解（Natural Language Understanding） | [Transformer](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/Transformer/src/transformer_model.py) | Supported | Doing | Doing -| 自然语言处理（NLP） | 自然语言理解（Natural Language Understanding） | [SentimentNet](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/lstm/src/lstm.py) | Doing | Supported | Supported -| 推荐（Recommender） | 推荐系统、点击率预估（Recommender System, CTR prediction） | [DeepFM](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/deepfm/src/deepfm.py) | Supported | Doing | Doing -| 推荐（Recommender） | 推荐系统、搜索、排序（Recommender System, Search ranking） | [Wide&Deep](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/wide_and_deep/src/wide_and_deep.py) | Supported | Doing | Doing +|计算机视觉（CV） | 图像分类（Image Classification） | [AlexNet](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/alexnet/src/alexnet.py) | Supported | Supported | Doing +| 计算机视觉（CV） | 图像分类（Image Classification） | [GoogleNet](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/googlenet/src/googlenet.py) | Supported | Doing | Doing +| 计算机视觉（CV） | 图像分类（Image Classification） | [LeNet](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/lenet/src/lenet.py) | Supported | Supported | Supported +| 计算机视觉（CV） | 图像分类（Image Classification） | [ResNet-50](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/resnet/src/resnet.py) | Supported | Doing | Doing +|计算机视觉（CV） | 图像分类（Image Classification） | [ResNet-101](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/resnet/src/resnet.py) | Supported |Doing | Doing +| 计算机视觉（CV） | 图像分类（Image Classification） | [VGG16](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/vgg16/src/vgg.py) | Supported | Doing | Doing +| 计算机视觉（CV） | 移动端图像分类（Mobile Image Classification）
目标检测（Image Classification）
语义分割（Semantic Tegmentation） | [MobileNetV2](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/mobilenetv2/src/mobilenetV2.py) | Supported | Supported | Doing +| 计算机视觉（CV） | 移动端图像分类（Mobile Image Classification）
目标检测（Image Classification）
语义分割（Semantic Tegmentation） | [MobileNetV3](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/mobilenetv3/src/mobilenetV3.py) | Doing | Supported | Doing +|计算机视觉（CV） | 目标检测（Targets Detection） | [SSD](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/ssd/src/ssd.py) | Supported |Doing | Doing +| 计算机视觉（CV） | 目标检测（Targets Detection） | [YoloV3](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/yolov3/src/yolov3.py) | Supported | Doing | Doing +| 计算机视觉（CV） | 目标检测（Targets Detection） | [FasterRCNN](https://gitee.com/mindspore/mindspore/tree/r0.5/model_zoo/faster_rcnn/src/FasterRcnn) | Supported | Doing | Doing +| 计算机视觉（CV） | 语义分割（Semantic Segmentation） | [Deeplabv3](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/deeplabv3/src/deeplabv3.py) | Supported | Doing | Doing +| 自然语言处理（NLP） | 自然语言理解（Natural Language Understanding） | [BERT](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/bert/src/bert_model.py) | Supported | Doing | Doing +| 自然语言处理（NLP） | 自然语言理解（Natural Language Understanding） | [Transformer](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/Transformer/src/transformer_model.py) | Supported | Doing | Doing +| 自然语言处理（NLP） | 自然语言理解（Natural Language Understanding） | [SentimentNet](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/lstm/src/lstm.py) | Doing | Supported | Supported +| 推荐（Recommender） | 推荐系统、点击率预估（Recommender System, CTR prediction） | [DeepFM](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/deepfm/src/deepfm.py) | Supported | Doing | Doing +| 推荐（Recommender） | 推荐系统、搜索、排序（Recommender System, Search ranking） | [Wide&Deep](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/wide_and_deep/src/wide_and_deep.py) | Supported | Doing | Doing diff --git a/docs/source_zh_cn/operator_list.md b/docs/source_zh_cn/operator_list.md index de68a7d2d1e6f85648bb91ec6d4759d3193c9c37..97455dd8a0d377d0c7b9942f4085edea203b830b 100644 --- a/docs/source_zh_cn/operator_list.md +++ b/docs/source_zh_cn/operator_list.md @@ -14,285 +14,285 @@ | 操作名 | Ascend | GPU | CPU |算子类别 | :----------- |:------ |:------ |:-----|:--- -| [mindspore.nn.Softmax](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Softmax) | Supported | Supported | Supported |layer/activation -| [mindspore.nn.LogSoftmax](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.LogSoftmax) | Supported | Supported | Doing |layer/activation -| [mindspore.nn.ReLU](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.ReLU) | Supported | Supported | Supported |layer/activation -| [mindspore.nn.ReLU6](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.ReLU6) |Supported | Supported | Doing |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.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 |Doing | Doing |layer/activation -| [mindspore.nn.PReLU](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.PReLU) | Supported |Doing | Doing |layer/activation -| [mindspore.nn.Dropout](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Dropout) |Supported | Supported | Doing |layer/basic -| [mindspore.nn.Flatten](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Flatten) |Supported | Supported | Doing |layer/basic -| [mindspore.nn.Dense](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Dense) |Supported | Supported | Doing |layer/basic -| [mindspore.nn.DenseBnAct](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.DenseBnAct) |Supported | Supported | Supported |layer/basic -| [mindspore.nn.ClipByNorm](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.ClipByNorm) |Doing | Supported | Doing |layer/basic -| [mindspore.nn.Norm](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Norm) |Doing | Supported | Doing |layer/basic -| [mindspore.nn.OneHot](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.OneHot) | Supported | Supported | Doing |layer/basic -| [mindspore.nn.Range](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Range) | Supported | Doing | Doing |layer/basic -| [mindspore.nn.SequentialCell](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.SequentialCell) |Doing | Supported | Doing |layer/container -| [mindspore.nn.CellList](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.CellList) | Supported | Supported | Doing |layer/container -| [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.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) | Doing |Doing | Doing |layer/image -| [mindspore.nn.PSNR](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.PSNR) | Doing |Doing | Doing |layer/image -| [mindspore.nn.CentralCrop](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.CentralCrop) | Supported |Doing | Doing |layer/image -| [mindspore.nn.LSTM](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.LSTM) | Doing | Supported | Supported |layer/lstm -| [mindspore.nn.GlobalBatchNorm](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.GlobalBatchNorm) | Supported |Doing | Doing |layer/normalization -| [mindspore.nn.BatchNorm1d](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.BatchNorm1d) | Supported |Doing | Doing |layer/normalization -| [mindspore.nn.BatchNorm2d](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.BatchNorm2d) | Supported | Supported | Doing |layer/normalization -| [mindspore.nn.GroupNorm](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.GroupNorm) | Supported | Doing | Doing |layer/normalization -| [mindspore.nn.LayerNorm](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.LayerNorm) | Supported | Supported | Doing |layer/normalization -| [mindspore.nn.MatrixDiag](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.MatrixDiag) | Supported | Doing | Doing | layer/normalization -| [mindspore.nn.MatrixDiagPart](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.MatrixDiagPart) | Supported | Doing | Doing | layer/normalization -| [mindspore.nn.MatrixSetDiag](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.MatrixSetDiag) | Supported | Doing | Doing | layer/normalization -| [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) |Doing | 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.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.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 -| [mindspore.nn.AdamWeightDecay](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.AdamWeightDecay) | Supported | Supported | Doing |optim/adam -| [mindspore.nn.AdamWeightDecayDynamicLR](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.AdamWeightDecayDynamicLR) | Supported | Supported | Doing |optim/adam -| [mindspore.nn.Lamb](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Lamb) | Supported | Supported | Doing |optim/lamb -| [mindspore.nn.LARS](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.LARS) |Doing |Doing | Doing |optim/lars -| [mindspore.nn.Momentum](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Momentum) | Supported | Supported | Doing |optim/momentum -| [mindspore.nn.Optimizer](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Optimizer) | Supported | Supported | Doing |optim/optimizer -| [mindspore.nn.RMSProp](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.RMSProp) | Supported | Supported | Doing |optim/optimizer -| [mindspore.nn.SGD](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.SGD) |Supported |Doing | Doing |optim/sgd -| [mindspore.nn.WithLossCell](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.WithLossCell) | Supported | Supported | Doing |wrap/cell_wrapper -| [mindspore.nn.WithGradCell](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.WithGradCell) | Supported | Supported | Doing |wrap/cell_wrapper -| [mindspore.nn.TrainOneStepCell](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.TrainOneStepCell) | Supported | Supported | Doing |wrap/cell_wrapper -| [mindspore.nn.DataWrapper](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.DataWrapper) |Doing | Supported | Doing |wrap/cell_wrapper -| [mindspore.nn.GetNextSingleOp](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.GetNextSingleOp) |Doing | Supported | Doing |wrap/cell_wrapper -| [mindspore.nn.WithEvalCell](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.WithEvalCell) | Supported | Supported | Doing |wrap/cell_wrapper -| [mindspore.nn.ParameterUpdate](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.ParameterUpdate) | Supported |Doing | Doing |wrap/cell_wrapper -| [mindspore.nn.DistributedGradReducer](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.DistributedGradReducer) | Supported |Doing | Doing |wrap/grad_reducer -| [mindspore.nn.DynamicLossScaleUpdateCell](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.DynamicLossScaleUpdateCell) | Doing |Doing | Doing |wrap/loss_scale -| [mindspore.nn.FixedLossScaleUpdateCell](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.FixedLossScaleUpdateCell) | Doing |Doing | Doing |wrap/loss_scale -| [mindspore.nn.TrainOneStepWithLossScaleCell](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.TrainOneStepWithLossScaleCell) | Doing |Doing | Doing |wrap/loss_scale -| [mindspore.nn.Cell](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Cell) | Supported | Supported | Supported |cell +| [mindspore.nn.Softmax](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Softmax) | Supported | Supported | Supported |layer/activation +| [mindspore.nn.LogSoftmax](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.LogSoftmax) | Supported | Supported | Doing |layer/activation +| [mindspore.nn.ReLU](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.ReLU) | Supported | Supported | Supported |layer/activation +| [mindspore.nn.ReLU6](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.ReLU6) |Supported | Supported | Doing |layer/activation +| [mindspore.nn.HSwish](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.HSwish) | Doing | Supported | Doing |layer/activation +| [mindspore.nn.HSigmoid](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.HSigmoid) | Doing | Supported | Doing |layer/activation +| [mindspore.nn.LeakyReLU](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.LeakyReLU) | Supported |Doing | Doing |layer/activation +| [mindspore.nn.Tanh](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Tanh) | Supported | Supported | Doing |layer/activation +| [mindspore.nn.GELU](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.GELU) | Supported | Supported | Doing |layer/activation +| [mindspore.nn.Sigmoid](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Sigmoid) | Supported |Doing | Doing |layer/activation +| [mindspore.nn.PReLU](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.PReLU) | Supported |Doing | Doing |layer/activation +| [mindspore.nn.Dropout](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Dropout) |Supported | Supported | Doing |layer/basic +| [mindspore.nn.Flatten](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Flatten) |Supported | Supported | Doing |layer/basic +| [mindspore.nn.Dense](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Dense) |Supported | Supported | Doing |layer/basic +| [mindspore.nn.DenseBnAct](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.DenseBnAct) |Supported | Supported | Supported |layer/basic +| [mindspore.nn.ClipByNorm](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.ClipByNorm) |Doing | Supported | Doing |layer/basic +| [mindspore.nn.Norm](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Norm) |Doing | Supported | Doing |layer/basic +| [mindspore.nn.OneHot](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.OneHot) | Supported | Supported | Doing |layer/basic +| [mindspore.nn.Range](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Range) | Supported | Doing | Doing |layer/basic +| [mindspore.nn.SequentialCell](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.SequentialCell) |Doing | Supported | Doing |layer/container +| [mindspore.nn.CellList](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.CellList) | Supported | Supported | Doing |layer/container +| [mindspore.nn.Conv2d](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv2d) | Supported | Supported | Supported |layer/conv +| [mindspore.nn.Conv2dTranspose](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv2dTranspose) | Supported | Supported | Doing |layer/conv +| [mindspore.nn.Conv2dBnAct](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv2dBnAct) | Supported | Supported | Supported |layer/conv +| [mindspore.nn.Embedding](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Embedding) |Doing | Supported | Doing |layer/embedding +| [mindspore.nn.ImageGradients](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.ImageGradients) | Doing |Doing | Doing |layer/image +| [mindspore.nn.SSIM](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.SSIM) | Doing |Doing | Doing |layer/image +| [mindspore.nn.PSNR](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.PSNR) | Doing |Doing | Doing |layer/image +| [mindspore.nn.CentralCrop](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.CentralCrop) | Supported |Doing | Doing |layer/image +| [mindspore.nn.LSTM](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.LSTM) | Doing | Supported | Supported |layer/lstm +| [mindspore.nn.GlobalBatchNorm](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.GlobalBatchNorm) | Supported |Doing | Doing |layer/normalization +| [mindspore.nn.BatchNorm1d](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.BatchNorm1d) | Supported |Doing | Doing |layer/normalization +| [mindspore.nn.BatchNorm2d](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.BatchNorm2d) | Supported | Supported | Doing |layer/normalization +| [mindspore.nn.GroupNorm](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.GroupNorm) | Supported | Doing | Doing |layer/normalization +| [mindspore.nn.LayerNorm](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.LayerNorm) | Supported | Supported | Doing |layer/normalization +| [mindspore.nn.MatrixDiag](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.MatrixDiag) | Supported | Doing | Doing | layer/normalization +| [mindspore.nn.MatrixDiagPart](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.MatrixDiagPart) | Supported | Doing | Doing | layer/normalization +| [mindspore.nn.MatrixSetDiag](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.MatrixSetDiag) | Supported | Doing | Doing | layer/normalization +| [mindspore.nn.LinSpace](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.LinSpace) | Supported | Doing | Doing | layer/normalization +| [mindspore.nn.MaxPool2d](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.MaxPool2d) | Supported | Supported | Supported |layer/pooling +| [mindspore.nn.AvgPool2d](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.AvgPool2d) |Doing | Supported | Doing |layer/pooling +| [mindspore.nn.L1Loss](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.L1Loss) |Doing |Doing | Doing |loss/loss +| [mindspore.nn.MSELoss](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.MSELoss) | Supported |Doing | Doing |loss/loss +| [mindspore.nn.SmoothL1Loss](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.SmoothL1Loss) | Supported |Doing | Doing |loss/loss +| [mindspore.nn.SoftmaxCrossEntropyWithLogits](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.SoftmaxCrossEntropyWithLogits) | Supported | Supported | Doing |loss/loss +| [mindspore.nn.SoftmaxCrossEntropyExpand](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.SoftmaxCrossEntropyExpand) | Supported |Doing | Doing |loss/loss +| [mindspore.nn.ProximalAdagrad](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.ProximalAdagrad) | Supported |Doing | Doing |optim/ProximalAdagrad +| [mindspore.nn.LazyAdam](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.LazyAdam) | Supported |Doing | Doing |optim/lazyadam +| [mindspore.nn.Adam](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Adam) | Supported |Doing | Doing |optim/adam +| [mindspore.nn.AdamWeightDecay](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.AdamWeightDecay) | Supported | Supported | Doing |optim/adam +| [mindspore.nn.AdamWeightDecayDynamicLR](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.AdamWeightDecayDynamicLR) | Supported | Supported | Doing |optim/adam +| [mindspore.nn.Lamb](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Lamb) | Supported | Supported | Doing |optim/lamb +| [mindspore.nn.LARS](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.LARS) |Doing |Doing | Doing |optim/lars +| [mindspore.nn.Momentum](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Momentum) | Supported | Supported | Doing |optim/momentum +| [mindspore.nn.Optimizer](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Optimizer) | Supported | Supported | Doing |optim/optimizer +| [mindspore.nn.RMSProp](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.RMSProp) | Supported | Supported | Doing |optim/optimizer +| [mindspore.nn.SGD](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.SGD) |Supported |Doing | Doing |optim/sgd +| [mindspore.nn.WithLossCell](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.WithLossCell) | Supported | Supported | Doing |wrap/cell_wrapper +| [mindspore.nn.WithGradCell](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.WithGradCell) | Supported | Supported | Doing |wrap/cell_wrapper +| [mindspore.nn.TrainOneStepCell](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.TrainOneStepCell) | Supported | Supported | Doing |wrap/cell_wrapper +| [mindspore.nn.DataWrapper](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.DataWrapper) |Doing | Supported | Doing |wrap/cell_wrapper +| [mindspore.nn.GetNextSingleOp](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.GetNextSingleOp) |Doing | Supported | Doing |wrap/cell_wrapper +| [mindspore.nn.WithEvalCell](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.WithEvalCell) | Supported | Supported | Doing |wrap/cell_wrapper +| [mindspore.nn.ParameterUpdate](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.ParameterUpdate) | Supported |Doing | Doing |wrap/cell_wrapper +| [mindspore.nn.DistributedGradReducer](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.DistributedGradReducer) | Supported |Doing | Doing |wrap/grad_reducer +| [mindspore.nn.DynamicLossScaleUpdateCell](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.DynamicLossScaleUpdateCell) | Doing |Doing | Doing |wrap/loss_scale +| [mindspore.nn.FixedLossScaleUpdateCell](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.FixedLossScaleUpdateCell) | Doing |Doing | Doing |wrap/loss_scale +| [mindspore.nn.TrainOneStepWithLossScaleCell](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.TrainOneStepWithLossScaleCell) | Doing |Doing | Doing |wrap/loss_scale +| [mindspore.nn.Cell](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Cell) | Supported | Supported | Supported |cell ## mindspore.ops.operations | 操作名 | Ascend | GPU | CPU |算子类别 | :----------- |:------ |:------ |:-----|:--- -| [mindspore.ops.operations.Flatten](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Flatten) | Supported | Supported |Doing | nn_ops -| [mindspore.ops.operations.Softmax](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Softmax) | Supported | Supported | Supported | nn_ops -| [mindspore.ops.operations.Acosh](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Acosh) | Doing | Doing | Doing | nn_ops -| [mindspore.ops.operations.FloorMod](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FloorMod) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.Elu](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Elu) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.MirrorPad](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.MirrorPad) | Doing | Doing | Doing | nn_ops -| [mindspore.ops.operations.Unpack](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Unpack) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.Pack](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Pack) | Supported| Doing | Doing | nn_ops -| [mindspore.ops.operations.L2Loss](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.L2Loss) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.CTCLoss](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.CTCLoss) | Doing | Doing | Doing | nn_ops -| [mindspore.ops.operations.LogSoftmax](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LogSoftmax) | Supported | Supported |Doing | nn_ops -| [mindspore.ops.operations.Softplus](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Softplus) | Supported | Doing |Doing | nn_ops -| [mindspore.ops.operations.ReLU](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReLU) | Supported | Supported | Supported | nn_ops -| [mindspore.ops.operations.ReLU6](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReLU6) | Supported | Supported |Doing | nn_ops -| [mindspore.ops.operations.HSwish](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.HSwish) | Doing | Supported |Doing | nn_ops -| [mindspore.ops.operations.HSigmoid](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.HSigmoid) | Doing | Supported |Doing | nn_ops -| [mindspore.ops.operations.Sigmoid](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sigmoid) | Supported | Doing |Doing | nn_ops -| [mindspore.ops.operations.Tanh](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Tanh) | Supported | Supported |Doing | nn_ops -| [mindspore.ops.operations.BatchNorm](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BatchNorm) | Supported | Doing |Doing | nn_ops -| [mindspore.ops.operations.LRN](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LRN) | Supported | Doing |Doing | nn_ops -| [mindspore.ops.operations.Conv2D](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Conv2D) | Supported | Supported | Supported | nn_ops -| [mindspore.ops.operations.DepthwiseConv2dNative](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DepthwiseConv2dNative) | Supported | Doing |Doing | nn_ops -| [mindspore.ops.operations.DepthwiseConv2dNativeBackpropInput](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DepthwiseConv2dNativeBackpropInput) | Supported | Doing |Doing | nn_ops -| [mindspore.ops.operations.DepthwiseConv2dNativeiBackpropFilter](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DepthwiseConv2dNativeBackpropFilter) | Supported | Doing |Doing | nn_ops -| [mindspore.ops.operations.MaxPoolWithArgmax](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.MaxPoolWithArgmax) | Supported | Doing |Doing | nn_ops -| [mindspore.ops.operations.MaxPool](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.MaxPool) | Supported | Supported | Supported | nn_ops -| [mindspore.ops.operations.AvgPool](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AvgPool) | Supported | Supported |Doing | nn_ops -| [mindspore.ops.operations.Conv2DBackpropInput](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Conv2DBackpropInput) | Supported | Supported |Doing | nn_ops -| [mindspore.ops.operations.BiasAdd](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BiasAdd) | Supported | Supported | Supported | nn_ops -| [mindspore.ops.operations.TopK](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TopK) | Supported | Doing |Doing | nn_ops -| [mindspore.ops.operations.SoftmaxCrossEntropyWithLogits](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SoftmaxCrossEntropyWithLogits) | Supported | Supported |Doing | nn_ops -| [mindspore.ops.operations.SparseSoftmaxCrossEntropyWithLogits](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseSoftmaxCrossEntropyWithLogits) | Doing | Supported | Supported | nn_ops -| [mindspore.ops.operations.ApplyMomentum](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyMomentum) | Supported | Supported | Supported | nn_ops -| [mindspore.ops.operations.ApplyRMSProp](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyRMSProp) | Supported | Supported | Doing | nn_ops -| [mindspore.ops.operations.ApplyCenteredRMSProp](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyCenteredRMSProp) | Supported | Supported | Doing | nn_ops -| [mindspore.ops.operations.SparseApplyAdagrad](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyAdagrad) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.SparseApplyProximalAdagrad](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyProximalAdagrad) | Supported | Doing | Doing | nn_ops -| [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.SparseApplyLazyAdam](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyLazyAdam) | Doing | Doing | Supported | nn_ops -| [mindspore.ops.operations.SparseApplyAdam](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyAdam) | 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.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 -| [mindspore.ops.operations.DropoutGenMask](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DropoutGenMask) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.DropoutDoMask](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DropoutDoMask) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.ResizeBilinear](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ResizeBilinear) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.OneHot](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.OneHot) | Supported | Supported | Doing | nn_ops -| [mindspore.ops.operations.Gelu](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Gelu) | Supported | Supported | Doing | nn_ops -| [mindspore.ops.operations.GetNext](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.GetNext) | Supported | Supported | Doing | nn_ops -| [mindspore.ops.operations.PReLU](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.PReLU) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.LSTM](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LSTM) | Doing | Supported | Supported | nn_ops -| [mindspore.ops.operations.BasicLSTMCell](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BasicLSTMCell) | Doing | Doing | Doing | nn_ops -| [mindspore.ops.operations.SigmoidCrossEntropyWithLogits](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SigmoidCrossEntropyWithLogits) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.Pad](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Pad) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.ROIAlign](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ROIAlign) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.Adam](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Adam) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.BinaryCrossEntropy](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BinaryCrossEntropy) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.LARSUpdate](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LARSUpdate) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.TensorAdd](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TensorAdd) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.AssignAdd](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AssignAdd) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.AssignSub](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AssignSub) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.ReduceMean](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceMean) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.ReduceSum](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceSum) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.ReduceAll](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceAll) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.ReduceMax](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceMax) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.ReduceMin](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceMin) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.ReduceProd](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceProd) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.CumProd](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.CumProd) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.MatMul](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.MatMul) | Supported | Supported | Supported | math_ops -| [mindspore.ops.operations.BatchMatMul](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BatchMatMul) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.CumSum](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.CumSum) | Supported | Doing| Doing | math_ops -| [mindspore.ops.operations.AddN](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AddN) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.Neg](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Neg) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.Sub](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sub) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.Mul](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Mul) | Supported | Supported | Supported | math_ops -| [mindspore.ops.operations.Square](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Square) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.SquareSumAll](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SquareSumAll) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Rsqrt](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Rsqrt) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.Sqrt](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sqrt) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.Reciprocal](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Reciprocal) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.Pow](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Pow) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.Exp](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Exp) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.Log](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Log) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.Log1p](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Log1p) | Supported | Doing | Doing | math_ops -| [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.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 | Doing | 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 | Doing | Doing | math_ops -| [mindspore.ops.operations.Equal](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Equal) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.EqualCount](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.EqualCount) | Doing | Supported | Supported | math_ops -| [mindspore.ops.operations.NotEqual](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.NotEqual) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.Greater](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Greater) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.GreaterEqual](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.GreaterEqual) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.Less](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Less) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.Atan2](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Atan2) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.LessEqual](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LessEqual) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.LogicalNot](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LogicalNot) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.LogicalAnd](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LogicalAnd) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.LogicalOr](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LogicalOr) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.BitwiseAnd](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BitwiseAnd) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.BitwiseOr](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BitwiseOr) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.BitwiseXor](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BitwiseXor) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Ceil](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Ceil) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Inv](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Inv) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Invert](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Invert) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.NPUAllocFloatStatus](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.NPUAllocFloatStatus) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.NPUGetFloatStatus](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.NPUGetFloatStatus) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.NPUClearFloatStatus](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.NPUClearFloatStatus) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.FloatStatus](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FloatStatus) | Doing | Supported | Doing | math_ops -| [mindspore.ops.operations.Cos](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Cos) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Cosh](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Cosh) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.ACos](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ACos) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.BesselI0e](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BesselI0e) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.BesselI1e](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BesselI1e) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Asin](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Asin) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Asinh](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Asinh) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Erf](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Erf) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Erfc](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Erfc) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Sin](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sin) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Sinh](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sinh) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Expm1](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Expm1) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.NMSWithMask](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.NMSWithMask) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Abs](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Abs) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Sign](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sign) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Round](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Round) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.ApproximateEqual](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApproximateEqual) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.InplaceAdd](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InplaceAdd) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.InplaceSub](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InplaceSub) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.ExpandDims](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ExpandDims) | Supported | Supported | Doing | array_ops -| [mindspore.ops.operations.DType](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DType) | Supported | Supported | Supported | array_ops -| [mindspore.ops.operations.SameTypeShape](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SameTypeShape) | Supported | Supported | Supported | array_ops -| [mindspore.ops.operations.Cast](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Cast) | Supported | Supported | Doing | array_ops -| [mindspore.ops.operations.IsSubClass](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.IsSubClass) | Supported | Supported | Supported | array_ops -| [mindspore.ops.operations.IsInstance](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.IsInstance) | Supported | Supported | Supported | array_ops -| [mindspore.ops.operations.Reshape](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Reshape) | Supported | Supported | Supported | array_ops -| [mindspore.ops.operations.Shape](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Shape) | Supported | Supported | Supported | array_ops -| [mindspore.ops.operations.Squeeze](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Squeeze) | Supported | Supported | Doing | array_ops -| [mindspore.ops.operations.Transpose](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Transpose) | Supported | Supported | Doing | array_ops -| [mindspore.ops.operations.GatherV2](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.GatherV2) | Supported | Supported | Doing | array_ops -| [mindspore.ops.operations.Split](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Split) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.Rank](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Rank) | Supported | Supported | Supported | array_ops -| [mindspore.ops.operations.TruncatedNormal](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TruncatedNormal) | Doing | Doing | Doing | array_ops -| [mindspore.ops.operations.Size](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Size) | Supported | Supported | Supported | array_ops -| [mindspore.ops.operations.Fill](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Fill) | Supported | Supported | Supported | array_ops -| [mindspore.ops.operations.OnesLike](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.OnesLike) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.ZerosLike](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ZerosLike) | Supported | Supported | Doing | array_ops -| [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.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 -| [mindspore.ops.operations.ArgMinWithValue](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ArgMinWithValue) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.Tile](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Tile) | Supported | Supported | Doing | array_ops -| [mindspore.ops.operations.UnsortedSegmentSum](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.UnsortedSegmentSum) | Supported | Supported | Doing | array_ops -| [mindspore.ops.operations.UnsortedSegmentMin](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.UnsortedSegmentMin) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.Concat](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Concat) | Supported | Supported | Doing | array_ops -| [mindspore.ops.operations.Slice](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Slice) | Supported | Supported | Doing | array_ops -| [mindspore.ops.operations.Select](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Select) | Supported | Supported | Doing | array_ops -| [mindspore.ops.operations.StridedSlice](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.StridedSlice) | Supported | Supported | Doing | array_ops -| [mindspore.ops.operations.Diag](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Diag) | Doing | Doing | Doing | array_ops -| [mindspore.ops.operations.DiagPart](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DiagPart) | Doing | Doing | Doing | array_ops -| [mindspore.ops.operations.Eye](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Eye) | Supported | Supported | Supported | array_ops -| [mindspore.ops.operations.ScatterNd](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNd) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.ResizeNearestNeighbor](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ResizeNearestNeighbor) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.GatherNd](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.GatherNd) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.ApplyFtrl](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyFtrl) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.SparseApplyFtrl](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyFtrl) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.ScatterNdUpdate](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNdUpdate) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.ScatterUpdate](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterUpdate) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.SpaceToDepth](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SpaceToDepth) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.DepthToSpace](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DepthToSpace) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.SpaceToBatch](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SpaceToBatch) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.SpaceToBatchND](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SpaceToBatchND) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.BatchToSpace](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BatchToSpace) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.BatchToSpaceND](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BatchToSpaceND) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.IsFinite](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.IsFinite) | Supported | Supported | Doing | array_ops -| [mindspore.ops.operations.InplaceUpdate](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InplaceUpdate) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.ReduceOp](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceOp) | Supported | Supported | Doing | comm_ops -| [mindspore.ops.operations.AllReduce](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AllReduce) | Supported | Supported | Doing | comm_ops -| [mindspore.ops.operations.AllGather](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AllGather) | Supported | Supported | Doing | comm_ops -| [mindspore.ops.operations.HostAllGather](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.HostAllGather) | Doing | Doing | Supported | comm_ops -| [mindspore.ops.operations.ReduceScatter](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceScatter) | Doing | Supported | Doing | comm_ops -| [mindspore.ops.operations.HostReduceScatter](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.HostReduceScatter) | Doing | Doing | Supported | comm_ops -| [mindspore.ops.operations.Broadcast](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Broadcast) | Supported | Doing | Doing | comm_ops -| [mindspore.ops.operations.ControlDepend](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ControlDepend) | Supported | Supported | Supported | control_ops -| [mindspore.ops.operations.GeSwitch](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.GeSwitch) | Doing | Doing | Doing | control_ops -| [mindspore.ops.operations.Merge](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Merge) | Doing | Doing | Doing | control_ops -| [mindspore.ops.operations.ScalarSummary](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScalarSummary) | Supported | Supported | Supported | debug_ops -| [mindspore.ops.operations.ImageSummary](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ImageSummary) | Supported | Supported | Supported | debug_ops -| [mindspore.ops.operations.TensorSummary](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TensorSummary) | Supported | Supported | Supported | debug_ops -| [mindspore.ops.operations.HistogramSummary](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.HistogramSummary) | Supported | Supported | Supported | debug_ops -| [mindspore.ops.operations.InsertGradientOf](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InsertGradientOf) | Supported | Supported | Supported | debug_ops -| [mindspore.ops.operations.Print](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Print) | Supported | Doing | Doing | debug_ops -| [mindspore.ops.operations.Assign](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Assign) | Supported | Supported | Doing | other_ops -| [mindspore.ops.operations.BoundingBoxEncode](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BoundingBoxEncode) | Supported | Doing | Doing | other_ops -| [mindspore.ops.operations.BoundingBoxDecode](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BoundingBoxDecode) | Supported | Doing | Doing | other_ops -| [mindspore.ops.operations.CheckValid](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.CheckValid) | Supported | Doing | Doing | other_ops -| [mindspore.ops.operations.IOU](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.IOU) | Supported | Doing | Doing | other_ops -| [mindspore.ops.operations.MakeRefKey](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.MakeRefKey) | Supported | Supported | Supported | other_ops -| [mindspore.ops.operations.InTopK](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InTopK) | Supported | Doing | Doing | other_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| 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 +| [mindspore.ops.operations.Flatten](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Flatten) | Supported | Supported |Doing | nn_ops +| [mindspore.ops.operations.Softmax](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Softmax) | Supported | Supported | Supported | nn_ops +| [mindspore.ops.operations.Acosh](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Acosh) | Doing | Doing | Doing | nn_ops +| [mindspore.ops.operations.FloorMod](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FloorMod) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.Elu](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Elu) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.MirrorPad](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.MirrorPad) | Doing | Doing | Doing | nn_ops +| [mindspore.ops.operations.Unpack](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Unpack) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.Pack](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Pack) | Supported| Doing | Doing | nn_ops +| [mindspore.ops.operations.L2Loss](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.L2Loss) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.CTCLoss](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.CTCLoss) | Doing | Doing | Doing | nn_ops +| [mindspore.ops.operations.LogSoftmax](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LogSoftmax) | Supported | Supported |Doing | nn_ops +| [mindspore.ops.operations.Softplus](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Softplus) | Supported | Doing |Doing | nn_ops +| [mindspore.ops.operations.ReLU](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReLU) | Supported | Supported | Supported | nn_ops +| [mindspore.ops.operations.ReLU6](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReLU6) | Supported | Supported |Doing | nn_ops +| [mindspore.ops.operations.HSwish](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.HSwish) | Doing | Supported |Doing | nn_ops +| [mindspore.ops.operations.HSigmoid](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.HSigmoid) | Doing | Supported |Doing | nn_ops +| [mindspore.ops.operations.Sigmoid](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sigmoid) | Supported | Doing |Doing | nn_ops +| [mindspore.ops.operations.Tanh](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Tanh) | Supported | Supported |Doing | nn_ops +| [mindspore.ops.operations.BatchNorm](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BatchNorm) | Supported | Doing |Doing | nn_ops +| [mindspore.ops.operations.LRN](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LRN) | Supported | Doing |Doing | nn_ops +| [mindspore.ops.operations.Conv2D](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Conv2D) | Supported | Supported | Supported | nn_ops +| [mindspore.ops.operations.DepthwiseConv2dNative](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DepthwiseConv2dNative) | Supported | Doing |Doing | nn_ops +| [mindspore.ops.operations.DepthwiseConv2dNativeBackpropInput](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DepthwiseConv2dNativeBackpropInput) | Supported | Doing |Doing | nn_ops +| [mindspore.ops.operations.DepthwiseConv2dNativeiBackpropFilter](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DepthwiseConv2dNativeBackpropFilter) | Supported | Doing |Doing | nn_ops +| [mindspore.ops.operations.MaxPoolWithArgmax](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.MaxPoolWithArgmax) | Supported | Doing |Doing | nn_ops +| [mindspore.ops.operations.MaxPool](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.MaxPool) | Supported | Supported | Supported | nn_ops +| [mindspore.ops.operations.AvgPool](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AvgPool) | Supported | Supported |Doing | nn_ops +| [mindspore.ops.operations.Conv2DBackpropInput](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Conv2DBackpropInput) | Supported | Supported |Doing | nn_ops +| [mindspore.ops.operations.BiasAdd](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BiasAdd) | Supported | Supported | Supported | nn_ops +| [mindspore.ops.operations.TopK](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TopK) | Supported | Doing |Doing | nn_ops +| [mindspore.ops.operations.SoftmaxCrossEntropyWithLogits](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SoftmaxCrossEntropyWithLogits) | Supported | Supported |Doing | nn_ops +| [mindspore.ops.operations.SparseSoftmaxCrossEntropyWithLogits](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseSoftmaxCrossEntropyWithLogits) | Doing | Supported | Supported | nn_ops +| [mindspore.ops.operations.ApplyMomentum](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyMomentum) | Supported | Supported | Supported | nn_ops +| [mindspore.ops.operations.ApplyRMSProp](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyRMSProp) | Supported | Supported | Doing | nn_ops +| [mindspore.ops.operations.ApplyCenteredRMSProp](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyCenteredRMSProp) | Supported | Supported | Doing | nn_ops +| [mindspore.ops.operations.SparseApplyAdagrad](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyAdagrad) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.SparseApplyProximalAdagrad](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyProximalAdagrad) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.ApplyProximalAdagrad](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyProximalAdagrad) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.SparseApplyLazyAdam](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyLazyAdam) | Doing | Doing | Supported | nn_ops +| [mindspore.ops.operations.SparseApplyAdam](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyAdam) | Doing | Doing | Supported | nn_ops +| [mindspore.ops.operations.SmoothL1Loss](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SmoothL1Loss) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.SGD](https://www.mindspore.cn/api/zh-CN/r0.5/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/r0.5/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/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.L2Normalize) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.DropoutGenMask](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DropoutGenMask) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.DropoutDoMask](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DropoutDoMask) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.ResizeBilinear](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ResizeBilinear) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.OneHot](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.OneHot) | Supported | Supported | Doing | nn_ops +| [mindspore.ops.operations.Gelu](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Gelu) | Supported | Supported | Doing | nn_ops +| [mindspore.ops.operations.GetNext](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.GetNext) | Supported | Supported | Doing | nn_ops +| [mindspore.ops.operations.PReLU](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.PReLU) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.LSTM](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LSTM) | Doing | Supported | Supported | nn_ops +| [mindspore.ops.operations.BasicLSTMCell](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BasicLSTMCell) | Doing | Doing | Doing | nn_ops +| [mindspore.ops.operations.SigmoidCrossEntropyWithLogits](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SigmoidCrossEntropyWithLogits) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.Pad](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Pad) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.ROIAlign](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ROIAlign) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.Adam](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Adam) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.BinaryCrossEntropy](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BinaryCrossEntropy) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.LARSUpdate](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LARSUpdate) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.TensorAdd](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TensorAdd) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.AssignAdd](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AssignAdd) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.AssignSub](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AssignSub) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.ReduceMean](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceMean) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.ReduceSum](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceSum) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.ReduceAll](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceAll) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.ReduceMax](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceMax) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.ReduceMin](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceMin) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.ReduceProd](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceProd) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.CumProd](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.CumProd) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.MatMul](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.MatMul) | Supported | Supported | Supported | math_ops +| [mindspore.ops.operations.BatchMatMul](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BatchMatMul) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.CumSum](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.CumSum) | Supported | Doing| Doing | math_ops +| [mindspore.ops.operations.AddN](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AddN) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.Neg](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Neg) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.Sub](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sub) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.Mul](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Mul) | Supported | Supported | Supported | math_ops +| [mindspore.ops.operations.Square](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Square) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.SquareSumAll](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SquareSumAll) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Rsqrt](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Rsqrt) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.Sqrt](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sqrt) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.Reciprocal](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Reciprocal) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.Pow](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Pow) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.Exp](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Exp) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.Log](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Log) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.Log1p](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Log1p) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Minimum](https://www.mindspore.cn/api/zh-CN/r0.5/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/r0.5/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/r0.5/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/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Div) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.DivNoNan](https://www.mindspore.cn/api/zh-CN/r0.5/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/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FloorDiv) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Floor](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Floor) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Equal](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Equal) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.EqualCount](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.EqualCount) | Doing | Supported | Supported | math_ops +| [mindspore.ops.operations.NotEqual](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.NotEqual) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.Greater](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Greater) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.GreaterEqual](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.GreaterEqual) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.Less](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Less) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.Atan2](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Atan2) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.LessEqual](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LessEqual) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.LogicalNot](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LogicalNot) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.LogicalAnd](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LogicalAnd) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.LogicalOr](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LogicalOr) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.BitwiseAnd](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BitwiseAnd) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.BitwiseOr](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BitwiseOr) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.BitwiseXor](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BitwiseXor) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Ceil](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Ceil) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Inv](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Inv) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Invert](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Invert) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.NPUAllocFloatStatus](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.NPUAllocFloatStatus) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.NPUGetFloatStatus](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.NPUGetFloatStatus) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.NPUClearFloatStatus](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.NPUClearFloatStatus) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.FloatStatus](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FloatStatus) | Doing | Supported | Doing | math_ops +| [mindspore.ops.operations.Cos](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Cos) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Cosh](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Cosh) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.ACos](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ACos) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.BesselI0e](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BesselI0e) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.BesselI1e](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BesselI1e) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Asin](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Asin) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Asinh](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Asinh) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Erf](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Erf) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Erfc](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Erfc) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Sin](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sin) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Sinh](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sinh) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Expm1](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Expm1) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.NMSWithMask](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.NMSWithMask) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Abs](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Abs) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Sign](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sign) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Round](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Round) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.ApproximateEqual](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApproximateEqual) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.InplaceAdd](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InplaceAdd) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.InplaceSub](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InplaceSub) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.ExpandDims](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ExpandDims) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.DType](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DType) | Supported | Supported | Supported | array_ops +| [mindspore.ops.operations.SameTypeShape](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SameTypeShape) | Supported | Supported | Supported | array_ops +| [mindspore.ops.operations.Cast](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Cast) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.IsSubClass](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.IsSubClass) | Supported | Supported | Supported | array_ops +| [mindspore.ops.operations.IsInstance](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.IsInstance) | Supported | Supported | Supported | array_ops +| [mindspore.ops.operations.Reshape](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Reshape) | Supported | Supported | Supported | array_ops +| [mindspore.ops.operations.Shape](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Shape) | Supported | Supported | Supported | array_ops +| [mindspore.ops.operations.Squeeze](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Squeeze) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.Transpose](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Transpose) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.GatherV2](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.GatherV2) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.Split](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Split) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.Rank](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Rank) | Supported | Supported | Supported | array_ops +| [mindspore.ops.operations.TruncatedNormal](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TruncatedNormal) | Doing | Doing | Doing | array_ops +| [mindspore.ops.operations.Size](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Size) | Supported | Supported | Supported | array_ops +| [mindspore.ops.operations.Fill](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Fill) | Supported | Supported | Supported | array_ops +| [mindspore.ops.operations.OnesLike](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.OnesLike) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ZerosLike](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ZerosLike) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.TupleToArray](https://www.mindspore.cn/api/zh-CN/r0.5/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/r0.5/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/r0.5/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/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InvertPermutation) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.Argmax](https://www.mindspore.cn/api/zh-CN/r0.5/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/r0.5/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/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ArgMaxWithValue) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.ArgMinWithValue](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ArgMinWithValue) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.Tile](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Tile) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.UnsortedSegmentSum](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.UnsortedSegmentSum) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.UnsortedSegmentMin](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.UnsortedSegmentMin) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.Concat](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Concat) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.Slice](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Slice) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.Select](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Select) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.StridedSlice](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.StridedSlice) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.Diag](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Diag) | Doing | Doing | Doing | array_ops +| [mindspore.ops.operations.DiagPart](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DiagPart) | Doing | Doing | Doing | array_ops +| [mindspore.ops.operations.Eye](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Eye) | Supported | Supported | Supported | array_ops +| [mindspore.ops.operations.ScatterNd](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNd) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ResizeNearestNeighbor](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ResizeNearestNeighbor) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.GatherNd](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.GatherNd) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ApplyFtrl](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyFtrl) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.SparseApplyFtrl](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyFtrl) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ScatterNdUpdate](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNdUpdate) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ScatterUpdate](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterUpdate) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.SpaceToDepth](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SpaceToDepth) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.DepthToSpace](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DepthToSpace) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.SpaceToBatch](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SpaceToBatch) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.SpaceToBatchND](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SpaceToBatchND) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.BatchToSpace](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BatchToSpace) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.BatchToSpaceND](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BatchToSpaceND) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.IsFinite](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.IsFinite) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.InplaceUpdate](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InplaceUpdate) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ReduceOp](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceOp) | Supported | Supported | Doing | comm_ops +| [mindspore.ops.operations.AllReduce](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AllReduce) | Supported | Supported | Doing | comm_ops +| [mindspore.ops.operations.AllGather](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AllGather) | Supported | Supported | Doing | comm_ops +| [mindspore.ops.operations.HostAllGather](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.HostAllGather) | Doing | Doing | Supported | comm_ops +| [mindspore.ops.operations.ReduceScatter](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceScatter) | Doing | Supported | Doing | comm_ops +| [mindspore.ops.operations.HostReduceScatter](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.HostReduceScatter) | Doing | Doing | Supported | comm_ops +| [mindspore.ops.operations.Broadcast](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Broadcast) | Supported | Doing | Doing | comm_ops +| [mindspore.ops.operations.ControlDepend](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ControlDepend) | Supported | Supported | Supported | control_ops +| [mindspore.ops.operations.GeSwitch](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.GeSwitch) | Doing | Doing | Doing | control_ops +| [mindspore.ops.operations.Merge](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Merge) | Doing | Doing | Doing | control_ops +| [mindspore.ops.operations.ScalarSummary](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScalarSummary) | Supported | Supported | Supported | debug_ops +| [mindspore.ops.operations.ImageSummary](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ImageSummary) | Supported | Supported | Supported | debug_ops +| [mindspore.ops.operations.TensorSummary](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TensorSummary) | Supported | Supported | Supported | debug_ops +| [mindspore.ops.operations.HistogramSummary](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.HistogramSummary) | Supported | Supported | Supported | debug_ops +| [mindspore.ops.operations.InsertGradientOf](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InsertGradientOf) | Supported | Supported | Supported | debug_ops +| [mindspore.ops.operations.Print](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Print) | Supported | Doing | Doing | debug_ops +| [mindspore.ops.operations.Assign](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Assign) | Supported | Supported | Doing | other_ops +| [mindspore.ops.operations.BoundingBoxEncode](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BoundingBoxEncode) | Supported | Doing | Doing | other_ops +| [mindspore.ops.operations.BoundingBoxDecode](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BoundingBoxDecode) | Supported | Doing | Doing | other_ops +| [mindspore.ops.operations.CheckValid](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.CheckValid) | Supported | Doing | Doing | other_ops +| [mindspore.ops.operations.IOU](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.IOU) | Supported | Doing | Doing | other_ops +| [mindspore.ops.operations.MakeRefKey](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.MakeRefKey) | Supported | Supported | Supported | other_ops +| [mindspore.ops.operations.InTopK](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InTopK) | Supported | Doing | Doing | other_ops +| [mindspore.ops.operations.RandomChoiceWithMask](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.RandomChoiceWithMask) | Doing| Doing | Doing | random_ops +| [mindspore.ops.operations.ScalarCast](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScalarCast) | Supported | Supported | Supported | inner_ops diff --git a/install/mindspore_cpu_install.md b/install/mindspore_cpu_install.md index 431fc4dfcb81f7aecbcdc7f33ad0d903d9ba7c91..df1e46112392c76f30b2a3aa4aec8909cf674d84 100644 --- a/install/mindspore_cpu_install.md +++ b/install/mindspore_cpu_install.md @@ -21,7 +21,7 @@ | 版本号 | 操作系统 | 可执行文件安装依赖 | 源码编译安装依赖 | | ---- | :--- | :--- | :--- | -| MindSpore master | Ubuntu 18.04 x86_64 | - [Python](https://www.python.org/downloads/) 3.7.5
- 其他依赖项参见[requirements.txt](https://gitee.com/mindspore/mindspore/blob/r0.5/requirements.txt) | **编译依赖：**
- [Python](https://www.python.org/downloads/) 3.7.5
- [wheel](https://pypi.org/project/wheel/) >= 0.32.0
- [GCC](https://gcc.gnu.org/releases.html) 7.3.0
- [CMake](https://cmake.org/download/) >= 3.14.1
- [patch](http://ftp.gnu.org/gnu/patch/) >= 2.5
**安装依赖：**
与可执行文件安装依赖相同 | +| MindSpore 0.5.0-beta | Ubuntu 18.04 x86_64 | - [Python](https://www.python.org/downloads/) 3.7.5
- 其他依赖项参见[requirements.txt](https://gitee.com/mindspore/mindspore/blob/r0.5/requirements.txt) | **编译依赖：**
- [Python](https://www.python.org/downloads/) 3.7.5
- [wheel](https://pypi.org/project/wheel/) >= 0.32.0
- [GCC](https://gcc.gnu.org/releases.html) 7.3.0
- [CMake](https://cmake.org/download/) >= 3.14.1
- [patch](http://ftp.gnu.org/gnu/patch/) >= 2.5
**安装依赖：**
与可执行文件安装依赖相同 | - GCC 7.3.0可以直接通过apt命令安装。 - 在联网状态下，安装whl包时会自动下载`requirements.txt`中的依赖项，其余情况需自行安装。 @@ -97,7 +97,7 @@ | 版本号 | 操作系统 | 可执行文件安装依赖 | 源码编译安装依赖 | | ---------------------- | :------------------ | :----------------------------------------------------------- | :----------------------- | -| MindArmour master | Ubuntu 18.04 x86_64 | - [Python](https://www.python.org/downloads/) 3.7.5
- MindSpore master
- 其他依赖项参见[setup.py](https://gitee.com/mindspore/mindarmour/blob/r0.5/setup.py) | 与可执行文件安装依赖相同 | +| MindArmour 0.5.0-beta | Ubuntu 18.04 x86_64 | - [Python](https://www.python.org/downloads/) 3.7.5
- MindSpore 0.5.0-beta
- 其他依赖项参见[setup.py](https://gitee.com/mindspore/mindarmour/blob/r0.5/setup.py) | 与可执行文件安装依赖相同 | - 在联网状态下，安装whl包时会自动下载`setup.py`中的依赖项，其余情况需自行安装。 diff --git a/install/mindspore_cpu_install_en.md b/install/mindspore_cpu_install_en.md index 1bc2b62cd2d9ea453202cfa6051e5d58a9b8e71c..b9f10a33c5d1fc8df2900ea3f1c22a9b4cf07599 100644 --- a/install/mindspore_cpu_install_en.md +++ b/install/mindspore_cpu_install_en.md @@ -21,7 +21,7 @@ This document describes how to quickly install MindSpore on a Ubuntu system with | Version | Operating System | Executable File Installation Dependencies | Source Code Compilation and Installation Dependencies | | ---- | :--- | :--- | :--- | -| MindSpore master | Ubuntu 18.04 x86_64 | - [Python](https://www.python.org/downloads/) 3.7.5
- For details about other dependency items, see [requirements.txt](https://gitee.com/mindspore/mindspore/blob/r0.5/requirements.txt). | **Compilation dependencies:**
- [Python](https://www.python.org/downloads/) 3.7.5
- [wheel](https://pypi.org/project/wheel/) >= 0.32.0
- [GCC](https://gcc.gnu.org/releases.html) 7.3.0
- [CMake](https://cmake.org/download/) >= 3.14.1
- [patch](http://ftp.gnu.org/gnu/patch/) >= 2.5
same as the executable file installation dependencies. | +| MindSpore 0.5.0-beta | Ubuntu 18.04 x86_64 | - [Python](https://www.python.org/downloads/) 3.7.5
- For details about other dependency items, see [requirements.txt](https://gitee.com/mindspore/mindspore/blob/r0.5/requirements.txt). | **Compilation dependencies:**
- [Python](https://www.python.org/downloads/) 3.7.5
- [wheel](https://pypi.org/project/wheel/) >= 0.32.0
- [GCC](https://gcc.gnu.org/releases.html) 7.3.0
- [CMake](https://cmake.org/download/) >= 3.14.1
- [patch](http://ftp.gnu.org/gnu/patch/) >= 2.5
same as the executable file installation dependencies. | - GCC 7.3.0 can be installed by using apt command. - When the network is connected, dependency items in the `requirements.txt` file are automatically downloaded during .whl package installation. In other cases, you need to manually install dependency items. @@ -97,7 +97,7 @@ If you need to conduct AI model security research or enhance the security of the | Version | Operating System | Executable File Installation Dependencies | Source Code Compilation and Installation Dependencies | | ---- | :--- | :--- | :--- | -| MindArmour master | Ubuntu 18.04 x86_64 | - [Python](https://www.python.org/downloads/) 3.7.5
- MindSpore master
- For details about other dependency items, see [setup.py](https://gitee.com/mindspore/mindarmour/blob/r0.5/setup.py). | Same as the executable file installation dependencies. | +| MindArmour 0.5.0-beta | Ubuntu 18.04 x86_64 | - [Python](https://www.python.org/downloads/) 3.7.5
- MindSpore 0.5.0-beta
- For details about other dependency items, see [setup.py](https://gitee.com/mindspore/mindarmour/blob/r0.5/setup.py). | Same as the executable file installation dependencies. | - When the network is connected, dependency items in the `setup.py` file are automatically downloaded during .whl package installation. In other cases, you need to manually install dependency items. diff --git a/install/mindspore_cpu_win_install.md b/install/mindspore_cpu_win_install.md index 359280013bf6e0906d3e65fdf3d867ef09f49ec0..d851edeb3b90a62ad2ccdc01b836b0afe3c0c5b5 100644 --- a/install/mindspore_cpu_win_install.md +++ b/install/mindspore_cpu_win_install.md @@ -4,7 +4,7 @@ -- [Windows系统安装MindSpore](#windows系统安装mindspore) +- [安装MindSpore](#安装mindspore) - [环境要求](#环境要求) - [系统要求和软件依赖](#系统要求和软件依赖) - [Conda安装（可选）](#conda安装可选) @@ -20,7 +20,7 @@ | 版本号 | 操作系统 | 可执行文件安装依赖 | 源码编译安装依赖 | | ---- | :--- | :--- | :--- | -| MindSpore master | Windows 10 x86_64 | - [Python](https://www.python.org/downloads/) 3.7.5
- 其他依赖项参见[requirements.txt](https://gitee.com/mindspore/mindspore/blob/r0.5/requirements.txt) | **编译依赖：**
- [Python](https://www.python.org/downloads/) 3.7.5
- [MinGW-W64 GCC-7.3.0](https://sourceforge.net/projects/mingw-w64/files/Toolchains%20targetting%20Win64/Personal%20Builds/mingw-builds/7.3.0/threads-posix/seh/x86_64-7.3.0-release-posix-seh-rt_v5-rev0.7z) x86_64-posix-seh
- [ActivePerl](http://downloads.activestate.com/ActivePerl/releases/5.24.3.2404/ActivePerl-5.24.3.2404-MSWin32-x64-404865.exe) 5.24.3.2404
- [CMake](https://cmake.org/download/) 3.14.1
- [wheel](https://pypi.org/project/wheel/) >= 0.32.0
**安装依赖：**
与可执行文件安装依赖相同 | +| MindSpore 0.5.0-beta | Windows 10 x86_64 | - [Python](https://www.python.org/downloads/) 3.7.5
- 其他依赖项参见[requirements.txt](https://gitee.com/mindspore/mindspore/blob/r0.5/requirements.txt) | **编译依赖：**
- [Python](https://www.python.org/downloads/) 3.7.5
- [MinGW-W64 GCC-7.3.0](https://sourceforge.net/projects/mingw-w64/files/Toolchains%20targetting%20Win64/Personal%20Builds/mingw-builds/7.3.0/threads-posix/seh/x86_64-7.3.0-release-posix-seh-rt_v5-rev0.7z) x86_64-posix-seh
- [ActivePerl](http://downloads.activestate.com/ActivePerl/releases/5.24.3.2404/ActivePerl-5.24.3.2404-MSWin32-x64-404865.exe) 5.24.3.2404
- [CMake](https://cmake.org/download/) 3.14.1
- [wheel](https://pypi.org/project/wheel/) >= 0.32.0
**安装依赖：**
与可执行文件安装依赖相同 | - 在联网状态下，安装whl包时会自动下载`requirements.txt`中的依赖项，其余情况需自行安装。 diff --git a/install/mindspore_cpu_win_install_en.md b/install/mindspore_cpu_win_install_en.md index 9de7edbcfdfba589ad80dfff4836c439d63f1540..1800a6dfe948145256bb4dbcd9a515bed592798d 100644 --- a/install/mindspore_cpu_win_install_en.md +++ b/install/mindspore_cpu_win_install_en.md @@ -4,7 +4,7 @@ This document describes how to quickly install MindSpore on a Windows system wit -- [MindSpore Installation Guide on Windows](#mindspore-installation-guide-on-windows) +- [MindSpore Installation Guide](#mindspore-installation-guide) - [Environment Requirements](#environment-requirements) - [System Requirements and Software Dependencies](#system-requirements-and-software-dependencies) - [(Optional) Installing Conda](#optional-installing-conda) @@ -20,7 +20,7 @@ This document describes how to quickly install MindSpore on a Windows system wit | Version | Operating System | Executable File Installation Dependencies | Source Code Compilation and Installation Dependencies | | ---- | :--- | :--- | :--- | -| MindSpore master | Windows 10 x86_64 | - [Python](https://www.python.org/downloads/) 3.7.5
- For details about other dependency items, see [requirements.txt](https://gitee.com/mindspore/mindspore/blob/r0.5/requirements.txt). | **Compilation dependencies:**
- [Python](https://www.python.org/downloads/) 3.7.5
- [MinGW-W64 GCC-7.3.0](https://sourceforge.net/projects/mingw-w64/files/Toolchains%20targetting%20Win64/Personal%20Builds/mingw-builds/7.3.0/threads-posix/seh/x86_64-7.3.0-release-posix-seh-rt_v5-rev0.7z) x86_64-posix-seh
- [ActivePerl](http://downloads.activestate.com/ActivePerl/releases/5.24.3.2404/ActivePerl-5.24.3.2404-MSWin32-x64-404865.exe) 5.24.3.2404
- [CMake](https://cmake.org/download/) 3.14.1
- [wheel](https://pypi.org/project/wheel/) >= 0.32.0
**Installation dependencies:**
same as the executable file installation dependencies. | +| MindSpore 0.5.0-beta | Windows 10 x86_64 | - [Python](https://www.python.org/downloads/) 3.7.5
- For details about other dependency items, see [requirements.txt](https://gitee.com/mindspore/mindspore/blob/r0.5/requirements.txt). | **Compilation dependencies:**
- [Python](https://www.python.org/downloads/) 3.7.5
- [MinGW-W64 GCC-7.3.0](https://sourceforge.net/projects/mingw-w64/files/Toolchains%20targetting%20Win64/Personal%20Builds/mingw-builds/7.3.0/threads-posix/seh/x86_64-7.3.0-release-posix-seh-rt_v5-rev0.7z) x86_64-posix-seh
- [ActivePerl](http://downloads.activestate.com/ActivePerl/releases/5.24.3.2404/ActivePerl-5.24.3.2404-MSWin32-x64-404865.exe) 5.24.3.2404
- [CMake](https://cmake.org/download/) 3.14.1
- [wheel](https://pypi.org/project/wheel/) >= 0.32.0
**Installation dependencies:**
same as the executable file installation dependencies. | - When the network is connected, dependency items in the `requirements.txt` file are automatically downloaded during .whl package installation. In other cases, you need to manually install dependency items. diff --git a/install/mindspore_d_install.md b/install/mindspore_d_install.md index cd2f1d41a246d5377417ae59e4c19df964916db2..2b0ef0e28eacae826f7ce54126cff1bc85376e24 100644 --- a/install/mindspore_d_install.md +++ b/install/mindspore_d_install.md @@ -33,7 +33,7 @@ | 版本号 | 操作系统 | 可执行文件安装依赖 | 源码编译安装依赖 | | ---- | :--- | :--- | :--- | -| MindSpore master | - Ubuntu 18.04 aarch64
- Ubuntu 18.04 x86_64
- EulerOS 2.8 aarch64
- EulerOS 2.5 x86_64 | - [Python](https://www.python.org/downloads/) 3.7.5
- Ascend 910 AI处理器配套软件包（对应版本Atlas Data Center Solution V100R020C00T100）
- [gmp](https://gmplib.org/download/gmp/) 6.1.2
- 其他依赖项参见[requirements.txt](https://gitee.com/mindspore/mindspore/blob/r0.5/requirements.txt) | **编译依赖：**
- [Python](https://www.python.org/downloads/) 3.7.5
- Ascend 910 AI处理器配套软件包（对应版本Atlas Data Center Solution V100R020C00T100）
- [wheel](https://pypi.org/project/wheel/) >= 0.32.0
- [GCC](https://gcc.gnu.org/releases.html) 7.3.0
- [CMake](https://cmake.org/download/) >= 3.14.1
- [patch](http://ftp.gnu.org/gnu/patch/) >= 2.5
- [gmp](https://gmplib.org/download/gmp/) 6.1.2
**安装依赖：**
与可执行文件安装依赖相同 | +| MindSpore 0.5.0-beta | - Ubuntu 18.04 aarch64
- Ubuntu 18.04 x86_64
- EulerOS 2.8 aarch64
- EulerOS 2.5 x86_64 | - [Python](https://www.python.org/downloads/) 3.7.5
- Ascend 910 AI处理器配套软件包（对应版本Atlas Data Center Solution V100R020C00T100）
- [gmp](https://gmplib.org/download/gmp/) 6.1.2
- 其他依赖项参见[requirements.txt](https://gitee.com/mindspore/mindspore/blob/r0.5/requirements.txt) | **编译依赖：**
- [Python](https://www.python.org/downloads/) 3.7.5
- Ascend 910 AI处理器配套软件包（对应版本Atlas Data Center Solution V100R020C00T100）
- [wheel](https://pypi.org/project/wheel/) >= 0.32.0
- [GCC](https://gcc.gnu.org/releases.html) 7.3.0
- [CMake](https://cmake.org/download/) >= 3.14.1
- [patch](http://ftp.gnu.org/gnu/patch/) >= 2.5
- [gmp](https://gmplib.org/download/gmp/) 6.1.2
**安装依赖：**
与可执行文件安装依赖相同 | - 确认当前用户有权限访问Ascend 910 AI处理器配套软件包（对应版本Atlas Data Center Solution V100R020C00T100）的安装路径`/usr/local/Ascend`，若无权限，需要root用户将当前用户添加到`/usr/local/Ascend`所在的用户组，具体配置请详见配套软件包的说明文档。 - GCC 7.3.0可以直接通过apt命令安装。 @@ -160,7 +160,7 @@ | 版本号 | 操作系统 | 可执行文件安装依赖 | 源码编译安装依赖 | | ---- | :--- | :--- | :--- | -| MindInsight master | - Ubuntu 18.04 aarch64
- Ubuntu 18.04 x86_64
- EulerOS 2.8 aarch64
- EulerOS 2.5 x86_64
| - [Python](https://www.python.org/downloads/) 3.7.5
- MindSpore master
- 其他依赖项参见[requirements.txt](https://gitee.com/mindspore/mindinsight/blob/r0.5/requirements.txt) | **编译依赖：**
- [Python](https://www.python.org/downloads/) 3.7.5
- [CMake](https://cmake.org/download/) >= 3.14.1
- [GCC](https://gcc.gnu.org/releases.html) 7.3.0
- [node.js](https://nodejs.org/en/download/) >= 10.19.0
- [wheel](https://pypi.org/project/wheel/) >= 0.32.0
- [pybind11](https://pypi.org/project/pybind11/) >= 2.4.3
**安装依赖：**
与可执行文件安装依赖相同 | +| MindInsight 0.5.0-beta | - Ubuntu 18.04 aarch64
- Ubuntu 18.04 x86_64
- EulerOS 2.8 aarch64
- EulerOS 2.5 x86_64
| - [Python](https://www.python.org/downloads/) 3.7.5
- MindSpore 0.5.0-beta
- 其他依赖项参见[requirements.txt](https://gitee.com/mindspore/mindinsight/blob/r0.5/requirements.txt) | **编译依赖：**
- [Python](https://www.python.org/downloads/) 3.7.5
- [CMake](https://cmake.org/download/) >= 3.14.1
- [GCC](https://gcc.gnu.org/releases.html) 7.3.0
- [node.js](https://nodejs.org/en/download/) >= 10.19.0
- [wheel](https://pypi.org/project/wheel/) >= 0.32.0
- [pybind11](https://pypi.org/project/pybind11/) >= 2.4.3
**安装依赖：**
与可执行文件安装依赖相同 | - 在联网状态下，安装whl包时会自动下载`requirements.txt`中的依赖项，其余情况需自行安装。 @@ -225,7 +225,7 @@ | 版本号 | 操作系统 | 可执行文件安装依赖 | 源码编译安装依赖 | | ---- | :--- | :--- | :--- | -| MindArmour master | - Ubuntu 18.04 aarch64
- Ubuntu 18.04 x86_64
- EulerOS 2.8 aarch64
- EulerOS 2.5 x86_64
| - [Python](https://www.python.org/downloads/) 3.7.5
- MindSpore master
- 其他依赖项参见[setup.py](https://gitee.com/mindspore/mindarmour/blob/r0.5/setup.py) | 与可执行文件安装依赖相同 | +| MindArmour 0.5.0-beta | - Ubuntu 18.04 aarch64
- Ubuntu 18.04 x86_64
- EulerOS 2.8 aarch64
- EulerOS 2.5 x86_64
| - [Python](https://www.python.org/downloads/) 3.7.5
- MindSpore 0.5.0-beta
- 其他依赖项参见[setup.py](https://gitee.com/mindspore/mindarmour/blob/r0.5/setup.py) | 与可执行文件安装依赖相同 | - 在联网状态下，安装whl包时会自动下载`setup.py`中的依赖项，其余情况需自行安装。 diff --git a/install/mindspore_d_install_en.md b/install/mindspore_d_install_en.md index 6b215d072c6d3f51a07df8d3245aaae16a250fa5..95fcee125031e0818c14aaf97105bef5e8bffef1 100644 --- a/install/mindspore_d_install_en.md +++ b/install/mindspore_d_install_en.md @@ -32,7 +32,7 @@ This document describes how to quickly install MindSpore on an Ascend AI process | Version | Operating System | Executable File Installation Dependencies | Source Code Compilation and Installation Dependencies | | ---- | :--- | :--- | :--- | -| MindSpore master | - Ubuntu 18.04 aarch64
- Ubuntu 18.04 x86_64
- EulerOS 2.8 aarch64
- EulerOS 2.5 x86_64 | - [Python](https://www.python.org/downloads/) 3.7.5
- Ascend 910 AI processor software package(Version:Atlas Data Center Solution V100R020C00T100)
- [gmp](https://gmplib.org/download/gmp/) 6.1.2
- For details about other dependency items, see [requirements.txt](https://gitee.com/mindspore/mindspore/blob/r0.5/requirements.txt). | **Compilation dependencies:**
- [Python](https://www.python.org/downloads/) 3.7.5
- Ascend 910 AI processor software package(Version:Atlas Data Center Solution V100R020C00T100)
- [wheel](https://pypi.org/project/wheel/) >= 0.32.0
- [GCC](https://gcc.gnu.org/releases.html) 7.3.0
- [CMake](https://cmake.org/download/) >= 3.14.1
- [patch](http://ftp.gnu.org/gnu/patch/) >= 2.5
- [gmp](https://gmplib.org/download/gmp/) 6.1.2
**Installation dependencies:**
same as the executable file installation dependencies. | +| MindSpore 0.5.0-beta | - Ubuntu 18.04 aarch64
- Ubuntu 18.04 x86_64
- EulerOS 2.8 aarch64
- EulerOS 2.5 x86_64 | - [Python](https://www.python.org/downloads/) 3.7.5
- Ascend 910 AI processor software package(Version:Atlas Data Center Solution V100R020C00T100)
- [gmp](https://gmplib.org/download/gmp/) 6.1.2
- For details about other dependency items, see [requirements.txt](https://gitee.com/mindspore/mindspore/blob/r0.5/requirements.txt). | **Compilation dependencies:**
- [Python](https://www.python.org/downloads/) 3.7.5
- Ascend 910 AI processor software package(Version:Atlas Data Center Solution V100R020C00T100)
- [wheel](https://pypi.org/project/wheel/) >= 0.32.0
- [GCC](https://gcc.gnu.org/releases.html) 7.3.0
- [CMake](https://cmake.org/download/) >= 3.14.1
- [patch](http://ftp.gnu.org/gnu/patch/) >= 2.5
- [gmp](https://gmplib.org/download/gmp/) 6.1.2
**Installation dependencies:**
same as the executable file installation dependencies. | - Confirm that the current user has the right to access the installation path `/usr/local/Ascend `of Ascend 910 AI processor software package(Version:Atlas Data Center Solution V100R020C00T100). If not, the root user needs to add the current user to the user group where `/usr/local/Ascend` is located. For the specific configuration, please refer to the software package instruction document. - GCC 7.3.0 can be installed by using apt command. @@ -159,7 +159,7 @@ If you need to analyze information such as model scalars, graphs, and model trac | Version | Operating System | Executable File Installation Dependencies | Source Code Compilation and Installation Dependencies | | ---- | :--- | :--- | :--- | -| MindInsight master | - Ubuntu 18.04 aarch64
- Ubuntu 18.04 x86_64
- EulerOS 2.8 aarch64
- EulerOS 2.5 x86_64
| - [Python](https://www.python.org/downloads/) 3.7.5
- MindSpore master
- For details about other dependency items, see [requirements.txt](https://gitee.com/mindspore/mindinsight/blob/r0.5/requirements.txt). | **Compilation dependencies:**
- [Python](https://www.python.org/downloads/) 3.7.5
- [CMake](https://cmake.org/download/) >= 3.14.1
- [GCC](https://gcc.gnu.org/releases.html) 7.3.0
- [node.js](https://nodejs.org/en/download/) >= 10.19.0
- [wheel](https://pypi.org/project/wheel/) >= 0.32.0
- [pybind11](https://pypi.org/project/pybind11/) >= 2.4.3
**Installation dependencies:**
same as the executable file installation dependencies. | +| MindInsight 0.5.0-beta | - Ubuntu 18.04 aarch64
- Ubuntu 18.04 x86_64
- EulerOS 2.8 aarch64
- EulerOS 2.5 x86_64
| - [Python](https://www.python.org/downloads/) 3.7.5
- MindSpore 0.5.0-beta
- For details about other dependency items, see [requirements.txt](https://gitee.com/mindspore/mindinsight/blob/r0.5/requirements.txt). | **Compilation dependencies:**
- [Python](https://www.python.org/downloads/) 3.7.5
- [CMake](https://cmake.org/download/) >= 3.14.1
- [GCC](https://gcc.gnu.org/releases.html) 7.3.0
- [node.js](https://nodejs.org/en/download/) >= 10.19.0
- [wheel](https://pypi.org/project/wheel/) >= 0.32.0
- [pybind11](https://pypi.org/project/pybind11/) >= 2.4.3
**Installation dependencies:**
same as the executable file installation dependencies. | - When the network is connected, dependency items in the `requirements.txt` file are automatically downloaded during .whl package installation. In other cases, you need to manually install dependency items. @@ -226,7 +226,7 @@ If you need to conduct AI model security research or enhance the security of the | Version | Operating System | Executable File Installation Dependencies | Source Code Compilation and Installation Dependencies | | ---- | :--- | :--- | :--- | -| MindArmour master | - Ubuntu 18.04 aarch64
- Ubuntu 18.04 x86_64
- EulerOS 2.8 aarch64
- EulerOS 2.5 x86_64
| - [Python](https://www.python.org/downloads/) 3.7.5
- MindSpore master
- For details about other dependency items, see [setup.py](https://gitee.com/mindspore/mindarmour/blob/r0.5/setup.py). | Same as the executable file installation dependencies. | +| MindArmour 0.5.0-beta | - Ubuntu 18.04 aarch64
- Ubuntu 18.04 x86_64
- EulerOS 2.8 aarch64
- EulerOS 2.5 x86_64
| - [Python](https://www.python.org/downloads/) 3.7.5
- MindSpore 0.5.0-beta
- For details about other dependency items, see [setup.py](https://gitee.com/mindspore/mindarmour/blob/r0.5/setup.py). | Same as the executable file installation dependencies. | - When the network is connected, dependency items in the `setup.py` file are automatically downloaded during .whl package installation. In other cases, you need to manually install dependency items. diff --git a/install/mindspore_gpu_install.md b/install/mindspore_gpu_install.md index 12f3da5107fab53dad60b0f59cf24cd39a4a60d5..dc09a2aaefcb1caae615b24398c4e3fff5788aa0 100644 --- a/install/mindspore_gpu_install.md +++ b/install/mindspore_gpu_install.md @@ -28,7 +28,7 @@ | 版本号 | 操作系统 | 可执行文件安装依赖 | 源码编译安装依赖 | | ---- | :--- | :--- | :--- | -| MindSpore master | Ubuntu 18.04 x86_64 | - [Python](https://www.python.org/downloads/) 3.7.5
- [CUDA 10.1](https://developer.nvidia.com/cuda-10.1-download-archive-base)
- [CuDNN](https://developer.nvidia.com/rdp/cudnn-archive) >= 7.6
- [OpenMPI](https://www.open-mpi.org/faq/?category=building#easy-build) 3.1.5 （可选，单机多卡/多机多卡训练需要）
- [NCCL](https://docs.nvidia.com/deeplearning/sdk/nccl-install-guide/index.html#debian) 2.4.8-1 （可选，单机多卡/多机多卡训练需要）
- 其他依赖项参见[requirements.txt](https://gitee.com/mindspore/mindspore/blob/r0.5/requirements.txt) | **编译依赖：**
- [Python](https://www.python.org/downloads/) 3.7.5
- [wheel](https://pypi.org/project/wheel/) >= 0.32.0
- [CMake](https://cmake.org/download/) >= 3.14.1
- [GCC](https://gcc.gnu.org/releases.html) 7.3.0
- [patch](http://ftp.gnu.org/gnu/patch/) >= 2.5
- [Autoconf](https://www.gnu.org/software/autoconf) >= 2.69
- [Libtool](https://www.gnu.org/software/libtool) >= 2.4.6-29.fc30
- [Automake](https://www.gnu.org/software/automake) >= 1.15.1
- [CUDA 9.2](https://developer.nvidia.com/cuda-92-download-archive) / [CUDA 10.1](https://developer.nvidia.com/cuda-10.1-download-archive-base)
- [CuDNN](https://developer.nvidia.com/rdp/cudnn-archive) >= 7.6
**安装依赖：**
与可执行文件安装依赖相同 | +| MindSpore 0.5.0-beta | Ubuntu 18.04 x86_64 | - [Python](https://www.python.org/downloads/) 3.7.5
- [CUDA 10.1](https://developer.nvidia.com/cuda-10.1-download-archive-base)
- [CuDNN](https://developer.nvidia.com/rdp/cudnn-archive) >= 7.6
- [OpenMPI](https://www.open-mpi.org/faq/?category=building#easy-build) 3.1.5 （可选，单机多卡/多机多卡训练需要）
- [NCCL](https://docs.nvidia.com/deeplearning/sdk/nccl-install-guide/index.html#debian) 2.4.8-1 （可选，单机多卡/多机多卡训练需要）
- 其他依赖项参见[requirements.txt](https://gitee.com/mindspore/mindspore/blob/r0.5/requirements.txt) | **编译依赖：**
- [Python](https://www.python.org/downloads/) 3.7.5
- [wheel](https://pypi.org/project/wheel/) >= 0.32.0
- [CMake](https://cmake.org/download/) >= 3.14.1
- [GCC](https://gcc.gnu.org/releases.html) 7.3.0
- [patch](http://ftp.gnu.org/gnu/patch/) >= 2.5
- [Autoconf](https://www.gnu.org/software/autoconf) >= 2.69
- [Libtool](https://www.gnu.org/software/libtool) >= 2.4.6-29.fc30
- [Automake](https://www.gnu.org/software/automake) >= 1.15.1
- [CUDA 9.2](https://developer.nvidia.com/cuda-92-download-archive) / [CUDA 10.1](https://developer.nvidia.com/cuda-10.1-download-archive-base)
- [CuDNN](https://developer.nvidia.com/rdp/cudnn-archive) >= 7.6
**安装依赖：**
与可执行文件安装依赖相同 | - 在联网状态下，安装whl包时会自动下载`requirements.txt`中的依赖项，其余情况需自行安装。 - 为了方便用户使用，MindSpore降低了对Autoconf、Libtool、Automake版本的依赖，可以使用系统自带版本。 @@ -123,7 +123,7 @@ | 版本号 | 操作系统 | 可执行文件安装依赖 | 源码编译安装依赖 | | ---- | :--- | :--- | :--- | -| MindInsight master | - Ubuntu 18.04 x86_64 | - [Python](https://www.python.org/downloads/) 3.7.5
- MindSpore master
- 其他依赖项参见[requirements.txt](https://gitee.com/mindspore/mindinsight/blob/r0.5/requirements.txt) | **编译依赖：**
- [Python](https://www.python.org/downloads/) 3.7.5
- [CMake](https://cmake.org/download/) >= 3.14.1
- [GCC](https://gcc.gnu.org/releases.html) 7.3.0
- [node.js](https://nodejs.org/en/download/) >= 10.19.0
- [wheel](https://pypi.org/project/wheel/) >= 0.32.0
- [pybind11](https://pypi.org/project/pybind11/) >= 2.4.3
**安装依赖：**
与可执行文件安装依赖相同 | +| MindInsight 0.5.0-beta | - Ubuntu 18.04 x86_64 | - [Python](https://www.python.org/downloads/) 3.7.5
- MindSpore 0.5.0-beta
- 其他依赖项参见[requirements.txt](https://gitee.com/mindspore/mindinsight/blob/r0.5/requirements.txt) | **编译依赖：**
- [Python](https://www.python.org/downloads/) 3.7.5
- [CMake](https://cmake.org/download/) >= 3.14.1
- [GCC](https://gcc.gnu.org/releases.html) 7.3.0
- [node.js](https://nodejs.org/en/download/) >= 10.19.0
- [wheel](https://pypi.org/project/wheel/) >= 0.32.0
- [pybind11](https://pypi.org/project/pybind11/) >= 2.4.3
**安装依赖：**
与可执行文件安装依赖相同 | - 在联网状态下，安装whl包时会自动下载`requirements.txt`中的依赖项，其余情况需自行安装。 @@ -188,7 +188,7 @@ | 版本号 | 操作系统 | 可执行文件安装依赖 | 源码编译安装依赖 | | ---------------------- | :------------------ | :----------------------------------------------------------- | :----------------------- | -| MindArmour master | Ubuntu 18.04 x86_64 | - [Python](https://www.python.org/downloads/) 3.7.5
- MindSpore master
- 其他依赖项参见[setup.py](https://gitee.com/mindspore/mindarmour/blob/r0.5/setup.py) | 与可执行文件安装依赖相同 | +| MindArmour 0.5.0-beta | Ubuntu 18.04 x86_64 | - [Python](https://www.python.org/downloads/) 3.7.5
- MindSpore 0.5.0-beta
- 其他依赖项参见[setup.py](https://gitee.com/mindspore/mindarmour/blob/r0.5/setup.py) | 与可执行文件安装依赖相同 | - 在联网状态下，安装whl包时会自动下载`setup.py`中的依赖项，其余情况需自行安装。 diff --git a/install/mindspore_gpu_install_en.md b/install/mindspore_gpu_install_en.md index ba51bbc1178b680c68588c4d5360a14a32e0122b..740168621062190816cec5a21d20d5a74fd6cc33 100644 --- a/install/mindspore_gpu_install_en.md +++ b/install/mindspore_gpu_install_en.md @@ -28,7 +28,7 @@ This document describes how to quickly install MindSpore on a NVIDIA GPU environ | Version | Operating System | Executable File Installation Dependencies | Source Code Compilation and Installation Dependencies | | ---- | :--- | :--- | :--- | -| MindSpore master | Ubuntu 18.04 x86_64 | - [Python](https://www.python.org/downloads/) 3.7.5
- [CUDA 10.1](https://developer.nvidia.com/cuda-10.1-download-archive-base)
- [CuDNN](https://developer.nvidia.com/rdp/cudnn-archive) >= 7.6
- [OpenMPI](https://www.open-mpi.org/faq/?category=building#easy-build) 3.1.5 (optional, required for single-node/multi-GPU and multi-node/multi-GPU training)
- [NCCL](https://docs.nvidia.com/deeplearning/sdk/nccl-install-guide/index.html#debian) 2.4.8-1 (optional, required for single-node/multi-GPU and multi-node/multi-GPU training)
- For details about other dependency items, see [requirements.txt](https://gitee.com/mindspore/mindspore/blob/r0.5/requirements.txt). | **Compilation dependencies:**
- [Python](https://www.python.org/downloads/) 3.7.5
- [wheel](https://pypi.org/project/wheel/) >= 0.32.0
- [CMake](https://cmake.org/download/) >= 3.14.1
- [GCC](https://gcc.gnu.org/releases.html) 7.3.0
- [patch](http://ftp.gnu.org/gnu/patch/) >= 2.5
- [Autoconf](https://www.gnu.org/software/autoconf) >= 2.69
- [Libtool](https://www.gnu.org/software/libtool) >= 2.4.6-29.fc30
- [Automake](https://www.gnu.org/software/automake) >= 1.15.1
- [CUDA 9.2](https://developer.nvidia.com/cuda-92-download-archive) / [CUDA 10.1](https://developer.nvidia.com/cuda-10.1-download-archive-base)
- [CuDNN](https://developer.nvidia.com/rdp/cudnn-archive) >= 7.6
**Installation dependencies:**
same as the executable file installation dependencies. | +| MindSpore 0.5.0-beta | Ubuntu 18.04 x86_64 | - [Python](https://www.python.org/downloads/) 3.7.5
- [CUDA 10.1](https://developer.nvidia.com/cuda-10.1-download-archive-base)
- [CuDNN](https://developer.nvidia.com/rdp/cudnn-archive) >= 7.6
- [OpenMPI](https://www.open-mpi.org/faq/?category=building#easy-build) 3.1.5 (optional, required for single-node/multi-GPU and multi-node/multi-GPU training)
- [NCCL](https://docs.nvidia.com/deeplearning/sdk/nccl-install-guide/index.html#debian) 2.4.8-1 (optional, required for single-node/multi-GPU and multi-node/multi-GPU training)
- For details about other dependency items, see [requirements.txt](https://gitee.com/mindspore/mindspore/blob/r0.5/requirements.txt). | **Compilation dependencies:**
- [Python](https://www.python.org/downloads/) 3.7.5
- [wheel](https://pypi.org/project/wheel/) >= 0.32.0
- [CMake](https://cmake.org/download/) >= 3.14.1
- [GCC](https://gcc.gnu.org/releases.html) 7.3.0
- [patch](http://ftp.gnu.org/gnu/patch/) >= 2.5
- [Autoconf](https://www.gnu.org/software/autoconf) >= 2.69
- [Libtool](https://www.gnu.org/software/libtool) >= 2.4.6-29.fc30
- [Automake](https://www.gnu.org/software/automake) >= 1.15.1
- [CUDA 9.2](https://developer.nvidia.com/cuda-92-download-archive) / [CUDA 10.1](https://developer.nvidia.com/cuda-10.1-download-archive-base)
- [CuDNN](https://developer.nvidia.com/rdp/cudnn-archive) >= 7.6
**Installation dependencies:**
same as the executable file installation dependencies. | - When the network is connected, dependency items in the `requirements.txt` file are automatically downloaded during `.whl` package installation. In other cases, you need to manually install dependency items. - MindSpore reduces dependency on Autoconf, Libtool, Automake versions for the convenience of users, default versions of these tools built in their systems are now supported. @@ -123,7 +123,7 @@ If you need to analyze information such as model scalars, graphs, and model trac | Version | Operating System | Executable File Installation Dependencies | Source Code Compilation and Installation Dependencies | | ---- | :--- | :--- | :--- | -| MindInsight master | - Ubuntu 18.04 x86_64 | - [Python](https://www.python.org/downloads/) 3.7.5
- MindSpore master
- For details about other dependency items, see [requirements.txt](https://gitee.com/mindspore/mindinsight/blob/r0.5/requirements.txt). | **Compilation dependencies:**
- [Python](https://www.python.org/downloads/) 3.7.5
- [CMake](https://cmake.org/download/) >= 3.14.1
- [GCC](https://gcc.gnu.org/releases.html) 7.3.0
- [node.js](https://nodejs.org/en/download/) >= 10.19.0
- [wheel](https://pypi.org/project/wheel/) >= 0.32.0
- [pybind11](https://pypi.org/project/pybind11/) >= 2.4.3
**Installation dependencies:**
same as the executable file installation dependencies. | +| MindInsight 0.5.0-beta | - Ubuntu 18.04 x86_64 | - [Python](https://www.python.org/downloads/) 3.7.5
- MindSpore 0.5.0-beta
- For details about other dependency items, see [requirements.txt](https://gitee.com/mindspore/mindinsight/blob/r0.5/requirements.txt). | **Compilation dependencies:**
- [Python](https://www.python.org/downloads/) 3.7.5
- [CMake](https://cmake.org/download/) >= 3.14.1
- [GCC](https://gcc.gnu.org/releases.html) 7.3.0
- [node.js](https://nodejs.org/en/download/) >= 10.19.0
- [wheel](https://pypi.org/project/wheel/) >= 0.32.0
- [pybind11](https://pypi.org/project/pybind11/) >= 2.4.3
**Installation dependencies:**
same as the executable file installation dependencies. | - When the network is connected, dependency items in the `requirements.txt` file are automatically downloaded during .whl package installation. In other cases, you need to manually install dependency items. @@ -190,7 +190,7 @@ If you need to conduct AI model security research or enhance the security of the | Version | Operating System | Executable File Installation Dependencies | Source Code Compilation and Installation Dependencies | | ---- | :--- | :--- | :--- | -| MindArmour master | Ubuntu 18.04 x86_64 | - [Python](https://www.python.org/downloads/) 3.7.5
- MindSpore master
- For details about other dependency items, see [setup.py](https://gitee.com/mindspore/mindarmour/blob/r0.5/setup.py). | Same as the executable file installation dependencies. | +| MindArmour 0.5.0-beta | Ubuntu 18.04 x86_64 | - [Python](https://www.python.org/downloads/) 3.7.5
- MindSpore 0.5.0-beta
- For details about other dependency items, see [setup.py](https://gitee.com/mindspore/mindarmour/blob/r0.5/setup.py). | Same as the executable file installation dependencies. | - When the network is connected, dependency items in the `setup.py` file are automatically downloaded during .whl package installation. In other cases, you need to manually install dependency items. diff --git a/resource/faq/FAQ_en.md b/resource/faq/FAQ_en.md index 3630c1c979b9747de4f56874d0f5dccc34d73d54..d2c66f32ef9569d9497c050d75f78ab63b80ad76 100644 --- a/resource/faq/FAQ_en.md +++ b/resource/faq/FAQ_en.md @@ -74,7 +74,7 @@ A: MindSpore has basic support for common training scenarios, please refer to [R Q: What are the available recommendation or text generation networks or models provided by MindSpore? -A: Currently, recommendation models such as Wide & Deep, DeepFM, and NCF are under development. In the natural language processing (NLP) field, Bert\_NEZHA is available and models such as MASS are under development. You can rebuild the network into a text generation network based on the scenario requirements. Please stay tuned for updates on the [MindSpore Model Zoo](https://gitee.com/mindspore/mindspore/tree/master/model_zoo). +A: Currently, recommendation models such as Wide & Deep, DeepFM, and NCF are under development. In the natural language processing (NLP) field, Bert\_NEZHA is available and models such as MASS are under development. You can rebuild the network into a text generation network based on the scenario requirements. Please stay tuned for updates on the [MindSpore Model Zoo](https://gitee.com/mindspore/mindspore/tree/r0.5/model_zoo). ### Backend Support @@ -92,13 +92,13 @@ A: MindSpore provides pluggable device management interface so that developer co Q: What hardware does MindSpore require? -A: Currently, you can try out MindSpore through Docker images on laptops or in environments with GPUs. Some models in MindSpore Model Zoo support GPU-based training and inference, and other models are being improved. For distributed parallel training, MindSpore supports multi-GPU training. You can obtain the latest information from [RoadMap](https://www.mindspore.cn/docs/en/master/roadmap.html) and project [Release Notes](https://gitee.com/mindspore/mindspore/blob/r0.5/RELEASE.md). +A: Currently, you can try out MindSpore through Docker images on laptops or in environments with GPUs. Some models in MindSpore Model Zoo support GPU-based training and inference, and other models are being improved. For distributed parallel training, MindSpore supports multi-GPU training. You can obtain the latest information from [RoadMap](https://www.mindspore.cn/docs/en/r0.5/roadmap.html) and project [Release Notes](https://gitee.com/mindspore/mindspore/blob/r0.5/RELEASE.md). ### System Support Q: Does MindSpore support Windows 10? -A: The MindSpore CPU version can be installed on Windows 10. For details about the installation procedure, see tutorials on the [MindSpore official website](https://www.mindspore.cn/tutorial/en/master/advanced_use/mindspore_cpu_win_install.html). +A: The MindSpore CPU version can be installed on Windows 10. For details about the installation procedure, see tutorials on the [MindSpore official website](https://www.mindspore.cn/tutorial/en/r0.5/advanced_use/mindspore_cpu_win_install.html). ### Programming Language @@ -122,7 +122,7 @@ A: The MindSpore framework does not support FCA. For semantic models, you can ca Q: Where can I view the sample code or tutorial of MindSpore training and inference? -A: Please visit the [MindSpore official website](https://www.mindspore.cn/tutorial/en/master/index.html). +A: Please visit the [MindSpore official website](https://www.mindspore.cn/tutorial/en/r0.5/index.html). ## Features @@ -140,7 +140,7 @@ A: Automatic parallelism on CPUs and GPUs are being improved. You are advised to Q: What is the relationship between MindSpore and ModelArts? Can MindSpore be used on ModelArts? -A: ModelArts is an online training and inference platform on HUAWEI CLOUD. MindSpore is a Huawei deep learning framework. You can view the tutorials on the [MindSpore official website](https://www.mindspore.cn/tutorial/zh-CN/master/advanced_use/use_on_the_cloud.html) to learn how to train MindSpore models on ModelArts. +A: ModelArts is an online training and inference platform on HUAWEI CLOUD. MindSpore is a Huawei deep learning framework. You can view the tutorials on the [MindSpore official website](https://www.mindspore.cn/tutorial/zh-CN/r0.5/advanced_use/use_on_the_cloud.html) to learn how to train MindSpore models on ModelArts. ## Capabilities @@ -152,7 +152,7 @@ A: The TensorFlow's object detection pipeline API belongs to the TensorFlow's Mo Q: How do I migrate scripts or models of other frameworks to MindSpore? -A: For details about script or model migration, please visit the [MindSpore official website](https://www.mindspore.cn/tutorial/en/master/advanced_use/network_migration.html). +A: For details about script or model migration, please visit the [MindSpore official website](https://www.mindspore.cn/tutorial/en/r0.5/advanced_use/network_migration.html).
diff --git a/resource/faq/FAQ_zh_cn.md b/resource/faq/FAQ_zh_cn.md index 68929bd7d2dd30b3c4bfdaa0b3a51c6f29d4dc6b..ae58ffd522c94adde5ad8e29ea3d28afe6fdbdad 100644 --- a/resource/faq/FAQ_zh_cn.md +++ b/resource/faq/FAQ_zh_cn.md @@ -73,7 +73,7 @@ A：MindSpore针对典型场景均有模型训练支持，支持情况详见[Rel Q：MindSpore有哪些现成的推荐类或生成类网络或模型可用？ -A：目前正在开发Wide & Deep、DeepFM、NCF等推荐类模型，NLP领域已经支持Bert_NEZHA，正在开发MASS等模型，用户可根据场景需要改造为生成类网络，可以关注[MindSpore Model Zoo](https://gitee.com/mindspore/mindspore/tree/master/model_zoo)。 +A：目前正在开发Wide & Deep、DeepFM、NCF等推荐类模型，NLP领域已经支持Bert_NEZHA，正在开发MASS等模型，用户可根据场景需要改造为生成类网络，可以关注[MindSpore Model Zoo](https://gitee.com/mindspore/mindspore/tree/r0.5/model_zoo)。 ### 后端支持 @@ -91,13 +91,13 @@ A：MindSpore提供了可插拔式的设备管理接口，其他计算单元（ Q：MindSpore需要什么硬件支持？ -A：目前笔记本电脑或者有GPU的环境，都可以通过Docker镜像来试用。当前MindSpore Model Zoo中有部分模型已经支持GPU的训练和推理，其他模型也在不断地进行完善。在分布式并行训练方面，MindSpore当前支持GPU多卡训练。你可以通过[RoadMap](https://www.mindspore.cn/docs/zh-CN/master/roadmap.html)和项目[Release note](https://gitee.com/mindspore/mindspore/blob/r0.5/RELEASE.md)获取最新信息。 +A：目前笔记本电脑或者有GPU的环境，都可以通过Docker镜像来试用。当前MindSpore Model Zoo中有部分模型已经支持GPU的训练和推理，其他模型也在不断地进行完善。在分布式并行训练方面，MindSpore当前支持GPU多卡训练。你可以通过[RoadMap](https://www.mindspore.cn/docs/zh-CN/r0.5/roadmap.html)和项目[Release note](https://gitee.com/mindspore/mindspore/blob/r0.5/RELEASE.md)获取最新信息。 ### 系统支持 Q：MindSpore是否支持Windows 10？ -A：MindSpore CPU版本已经支持在Windows 10系统中安装，具体安装步骤可以查阅[MindSpore官网教程](https://www.mindspore.cn/tutorial/zh-CN/master/advanced_use/mindspore_cpu_win_install.html)。 +A：MindSpore CPU版本已经支持在Windows 10系统中安装，具体安装步骤可以查阅[MindSpore官网教程](https://www.mindspore.cn/tutorial/zh-CN/r0.5/advanced_use/mindspore_cpu_win_install.html)。 ### 编程语言扩展 @@ -121,7 +121,7 @@ A：MindSpore框架本身并不需要支持FCA。对于语义类模型，用户 Q：从哪里可以查看MindSpore训练及推理的样例代码或者教程？ -A：可以访问[MindSpore官网教程](https://www.mindspore.cn/tutorial/zh-CN/master/index.html)。 +A：可以访问[MindSpore官网教程](https://www.mindspore.cn/tutorial/zh-CN/r0.5/index.html)。 ## 特性 @@ -139,7 +139,7 @@ A：自动并行特性对CPU GPU的支持还在完善中。推荐用户在Ascend Q：MindSpore与ModelArts是什么关系，在ModelArts中能使用MindSpore吗？ -A：ModelArts是华为公有云线上训练及推理平台，MindSpore是华为深度学习框架，可以查阅[MindSpore官网教程](https://www.mindspore.cn/tutorial/zh-CN/master/advanced_use/use_on_the_cloud.html)，教程中详细展示了用户如何使用ModelArts来做MindSpore的模型训练。 +A：ModelArts是华为公有云线上训练及推理平台，MindSpore是华为深度学习框架，可以查阅[MindSpore官网教程](https://www.mindspore.cn/tutorial/zh-CN/r0.5/advanced_use/use_on_the_cloud.html)，教程中详细展示了用户如何使用ModelArts来做MindSpore的模型训练。 ## 能力 @@ -151,7 +151,7 @@ A：TensorFlow的对象检测Pipeline接口属于TensorFlow Model模块。待Min Q：其他框架的脚本或者模型怎么迁移到MindSpore？ -A：关于脚本或者模型迁移，可以查询MindSpore官网中关于[网络迁移](https://www.mindspore.cn/tutorial/zh-CN/master/advanced_use/network_migration.html)的介绍。 +A：关于脚本或者模型迁移，可以查询MindSpore官网中关于[网络迁移](https://www.mindspore.cn/tutorial/zh-CN/r0.5/advanced_use/network_migration.html)的介绍。
diff --git a/tutorials/source_en/advanced_use/checkpoint_for_hybrid_parallel.md b/tutorials/source_en/advanced_use/checkpoint_for_hybrid_parallel.md index b30c0fe5a900e0021e8a21b40930e8f6eaa4ca90..0c0dea1397fa137a31521df6c5c999fc120b1d91 100644 --- a/tutorials/source_en/advanced_use/checkpoint_for_hybrid_parallel.md +++ b/tutorials/source_en/advanced_use/checkpoint_for_hybrid_parallel.md @@ -313,7 +313,7 @@ User process: 3. Execute stage 2 training: There are two devices in stage 2 training environment. The weight shape of the MatMul operator on each device is \[4, 8]. Load the initialized model parameter data from the integrated checkpoint file and then perform training. -> For details about the distributed environment configuration and training code, see [Distributed Training](https://www.mindspore.cn/tutorial/en/master/advanced_use/distributed_training.html). +> For details about the distributed environment configuration and training code, see [Distributed Training](https://www.mindspore.cn/tutorial/en/r0.5/advanced_use/distributed_training.html). > > This document provides the example code for integrating checkpoint files and loading checkpoint files before distributed training. The code is for reference only. diff --git a/tutorials/source_en/advanced_use/differential_privacy.md b/tutorials/source_en/advanced_use/differential_privacy.md index b38b5c1034f75ec777608747fad85129c078f83a..20c1383d744781679816fbbfbf9ec56eea81d4cc 100644 --- a/tutorials/source_en/advanced_use/differential_privacy.md +++ b/tutorials/source_en/advanced_use/differential_privacy.md @@ -1,4 +1,4 @@ -# Differential Privacy in Machine Learning +# Differential Privacy in Machine Learning @@ -43,7 +43,7 @@ MindArmour differential privacy module Differential-Privacy implements the diffe The LeNet model and MNIST dataset are used as an example to describe how to use the differential privacy optimizer to train a neural network model on MindSpore. -> This example is for the Ascend 910 AI processor and supports PYNATIVE_MODE. You can download the complete sample code from . +> This example is for the Ascend 910 AI processor and supports PYNATIVE_MODE. You can download the complete sample code from . ## Implementation diff --git a/tutorials/source_en/advanced_use/model_security.md b/tutorials/source_en/advanced_use/model_security.md index 7774c16c1ae22c985ce2603058f17ef0e43baac8..55a2bdb6f7b0d7ff5b29f547c400bc58ff4b9a9c 100644 --- a/tutorials/source_en/advanced_use/model_security.md +++ b/tutorials/source_en/advanced_use/model_security.md @@ -29,7 +29,7 @@ At the beginning of AI algorithm design, related security threats are sometimes This section describes how to use MindArmour in adversarial attack and defense by taking the Fast Gradient Sign Method (FGSM) attack algorithm and Natural Adversarial Defense (NAD) algorithm as examples. -> The current sample is for CPU, GPU and Ascend 910 AI processor. You can find the complete executable sample code at： +> The current sample is for CPU, GPU and Ascend 910 AI processor. You can find the complete executable sample code at： > - `mnist_attack_fgsm.py`: contains attack code. > - `mnist_defense_nad.py`: contains defense code. diff --git a/tutorials/source_en/advanced_use/network_migration.md b/tutorials/source_en/advanced_use/network_migration.md index 656ba30e10f2908600ecf94fbdc57092bdd2c158..1be6d4953e169715af12f07844298e316904aae8 100644 --- a/tutorials/source_en/advanced_use/network_migration.md +++ b/tutorials/source_en/advanced_use/network_migration.md @@ -17,7 +17,7 @@ - + ## Overview @@ -29,9 +29,9 @@ Before you start working on your scripts, prepare your operator assessment and h ### Operator Assessment -Analyze the operators contained in the network to be migrated and figure out how does MindSpore support these operators based on the [Operator List](https://www.mindspore.cn/docs/en/master/operator_list.html). +Analyze the operators contained in the network to be migrated and figure out how does MindSpore support these operators based on the [Operator List](https://www.mindspore.cn/docs/en/r0.5/operator_list.html). -Take ResNet-50 as an example. The two major operators [Conv](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv2d) and [BatchNorm](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.BatchNorm2d) exist in the MindSpore Operator List. +Take ResNet-50 as an example. The two major operators [Conv](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv2d) and [BatchNorm](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.BatchNorm2d) exist in the MindSpore Operator List. If any operator does not exist, you are advised to perform the following operations: @@ -57,17 +57,17 @@ Prepare the hardware environment, find a platform corresponding to your environm MindSpore differs from TensorFlow and PyTorch in the network structure. Before migration, you need to clearly understand the original script and information of each layer, such as shape. -> You can also use [MindConverter Tool](https://gitee.com/mindspore/mindinsight/tree/master/mindinsight/mindconverter) to automatically convert the PyTorch network definition script to MindSpore network definition script. +> You can also use [MindConverter Tool](https://gitee.com/mindspore/mindinsight/tree/r0.5/mindinsight/mindconverter) to automatically convert the PyTorch network definition script to MindSpore network definition script. The ResNet-50 network migration and training on the Ascend 910 is used as an example. 1. Import MindSpore modules. - Import the corresponding MindSpore modules based on the required APIs. For details about the module list, see . + Import the corresponding MindSpore modules based on the required APIs. For details about the module list, see . 2. Load and preprocess a dataset. - Use MindSpore to build the required dataset. Currently, MindSpore supports common datasets. You can call APIs in the original format, `MindRecord`, and `TFRecord`. In addition, MindSpore supports data processing and data augmentation. For details, see the [Data Preparation](https://www.mindspore.cn/tutorial/en/master/use/data_preparation/data_preparation.html). + Use MindSpore to build the required dataset. Currently, MindSpore supports common datasets. You can call APIs in the original format, `MindRecord`, and `TFRecord`. In addition, MindSpore supports data processing and data augmentation. For details, see the [Data Preparation](https://www.mindspore.cn/tutorial/en/r0.5/use/data_preparation/data_preparation.html). In this example, the CIFAR-10 dataset is loaded, which supports both single-GPU and multi-GPU scenarios. @@ -235,7 +235,7 @@ The ResNet-50 network migration and training on the Ascend 910 is used as an exa loss_scale = FixedLossScaleManager(config.loss_scale, drop_overflow_update=False) ``` - You can use a built-in assessment method of `Model` by setting the [metrics](https://www.mindspore.cn/tutorial/en/master/advanced_use/customized_debugging_information.html#mindspore-metrics) attribute. + You can use a built-in assessment method of `Model` by setting the [metrics](https://www.mindspore.cn/tutorial/en/r0.5/advanced_use/customized_debugging_information.html#mindspore-metrics) attribute. ```python model = Model(net, loss_fn=loss, optimizer=opt, loss_scale_manager=loss_scale, metrics={'acc'}) @@ -264,15 +264,15 @@ The accuracy optimization process is as follows: #### On-Cloud Integration -Run your scripts on ModelArts. For details, see [Using MindSpore on Cloud](https://www.mindspore.cn/tutorial/zh-CN/master/advanced_use/use_on_the_cloud.html). +Run your scripts on ModelArts. For details, see [Using MindSpore on Cloud](https://www.mindspore.cn/tutorial/zh-CN/r0.5/advanced_use/use_on_the_cloud.html). ### Inference Phase -Models trained on the Ascend 910 AI processor can be used for inference on different hardware platforms. Refer to the [Multi-platform Inference Tutorial](https://www.mindspore.cn/tutorial/en/master/use/multi_platform_inference.html) for detailed steps. +Models trained on the Ascend 910 AI processor can be used for inference on different hardware platforms. Refer to the [Multi-platform Inference Tutorial](https://www.mindspore.cn/tutorial/en/r0.5/use/multi_platform_inference.html) for detailed steps. ## Examples -1. [Common dataset examples](https://www.mindspore.cn/tutorial/en/master/use/data_preparation/loading_the_datasets.html) +1. [Common dataset examples](https://www.mindspore.cn/tutorial/en/r0.5/use/data_preparation/loading_the_datasets.html) -2. [Model Zoo](https://gitee.com/mindspore/mindspore/tree/master/model_zoo) +2. [Model Zoo](https://gitee.com/mindspore/mindspore/tree/r0.5/model_zoo) diff --git a/tutorials/source_en/advanced_use/nlp_application.md b/tutorials/source_en/advanced_use/nlp_application.md index cd7becd13c40aa6368263b4f1827ca255b9a88c9..41e59319a18079a8caa3d2b4ecbe6dabf3beb6ab 100644 --- a/tutorials/source_en/advanced_use/nlp_application.md +++ b/tutorials/source_en/advanced_use/nlp_application.md @@ -85,7 +85,7 @@ Currently, MindSpore GPU and CPU supports SentimentNet network based on the long Long short-term memory (LSTM) is an artificial recurrent neural network (RNN) architecture used for processing and predicting an important event with a long interval and delay in a time sequence. For details, refer to online documentation. 3. After the model is obtained, use the validation dataset to check the accuracy of model. -> The current sample is for the Ascend 910 AI processor. You can find the complete executable sample code at： +> The current sample is for the Ascend 910 AI processor. You can find the complete executable sample code at： > - `main.py`: code file, including code for data preprocessing, network definition, and model training. > - `config.py`: some configurations on the network, including the `batch size` and number of training epochs. diff --git a/tutorials/source_en/advanced_use/performance_profiling.md b/tutorials/source_en/advanced_use/performance_profiling.md index d0f4fe383d4d5eed0df7ad63946b4e0633cdcc2e..ce7fcf410fc35367ee63dec44a37a1b6789b3c58 100644 --- a/tutorials/source_en/advanced_use/performance_profiling.md +++ b/tutorials/source_en/advanced_use/performance_profiling.md @@ -64,7 +64,7 @@ def test_profiler(): ## Launch MindInsight -The MindInsight launch command can refer to [MindInsight Commands](https://www.mindspore.cn/tutorial/en/master/advanced_use/mindinsight_commands.html). +The MindInsight launch command can refer to [MindInsight Commands](https://www.mindspore.cn/tutorial/en/r0.5/advanced_use/mindinsight_commands.html). ### Performance Analysis diff --git a/tutorials/source_en/conf.py b/tutorials/source_en/conf.py index 0a00ad8da18607c9f0ac88017972211d04c763c0..39e33baad482db9ee42d0a065d0689abb1d068ce 100644 --- a/tutorials/source_en/conf.py +++ b/tutorials/source_en/conf.py @@ -21,7 +21,7 @@ copyright = '2020, MindSpore' author = 'MindSpore' # The full version, including alpha/beta/rc tags -release = 'master' +release = 'r0.5' # -- General configuration --------------------------------------------------- diff --git a/tutorials/source_en/quick_start/quick_start.md b/tutorials/source_en/quick_start/quick_start.md index 9fdc7698c3f373f3db24f5661c4dff907bd9130b..b2c7373db962d815e0e1db8f5fb8aa5b1f0a3a4d 100644 --- a/tutorials/source_en/quick_start/quick_start.md +++ b/tutorials/source_en/quick_start/quick_start.md @@ -83,7 +83,7 @@ Currently, the `os` libraries are required. For ease of understanding, other req import os ``` -For details about MindSpore modules, search on the [MindSpore API Page](https://www.mindspore.cn/api/en/master/index.html). +For details about MindSpore modules, search on the [MindSpore API Page](https://www.mindspore.cn/api/en/r0.5/index.html). ### Configuring the Running Information @@ -179,7 +179,7 @@ In the preceding information: Perform the shuffle and batch operations, and then perform the repeat operation to ensure that data during an epoch is unique. -> MindSpore supports multiple data processing and augmentation operations, which are usually combined. For details, see section "Data Processing and Augmentation" in the MindSpore Tutorials (https://www.mindspore.cn/tutorial/en/master/use/data_preparation/data_processing_and_augmentation.html). +> MindSpore supports multiple data processing and augmentation operations, which are usually combined. For details, see section "Data Processing and Augmentation" in the MindSpore Tutorials (https://www.mindspore.cn/tutorial/en/r0.5/use/data_preparation/data_processing_and_augmentation.html). ## Defining the Network diff --git a/tutorials/source_en/use/custom_operator.md b/tutorials/source_en/use/custom_operator.md index db1224ffff99eb1d1ddd0ac7130a49f599ef130d..1e497934bb231d7a75268a2309e9322ebf179276 100644 --- a/tutorials/source_en/use/custom_operator.md +++ b/tutorials/source_en/use/custom_operator.md @@ -27,14 +27,14 @@ The related concepts are as follows: - Operator implementation: describes the implementation of the internal computation logic for an operator through the DSL API provided by the Tensor Boost Engine (TBE). The TBE supports the development of custom operators based on the Ascend AI chip. You can apply for Open Beta Tests (OBTs) by visiting . - Operator information: describes basic information about a TBE operator, such as the operator name and supported input and output types. It is the basis for the backend to select and map operators. -This section takes a Square operator as an example to describe how to customize an operator. For details, see cases in [tests/st/ops/custom_ops_tbe](https://gitee.com/mindspore/mindspore/tree/master/tests/st/ops/custom_ops_tbe) in the MindSpore source code. +This section takes a Square operator as an example to describe how to customize an operator. For details, see cases in [tests/st/ops/custom_ops_tbe](https://gitee.com/mindspore/mindspore/tree/r0.5/tests/st/ops/custom_ops_tbe) in the MindSpore source code. ## Registering the Operator Primitive The primitive of an operator is a subclass inherited from `PrimitiveWithInfer`. The type name of the subclass is the operator name. The definition of the custom operator primitive is the same as that of the built-in operator primitive. -- The attribute is defined by the input parameter of the constructor function `__init__`. The operator in this test case has no attribute. Therefore, `__init__` has only one input parameter. For details about test cases in which operators have attributes, see [custom add3](https://gitee.com/mindspore/mindspore/tree/master/tests/st/ops/custom_ops_tbe/cus_add3.py) in the MindSpore source code. +- The attribute is defined by the input parameter of the constructor function `__init__`. The operator in this test case has no attribute. Therefore, `__init__` has only one input parameter. For details about test cases in which operators have attributes, see [custom add3](https://gitee.com/mindspore/mindspore/tree/r0.5/tests/st/ops/custom_ops_tbe/cus_add3.py) in the MindSpore source code. - The input and output names are defined by the `init_prim_io_names` function. - The shape inference method of the output tensor is defined in the `infer_shape` function, and the dtype inference method of the output tensor is defined in the `infer_dtype` function. diff --git a/tutorials/source_en/use/data_preparation/loading_the_datasets.md b/tutorials/source_en/use/data_preparation/loading_the_datasets.md index 2041da36da29ba046ca1123beb94398d28ac2faf..6b04978c61d6a69a0ff1664b4b7c240a20a20bae 100644 --- a/tutorials/source_en/use/data_preparation/loading_the_datasets.md +++ b/tutorials/source_en/use/data_preparation/loading_the_datasets.md @@ -149,7 +149,7 @@ MindSpore can also read datasets in the `TFRecord` data format through the `TFRe ## Loading a Custom Dataset In real scenarios, there are virous datasets. For a custom dataset or a dataset that can't be loaded by APIs directly, there are tow ways. -One is converting the dataset to MindSpore data format (for details, see [Converting Datasets to the Mindspore Data Format](https://www.mindspore.cn/tutorial/en/master/use/data_preparation/converting_datasets.html)). The other one is using the `GeneratorDataset` object. +One is converting the dataset to MindSpore data format (for details, see [Converting Datasets to the Mindspore Data Format](https://www.mindspore.cn/tutorial/en/r0.5/use/data_preparation/converting_datasets.html)). The other one is using the `GeneratorDataset` object. The following shows how to use `GeneratorDataset`. 1. Define an iterable object to generate a dataset. There are two examples following. One is a customized function which contains `yield`. The other one is a customized class which contains `__getitem__`. diff --git a/tutorials/source_en/use/defining_the_network.rst b/tutorials/source_en/use/defining_the_network.rst index a530f34dbdf92434d8727839433770e23124cfbd..05a9a81f7c3ff190858bb4953c65622e30aa751b 100644 --- a/tutorials/source_en/use/defining_the_network.rst +++ b/tutorials/source_en/use/defining_the_network.rst @@ -4,5 +4,5 @@ Defining the Network .. toctree:: :maxdepth: 1 - Network List + Network List custom_operator \ No newline at end of file diff --git a/tutorials/source_en/use/multi_platform_inference.md b/tutorials/source_en/use/multi_platform_inference.md index e8731b46b91152190c39f12ab7e661c7075c6a33..2b3cff1f8fdd3e8e6d5df6a6599f9ec751223f62 100644 --- a/tutorials/source_en/use/multi_platform_inference.md +++ b/tutorials/source_en/use/multi_platform_inference.md @@ -26,16 +26,16 @@ Models based on MindSpore training can be used for inference on different hardwa 2. Inference on the Ascend 310 AI processor - 1. Export the ONNX or GEIR model by referring to the [Export GEIR Model and ONNX Model](https://www.mindspore.cn/tutorial/en/master/use/saving_and_loading_model_parameters.html#geironnx). + 1. Export the ONNX or GEIR model by referring to the [Export GEIR Model and ONNX Model](https://www.mindspore.cn/tutorial/en/r0.5/use/saving_and_loading_model_parameters.html#geironnx). 2. For performing inference in the cloud environment, see the [Ascend 910 training and Ascend 310 inference samples](https://support.huaweicloud.com/bestpractice-modelarts/modelarts_10_0026.html). For details about the bare-metal environment (compared with the cloud environment where the Ascend 310 AI processor is deployed locally), see the description document of the Ascend 310 AI processor software package. 3. Inference on a GPU - 1. Export the ONNX model by referring to the [Export GEIR Model and ONNX Model](https://www.mindspore.cn/tutorial/en/master/use/saving_and_loading_model_parameters.html#geironnx). + 1. Export the ONNX model by referring to the [Export GEIR Model and ONNX Model](https://www.mindspore.cn/tutorial/en/r0.5/use/saving_and_loading_model_parameters.html#geironnx). 2. Perform inference on the NVIDIA GPU by referring to [TensorRT backend for ONNX](https://github.com/onnx/onnx-tensorrt). ## On-Device Inference -The On-Device Inference is based on the MindSpore Predict. Please refer to [On-Device Inference Tutorial](https://www.mindspore.cn/tutorial/en/master/advanced_use/on_device_inference.html) for details. +The On-Device Inference is based on the MindSpore Predict. Please refer to [On-Device Inference Tutorial](https://www.mindspore.cn/tutorial/en/r0.5/advanced_use/on_device_inference.html) for details. diff --git a/tutorials/source_zh_cn/advanced_use/checkpoint_for_hybrid_parallel.md b/tutorials/source_zh_cn/advanced_use/checkpoint_for_hybrid_parallel.md index 63bf4733a8b3d289e4a61d680012c5087be1bbcc..12a21ea3a1170f9fb2d583e8710656ed57a95fab 100644 --- a/tutorials/source_zh_cn/advanced_use/checkpoint_for_hybrid_parallel.md +++ b/tutorials/source_zh_cn/advanced_use/checkpoint_for_hybrid_parallel.md @@ -316,7 +316,7 @@ load_param_into_net(opt, param_dict) 3. 执行阶段2训练：阶段2为2卡训练环境，每卡上MatMul算子weight的shape为[4, 8]，从合并后的CheckPoint文件加载初始化模型参数数据，之后执行训练。 -> 具体分布式环境配置和训练部分代码，此处不做详细说明，可以参考[分布式并行训练](https://www.mindspore.cn/tutorial/zh-CN/master/advanced_use/distributed_training.html) +> 具体分布式环境配置和训练部分代码，此处不做详细说明，可以参考[分布式并行训练](https://www.mindspore.cn/tutorial/zh-CN/r0.5/advanced_use/distributed_training.html) 章节。 > > 本文档附上对CheckPoint文件做合并处理以及分布式训练前加载CheckPoint文件的示例代码，仅作为参考，实际请参考具体情况实现。 diff --git a/tutorials/source_zh_cn/advanced_use/differential_privacy.md b/tutorials/source_zh_cn/advanced_use/differential_privacy.md index 7dbaf65499ec54ffeb547aea3bb87fce69d70b11..0b5e00fc0b67f49e67021aa24d0be69052504135 100644 --- a/tutorials/source_zh_cn/advanced_use/differential_privacy.md +++ b/tutorials/source_zh_cn/advanced_use/differential_privacy.md @@ -29,7 +29,7 @@ MindArmour的差分隐私模块Differential-Privacy，实现了差分隐私优 这里以LeNet模型，MNIST 数据集为例，说明如何在MindSpore上使用差分隐私优化器训练神经网络模型。 -> 本例面向Ascend 910 AI处理器，支持PYNATIVE_MODE，你可以在这里下载完整的样例代码： +> 本例面向Ascend 910 AI处理器，支持PYNATIVE_MODE，你可以在这里下载完整的样例代码： ## 实现阶段 diff --git a/tutorials/source_zh_cn/advanced_use/graph_kernel_fusion.md b/tutorials/source_zh_cn/advanced_use/graph_kernel_fusion.md index 294d91046ed49b7714ae8528b70c3337af44561b..26771c1ffe84368d718aa265a11ab5128a76e8bc 100644 --- a/tutorials/source_zh_cn/advanced_use/graph_kernel_fusion.md +++ b/tutorials/source_zh_cn/advanced_use/graph_kernel_fusion.md @@ -99,7 +99,7 @@ context.set_context(enable_graph_kernel=True) 2. `BERT-large`训练网络 以`BERT-large`网络的训练模型为例，数据集和训练脚本可参照 - ，同样我们只需修改`context`参数即可。 + ，同样我们只需修改`context`参数即可。 ## 效果评估 diff --git a/tutorials/source_zh_cn/advanced_use/model_security.md b/tutorials/source_zh_cn/advanced_use/model_security.md index 198b20eb4bb4443b44ceadbb775895ad13b3f052..d958bbc494a29f7d2027e78690ab52e629541365 100644 --- a/tutorials/source_zh_cn/advanced_use/model_security.md +++ b/tutorials/source_zh_cn/advanced_use/model_security.md @@ -28,7 +28,7 @@ AI算法设计之初普遍未考虑相关的安全威胁，使得AI算法的判 这里通过图像分类任务上的对抗性攻防，以攻击算法FGSM和防御算法NAD为例，介绍MindArmour在对抗攻防上的使用方法。 -> 本例面向CPU、GPU、Ascend 910 AI处理器，你可以在这里下载完整的样例代码： +> 本例面向CPU、GPU、Ascend 910 AI处理器，你可以在这里下载完整的样例代码： > - `mnist_attack_fgsm.py`：包含攻击代码。 > - `mnist_defense_nad.py`：包含防御代码。 diff --git a/tutorials/source_zh_cn/advanced_use/network_migration.md b/tutorials/source_zh_cn/advanced_use/network_migration.md index 6d0aa8f27f431248d3f0615e7c4580961203f3df..8e26ee5e145e0c92c4f68bf3ab3b3b448df58ab2 100644 --- a/tutorials/source_zh_cn/advanced_use/network_migration.md +++ b/tutorials/source_zh_cn/advanced_use/network_migration.md @@ -29,9 +29,9 @@ ### 算子评估 -分析待迁移的网络中所包含的算子，结合[MindSpore算子支持列表](https://www.mindspore.cn/docs/zh-CN/master/operator_list.html)，梳理出MindSpore对这些算子的支持程度。 +分析待迁移的网络中所包含的算子，结合[MindSpore算子支持列表](https://www.mindspore.cn/docs/zh-CN/r0.5/operator_list.html)，梳理出MindSpore对这些算子的支持程度。 -以ResNet-50为例，[Conv](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv2d)和[BatchNorm](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.BatchNorm2d)是其中最主要的两个算子，它们已在MindSpore支持的算子列表中。 +以ResNet-50为例，[Conv](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv2d)和[BatchNorm](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.BatchNorm2d)是其中最主要的两个算子，它们已在MindSpore支持的算子列表中。 如果发现没有对应算子，建议： - 使用其他算子替换：分析算子实现公式，审视是否可以采用MindSpore现有算子叠加达到预期目标。 @@ -55,17 +55,17 @@ MindSpore与TensorFlow、PyTorch在网络结构组织方式上，存在一定差别，迁移前需要对原脚本有较为清晰的了解，明确地知道每一层的shape等信息。 -> 你也可以使用[MindConverter工具](https://gitee.com/mindspore/mindinsight/tree/master/mindinsight/mindconverter)实现PyTorch网络定义脚本到MindSpore网络定义脚本的自动转换。 +> 你也可以使用[MindConverter工具](https://gitee.com/mindspore/mindinsight/tree/r0.5/mindinsight/mindconverter)实现PyTorch网络定义脚本到MindSpore网络定义脚本的自动转换。 下面，我们以ResNet-50的迁移，并在Ascend 910上训练为例： 1. 导入MindSpore模块。 - 根据所需使用的接口，导入相应的MindSpore模块，模块列表详见。 + 根据所需使用的接口，导入相应的MindSpore模块，模块列表详见。 2. 加载数据集和预处理。 - 使用MindSpore构造你需要使用的数据集。目前MindSpore已支持常见数据集，你可以通过原始格式、`MindRecord`、`TFRecord`等多种接口调用，同时还支持数据处理以及数据增强等相关功能，具体用法可参考[准备数据教程](https://www.mindspore.cn/tutorial/zh-CN/master/use/data_preparation/data_preparation.html)。 + 使用MindSpore构造你需要使用的数据集。目前MindSpore已支持常见数据集，你可以通过原始格式、`MindRecord`、`TFRecord`等多种接口调用，同时还支持数据处理以及数据增强等相关功能，具体用法可参考[准备数据教程](https://www.mindspore.cn/tutorial/zh-CN/r0.5/use/data_preparation/data_preparation.html)。 本例中加载了Cifar-10数据集，可同时支持单卡和多卡的场景。 @@ -231,7 +231,7 @@ MindSpore与TensorFlow、PyTorch在网络结构组织方式上，存在一定差 loss_scale = FixedLossScaleManager(config.loss_scale, drop_overflow_update=False) ``` - 如果希望使用`Model`内置的评估方法，则可以使用[metrics](https://www.mindspore.cn/tutorial/zh-CN/master/advanced_use/customized_debugging_information.html#mindspore-metrics)属性设置希望使用的评估方法。 + 如果希望使用`Model`内置的评估方法，则可以使用[metrics](https://www.mindspore.cn/tutorial/zh-CN/r0.5/advanced_use/customized_debugging_information.html#mindspore-metrics)属性设置希望使用的评估方法。 ```python model = Model(net, loss_fn=loss, optimizer=opt, loss_scale_manager=loss_scale, metrics={'acc'}) @@ -259,14 +259,14 @@ MindSpore与TensorFlow、PyTorch在网络结构组织方式上，存在一定差 #### 云上集成 -请参考[在云上使用MindSpore](https://www.mindspore.cn/tutorial/zh-CN/master/advanced_use/use_on_the_cloud.html)，将你的脚本运行在ModelArts。 +请参考[在云上使用MindSpore](https://www.mindspore.cn/tutorial/zh-CN/r0.5/advanced_use/use_on_the_cloud.html)，将你的脚本运行在ModelArts。 ### 推理阶段 -在Ascend 910 AI处理器上训练后的模型，支持在不同的硬件平台上执行推理。详细步骤可参考[多平台推理教程](https://www.mindspore.cn/tutorial/zh-CN/master/use/multi_platform_inference.html)。 +在Ascend 910 AI处理器上训练后的模型，支持在不同的硬件平台上执行推理。详细步骤可参考[多平台推理教程](https://www.mindspore.cn/tutorial/zh-CN/r0.5/use/multi_platform_inference.html)。 ## 样例参考 -1. [常用数据集读取样例](https://www.mindspore.cn/tutorial/zh-CN/master/use/data_preparation/loading_the_datasets.html) +1. [常用数据集读取样例](https://www.mindspore.cn/tutorial/zh-CN/r0.5/use/data_preparation/loading_the_datasets.html) -2. [Model Zoo](https://gitee.com/mindspore/mindspore/tree/master/model_zoo) \ No newline at end of file +2. [Model Zoo](https://gitee.com/mindspore/mindspore/tree/r0.5/model_zoo) \ No newline at end of file diff --git a/tutorials/source_zh_cn/advanced_use/nlp_application.md b/tutorials/source_zh_cn/advanced_use/nlp_application.md index f42511a1a9f4a1ca161b1aa66f8e433a676ffec4..8f6ba8d445c20709b4e23e93a16dd0870f94e557 100644 --- a/tutorials/source_zh_cn/advanced_use/nlp_application.md +++ b/tutorials/source_zh_cn/advanced_use/nlp_application.md @@ -85,7 +85,7 @@ $F1分数 = (2 * Precision * Recall) / (Precision + Recall)$ > LSTM（Long short-term memory，长短期记忆）网络是一种时间循环神经网络，适合于处理和预测时间序列中间隔和延迟非常长的重要事件。具体介绍可参考网上资料，在此不再赘述。 3. 得到模型之后，使用验证数据集，查看模型精度情况。 -> 本例面向GPU或CPU硬件平台，你可以在这里下载完整的样例代码： +> 本例面向GPU或CPU硬件平台，你可以在这里下载完整的样例代码： > - `main.py`：代码文件，包括数据预处理、网络定义、模型训练等代码。 > - `config.py`：网络中的一些配置，包括`batch size`、进行几次epoch训练等。 diff --git a/tutorials/source_zh_cn/advanced_use/performance_profiling.md b/tutorials/source_zh_cn/advanced_use/performance_profiling.md index 9466ca1378571ffcb6d2e3fe819f6c36624a1051..47b3a1cc28a312e073ef7155f169cd3c0155514a 100644 --- a/tutorials/source_zh_cn/advanced_use/performance_profiling.md +++ b/tutorials/source_zh_cn/advanced_use/performance_profiling.md @@ -66,7 +66,7 @@ def test_profiler(): ## 启动MindInsight -启动命令请参考[MindInsight相关命令](https://www.mindspore.cn/tutorial/zh-CN/master/advanced_use/mindinsight_commands.html)。 +启动命令请参考[MindInsight相关命令](https://www.mindspore.cn/tutorial/zh-CN/r0.5/advanced_use/mindinsight_commands.html)。 ### 性能分析 diff --git a/tutorials/source_zh_cn/advanced_use/use_on_the_cloud.md b/tutorials/source_zh_cn/advanced_use/use_on_the_cloud.md index 3f74f6b32189798a6d9d1f6f506d5ff0c4cdcc8c..d648ced35b10c99d3226a1768a1b571a06fdd4bc 100644 --- a/tutorials/source_zh_cn/advanced_use/use_on_the_cloud.md +++ b/tutorials/source_zh_cn/advanced_use/use_on_the_cloud.md @@ -69,7 +69,7 @@ ModelArts使用对象存储服务（Object Storage Service，简称OBS）进行 ### 执行脚本准备 新建一个自己的OBS桶（例如：`resnet50-train`），在桶中创建代码目录（例如：`resnet50_cifar10_train`），并将以下目录中的所有脚本上传至代码目录： -> 脚本使用ResNet-50网络在CIFAR-10数据集上进行训练，并在训练结束后验证精度。脚本可以在ModelArts采用`1*Ascend`或`8*Ascend`两种不同规格进行训练任务。 +> 脚本使用ResNet-50网络在CIFAR-10数据集上进行训练，并在训练结束后验证精度。脚本可以在ModelArts采用`1*Ascend`或`8*Ascend`两种不同规格进行训练任务。 为了方便后续创建训练作业，先创建训练输出目录和日志输出目录，本示例创建的目录结构如下： diff --git a/tutorials/source_zh_cn/conf.py b/tutorials/source_zh_cn/conf.py index c2d1fb828249e37f44afaa4cda7e45d641784785..b47a4a74ecbd7554d930889e9c41b51e552ec0b7 100644 --- a/tutorials/source_zh_cn/conf.py +++ b/tutorials/source_zh_cn/conf.py @@ -21,7 +21,7 @@ copyright = '2020, MindSpore' author = 'MindSpore' # The full version, including alpha/beta/rc tags -release = 'master' +release = 'r0.5' # -- General configuration --------------------------------------------------- diff --git a/tutorials/source_zh_cn/quick_start/quick_start.md b/tutorials/source_zh_cn/quick_start/quick_start.md index a06cb6ea4ba8c76f5492522ad5199f3010381b3b..7212b63fda8596d98f4892011b62efde09a16574 100644 --- a/tutorials/source_zh_cn/quick_start/quick_start.md +++ b/tutorials/source_zh_cn/quick_start/quick_start.md @@ -86,7 +86,7 @@ import os ``` -详细的MindSpore的模块说明，可以在[MindSpore API页面](https://www.mindspore.cn/api/zh-CN/master/index.html)中搜索查询。 +详细的MindSpore的模块说明，可以在[MindSpore API页面](https://www.mindspore.cn/api/zh-CN/r0.5/index.html)中搜索查询。 ### 配置运行信息 @@ -182,7 +182,7 @@ def create_dataset(data_path, batch_size=32, repeat_size=1, 先进行shuffle、batch操作，再进行repeat操作，这样能保证1个epoch内数据不重复。 -> MindSpore支持进行多种数据处理和增强的操作，各种操作往往组合使用，具体可以参考[数据处理与数据增强](https://www.mindspore.cn/tutorial/zh-CN/master/use/data_preparation/data_processing_and_augmentation.html)章节。 +> MindSpore支持进行多种数据处理和增强的操作，各种操作往往组合使用，具体可以参考[数据处理与数据增强](https://www.mindspore.cn/tutorial/zh-CN/r0.5/use/data_preparation/data_processing_and_augmentation.html)章节。 ## 定义网络 diff --git a/tutorials/source_zh_cn/use/custom_operator.md b/tutorials/source_zh_cn/use/custom_operator.md index 891c6502a879687606d69d59aa044bef9a5a330a..640d9f8d93645d8a12472a04a7e0b51888b8a043 100644 --- a/tutorials/source_zh_cn/use/custom_operator.md +++ b/tutorials/source_zh_cn/use/custom_operator.md @@ -27,14 +27,14 @@ - 算子实现：通过TBE（Tensor Boost Engine）提供的特性语言接口，描述算子内部计算逻辑的实现。TBE提供了开发昇腾AI芯片自定义算子的能力。你可以在页面申请公测。 - 算子信息：描述TBE算子的基本信息，如算子名称、支持的输入输出类型等。它是后端做算子选择和映射时的依据。 -本文将以自定义Square算子为例，介绍自定义算子的步骤。更多详细内容可参考MindSpore源码中[tests/st/ops/custom_ops_tbe](https://gitee.com/mindspore/mindspore/tree/master/tests/st/ops/custom_ops_tbe)下的用例。 +本文将以自定义Square算子为例，介绍自定义算子的步骤。更多详细内容可参考MindSpore源码中[tests/st/ops/custom_ops_tbe](https://gitee.com/mindspore/mindspore/tree/r0.5/tests/st/ops/custom_ops_tbe)下的用例。 ## 注册算子原语 每个算子的原语是一个继承于`PrimitiveWithInfer`的子类，其类型名称即是算子名称。 自定义算子原语与内置算子原语的接口定义完全一致： -- 属性由构造函数`__init__`的入参定义。本用例的算子没有属性，因此`__init__`没有额外的入参。带属性的用例可参考MindSpore源码中的[custom add3](https://gitee.com/mindspore/mindspore/tree/master/tests/st/ops/custom_ops_tbe/cus_add3.py)用例。 +- 属性由构造函数`__init__`的入参定义。本用例的算子没有属性，因此`__init__`没有额外的入参。带属性的用例可参考MindSpore源码中的[custom add3](https://gitee.com/mindspore/mindspore/tree/r0.5/tests/st/ops/custom_ops_tbe/cus_add3.py)用例。 - 输入输出的名称通过`init_prim_io_names`函数定义。 - 输出Tensor的shape推理方法在`infer_shape`函数中定义，输出Tensor的dtype推理方法在`infer_dtype`函数中定义。 diff --git a/tutorials/source_zh_cn/use/data_preparation/loading_the_datasets.md b/tutorials/source_zh_cn/use/data_preparation/loading_the_datasets.md index 974d59331bdcc56af4ca9451761512f2bf8c9118..31ae059449b925e9f2be56d72ec189cf05ce286f 100644 --- a/tutorials/source_zh_cn/use/data_preparation/loading_the_datasets.md +++ b/tutorials/source_zh_cn/use/data_preparation/loading_the_datasets.md @@ -149,7 +149,7 @@ MindSpore也支持读取`TFRecord`数据格式的数据集，可以通过`TFReco ## 加载自定义数据集 现实场景中，数据集的种类多种多样，对于自定义数据集或者目前不支持直接加载的数据集，有两种方法可以处理。 -一种方法是将数据集转成MindRecord格式（请参考[将数据集转换为MindSpore数据格式](https://www.mindspore.cn/tutorial/zh-CN/master/use/data_preparation/converting_datasets.html)章节），另一种方法是通过`GeneratorDataset`对象加载，以下将展示如何使用`GeneratorDataset`。 +一种方法是将数据集转成MindRecord格式（请参考[将数据集转换为MindSpore数据格式](https://www.mindspore.cn/tutorial/zh-CN/r0.5/use/data_preparation/converting_datasets.html)章节），另一种方法是通过`GeneratorDataset`对象加载，以下将展示如何使用`GeneratorDataset`。 1. 定义一个可迭代的对象，用于生成数据集。以下展示了两种示例，一种是含有`yield`返回值的自定义函数，另一种是含有`__getitem__`的自定义类。两种示例都将产生一个含有从0到9数字的数据集。 > 自定义的可迭代对象，每次返回`numpy array`的元组，作为一行数据。 diff --git a/tutorials/source_zh_cn/use/defining_the_network.rst b/tutorials/source_zh_cn/use/defining_the_network.rst index d6d2bfba310f930c14a4d450256705391e596012..89ba1da65475ee82c506af1c4f20cf8ce024155e 100644 --- a/tutorials/source_zh_cn/use/defining_the_network.rst +++ b/tutorials/source_zh_cn/use/defining_the_network.rst @@ -4,5 +4,5 @@ .. toctree:: :maxdepth: 1 - 网络支持 + 网络支持 custom_operator \ No newline at end of file diff --git a/tutorials/source_zh_cn/use/multi_platform_inference.md b/tutorials/source_zh_cn/use/multi_platform_inference.md index 6df770d36d9ea008e6e26d7991ff12f74a460375..2e965eacfcd5b807c84856becf2f2ce1a6850ed8 100644 --- a/tutorials/source_zh_cn/use/multi_platform_inference.md +++ b/tutorials/source_zh_cn/use/multi_platform_inference.md @@ -59,7 +59,7 @@ CPU | ONNX格式 | 支持ONNX推理的runtime/SDK，如TensorRT。 res = model.eval(dataset) ``` 其中， - `model.eval`为模型验证接口，对应接口说明：。 + `model.eval`为模型验证接口，对应接口说明：。 > 推理样例代码：。 2. 使用`model.predict`接口来进行推理操作。 @@ -67,7 +67,7 @@ CPU | ONNX格式 | 支持ONNX推理的runtime/SDK，如TensorRT。 model.predict(input_data) ``` 其中， - `model.eval`为推理接口，对应接口说明：。 + `model.eval`为推理接口，对应接口说明：。 ## Ascend 310 AI处理器上推理 @@ -79,7 +79,7 @@ CPU | ONNX格式 | 支持ONNX推理的runtime/SDK，如TensorRT。 Ascend 310 AI处理器上搭载了ACL框架，他支持OM格式，而OM格式需要从ONNX或者GEIR模型进行转换。所以在Ascend 310 AI处理器上推理，需要下述两个步骤： -1. 在训练平台上生成ONNX或GEIR格式模型，具体步骤请参考[模型导出-导出GEIR模型和ONNX模型](https://www.mindspore.cn/tutorial/zh-CN/master/use/saving_and_loading_model_parameters.html#geironnx)。 +1. 在训练平台上生成ONNX或GEIR格式模型，具体步骤请参考[模型导出-导出GEIR模型和ONNX模型](https://www.mindspore.cn/tutorial/zh-CN/r0.5/use/saving_and_loading_model_parameters.html#geironnx)。 2. 将ONNX/GEIR格式模型文件，转化为OM格式模型，并进行推理。 - 云上（ModelArt环境），请参考[Ascend910训练和Ascend310推理的样例](https://support.huaweicloud.com/bestpractice-modelarts/modelarts_10_0026.html)完成推理操作。 @@ -93,7 +93,7 @@ Ascend 310 AI处理器上搭载了ACL框架，他支持OM格式，而OM格式需 ### 使用ONNX格式文件推理 -1. 在训练平台上生成ONNX格式模型，具体步骤请参考[模型导出-导出GEIR模型和ONNX模型](https://www.mindspore.cn/tutorial/zh-CN/master/use/saving_and_loading_model_parameters.html#geironnx)。 +1. 在训练平台上生成ONNX格式模型，具体步骤请参考[模型导出-导出GEIR模型和ONNX模型](https://www.mindspore.cn/tutorial/zh-CN/r0.5/use/saving_and_loading_model_parameters.html#geironnx)。 2. 在GPU上进行推理，具体可以参考推理使用runtime/SDK的文档。如在Nvidia GPU上进行推理，使用常用的TensorRT，可参考[TensorRT backend for ONNX](https://github.com/onnx/onnx-tensorrt)。 @@ -105,10 +105,10 @@ Ascend 310 AI处理器上搭载了ACL框架，他支持OM格式，而OM格式需 ### 使用ONNX格式文件推理 与在GPU上进行推理类似，需要以下几个步骤： -1. 在训练平台上生成ONNX格式模型，具体步骤请参考[模型导出-导出GEIR模型和ONNX模型](https://www.mindspore.cn/tutorial/zh-CN/master/use/saving_and_loading_model_parameters.html#geironnx)。 +1. 在训练平台上生成ONNX格式模型，具体步骤请参考[模型导出-导出GEIR模型和ONNX模型](https://www.mindspore.cn/tutorial/zh-CN/r0.5/use/saving_and_loading_model_parameters.html#geironnx)。 2. 在CPU上进行推理，具体可以参考推理使用runtime/SDK的文档。如使用ONNX Runtime，可以参考[ONNX Runtime说明文档](https://github.com/microsoft/onnxruntime)。 ## 端侧推理 -端侧推理需使用MindSpore Predict推理引擎，详细操作请参考[端侧推理教程](https://www.mindspore.cn/tutorial/zh-CN/master/advanced_use/on_device_inference.html)。 \ No newline at end of file +端侧推理需使用MindSpore Predict推理引擎，详细操作请参考[端侧推理教程](https://www.mindspore.cn/tutorial/zh-CN/r0.5/advanced_use/on_device_inference.html)。 \ No newline at end of file