diff --git a/docs/source_en/FAQ.md b/docs/source_en/FAQ.md index 6478958c1882e17cafa51e5d0586c4132527e972..7609bb60e32d3302f1edcf8404dd5e58c00215a3 100644 --- a/docs/source_en/FAQ.md +++ b/docs/source_en/FAQ.md @@ -18,7 +18,7 @@ - [Supported Features](#supported-features) - + ## Installation @@ -103,7 +103,7 @@ A: After MindSpore is installed on a CPU hardware platform, run the `python -c'i Q: What can I do if the LSTM example on the official website cannot run on Ascend? -A: Currently, the LSTM runs only on a GPU or CPU and does not support the hardware environment. You can click [here](https://www.mindspore.cn/docs/en/master/operator_list.html) to view the supported operators. +A: Currently, the LSTM runs only on a GPU or CPU and does not support the hardware environment. You can click [here](https://www.mindspore.cn/docs/en/r0.7/operator_list.html) to view the supported operators.
@@ -121,7 +121,7 @@ A: MindSpore uses protocol buffers (protobuf) to store training parameters and c Q: How do I use models trained by MindSpore on Ascend 310? -A: Ascend 310 supports the offline model (OM). Therefore, you need to export the Open Neural Network Exchange (ONNX) or Ascend intermediate representation (AIR) model and then convert it into OM supported by Ascend 310. For details, see [Multi-Platform Inference](https://www.mindspore.cn/tutorial/en/master/use/multi_platform_inference.html). +A: Ascend 310 supports the offline model (OM). Therefore, you need to export the Open Neural Network Exchange (ONNX) or Ascend intermediate representation (AIR) model and then convert it into OM supported by Ascend 310. For details, see [Multi-Platform Inference](https://www.mindspore.cn/tutorial/en/r0.7/use/multi_platform_inference.html).
@@ -133,19 +133,19 @@ A: When building a network, use `if self.training: x = dropput(x)`. During verif 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/r0.7/index.html).
Q: What types of model is currently supported by MindSpore for training? -A: MindSpore has basic support for common training scenarios, please refer to [Release note](https://gitee.com/mindspore/mindspore/blob/master/RELEASE.md) for detailed information. +A: MindSpore has basic support for common training scenarios, please refer to [Release note](https://gitee.com/mindspore/mindspore/blob/r0.7/RELEASE.md) for detailed information.
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/r0.7/model_zoo).
@@ -163,7 +163,7 @@ A: Ascend 310 can only be used for inference. MindSpore supports training on Asc Q: Does MindSpore require computing units such as GPUs and NPUs? What hardware support is required? -A: MindSpore currently supports CPU, GPU, Ascend, and NPU. 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 [Road Map](https://www.mindspore.cn/docs/en/master/roadmap.html) and [project release notes](https://gitee.com/mindspore/mindspore/blob/master/RELEASE.md). +A: MindSpore currently supports CPU, GPU, Ascend, and NPU. 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 [Road Map](https://www.mindspore.cn/docs/en/r0.7/roadmap.html) and [project release notes](https://gitee.com/mindspore/mindspore/blob/r0.7/RELEASE.md).
@@ -175,13 +175,13 @@ A: MindSpore provides pluggable device management interface so that developer co 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/r0.7/advanced_use/use_on_the_cloud.html) to learn how to train MindSpore models on ModelArts.
Q: Does MindSpore support Windows 10? -A: The MindSpore CPU version can be installed on Windows 10. For details about the installation procedure, please refer to the [MindSpore official website tutorial](https://www.mindspore.cn/tutorial/zh-CN/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, please refer to the [MindSpore official website tutorial](https://www.mindspore.cn/tutorial/zh-CN/r0.7/advanced_use/mindspore_cpu_win_install.html) ## Backend Running @@ -207,7 +207,7 @@ A: The problem is that the Graph mode is selected but the PyNative mode is used. - PyNative mode: dynamic graph mode. In this mode, operators in the neural network are delivered and executed one by one, facilitating the compilation and debugging of the neural network model. - Graph mode: static graph mode. In this mode, the neural network model is compiled into an entire graph and then delivered for execution. This mode uses technologies such as graph optimization to improve the running performance and facilitates large-scale deployment and cross-platform running. -You can select a proper mode and writing method to complete the training by referring to the official website [tutorial](https://www.mindspore.cn/tutorial/en/master/advanced_use/debugging_in_pynative_mode.html). +You can select a proper mode and writing method to complete the training by referring to the official website [tutorial](https://www.mindspore.cn/tutorial/en/r0.7/advanced_use/debugging_in_pynative_mode.html). ## Programming Language Extensions @@ -253,7 +253,7 @@ 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/r0.7/advanced_use/network_migration.html).
diff --git a/docs/source_en/architecture.md b/docs/source_en/architecture.md index ee7e34332e3bdc335198161b44dca0e2785bf0a6..6e6bbbc0bcf7fc5f8484ff11f634731f945dd96f 100644 --- a/docs/source_en/architecture.md +++ b/docs/source_en/architecture.md @@ -2,7 +2,7 @@ `Ascend` `GPU` `CPU` `On Device` `Model Development` `Model Optimization` `Framework Development` `Intermediate` `Expert` `Contributor` - + The MindSpore framework consists of the Frontend Expression layer, Graph Engine layer, and Backend Runtime layer. diff --git a/docs/source_en/benchmark.md b/docs/source_en/benchmark.md index cc19eeaaad71a0195032da8757513145e2df96e3..4d5f132d91dc1b42efdb6443a9bb460dd9419700 100644 --- a/docs/source_en/benchmark.md +++ b/docs/source_en/benchmark.md @@ -13,10 +13,10 @@ - + This document describes the MindSpore benchmarks. -For details about the MindSpore networks, see [Model Zoo](https://gitee.com/mindspore/mindspore/tree/master/model_zoo). +For details about the MindSpore networks, see [Model Zoo](https://gitee.com/mindspore/mindspore/tree/r0.7/model_zoo). ## Training Performance @@ -29,7 +29,7 @@ For details about the MindSpore networks, see [Model Zoo](https://gitee.com/mind | | | | | Ascend: 16 * Ascend 910
CPU：384 Cores | Mixed | 256 | 32768 images/sec | 0.96 | 1. The preceding performance is obtained based on ModelArts, the HUAWEI CLOUD AI development platform. It is the average performance obtained by the Ascend 910 AI processor during the overall training process. -2. For details about other open source frameworks, see [ResNet-50 v1.5 for TensorFlow](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Classification/ConvNets/resnet50v1.5). +2. For details about other open source frameworks, see [ResNet-50 v1.5 for TensorFlow](https://github.com/NVIDIA/DeepLearningExamples/tree/r0.7/TensorFlow/Classification/ConvNets/resnet50v1.5). ### BERT @@ -39,7 +39,7 @@ For details about the MindSpore networks, see [Model Zoo](https://gitee.com/mind | | | | | Ascend: 8 * Ascend 910
CPU：192 Cores | Mixed | 96 | 2069 sentences/sec | 0.96 | 1. The preceding performance is obtained based on ModelArts, the HUAWEI CLOUD AI development platform. The network contains 24 hidden layers, the sequence length is 128 tokens, and the vocabulary contains 21128 tokens. -2. For details about other open source frameworks, see [BERT For TensorFlow](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT). +2. For details about other open source frameworks, see [BERT For TensorFlow](https://github.com/NVIDIA/DeepLearningExamples/tree/r0.7/TensorFlow/LanguageModeling/BERT). ### Wide & Deep (data parallel) @@ -49,7 +49,7 @@ For details about the MindSpore networks, see [Model Zoo](https://gitee.com/mind | | | | | Ascend: 8 * Ascend 910
CPU：192 Cores | Mixed | 16000*8 | 4872849 samples/sec | 0.76 | 1. The preceding performance is obtained based on Atlas 800, and the model is data parallel. -2. For details about other open source frameworks, see [Wide & Deep For TensorFlow](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Recommendation/WideAndDeep)。 +2. For details about other open source frameworks, see [Wide & Deep For TensorFlow](https://github.com/NVIDIA/DeepLearningExamples/tree/r0.7/TensorFlow/Recommendation/WideAndDeep)。 ### Wide & Deep (Host-Device model parallel) @@ -61,4 +61,4 @@ For details about the MindSpore networks, see [Model Zoo](https://gitee.com/mind | | | | | Ascend: 32 * Ascend 910
CPU：768 Cores | Mixed | 8000*32 | 433423 samples/sec | 0.20 | 1. The preceding performance is obtained based on Atlas 800, and the model is model parallel. -2. For details about other open source frameworks, see [Wide & Deep For TensorFlow](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Recommendation/WideAndDeep)。 +2. For details about other open source frameworks, see [Wide & Deep For TensorFlow](https://github.com/NVIDIA/DeepLearningExamples/tree/r0.7/TensorFlow/Recommendation/WideAndDeep)。 diff --git a/docs/source_en/constraints_on_network_construction.md b/docs/source_en/constraints_on_network_construction.md index e6e574bbaf8929f9d5f56090e9c9614bc6e48e3f..aaaa6ca2ac4ee115c1e157e4dc4552bac4a5b0be 100644 --- a/docs/source_en/constraints_on_network_construction.md +++ b/docs/source_en/constraints_on_network_construction.md @@ -25,7 +25,7 @@ - + ## Overview MindSpore can compile user source code based on the Python syntax into computational graphs, and can convert common functions or instances inherited from nn.Cell into computational graphs. Currently, MindSpore does not support conversion of any Python source code into computational graphs. Therefore, there are constraints on source code compilation, including syntax constraints and network definition constraints. As MindSpore evolves, the constraints may change. @@ -206,8 +206,8 @@ 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/r0.7/api/python/mindspore/mindspore.html#mindspore.ms_function) decorator. +* Cell subclass inherited from [nn.Cell](https://www.mindspore.cn/api/en/r0.7/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. @@ -220,13 +220,13 @@ 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/r0.7/api/python/mindspore/mindspore.nn.html), and custom [Cell](https://www.mindspore.cn/api/en/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html). +| Composite operator |[mindspore/ops/composite/*](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.composite.html). +| Operator generated by constexpr |Uses the value generated by [@constexpr](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.html#mindspore.ops.constexpr) to calculate operators. ### Other Constraints diff --git a/docs/source_en/design/mindinsight/graph_visual_design.md b/docs/source_en/design/mindinsight/graph_visual_design.md index 1aa1ab694d04bbb8d7d4026780b254cb6add957e..5b29ab1a62a3215eca8c426e8ee6097c3f93798b 100644 --- a/docs/source_en/design/mindinsight/graph_visual_design.md +++ b/docs/source_en/design/mindinsight/graph_visual_design.md @@ -15,7 +15,7 @@ - + ## Background @@ -71,4 +71,4 @@ RESTful API is used for data interaction between the MindInsight frontend and ba #### File API Design Data interaction between MindSpore and MindInsight uses the data format defined by [Protocol Buffer](https://developers.google.cn/protocol-buffers/docs/pythontutorial). -The main entry is the [summary.proto file](https://gitee.com/mindspore/mindinsight/blob/master/mindinsight/datavisual/proto_files/mindinsight_summary.proto). A message object of a computational graph is defined as `GraphProto`. For details about `GraphProto`, see the [anf_ir.proto file](https://gitee.com/mindspore/mindinsight/blob/master/mindinsight/datavisual/proto_files/mindinsight_anf_ir.proto). \ No newline at end of file +The main entry is the [summary.proto file](https://gitee.com/mindspore/mindinsight/blob/r0.7/mindinsight/datavisual/proto_files/mindinsight_summary.proto). A message object of a computational graph is defined as `GraphProto`. For details about `GraphProto`, see the [anf_ir.proto file](https://gitee.com/mindspore/mindinsight/blob/r0.7/mindinsight/datavisual/proto_files/mindinsight_anf_ir.proto). \ No newline at end of file diff --git a/docs/source_en/design/mindinsight/tensor_visual_design.md b/docs/source_en/design/mindinsight/tensor_visual_design.md index 8117ef8e0e0e19e2353c933b4c0d8998e9c83e4d..b6a3304eb3f40194da20fe7e9055e5dc4f9400e4 100644 --- a/docs/source_en/design/mindinsight/tensor_visual_design.md +++ b/docs/source_en/design/mindinsight/tensor_visual_design.md @@ -14,7 +14,7 @@ - + ## Background @@ -55,7 +55,7 @@ Figure 2 shows tensors recorded by a user in a form of a histogram. ### API Design -In tensor visualization, there are file API and RESTful API. The file API is the [summary.proto](https://gitee.com/mindspore/mindspore/blob/master/mindspore/ccsrc/utils/summary.proto) file, which is used for data interconnection between MindInsight and MindSpore. RESTful API is an internal API used for data interaction between the MindInsight frontend and backend. +In tensor visualization, there are file API and RESTful API. The file API is the [summary.proto](https://gitee.com/mindspore/mindspore/blob/r0.7/mindspore/ccsrc/utils/summary.proto) file, which is used for data interconnection between MindInsight and MindSpore. RESTful API is an internal API used for data interaction between the MindInsight frontend and backend. #### File API Design @@ -100,4 +100,4 @@ The `summary.proto` file is the main entry. TensorProto data is stored in the su repeated Value value = 1; } ``` -TensorProto is defined in the [anf_ir.proto](https://gitee.com/mindspore/mindspore/blob/master/mindspore/ccsrc/utils/anf_ir.proto) file. \ No newline at end of file +TensorProto is defined in the [anf_ir.proto](https://gitee.com/mindspore/mindspore/blob/r0.7/mindspore/ccsrc/utils/anf_ir.proto) file. \ No newline at end of file diff --git a/docs/source_en/design/mindinsight/training_visual_design.md b/docs/source_en/design/mindinsight/training_visual_design.md index 0b19c78cff668b7ad76c49b1c3980aaebd82a3de..2f27107c8f027445165eb6db05631f0bc4ac34b2 100644 --- a/docs/source_en/design/mindinsight/training_visual_design.md +++ b/docs/source_en/design/mindinsight/training_visual_design.md @@ -18,7 +18,7 @@ - + [MindInsight](https://gitee.com/mindspore/mindinsight) is a visualized debugging and tuning component of MindSpore. MindInsight can be used to complete tasks such as training visualization, performance tuning, and precision tuning. @@ -40,11 +40,11 @@ The training information collection function in MindSpore consists of training i Training information collection APIs include: -- Training information collection API based on the summary operator. This API contains four summary operators, that is, the ScalarSummary operator for recording scalar data, the ImageSummary operator for recording image data, the HistogramSummary operator for recording parameter distribution histogram data, and the TensorSummary operator for recording tensor data. For details about the operators, see [Operator List](https://www.mindspore.cn/docs/en/master/operator_list.html). +- Training information collection API based on the summary operator. This API contains four summary operators, that is, the ScalarSummary operator for recording scalar data, the ImageSummary operator for recording image data, the HistogramSummary operator for recording parameter distribution histogram data, and the TensorSummary operator for recording tensor data. For details about the operators, see [Operator List](https://www.mindspore.cn/docs/en/r0.7/operator_list.html). -- Training information collection API based on the Python API. You can use the [SummaryRecord.add_value](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.train.html#mindspore.train.summary.SummaryRecord.add_value) method to collect training information in Python code. +- Training information collection API based on the Python API. You can use the [SummaryRecord.add_value](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.train.html#mindspore.train.summary.SummaryRecord.add_value) method to collect training information in Python code. -- Easy-to-use training information collection callback. The [SummaryCollector](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.train.html#mindspore.train.callback.SummaryCollector) callback function can be used to conveniently collect common training information to training logs. +- Easy-to-use training information collection callback. The [SummaryCollector](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.train.html#mindspore.train.callback.SummaryCollector) callback function can be used to conveniently collect common training information to training logs. The training information persistence module mainly includes a summary_record module used to manage a cache and a write_pool module used to process data in parallel and write data into a file. After the training information is made persistent, it is stored in the training log file (summary file). diff --git a/docs/source_en/glossary.md b/docs/source_en/glossary.md index 951360de4e6022a0ac44208e6dfdcaefa2ee9ca0..e24e429318d8d1483389ba9b48245d24082a7411 100644 --- a/docs/source_en/glossary.md +++ b/docs/source_en/glossary.md @@ -2,7 +2,7 @@ `Ascend` `GPU` `CPU` `Whole Process` `Beginner` `Intermediate` `Expert` - + | Acronym and Abbreviation | Description | | ----- | ----- | diff --git a/docs/source_en/help_seeking_path.md b/docs/source_en/help_seeking_path.md index 2b45cad1bb94487780c332c4823655b819fbffb8..f232ed44c0b2d70aac911445331dd8373055d706 100644 --- a/docs/source_en/help_seeking_path.md +++ b/docs/source_en/help_seeking_path.md @@ -2,7 +2,7 @@ `Ascend` `GPU` `CPU` `Whole Process` `Beginner` `Intermediate` `Expert` - + This document describes how to seek help and support when you encounter problems in using MindSpore. The following flowchart shows the overall help-seeking process which starts from users encountering a problem in using MindSpore and ends with they finding a proper solution. Help-seeking methods are introduced based on the flowchart. diff --git a/docs/source_en/network_list.md b/docs/source_en/network_list.md index 24069cada236fa327105a7f8ea1129e634664214..de8e8f2c56e015fa567145622e24a009f67b4282 100644 --- a/docs/source_en/network_list.md +++ b/docs/source_en/network_list.md @@ -10,49 +10,49 @@ - + ## Model Zoo | Domain | Sub Domain | Network | Ascend | GPU | CPU |:------ |:------| :----------- |:------ |:------ |:----- -|Computer Vision (CV) | Image Classification | [AlexNet](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/cv/alexnet/src/alexnet.py) | Supported | Supported | Doing -| Computer Vision (CV) | Image Classification | [GoogleNet](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/cv/googlenet/src/googlenet.py) | Supported | Doing | Doing -| Computer Vision (CV) | Image Classification | [LeNet](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/cv/lenet/src/lenet.py) | Supported | Supported | Supported -| Computer Vision (CV) | Image Classification | [ResNet-50](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/cv/resnet/src/resnet.py) | Supported | Supported | Doing -|Computer Vision (CV) | Image Classification | [ResNet-101](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/cv/resnet/src/resnet.py) | Supported |Doing | Doing -|Computer Vision (CV) | Image Classification | [ResNext50](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/cv/resnext50/src/image_classification.py) | Supported | Supported | Doing -| Computer Vision (CV) | Image Classification | [VGG16](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/cv/vgg16/src/vgg.py) | Supported | Doing | Doing -| Computer Vision (CV) | Image Classification | [InceptionV3](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/cv/inceptionv3/src/inception_v3.py) | Supported | Supported | Doing -| Computer Vision (CV) | Mobile Image Classification
Image Classification
Semantic Tegmentation | [MobileNetV2](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/cv/mobilenetv2/src/mobilenetV2.py) | Supported | Supported | Doing -| Computer Vision (CV) | Mobile Image Classification
Image Classification
Semantic Tegmentation | [MobileNetV3](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/cv/mobilenetv3/src/mobilenetV3.py) | Doing | Supported | Doing -|Computer Vision (CV) | Targets Detection | [SSD](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/cv/ssd/src/ssd.py) | Supported |Doing | Doing -| Computer Vision (CV) | Targets Detection | [YoloV3-ResNet18](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/cv/yolov3_resnet18/src/yolov3.py) | Supported | Doing | Doing -| Computer Vision (CV) | Targets Detection | [FasterRCNN](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/cv/faster_rcnn/src/FasterRcnn/faster_rcnn_r50.py) | Supported | Doing | Doing -| Computer Vision (CV) | Semantic Segmentation | [DeeplabV3](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/cv/deeplabv3/src/deeplabv3.py) | Supported | Doing | Doing -| Computer Vision（CV） | Targets Detection | [WarpCTC](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/cv/warpctc/src/warpctc.py) | Doing | Supported | Doing -| Natural Language Processing (NLP) | Natural Language Understanding | [BERT](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/nlp/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/official/nlp/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/official/nlp/lstm/src/lstm.py) | Doing | Supported | Supported -| Natural Language Processing (NLP) | Natural Language Understanding | [MASS](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/nlp/mass/src/transformer/transformer_for_train.py) | Supported | Doing | Doing -| Natural Language Processing (NLP) | Natural Language Understanding | [TinyBert](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/nlp/tinybert/src/tinybert_model.py) | Supported | Doing | Doing -| Recommender | Recommender System, CTR prediction | [DeepFM](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/recommend/deepfm/src/deepfm.py) | Supported | Doing | Doing -| Recommender | Recommender System, Search ranking | [Wide&Deep](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/recommend/wide_and_deep/src/wide_and_deep.py) | Supported | Supported | Doing -| Graph Neural Networks（GNN）| Text Classification | [GCN](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/gnn/gcn/src/gcn.py) | Supported | Doing | Doing -| Graph Neural Networks（GNN）| Text Classification | [GAT](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/gnn/gat/src/gat.py) | Supported | Doing | Doing - -> You can also use [MindWizard Tool](https://gitee.com/mindspore/mindinsight/tree/master/mindinsight/wizard/) to quickly generate classic network scripts. +|Computer Vision (CV) | Image Classification | [AlexNet](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/cv/alexnet/src/alexnet.py) | Supported | Supported | Doing +| Computer Vision (CV) | Image Classification | [GoogleNet](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/cv/googlenet/src/googlenet.py) | Supported | Doing | Doing +| Computer Vision (CV) | Image Classification | [LeNet](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/cv/lenet/src/lenet.py) | Supported | Supported | Supported +| Computer Vision (CV) | Image Classification | [ResNet-50](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/cv/resnet/src/resnet.py) | Supported | Supported | Doing +|Computer Vision (CV) | Image Classification | [ResNet-101](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/cv/resnet/src/resnet.py) | Supported |Doing | Doing +|Computer Vision (CV) | Image Classification | [ResNext50](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/cv/resnext50/src/image_classification.py) | Supported | Supported | Doing +| Computer Vision (CV) | Image Classification | [VGG16](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/cv/vgg16/src/vgg.py) | Supported | Doing | Doing +| Computer Vision (CV) | Image Classification | [InceptionV3](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/cv/inceptionv3/src/inception_v3.py) | Supported | Supported | Doing +| Computer Vision (CV) | Mobile Image Classification
Image Classification
Semantic Tegmentation | [MobileNetV2](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/cv/mobilenetv2/src/mobilenetV2.py) | Supported | Supported | Doing +| Computer Vision (CV) | Mobile Image Classification
Image Classification
Semantic Tegmentation | [MobileNetV3](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/cv/mobilenetv3/src/mobilenetV3.py) | Doing | Supported | Doing +|Computer Vision (CV) | Targets Detection | [SSD](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/cv/ssd/src/ssd.py) | Supported |Doing | Doing +| Computer Vision (CV) | Targets Detection | [YoloV3-ResNet18](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/cv/yolov3_resnet18/src/yolov3.py) | Supported | Doing | Doing +| Computer Vision (CV) | Targets Detection | [FasterRCNN](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/cv/faster_rcnn/src/FasterRcnn/faster_rcnn_r50.py) | Supported | Doing | Doing +| Computer Vision (CV) | Semantic Segmentation | [DeeplabV3](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/cv/deeplabv3/src/deeplabv3.py) | Supported | Doing | Doing +| Computer Vision（CV） | Targets Detection | [WarpCTC](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/cv/warpctc/src/warpctc.py) | Doing | Supported | Doing +| Natural Language Processing (NLP) | Natural Language Understanding | [BERT](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/nlp/bert/src/bert_model.py) | Supported | Doing | Doing +| Natural Language Processing (NLP) | Natural Language Understanding | [Transformer](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/nlp/transformer/src/transformer_model.py) | Supported | Doing | Doing +| Natural Language Processing (NLP) | Natural Language Understanding | [SentimentNet](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/nlp/lstm/src/lstm.py) | Doing | Supported | Supported +| Natural Language Processing (NLP) | Natural Language Understanding | [MASS](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/nlp/mass/src/transformer/transformer_for_train.py) | Supported | Doing | Doing +| Natural Language Processing (NLP) | Natural Language Understanding | [TinyBert](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/nlp/tinybert/src/tinybert_model.py) | Supported | Doing | Doing +| Recommender | Recommender System, CTR prediction | [DeepFM](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/recommend/deepfm/src/deepfm.py) | Supported | Doing | Doing +| Recommender | Recommender System, Search ranking | [Wide&Deep](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/recommend/wide_and_deep/src/wide_and_deep.py) | Supported | Supported | Doing +| Graph Neural Networks（GNN）| Text Classification | [GCN](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/gnn/gcn/src/gcn.py) | Supported | Doing | Doing +| Graph Neural Networks（GNN）| Text Classification | [GAT](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/gnn/gat/src/gat.py) | Supported | Doing | Doing + +> You can also use [MindWizard Tool](https://gitee.com/mindspore/mindinsight/tree/r0.7/mindinsight/wizard/) to quickly generate classic network scripts. ## Pre-trained Models *It refers to the released MindSpore version. The hardware platforms that support model training are CPU, GPU and Ascend. As shown in the table below, ✓ indicates that the pre-trained model run on the selected platform. Domain | Sub Domain| Network | Dataset | CPU | GPU | Ascend | 0.5.0-beta* |:------ |:------ | :------- |:------ |:------ |:------ |:----- |:----- -|Computer Vision (CV) | Image Classification| [AlexNet](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/cv/alexnet/src/alexnet.py) | CIFAR-10| | | ✓ | [Download](http://download.mindspore.cn/model_zoo/official/cv/alexnet/alexnet_ascend_0.5.0_cifar10_official_classification_20200716.tar.gz) -|Computer Vision (CV) | Image Classification| [LeNet](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/cv/lenet/src/lenet.py)| MNIST | | | ✓ | [Download](http://download.mindspore.cn/model_zoo/official/cv/lenet/lenet_ascend_0.5.0_mnist_official_classification_20200716.tar.gz) -|Computer Vision (CV) | Image Classification| [VGG16](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/cv/vgg16/src/vgg.py)| CIFAR-10 | | | ✓ | [Download](http://download.mindspore.cn/model_zoo/official/cv/vgg/vgg16_ascend_0.5.0_cifar10_official_classification_20200715.tar.gz) -|Computer Vision (CV) | Image Classification| [ResNet-50](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/cv/resnet/src/resnet.py) | CIFAR-10| | | ✓ |[Download](http://download.mindspore.cn/model_zoo/official/cv/resnet/resnet50_v1.5_ascend_0.3.0_cifar10_official_classification_20200718.tar.gz) -|Computer Vision (CV) | Targets Detection| [YoloV3-DarkNet53](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/cv/yolov3_darknet53/src/yolo.py) | COCO 2014| | | ✓ | [Download](http://download.mindspore.cn/model_zoo/official/cv/yolo/yolov3_darknet53_ascend_0.5.0_coco2014_official_object_detection_20200717.tar.gz) -| Natural Language Processing (NLP) | Natural Language Understanding| [BERT_Base](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/nlp/bert/src/bert_model.py) | zhwiki | | | ✓ | [Download](http://download.mindspore.cn/model_zoo/official/nlp/bert/bert_base_ascend_0.5.0_cn-wiki_official_nlp_20200720.tar.gz) -| Natural Language Processing (NLP) | Natural Language Understanding| [BERT_NEZHA](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/nlp/bert/src/bert_model.py)| zhwiki| | | ✓ | [Download](http://download.mindspore.cn/model_zoo/official/nlp/bert/bert_nezha_ascend_0.5.0_cn-wiki_official_nlp_20200720.tar.gz) -| Natural Language Processing (NLP) | Natural Language Understanding| [Transformer](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/nlp/transformer/src/transformer_model.py)| WMT English-German| | | ✓ | [Download](http://download.mindspore.cn/model_zoo/official/nlp/transformer/transformer_ascend_0.5.0_wmtende_official_machine_translation_20200713.tar.gz) +|Computer Vision (CV) | Image Classification| [AlexNet](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/cv/alexnet/src/alexnet.py) | CIFAR-10| | | ✓ | [Download](http://download.mindspore.cn/model_zoo/official/cv/alexnet/alexnet_ascend_0.5.0_cifar10_official_classification_20200716.tar.gz) +|Computer Vision (CV) | Image Classification| [LeNet](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/cv/lenet/src/lenet.py)| MNIST | | | ✓ | [Download](http://download.mindspore.cn/model_zoo/official/cv/lenet/lenet_ascend_0.5.0_mnist_official_classification_20200716.tar.gz) +|Computer Vision (CV) | Image Classification| [VGG16](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/cv/vgg16/src/vgg.py)| CIFAR-10 | | | ✓ | [Download](http://download.mindspore.cn/model_zoo/official/cv/vgg/vgg16_ascend_0.5.0_cifar10_official_classification_20200715.tar.gz) +|Computer Vision (CV) | Image Classification| [ResNet-50](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/cv/resnet/src/resnet.py) | CIFAR-10| | | ✓ |[Download](http://download.mindspore.cn/model_zoo/official/cv/resnet/resnet50_v1.5_ascend_0.3.0_cifar10_official_classification_20200718.tar.gz) +|Computer Vision (CV) | Targets Detection| [YoloV3-DarkNet53](https://gitee.com/mindspore/mindspore/tree/r0.7/model_zoo/official/cv/yolov3_darknet53/src/yolo.py) | COCO 2014| | | ✓ | [Download](http://download.mindspore.cn/model_zoo/official/cv/yolo/yolov3_darknet53_ascend_0.5.0_coco2014_official_object_detection_20200717.tar.gz) +| Natural Language Processing (NLP) | Natural Language Understanding| [BERT_Base](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/nlp/bert/src/bert_model.py) | zhwiki | | | ✓ | [Download](http://download.mindspore.cn/model_zoo/official/nlp/bert/bert_base_ascend_0.5.0_cn-wiki_official_nlp_20200720.tar.gz) +| Natural Language Processing (NLP) | Natural Language Understanding| [BERT_NEZHA](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/nlp/bert/src/bert_model.py)| zhwiki| | | ✓ | [Download](http://download.mindspore.cn/model_zoo/official/nlp/bert/bert_nezha_ascend_0.5.0_cn-wiki_official_nlp_20200720.tar.gz) +| Natural Language Processing (NLP) | Natural Language Understanding| [Transformer](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/nlp/transformer/src/transformer_model.py)| WMT English-German| | | ✓ | [Download](http://download.mindspore.cn/model_zoo/official/nlp/transformer/transformer_ascend_0.5.0_wmtende_official_machine_translation_20200713.tar.gz) diff --git a/docs/source_en/operator_list.md b/docs/source_en/operator_list.md index 3a79b0a2b9e79d7375608e4ed9a421cf1360a1f4..9b305d279e4fac33ad444e4f120645d44f0768de 100644 --- a/docs/source_en/operator_list.md +++ b/docs/source_en/operator_list.md @@ -15,367 +15,367 @@ - + ## mindspore.nn | 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 | Supported |layer/activation -| [mindspore.nn.HSwish](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.HSwish) | Doing | Supported | Doing |layer/activation -| [mindspore.nn.HSigmoid](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.HSigmoid) | Doing | Supported | Doing |layer/activation -| [mindspore.nn.LeakyReLU](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.LeakyReLU) | Supported |Supported | Doing |layer/activation -| [mindspore.nn.Tanh](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Tanh) | Supported | Supported | Doing |layer/activation -| [mindspore.nn.GELU](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.GELU) | Supported | Supported | Doing |layer/activation -| [mindspore.nn.Sigmoid](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Sigmoid) | Supported |Supported | Doing |layer/activation -| [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 | Supported |layer/basic -| [mindspore.nn.Flatten](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Flatten) |Supported | Supported | Supported |layer/basic -| [mindspore.nn.Dense](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Dense) |Supported | Supported | Supported |layer/basic -| [mindspore.nn.DenseBnAct](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.DenseBnAct) |Supported | Doing | Supported |layer/basic -| [mindspore.nn.ClipByNorm](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.ClipByNorm) |Supported | 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 | Supported |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) |Supported | 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.Conv1d](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv1d) | Supported | Supported | Doing |layer/conv -| [mindspore.nn.Conv1dTranspose](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv1dTranspose) | Supported | Supported | Doing |layer/conv -| [mindspore.nn.Embedding](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Embedding) |Supported | Supported | Doing |layer/embedding -| [mindspore.nn.ImageGradients](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.ImageGradients) | Doing |Doing | Doing |layer/image -| [mindspore.nn.SSIM](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.SSIM) | Supported | Supported | Doing |layer/image -| [mindspore.nn.PSNR](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.PSNR) | Supported |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) | Supported | Supported | Doing |layer/pooling -| [mindspore.nn.L1Loss](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.L1Loss) |Supported |Supported | Doing |loss/loss -| [mindspore.nn.MSELoss](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.MSELoss) | Supported |Doing | Doing |loss/loss -| [mindspore.nn.SmoothL1Loss](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.SmoothL1Loss) |Supported |Doing | Doing |loss/loss -| [mindspore.nn.SoftmaxCrossEntropyWithLogits](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.SoftmaxCrossEntropyWithLogits) | Supported | Supported | Doing |loss/loss -| [mindspore.nn.SoftmaxCrossEntropyExpand](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.SoftmaxCrossEntropyExpand) | Supported |Supported | Doing |loss/loss -| [mindspore.nn.CosineEmbeddingLoss](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.CosineEmbeddingLoss) |Supported |Supported | Doing |loss/loss -| [mindspore.nn.ProximalAdagrad](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.ProximalAdagrad) | Supported | Doing | Doing |optim/ProximalAdagrad -| [mindspore.nn.LazyAdam](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.LazyAdam) | Supported | Doing | Doing |optim/lazyadam -| [mindspore.nn.Adam](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Adam) | Supported |Doing | Doing |optim/adam -| [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.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) |Supported |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 | Supported |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/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Softmax) | Supported | Supported | Supported |layer/activation +| [mindspore.nn.LogSoftmax](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.LogSoftmax) | Supported | Supported | Doing |layer/activation +| [mindspore.nn.ReLU](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.ReLU) | Supported | Supported | Supported |layer/activation +| [mindspore.nn.ReLU6](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.ReLU6) |Supported | Supported | Supported |layer/activation +| [mindspore.nn.HSwish](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.HSwish) | Doing | Supported | Doing |layer/activation +| [mindspore.nn.HSigmoid](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.HSigmoid) | Doing | Supported | Doing |layer/activation +| [mindspore.nn.LeakyReLU](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.LeakyReLU) | Supported |Supported | Doing |layer/activation +| [mindspore.nn.Tanh](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Tanh) | Supported | Supported | Doing |layer/activation +| [mindspore.nn.GELU](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.GELU) | Supported | Supported | Doing |layer/activation +| [mindspore.nn.Sigmoid](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Sigmoid) | Supported |Supported | Doing |layer/activation +| [mindspore.nn.PReLU](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.PReLU) | Supported |Doing | Doing |layer/activation +| [mindspore.nn.Dropout](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Dropout) |Supported | Supported | Supported |layer/basic +| [mindspore.nn.Flatten](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Flatten) |Supported | Supported | Supported |layer/basic +| [mindspore.nn.Dense](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Dense) |Supported | Supported | Supported |layer/basic +| [mindspore.nn.DenseBnAct](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.DenseBnAct) |Supported | Doing | Supported |layer/basic +| [mindspore.nn.ClipByNorm](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.ClipByNorm) |Supported | Supported | Doing |layer/basic +| [mindspore.nn.Norm](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Norm) |Doing | Supported | Doing |layer/basic +| [mindspore.nn.OneHot](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.OneHot) | Supported | Supported | Supported |layer/basic +| [mindspore.nn.Range](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Range) | Supported | Doing | Doing |layer/basic +| [mindspore.nn.SequentialCell](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.SequentialCell) |Supported | Supported | Doing |layer/container +| [mindspore.nn.CellList](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.CellList) | Supported | Supported | Doing |layer/container +| [mindspore.nn.Conv2d](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv2d) | Supported | Supported | Supported |layer/conv +| [mindspore.nn.Conv2dTranspose](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv2dTranspose) | Supported | Supported | Doing |layer/conv +| [mindspore.nn.Conv2dBnAct](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv2dBnAct) | Supported | Supported | Supported |layer/conv +| [mindspore.nn.Conv1d](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv1d) | Supported | Supported | Doing |layer/conv +| [mindspore.nn.Conv1dTranspose](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv1dTranspose) | Supported | Supported | Doing |layer/conv +| [mindspore.nn.Embedding](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Embedding) |Supported | Supported | Doing |layer/embedding +| [mindspore.nn.ImageGradients](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.ImageGradients) | Doing |Doing | Doing |layer/image +| [mindspore.nn.SSIM](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.SSIM) | Supported | Supported | Doing |layer/image +| [mindspore.nn.PSNR](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.PSNR) | Supported |Doing | Doing |layer/image +| [mindspore.nn.CentralCrop](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.CentralCrop) | Supported |Doing | Doing |layer/image +| [mindspore.nn.LSTM](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.LSTM) | Doing | Supported | Supported |layer/lstm +| [mindspore.nn.GlobalBatchNorm](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.GlobalBatchNorm) | Supported |Doing | Doing |layer/normalization +| [mindspore.nn.BatchNorm1d](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.BatchNorm1d) | Supported |Doing | Doing |layer/normalization +| [mindspore.nn.BatchNorm2d](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.BatchNorm2d) | Supported | Supported | Doing |layer/normalization +| [mindspore.nn.GroupNorm](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.GroupNorm) | Supported | Doing | Doing |layer/normalization +| [mindspore.nn.LayerNorm](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.LayerNorm) | Supported | Supported | Doing |layer/normalization +| [mindspore.nn.MatrixDiag](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.MatrixDiag) | Supported | Doing | Doing | layer/normalization +| [mindspore.nn.MatrixDiagPart](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.MatrixDiagPart) | Supported | Doing | Doing | layer/normalization +| [mindspore.nn.MatrixSetDiag](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.MatrixSetDiag) | Supported | Doing | Doing | layer/normalization +| [mindspore.nn.LinSpace](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.LinSpace) | Supported | Doing | Doing | layer/normalization +| [mindspore.nn.MaxPool2d](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.MaxPool2d) | Supported | Supported | Supported |layer/pooling +| [mindspore.nn.AvgPool2d](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.AvgPool2d) | Supported | Supported | Doing |layer/pooling +| [mindspore.nn.L1Loss](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.L1Loss) |Supported |Supported | Doing |loss/loss +| [mindspore.nn.MSELoss](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.MSELoss) | Supported |Doing | Doing |loss/loss +| [mindspore.nn.SmoothL1Loss](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.SmoothL1Loss) |Supported |Doing | Doing |loss/loss +| [mindspore.nn.SoftmaxCrossEntropyWithLogits](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.SoftmaxCrossEntropyWithLogits) | Supported | Supported | Doing |loss/loss +| [mindspore.nn.SoftmaxCrossEntropyExpand](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.SoftmaxCrossEntropyExpand) | Supported |Supported | Doing |loss/loss +| [mindspore.nn.CosineEmbeddingLoss](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.CosineEmbeddingLoss) |Supported |Supported | Doing |loss/loss +| [mindspore.nn.ProximalAdagrad](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.ProximalAdagrad) | Supported | Doing | Doing |optim/ProximalAdagrad +| [mindspore.nn.LazyAdam](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.LazyAdam) | Supported | Doing | Doing |optim/lazyadam +| [mindspore.nn.Adam](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Adam) | Supported |Doing | Doing |optim/adam +| [mindspore.nn.AdamWeightDecay](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.AdamWeightDecay) | Supported | Supported | Doing |optim/adam +| [mindspore.nn.Lamb](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Lamb) | Supported | Supported | Doing |optim/lamb +| [mindspore.nn.LARS](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.LARS) |Supported |Doing | Doing |optim/lars +| [mindspore.nn.Momentum](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Momentum) | Supported | Supported | Supported |optim/momentum +| [mindspore.nn.Optimizer](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Optimizer) | Supported | Supported | Doing |optim/optimizer +| [mindspore.nn.RMSProp](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.RMSProp) | Supported | Support | Doing |optim/optimizer +| [mindspore.nn.SGD](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.SGD) |Supported |Doing | Doing |optim/sgd +| [mindspore.nn.WithLossCell](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.WithLossCell) | Supported | Supported | Doing |wrap/cell_wrapper +| [mindspore.nn.WithGradCell](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.WithGradCell) | Supported | Supported | Doing |wrap/cell_wrapper +| [mindspore.nn.TrainOneStepCell](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.TrainOneStepCell) | Supported | Supported | Doing |wrap/cell_wrapper +| [mindspore.nn.DataWrapper](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.DataWrapper) |Doing | Supported | Doing |wrap/cell_wrapper +| [mindspore.nn.GetNextSingleOp](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.GetNextSingleOp) |Doing | Supported | Doing |wrap/cell_wrapper +| [mindspore.nn.WithEvalCell](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.WithEvalCell) | Supported | Supported | Doing |wrap/cell_wrapper +| [mindspore.nn.ParameterUpdate](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.ParameterUpdate) | Supported |Doing | Doing |wrap/cell_wrapper +| [mindspore.nn.DistributedGradReducer](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.DistributedGradReducer) | Supported |Doing | Doing |wrap/grad_reducer +| [mindspore.nn.DynamicLossScaleUpdateCell](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.DynamicLossScaleUpdateCell) | Doing |Doing | Doing |wrap/loss_scale +| [mindspore.nn.FixedLossScaleUpdateCell](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.FixedLossScaleUpdateCell) | Doing |Doing | Doing |wrap/loss_scale +| [mindspore.nn.TrainOneStepWithLossScaleCell](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.TrainOneStepWithLossScaleCell) | Doing |Doing | Doing |wrap/loss_scale +| [mindspore.nn.Cell](https://www.mindspore.cn/api/en/r0.7/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 |Supported | 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) | Supported | Supported | 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) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.RNNTLoss](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.RNNTLoss) | Supported | 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 |Supported | 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 | Supported |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 | Supported |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.ApplyAddSign](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyAddSign) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.ApplyPowerSign](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyPowerSign) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.ApplyGradientDescent](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyGradientDescent) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.ApplyProximalGradientDescent](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyProximalGradientDescent) | Supported | Doing | Doing | 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.SparseApplyAdagradV2](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyAdagradV2) | 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.FusedSparseProximalAdagrad](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FusedSparseProximalAdagrad) | Doing | Doing | Supported | 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.FusedSparseLazyAdam](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FusedSparseLazyAdam) | Doing | Doing | Supported | nn_ops -| [mindspore.ops.operations.FusedSparseAdam](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FusedSparseAdam) | Doing | Doing | Supported | nn_ops -| [mindspore.ops.operations.SmoothL1Loss](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SmoothL1Loss) | Supported | Supported | Doing | nn_ops -| [mindspore.ops.operations.SGD](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SGD) | Supported | Supported | Doing | nn_ops -| [mindspore.ops.operations.LayerNorm](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LayerNorm) | Supported | Supported | Doing | nn_ops -| [mindspore.ops.operations.L2Normalize](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.L2Normalize) | Supported | Doing | Doing | nn_ops -| [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 | Supported | 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 | Supported | 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 | Supported | 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 | Supported | 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 | Supported | 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 | Supported | Doing | nn_ops -| [mindspore.ops.operations.KLDivLoss](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.KLDivLoss) | Doing | Supported | 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.Softsign](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Softsign) | 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 | Supported | 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 | Supported | 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 | Supported | 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 | Supported | 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 | Supported | 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 | Supported | 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 | Supported| 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 | Supported | 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 | Doing | 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 | Doing | 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 | Supported | Doing | math_ops -| [mindspore.ops.operations.DivNoNan](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DivNoNan) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.FloorDiv](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FloorDiv) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.Floor](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Floor) | Supported | Supported | Doing | math_ops -| [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.TruncateDiv](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TruncateDiv) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.TruncateMod](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TruncateMod) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Tan](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Tan) | 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 | Supported | 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 | Supported | 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.Mod](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Mod) | 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 | Supported | 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 | Supported | 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 | Supported | 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 | Supported | 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 | Supported | 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 | Supported | Doing | array_ops -| [mindspore.ops.operations.Argmax](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Argmax) | Supported | Supported | Supported | array_ops -| [mindspore.ops.operations.Argmin](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Argmin) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.ArgMaxWithValue](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ArgMaxWithValue) | Supported | Supported | Doing | array_ops -| [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.UnsortedSegmentProd](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.UnsortedSegmentProd) | 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 | Supported | array_ops -| [mindspore.ops.operations.ParallelConcat](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ParallelConcat) | Supported | Doing | 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 | Supported | 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 | Supported | 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 | Supported | 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 | Supported | 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 | Supported | 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 | Supported | 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.FusedSparseFtrl](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FusedSparseFtrl) | Doing | Doing | Supported | array_ops -| [mindspore.ops.operations.SparseApplyFtrlV2](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyFtrlV2) | 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 | Supported | 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.ScatterMul](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterMul) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.ScatterDiv](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterDiv) | 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.ScatterSub](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterSub) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.ScatterMax](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterMax) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.ScatterMin](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterMin) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.ScatterNdAdd](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNdAdd) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.ScatterNdSub](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNdSub) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.ScatterNonAliasingAdd](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNonAliasingAdd) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.Rint](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Rint) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.ReverseV2](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReverseV2) | 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.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.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 | Supported | 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 | Supported | Doing | other_ops -| [mindspore.ops.operations.PopulationCount](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.PopulationCount) | 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 | Supported | 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 | Supported | 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.StandardNormal](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.StandardNormal) | Supported | Supported | Doing | random_ops -| [mindspore.ops.operations.Gamma](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Gamma) | Supported | Doing | Doing | random_ops -| [mindspore.ops.operations.Poisson](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Poisson) | Supported | Doing | Doing | random_ops -| [mindspore.ops.operations.UniformInt](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.UniformInt) | Supported | Supported | Doing | random_ops -| [mindspore.ops.operations.UniformReal](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.UniformReal) | Supported | Supported | Doing | random_ops -| [mindspore.ops.operations.RandomChoiceWithMask](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.RandomChoiceWithMask) | Doing| Supported | Doing | random_ops -| [mindspore.ops.operations.RandomCategorical](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.RandomCategorical) | Supported| Doing | Doing | random_ops -| [mindspore.ops.operations.ScalarCast](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScalarCast) | Supported | Supported | Supported | inner_ops -| [mindspore.ops.operations.ReverseSequence](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReverseSequence) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.CropAndResize](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.CropAndResize) | Supported | Doing | Doing | image_ops -| [mindspore.ops.operations.SquaredDifference](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SquaredDifference) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Xdivy](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Xdivy) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Xlogy](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Xlogy) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Flatten](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Flatten) | Supported | Supported |Supported | nn_ops +| [mindspore.ops.operations.Softmax](https://www.mindspore.cn/api/en/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.MirrorPad) | Supported | Supported | Doing | nn_ops +| [mindspore.ops.operations.Unpack](https://www.mindspore.cn/api/en/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.CTCLoss) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.RNNTLoss](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.RNNTLoss) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.LogSoftmax](https://www.mindspore.cn/api/en/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReLU6) | Supported | Supported |Supported | nn_ops +| [mindspore.ops.operations.HSwish](https://www.mindspore.cn/api/en/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sigmoid) | Supported | Supported |Doing | nn_ops +| [mindspore.ops.operations.Tanh](https://www.mindspore.cn/api/en/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TopK) | Supported | Supported |Doing | nn_ops +| [mindspore.ops.operations.SoftmaxCrossEntropyWithLogits](https://www.mindspore.cn/api/en/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyMomentum) | Supported | Supported | Supported | nn_ops +| [mindspore.ops.operations.ApplyAddSign](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyAddSign) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.ApplyPowerSign](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyPowerSign) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.ApplyGradientDescent](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyGradientDescent) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.ApplyProximalGradientDescent](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyProximalGradientDescent) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.ApplyRMSProp](https://www.mindspore.cn/api/en/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyAdagrad) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.SparseApplyAdagradV2](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyAdagradV2) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.SparseApplyProximalAdagrad](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyProximalAdagrad) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.FusedSparseProximalAdagrad](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FusedSparseProximalAdagrad) | Doing | Doing | Supported | nn_ops +| [mindspore.ops.operations.ApplyProximalAdagrad](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyProximalAdagrad) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.FusedSparseLazyAdam](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FusedSparseLazyAdam) | Doing | Doing | Supported | nn_ops +| [mindspore.ops.operations.FusedSparseAdam](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FusedSparseAdam) | Doing | Doing | Supported | nn_ops +| [mindspore.ops.operations.SmoothL1Loss](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SmoothL1Loss) | Supported | Supported | Doing | nn_ops +| [mindspore.ops.operations.SGD](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SGD) | Supported | Supported | Doing | nn_ops +| [mindspore.ops.operations.LayerNorm](https://www.mindspore.cn/api/en/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.OneHot) | Supported | Supported | Supported | nn_ops +| [mindspore.ops.operations.Gelu](https://www.mindspore.cn/api/en/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SigmoidCrossEntropyWithLogits) | Supported | Supported | Doing | nn_ops +| [mindspore.ops.operations.Pad](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Pad) | Supported | Supported | Doing | nn_ops +| [mindspore.ops.operations.ROIAlign](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ROIAlign) | Supported | Supported | Doing | nn_ops +| [mindspore.ops.operations.Adam](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Adam) | Supported | Supported | Doing | nn_ops +| [mindspore.ops.operations.BinaryCrossEntropy](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BinaryCrossEntropy) | Supported | Supported | Doing | nn_ops +| [mindspore.ops.operations.KLDivLoss](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.KLDivLoss) | Doing | Supported | Doing | nn_ops +| [mindspore.ops.operations.LARSUpdate](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LARSUpdate) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.Softsign](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Softsign) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.TensorAdd](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TensorAdd) | Supported | Supported | Supported | math_ops +| [mindspore.ops.operations.AssignAdd](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AssignAdd) | Supported | Supported | Supported | math_ops +| [mindspore.ops.operations.AssignSub](https://www.mindspore.cn/api/en/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceMean) | Supported | Supported | Supported | math_ops +| [mindspore.ops.operations.ReduceSum](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceSum) | Supported | Supported | Supported | math_ops +| [mindspore.ops.operations.ReduceAll](https://www.mindspore.cn/api/en/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceMax) | Supported | Supported | Supported | math_ops +| [mindspore.ops.operations.ReduceMin](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceMin) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.ReduceProd](https://www.mindspore.cn/api/en/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.CumSum) | Supported | Supported| Doing | math_ops +| [mindspore.ops.operations.AddN](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AddN) | Supported | Supported | Supported | math_ops +| [mindspore.ops.operations.Neg](https://www.mindspore.cn/api/en/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Rsqrt) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Sqrt](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sqrt) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Reciprocal](https://www.mindspore.cn/api/en/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Div) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.DivNoNan](https://www.mindspore.cn/api/en/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FloorDiv) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.Floor](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Floor) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.Equal](https://www.mindspore.cn/api/en/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BesselI1e) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.TruncateDiv](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TruncateDiv) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.TruncateMod](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TruncateMod) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Tan](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Tan) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Asin](https://www.mindspore.cn/api/en/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.NMSWithMask) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.Abs](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Abs) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.Sign](https://www.mindspore.cn/api/en/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InplaceSub) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Mod](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Mod) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.ExpandDims](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ExpandDims) | Supported | Supported | Supported | array_ops +| [mindspore.ops.operations.DType](https://www.mindspore.cn/api/en/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Transpose) | Supported | Supported | Supported | array_ops +| [mindspore.ops.operations.GatherV2](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.GatherV2) | Supported | Supported | Supported | array_ops +| [mindspore.ops.operations.Split](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Split) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.Rank](https://www.mindspore.cn/api/en/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.OnesLike) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.ZerosLike](https://www.mindspore.cn/api/en/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InvertPermutation) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.Argmax](https://www.mindspore.cn/api/en/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.UnsortedSegmentMin) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.UnsortedSegmentProd](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.UnsortedSegmentProd) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.Concat](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Concat) | Supported | Supported | Supported | array_ops +| [mindspore.ops.operations.ParallelConcat](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ParallelConcat) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.Slice](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Slice) | Supported | Supported | Supported | array_ops +| [mindspore.ops.operations.Select](https://www.mindspore.cn/api/en/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.StridedSlice) | Supported | Supported | Supported | array_ops +| [mindspore.ops.operations.Diag](https://www.mindspore.cn/api/en/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNd) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.ResizeNearestNeighbor](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ResizeNearestNeighbor) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.GatherNd](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.GatherNd) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.ApplyFtrl](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyFtrl) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.SparseApplyFtrl](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyFtrl) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.FusedSparseFtrl](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FusedSparseFtrl) | Doing | Doing | Supported | array_ops +| [mindspore.ops.operations.SparseApplyFtrlV2](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyFtrlV2) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ScatterNdUpdate](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNdUpdate) | Supported | Doing | Supported | array_ops +| [mindspore.ops.operations.ScatterUpdate](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterUpdate) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ScatterMul](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterMul) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ScatterDiv](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterDiv) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.SpaceToDepth](https://www.mindspore.cn/api/en/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InplaceUpdate) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ScatterSub](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterSub) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ScatterMax](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterMax) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ScatterMin](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterMin) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ScatterNdAdd](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNdAdd) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ScatterNdSub](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNdSub) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ScatterNonAliasingAdd](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNonAliasingAdd) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.Rint](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Rint) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ReverseV2](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReverseV2) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ReduceOp](https://www.mindspore.cn/api/en/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AllGather) | Supported | Supported | Doing | comm_ops +| [mindspore.ops.operations.ReduceScatter](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceScatter) | Doing | Supported | Doing | comm_ops +| [mindspore.ops.operations.Broadcast](https://www.mindspore.cn/api/en/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BoundingBoxEncode) | Supported | Supported | Doing | other_ops +| [mindspore.ops.operations.BoundingBoxDecode](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BoundingBoxDecode) | Supported | Supported | Doing | other_ops +| [mindspore.ops.operations.PopulationCount](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.PopulationCount) | Supported | Doing | Doing | other_ops +| [mindspore.ops.operations.CheckValid](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.CheckValid) | Supported | Supported | Doing | other_ops +| [mindspore.ops.operations.IOU](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.IOU) | Supported | Supported | Doing | other_ops +| [mindspore.ops.operations.MakeRefKey](https://www.mindspore.cn/api/en/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InTopK) | Supported | Doing | Doing | other_ops +| [mindspore.ops.operations.StandardNormal](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.StandardNormal) | Supported | Supported | Doing | random_ops +| [mindspore.ops.operations.Gamma](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Gamma) | Supported | Doing | Doing | random_ops +| [mindspore.ops.operations.Poisson](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Poisson) | Supported | Doing | Doing | random_ops +| [mindspore.ops.operations.UniformInt](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.UniformInt) | Supported | Supported | Doing | random_ops +| [mindspore.ops.operations.UniformReal](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.UniformReal) | Supported | Supported | Doing | random_ops +| [mindspore.ops.operations.RandomChoiceWithMask](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.RandomChoiceWithMask) | Doing| Supported | Doing | random_ops +| [mindspore.ops.operations.RandomCategorical](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.RandomCategorical) | Supported| Doing | Doing | random_ops +| [mindspore.ops.operations.ScalarCast](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScalarCast) | Supported | Supported | Supported | inner_ops +| [mindspore.ops.operations.ReverseSequence](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReverseSequence) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.CropAndResize](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.CropAndResize) | Supported | Doing | Doing | image_ops +| [mindspore.ops.operations.SquaredDifference](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SquaredDifference) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Xdivy](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Xdivy) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Xlogy](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Xlogy) | Supported | Doing | Doing | math_ops ## mindspore.ops.functional | Operation | functional Operation | :----------- | :----------- -| [mindspore.ops.operations.Pack](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Pack) | pack -| [mindspore.ops.operations.TensorAdd](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TensorAdd) | tensor_add -| [mindspore.ops.operations.AssignSub](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AssignSub) | assign_sub -| [mindspore.ops.operations.AddN](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AddN) | addn -| [mindspore.ops.operations.Square](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Square) | square -| [mindspore.ops.operations.Sqrt](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sqrt) | sqrt -| [mindspore.ops.operations.Equal](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Equal) | equal -| [mindspore.ops.operations.NotEqual](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.NotEqual) | not_equal -| [mindspore.ops.operations.LogicalNot](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LogicalNot) | logical_not -| [mindspore.ops.operations.LogicalAnd](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LogicalAnd) | logical_and -| [mindspore.ops.operations.LogicalOr](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LogicalOr) | logical_or -| [mindspore.ops.operations.ExpandDims](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ExpandDims) | expand_dims -| [mindspore.ops.operations.DType](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DType) | dtype -| [mindspore.ops.operations.Cast](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Cast) | cast -| [mindspore.ops.operations.Reshape](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Reshape) | reshape -| [mindspore.ops.operations.Shape](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Shape) | shape -| [mindspore.ops.operations.GatherV2](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.GatherV2) | gather -| [mindspore.ops.operations.Rank](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Rank) | rank -| [mindspore.ops.operations.Size](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Size) | size -| [mindspore.ops.operations.Fill](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Fill) | fill -| [mindspore.ops.operations.OnesLike](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.OnesLike) | ones_like -| [mindspore.ops.operations.Tile](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Tile) | tile -| [mindspore.ops.operations.Select](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Select) | select -| [mindspore.ops.operations.ScatterNd](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNd) | scatter_nd -| [mindspore.ops.operations.GatherNd](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.GatherNd) | gather_nd -| [mindspore.ops.operations.ControlDepend](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ControlDepend) | control_depend -| [mindspore.ops.operations.Print](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Print) | print -| [mindspore.ops.operations.Assign](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Assign) | assign -| [mindspore.ops.operations.Pow](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Pow) | tensor_pow +| [mindspore.ops.operations.Pack](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Pack) | pack +| [mindspore.ops.operations.TensorAdd](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TensorAdd) | tensor_add +| [mindspore.ops.operations.AssignSub](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AssignSub) | assign_sub +| [mindspore.ops.operations.AddN](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AddN) | addn +| [mindspore.ops.operations.Square](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Square) | square +| [mindspore.ops.operations.Sqrt](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sqrt) | sqrt +| [mindspore.ops.operations.Equal](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Equal) | equal +| [mindspore.ops.operations.NotEqual](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.NotEqual) | not_equal +| [mindspore.ops.operations.LogicalNot](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LogicalNot) | logical_not +| [mindspore.ops.operations.LogicalAnd](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LogicalAnd) | logical_and +| [mindspore.ops.operations.LogicalOr](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LogicalOr) | logical_or +| [mindspore.ops.operations.ExpandDims](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ExpandDims) | expand_dims +| [mindspore.ops.operations.DType](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DType) | dtype +| [mindspore.ops.operations.Cast](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Cast) | cast +| [mindspore.ops.operations.Reshape](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Reshape) | reshape +| [mindspore.ops.operations.Shape](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Shape) | shape +| [mindspore.ops.operations.GatherV2](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.GatherV2) | gather +| [mindspore.ops.operations.Rank](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Rank) | rank +| [mindspore.ops.operations.Size](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Size) | size +| [mindspore.ops.operations.Fill](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Fill) | fill +| [mindspore.ops.operations.OnesLike](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.OnesLike) | ones_like +| [mindspore.ops.operations.Tile](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Tile) | tile +| [mindspore.ops.operations.Select](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Select) | select +| [mindspore.ops.operations.ScatterNd](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNd) | scatter_nd +| [mindspore.ops.operations.GatherNd](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.GatherNd) | gather_nd +| [mindspore.ops.operations.ControlDepend](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ControlDepend) | control_depend +| [mindspore.ops.operations.Print](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Print) | print +| [mindspore.ops.operations.Assign](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Assign) | assign +| [mindspore.ops.operations.Pow](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Pow) | tensor_pow > At present, functional supports some operators without attributes, which will be further completed in the future. @@ -403,66 +403,66 @@ when the Tensor of int8 and uint8 data types are operated, they are converted to | op name | :----------- -| [mindspore.ops.operations.Assign](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Assign) -| [mindspore.ops.operations.AssignSub](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AssignSub) -| [mindspore.ops.operations.ApplyMomentum](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyMomentum) -| [mindspore.ops.operations.FusedSparseAdam](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FusedSparseAdam) -| [mindspore.ops.operations.FusedSparseLazyAdam](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FusedSparseLazyAdam) -| [mindspore.ops.operations.FusedSparseFtrl](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FusedSparseFtrl) -| [mindspore.ops.operations.FusedSparseProximalAdagrad](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FusedSparseProximalAdagrad) -| [mindspore.ops.operations.ApplyAdaMax](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyAdaMax) -| [mindspore.ops.operations.ApplyAdadelta](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyAdadelta) -| [mindspore.ops.operations.ApplyAdagrad](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyAdagrad) -| [mindspore.ops.operations.ApplyAdagradV2](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyAdagradV2) -| [mindspore.ops.operations.SparseApplyAdagrad](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyAdagrad) -| [mindspore.ops.operations.SparseApplyAdagradV2](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyAdagradV2) -| [mindspore.ops.operations.ApplyProximalAdagrad](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyProximalAdagrad) -| [mindspore.ops.operations.SparseApplyProximalAdagrad](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyProximalAdagrad) -| [mindspore.ops.operations.ApplyAddSign](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyAddSign) -| [mindspore.ops.operations.ApplyPowerSign](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyPowerSign) -| [mindspore.ops.operations.ApplyGradientDescent](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyGradientDescent) -| [mindspore.ops.operations.ApplyProximalGradientDescent](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyProximalGradientDescent) -| [mindspore.ops.operations.SparseApplyFtrl](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyFtrl) -| [mindspore.ops.operations.SparseApplyFtrlV2](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyFtrlV2) -| [mindspore.ops.operations.BitwiseAnd](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BitwiseAnd) -| [mindspore.ops.operations.BitwiseOr](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BitwiseOr) -| [mindspore.ops.operations.BitwiseXor](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BitwiseXor) -| [mindspore.ops.operations.TensorAdd](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TensorAdd) -| [mindspore.ops.operations.Sub](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sub) -| [mindspore.ops.operations.Mul](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Mul) -| [mindspore.ops.operations.Pow](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Pow) -| [mindspore.ops.operations.Minimum](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Minimum) -| [mindspore.ops.operations.Maximum](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Maximum) -| [mindspore.ops.operations.RealDiv](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.RealDiv) -| [mindspore.ops.operations.Div](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Div) -| [mindspore.ops.operations.DivNoNan](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DivNoNan) -| [mindspore.ops.operations.FloorDiv](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FloorDiv) -| [mindspore.ops.operations.TruncateDiv](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TruncateDiv) -| [mindspore.ops.operations.TruncateMod](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TruncateMod) -| [mindspore.ops.operations.Mod](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Mod) -| [mindspore.ops.operations.FloorMod](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FloorMod) -| [mindspore.ops.operations.Atan2](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Atan2) -| [mindspore.ops.operations.SquaredDifference](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SquaredDifference) -| [mindspore.ops.operations.Xdivy](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Xdivy) -| [mindspore.ops.operations.Xlogy](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Xlogy) -| [mindspore.ops.operations.Equal](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Equal) -| [mindspore.ops.operations.ApproximateEqual](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApproximateEqual) -| [mindspore.ops.operations.NotEqual](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.NotEqual) -| [mindspore.ops.operations.Greater](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Greater) -| [mindspore.ops.operations.GreaterEqual](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.GreaterEqual) -| [mindspore.ops.operations.Less](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Less) -| [mindspore.ops.operations.LessEqual](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LessEqual) -| [mindspore.ops.operations.LogicalAnd](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LogicalAnd) -| [mindspore.ops.operations.LogicalOr](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LogicalOr) -| [mindspore.ops.operations.ScatterNdUpdate](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNdUpdate) -| [mindspore.ops.operations.ScatterNdAdd](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNdAdd) -| [mindspore.ops.operations.ScatterNdSub](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNdSub) -| [mindspore.ops.operations.ScatterNonAliasingAdd](https://www.mindspore.cn/api/en/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNonAliasingAdd) -| 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[mindspore.ops.operations.ScatterAdd](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterAdd) +| [mindspore.ops.operations.ScatterSub](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterSub) +| [mindspore.ops.operations.ScatterMul](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterMul) +| [mindspore.ops.operations.ScatterDiv](https://www.mindspore.cn/api/en/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterDiv) diff --git a/docs/source_en/roadmap.md b/docs/source_en/roadmap.md index befe13ad85fa0bcbd51743290f7a8b7af42498dc..71207b94ec6736c59953a6d0c30275c63c65501f 100644 --- a/docs/source_en/roadmap.md +++ b/docs/source_en/roadmap.md @@ -14,7 +14,7 @@ - + MindSpore's top priority plans in the year are displayed as follows. We will continuously adjust the priority based on user feedback. diff --git a/docs/source_zh_cn/FAQ.md b/docs/source_zh_cn/FAQ.md index 1698974891db256511ea819d05b944e46ef69ae7..825d6278c83ecfb15c4735d02fb02eb4fbfc76de 100644 --- a/docs/source_zh_cn/FAQ.md +++ b/docs/source_zh_cn/FAQ.md @@ -18,7 +18,7 @@ - [特性支持](#特性支持) - + ## 安装类 @@ -102,7 +102,7 @@ A：CPU硬件平台安装MindSpore后测试是否安装成功,只需要执行命 Q：官网的LSTM示例在Ascend上跑不通 -A：目前LSTM只支持在GPU和CPU上运行，暂不支持硬件环境，您可以[点击这里](https://www.mindspore.cn/docs/zh-CN/master/operator_list.html)查看算子支持情况。 +A：目前LSTM只支持在GPU和CPU上运行，暂不支持硬件环境，您可以[点击这里](https://www.mindspore.cn/docs/zh-CN/r0.7/operator_list.html)查看算子支持情况。
@@ -120,7 +120,7 @@ A：MindSpore采用protbuf存储训练参数，无法直接读取其他框架的 Q：MindSpore训练的模型如何在Ascend 310 上使用？ -A：Ascend 310 支持OM模型，所以先导出ONNX或AIR模型，再转化为Ascend 310 支持的OM模型，具体步骤参考[多平台推理](https://www.mindspore.cn/tutorial/zh-CN/master/use/multi_platform_inference.html) +A：Ascend 310 支持OM模型，所以先导出ONNX或AIR模型，再转化为Ascend 310 支持的OM模型，具体步骤参考[多平台推理](https://www.mindspore.cn/tutorial/zh-CN/r0.7/use/multi_platform_inference.html)
@@ -132,19 +132,19 @@ A：在构造网络的时候可以通过 `if self.training: x = dropput(x)`， 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/r0.7/index.html)。
Q：MindSpore支持哪些模型的训练？ -A：MindSpore针对典型场景均有模型训练支持，支持情况详见[Release note](https://gitee.com/mindspore/mindspore/blob/master/RELEASE.md)。 +A：MindSpore针对典型场景均有模型训练支持，支持情况详见[Release note](https://gitee.com/mindspore/mindspore/blob/r0.7/RELEASE.md)。
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/mindspore/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/r0.7/mindspore/model_zoo)。
@@ -162,7 +162,7 @@ A：Ascend 310只能用作推理，MindSpore支持在Ascend 910训练，训练 Q：安装运行MindSpore时，是否要求平台有GPU、NPU等计算单元？需要什么硬件支持？ -A：MindSpore当前支持CPU/GPU/Ascend /NPU。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/master/RELEASE.md)获取最新信息。 +A：MindSpore当前支持CPU/GPU/Ascend /NPU。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/r0.7/roadmap.html)和项目[Release note](https://gitee.com/mindspore/mindspore/blob/r0.7/RELEASE.md)获取最新信息。
@@ -174,13 +174,13 @@ 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/r0.7/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。
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/r0.7/advanced_use/mindspore_cpu_win_install.html)。 ## 后端运行 @@ -206,7 +206,7 @@ A：这边的问题是选择了Graph模式却使用了PyNative的写法，所以 - PyNative模式：也称动态图模式，将神经网络中的各个算子逐一下发执行，方便用户编写和调试神经网络模型。 - Graph模式：也称静态图模式或者图模式，将神经网络模型编译成一整张图，然后下发执行。该模式利用图优化等技术提高运行性能，同时有助于规模部署和跨平台运行。 -用户可以参考[官网教程](https://www.mindspore.cn/tutorial/zh-CN/master/advanced_use/debugging_in_pynative_mode.html)选择合适、统一的模式和写法来完成训练。 +用户可以参考[官网教程](https://www.mindspore.cn/tutorial/zh-CN/r0.7/advanced_use/debugging_in_pynative_mode.html)选择合适、统一的模式和写法来完成训练。 ## 编程语言拓展 @@ -254,7 +254,7 @@ 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/r0.7/advanced_use/network_migration.html)的介绍。
diff --git a/docs/source_zh_cn/architecture.md b/docs/source_zh_cn/architecture.md index 34766b7eb64dba247f074345a778a4ed0d849dc0..09d8d8447da4d7e6a588a72396f8f1b005c8abb5 100644 --- a/docs/source_zh_cn/architecture.md +++ b/docs/source_zh_cn/architecture.md @@ -2,7 +2,7 @@ `Ascend` `GPU` `CPU` `端侧` `模型开发` `模型调优` `框架开发` `中级` `高级` `贡献者` - + MindSpore框架架构总体分为MindSpore前端表示层、MindSpore计算图引擎和MindSpore后端运行时三层。 diff --git a/docs/source_zh_cn/benchmark.md b/docs/source_zh_cn/benchmark.md index e5fb7b4468b88ee86a21ad1a036f5199d15412cb..72fe044abae2ebf3df84c83e5a3589984ac5c3d2 100644 --- a/docs/source_zh_cn/benchmark.md +++ b/docs/source_zh_cn/benchmark.md @@ -13,9 +13,9 @@ - + -本文介绍MindSpore的基准性能。MindSpore网络定义可参考[Model Zoo](https://gitee.com/mindspore/mindspore/tree/master/model_zoo)。 +本文介绍MindSpore的基准性能。MindSpore网络定义可参考[Model Zoo](https://gitee.com/mindspore/mindspore/tree/r0.7/model_zoo)。 ## 训练性能 @@ -28,7 +28,7 @@ | | | | | Ascend: 16 * Ascend 910
CPU：384 Cores | Mixed | 256 | 32768 images/sec | 0.96 | 1. 以上数据基于华为云AI开发平台ModelArts测试获得，是训练过程整体下沉至Ascend 910 AI处理器执行所得的平均性能。 -2. 业界其他开源框架数据可参考：[ResNet-50 v1.5 for TensorFlow](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Classification/ConvNets/resnet50v1.5)。 +2. 业界其他开源框架数据可参考：[ResNet-50 v1.5 for TensorFlow](https://github.com/NVIDIA/DeepLearningExamples/tree/r0.7/TensorFlow/Classification/ConvNets/resnet50v1.5)。 ### BERT @@ -38,7 +38,7 @@ | | | | | Ascend: 8 * Ascend 910
CPU：192 Cores | Mixed | 96 | 2069 sentences/sec | 0.96 | 1. 以上数据基于华为云AI开发平台ModelArts测试获得，其中网络包含24个隐藏层，句长为128个token，字典表包含21128个token。 -2. 业界其他开源框架数据可参考：[BERT For TensorFlow](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT)。 +2. 业界其他开源框架数据可参考：[BERT For TensorFlow](https://github.com/NVIDIA/DeepLearningExamples/tree/r0.7/TensorFlow/LanguageModeling/BERT)。 ### Wide & Deep (数据并行) @@ -48,7 +48,7 @@ | | | | | Ascend: 8 * Ascend 910
CPU：192 Cores | Mixed | 16000*8 | 4872849 samples/sec | 0.76 | 1. 以上数据基于Atlas 800测试获得，且网络模型为数据并行。 -2. 业界其他开源框架数据可参考：[Wide & Deep For TensorFlow](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Recommendation/WideAndDeep)。 +2. 业界其他开源框架数据可参考：[Wide & Deep For TensorFlow](https://github.com/NVIDIA/DeepLearningExamples/tree/r0.7/TensorFlow/Recommendation/WideAndDeep)。 ### Wide & Deep (Host-Device混合计算模型并行) @@ -60,4 +60,4 @@ | | | | | Ascend: 32 * Ascend 910
CPU：768 Cores | Mixed | 8000*32 | 433423 samples/sec | 0.20 | 1. 以上数据基于Atlas 800测试获得，且网络模型为模型并行。 -2. 业界其他开源框架数据可参考：[Wide & Deep For TensorFlow](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Recommendation/WideAndDeep)。 +2. 业界其他开源框架数据可参考：[Wide & Deep For TensorFlow](https://github.com/NVIDIA/DeepLearningExamples/tree/r0.7/TensorFlow/Recommendation/WideAndDeep)。 diff --git a/docs/source_zh_cn/constraints_on_network_construction.md b/docs/source_zh_cn/constraints_on_network_construction.md index 4e0e93bf068cb152a4e89eb43331058d61be5f70..74d7bccd349b133e6dff40685afe2cf453846bcc 100644 --- a/docs/source_zh_cn/constraints_on_network_construction.md +++ b/docs/source_zh_cn/constraints_on_network_construction.md @@ -25,7 +25,7 @@ - + ## 概述 MindSpore完成从用户源码到计算图的编译，用户源码基于Python语法编写，当前MindSpore支持将普通函数或者继承自nn.Cell的实例转换生成计算图，暂不支持将任意Python源码转换成计算图，所以对于用户源码支持的写法有所限制，主要包括语法约束和网络定义约束两方面。随着MindSpore的演进，这些约束可能会发生变化。 @@ -205,8 +205,8 @@ tuple也支持切片取值操作, 但不支持切片类型为Tensor类型，支 ## 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/r0.7/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/r0.7/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。 @@ -219,13 +219,13 @@ tuple也支持切片取值操作, 但不支持切片类型为Tensor类型，支 | 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/r0.7/api/python/mindspore/mindspore.nn.html)、自定义[Cell](https://www.mindspore.cn/api/zh-CN/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html) +| Composite算子 |[mindspore/ops/composite/*](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.composite.html) +| constexpr生成算子 |使用[@constexpr](https://www.mindspore.cn/api/zh-CN/r0.7/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/design/mindarmour/differential_privacy_design.md b/docs/source_zh_cn/design/mindarmour/differential_privacy_design.md index 2b34793cacbf375f9e76743e336709d9e0bfb6ac..c08991e828ec4a0162d871216a79ed241efca2c5 100644 --- a/docs/source_zh_cn/design/mindarmour/differential_privacy_design.md +++ b/docs/source_zh_cn/design/mindarmour/differential_privacy_design.md @@ -14,7 +14,7 @@ - + ## 总体设计 @@ -56,10 +56,10 @@ Monitor提供RDP、ZCDP等回调函数，用于监测模型的差分隐私预算 ## 代码实现 -* [mechanisms.py](https://gitee.com/mindspore/mindarmour/blob/master/mindarmour/diff_privacy/mechanisms/mechanisms.py): 这个文件实现了差分隐私训练所需的噪声生成机制，包括简单高斯噪声、自适应高斯噪声、自适应裁剪高斯噪声等。 -* [optimizer.py](https://gitee.com/mindspore/mindarmour/blob/master/mindarmour/diff_privacy/optimizer/optimizer.py): 这个文件实现了使用噪声生成机制在反向传播时添加噪声的根本逻辑。 -* [monitor.py](https://gitee.com/mindspore/mindarmour/blob/master/mindarmour/diff_privacy/monitor/monitor.py): 实现了计算差分隐私预算的回调函数，模型训练过程中，会反馈当前的差分隐私预算。 -* [model.py](https://gitee.com/mindspore/mindarmour/blob/master/mindarmour/diff_privacy/train/model.py): 这个文件实现了计算损失和梯度的逻辑，差分隐私训练的梯度截断逻辑在此文件中实现，且model.py是用户使用差分隐私训练能力的入口。 +* [mechanisms.py](https://gitee.com/mindspore/mindarmour/blob/r0.7/mindarmour/diff_privacy/mechanisms/mechanisms.py): 这个文件实现了差分隐私训练所需的噪声生成机制，包括简单高斯噪声、自适应高斯噪声、自适应裁剪高斯噪声等。 +* [optimizer.py](https://gitee.com/mindspore/mindarmour/blob/r0.7/mindarmour/diff_privacy/optimizer/optimizer.py): 这个文件实现了使用噪声生成机制在反向传播时添加噪声的根本逻辑。 +* [monitor.py](https://gitee.com/mindspore/mindarmour/blob/r0.7/mindarmour/diff_privacy/monitor/monitor.py): 实现了计算差分隐私预算的回调函数，模型训练过程中，会反馈当前的差分隐私预算。 +* [model.py](https://gitee.com/mindspore/mindarmour/blob/r0.7/mindarmour/diff_privacy/train/model.py): 这个文件实现了计算损失和梯度的逻辑，差分隐私训练的梯度截断逻辑在此文件中实现，且model.py是用户使用差分隐私训练能力的入口。 ## 参考文献 diff --git a/docs/source_zh_cn/design/mindarmour/fuzzer_design.md b/docs/source_zh_cn/design/mindarmour/fuzzer_design.md index 022fc5b0fae557ebb62c4544395172c016ab855f..602d1b3f657d63811e897a8a76bb6c5ec01582fe 100644 --- a/docs/source_zh_cn/design/mindarmour/fuzzer_design.md +++ b/docs/source_zh_cn/design/mindarmour/fuzzer_design.md @@ -10,7 +10,7 @@ - + ## 背景 @@ -58,10 +58,10 @@ Fuzzer架构主要包括三个模块： ## 代码实现 -1. [fuzzing.py](https://gitee.com/mindspore/mindarmour/blob/master/mindarmour/fuzzing/fuzzing.py)：Fuzzer总体流程。 -2. [model_coverage_metrics.py](https://gitee.com/mindspore/mindarmour/blob/master/mindarmour/fuzzing/model_coverage_metrics.py)：神经元覆盖率指标，包括KMNC，NBC，SNAC。 -3. [image_transform.py](https://gitee.com/mindspore/mindarmour/blob/master/mindarmour/fuzzing/image_transform.py)：图像变异方法，包括基于像素值的变化方法和仿射变化方法。 -4. [adversarial attacks](https://gitee.com/mindspore/mindarmour/tree/master/mindarmour/attacks)：对抗样本攻击方法，包含多种黑盒、白盒攻击方法。 +1. [fuzzing.py](https://gitee.com/mindspore/mindarmour/blob/r0.7/mindarmour/fuzzing/fuzzing.py)：Fuzzer总体流程。 +2. [model_coverage_metrics.py](https://gitee.com/mindspore/mindarmour/blob/r0.7/mindarmour/fuzzing/model_coverage_metrics.py)：神经元覆盖率指标，包括KMNC，NBC，SNAC。 +3. [image_transform.py](https://gitee.com/mindspore/mindarmour/blob/r0.7/mindarmour/fuzzing/image_transform.py)：图像变异方法，包括基于像素值的变化方法和仿射变化方法。 +4. [adversarial attacks](https://gitee.com/mindspore/mindarmour/tree/r0.7/mindarmour/attacks)：对抗样本攻击方法，包含多种黑盒、白盒攻击方法。 ## 参考文献 diff --git a/docs/source_zh_cn/design/mindinsight/graph_visual_design.md b/docs/source_zh_cn/design/mindinsight/graph_visual_design.md index fe3e6d334cb57caef2d76f013dd150f9c1f39414..3d9623907fb73af55bc6f7f7842e272db475940a 100644 --- a/docs/source_zh_cn/design/mindinsight/graph_visual_design.md +++ b/docs/source_zh_cn/design/mindinsight/graph_visual_design.md @@ -15,7 +15,7 @@ - + ## 特性背景 @@ -71,4 +71,4 @@ RESTful API接口是MindInsight前后端进行数据交互的接口。 #### 文件接口设计 MindSpore与MindInsight之间的数据交互，采用[protobuf](https://developers.google.cn/protocol-buffers/docs/pythontutorial?hl=zh-cn)定义数据格式。 -[summary.proto文件](https://gitee.com/mindspore/mindinsight/blob/master/mindinsight/datavisual/proto_files/mindinsight_summary.proto)为总入口，计算图的消息对象定义为 `GraphProto`。`GraphProto`的详细定义可以参考[anf_ir.proto文件](https://gitee.com/mindspore/mindinsight/blob/master/mindinsight/datavisual/proto_files/mindinsight_anf_ir.proto)。 +[summary.proto文件](https://gitee.com/mindspore/mindinsight/blob/r0.7/mindinsight/datavisual/proto_files/mindinsight_summary.proto)为总入口，计算图的消息对象定义为 `GraphProto`。`GraphProto`的详细定义可以参考[anf_ir.proto文件](https://gitee.com/mindspore/mindinsight/blob/r0.7/mindinsight/datavisual/proto_files/mindinsight_anf_ir.proto)。 diff --git a/docs/source_zh_cn/design/mindinsight/profiler_design.md b/docs/source_zh_cn/design/mindinsight/profiler_design.md index 8bfd00397831e4fc25bab87fd25af3b27acc28fe..57d4218f2f8167941e966d85ac44541026b864bc 100644 --- a/docs/source_zh_cn/design/mindinsight/profiler_design.md +++ b/docs/source_zh_cn/design/mindinsight/profiler_design.md @@ -25,7 +25,7 @@ - + ## 背景 diff --git a/docs/source_zh_cn/design/mindinsight/tensor_visual_design.md b/docs/source_zh_cn/design/mindinsight/tensor_visual_design.md index eca40e518ca471120ad52ed0b78abb40ab4c00a6..ba0d9a819b5d31976f455a8281ccb85f3a860b48 100644 --- a/docs/source_zh_cn/design/mindinsight/tensor_visual_design.md +++ b/docs/source_zh_cn/design/mindinsight/tensor_visual_design.md @@ -14,7 +14,7 @@ - + ## 特性背景 @@ -55,7 +55,7 @@ Tensor可视支持1-N维的Tensor以表格或直方图的形式展示，对于0 ### 接口设计 -在张量可视中，主要有文件接口和RESTful API接口，其中文件接口为[summary.proto](https://gitee.com/mindspore/mindspore/blob/master/mindspore/ccsrc/utils/summary.proto)文件，是MindInsight和MindSpore进行数据对接的接口。 RESTful API接口是MindInsight前后端进行数据交互的接口，是内部接口。 +在张量可视中，主要有文件接口和RESTful API接口，其中文件接口为[summary.proto](https://gitee.com/mindspore/mindspore/blob/r0.7/mindspore/ccsrc/utils/summary.proto)文件，是MindInsight和MindSpore进行数据对接的接口。 RESTful API接口是MindInsight前后端进行数据交互的接口，是内部接口。 #### 文件接口设计 @@ -100,4 +100,4 @@ Tensor可视支持1-N维的Tensor以表格或直方图的形式展示，对于0 repeated Value value = 1; } ``` -而TensorProto的定义在[anf_ir.proto](https://gitee.com/mindspore/mindspore/blob/master/mindspore/ccsrc/utils/anf_ir.proto)文件中。 \ No newline at end of file +而TensorProto的定义在[anf_ir.proto](https://gitee.com/mindspore/mindspore/blob/r0.7/mindspore/ccsrc/utils/anf_ir.proto)文件中。 \ No newline at end of file diff --git a/docs/source_zh_cn/design/mindinsight/training_visual_design.md b/docs/source_zh_cn/design/mindinsight/training_visual_design.md index 8dae35eef0244c8f66322912bf1464e53ade5965..4bc1c364e68baf5e88afbcd173bd231afc216422 100644 --- a/docs/source_zh_cn/design/mindinsight/training_visual_design.md +++ b/docs/source_zh_cn/design/mindinsight/training_visual_design.md @@ -18,7 +18,7 @@ - + [MindInsight](https://gitee.com/mindspore/mindinsight)是MindSpore的可视化调试调优组件。通过MindInsight可以完成训练可视、性能调优、精度调优等任务。 @@ -40,11 +40,11 @@ 训练信息收集API包括： -- 基于summary算子的训练信息收集API。这部分API主要包括4个summary算子，即用于记录标量数据的ScalarSummary算子，用于记录图片数据的ImageSummary算子，用于记录参数分布图（直方图）数据的HistogramSummary算子和用于记录张量数据的TensorSummary算子。请访问[算子支持列表](https://www.mindspore.cn/docs/zh-CN/master/operator_list.html)以获取关于这些算子的信息。 +- 基于summary算子的训练信息收集API。这部分API主要包括4个summary算子，即用于记录标量数据的ScalarSummary算子，用于记录图片数据的ImageSummary算子，用于记录参数分布图（直方图）数据的HistogramSummary算子和用于记录张量数据的TensorSummary算子。请访问[算子支持列表](https://www.mindspore.cn/docs/zh-CN/r0.7/operator_list.html)以获取关于这些算子的信息。 -- 基于Python API的训练信息收集API。通过[SummaryRecord.add_value](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.train.html#mindspore.train.summary.SummaryRecord.add_value)方法，可以在Python代码中完成训练信息的收集。 +- 基于Python API的训练信息收集API。通过[SummaryRecord.add_value](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.train.html#mindspore.train.summary.SummaryRecord.add_value)方法，可以在Python代码中完成训练信息的收集。 -- 易用的训练信息收集callback。通过[SummaryCollector](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.train.html#mindspore.train.callback.SummaryCollector)这一callback可以方便地收集常用训练信息到训练日志中。 +- 易用的训练信息收集callback。通过[SummaryCollector](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.train.html#mindspore.train.callback.SummaryCollector)这一callback可以方便地收集常用训练信息到训练日志中。 训练信息持久化模块主要包括用于管理缓存的summary_record模块和用于并行处理数据、写入文件的write_pool模块。训练信息持久化后，存储在训练日志文件（summary文件中）。 diff --git a/docs/source_zh_cn/design/mindspore/distributed_training_design.md b/docs/source_zh_cn/design/mindspore/distributed_training_design.md index ab026a6526ac6fc4d4d113e102e24e0fa945eb68..2c99cfb1dbcd14ba85d27266dfdbfe901a222bf4 100644 --- a/docs/source_zh_cn/design/mindspore/distributed_training_design.md +++ b/docs/source_zh_cn/design/mindspore/distributed_training_design.md @@ -18,7 +18,7 @@ - + ## 背景 @@ -67,12 +67,12 @@ 1. 集合通信 - - [management.py](https://gitee.com/mindspore/mindspore/blob/master/mindspore/communication/management.py): 这个文件中涵盖了集合通信过程中常用的`helper`函数接口，例如获取集群数量和卡的序号等。当在Ascend芯片上执行时，框架会加载环境上的`libhccl.so`库文件，通过它来完成从Python层到底层的通信接口调用。 - - [comm_ops.py](https://gitee.com/mindspore/mindspore/blob/master/mindspore/ops/operations/comm_ops.py): MindSpore将支持的集合通信操作都包装为算子的形式放在这个文件下，包括`AllReduce`、`AllGather`、`ReduceScatter`和`Broadcast`等。`PrimitiveWithInfer`中除了定义算子所需属性外，还包括构图过程中输入到输出的`shape`和`dtype`推导。 + - [management.py](https://gitee.com/mindspore/mindspore/blob/r0.7/mindspore/communication/management.py): 这个文件中涵盖了集合通信过程中常用的`helper`函数接口，例如获取集群数量和卡的序号等。当在Ascend芯片上执行时，框架会加载环境上的`libhccl.so`库文件，通过它来完成从Python层到底层的通信接口调用。 + - [comm_ops.py](https://gitee.com/mindspore/mindspore/blob/r0.7/mindspore/ops/operations/comm_ops.py): MindSpore将支持的集合通信操作都包装为算子的形式放在这个文件下，包括`AllReduce`、`AllGather`、`ReduceScatter`和`Broadcast`等。`PrimitiveWithInfer`中除了定义算子所需属性外，还包括构图过程中输入到输出的`shape`和`dtype`推导。 2. 梯度聚合 - - [grad_reducer.py](https://gitee.com/mindspore/mindspore/blob/master/mindspore/nn/wrap/grad_reducer.py): 这个文件实现了梯度聚合的过程。对入参`grads`用`HyperMap`展开后插入`AllReduce`算子，这里采用的是全局通信组，用户也可以根据自己网络的需求仿照这个模块进行自定义开发。MindSpore中单机和分布式执行共用一套网络封装接口，在`Cell`内部通过`ParallelMode`来区分是否要对梯度做聚合操作，网络封装接口建议参考`TrainOneStepCell`代码实现。 + - [grad_reducer.py](https://gitee.com/mindspore/mindspore/blob/r0.7/mindspore/nn/wrap/grad_reducer.py): 这个文件实现了梯度聚合的过程。对入参`grads`用`HyperMap`展开后插入`AllReduce`算子，这里采用的是全局通信组，用户也可以根据自己网络的需求仿照这个模块进行自定义开发。MindSpore中单机和分布式执行共用一套网络封装接口，在`Cell`内部通过`ParallelMode`来区分是否要对梯度做聚合操作，网络封装接口建议参考`TrainOneStepCell`代码实现。 ## 自动并行 @@ -110,21 +110,21 @@ ### 自动并行代码 1. 张量排布模型 - - [tensor_layout](https://gitee.com/mindspore/mindspore/tree/master/mindspore/ccsrc/frontend/parallel/tensor_layout)：这个目录下包含了张量排布模型相关功能的定义及实现。其中`tensor_layout.h`中声明了一个张量排布模型需要具备的成员变量`tensor_map_origin_`，`tensor_shape_`和`device_arrangement_`等。在`tensor_redistribution.h`中声明了实现张量排布间`from_origin_`和`to_origin_`变换的相关方法，将推导得到的重排布操作保存在`operator_list_`中返回，并计算得到重排布所需的通信开销`comm_cost_`, 内存开销`memory_cost_`及计算开销`computation_cost_`。 + - [tensor_layout](https://gitee.com/mindspore/mindspore/tree/r0.7/mindspore/ccsrc/frontend/parallel/tensor_layout)：这个目录下包含了张量排布模型相关功能的定义及实现。其中`tensor_layout.h`中声明了一个张量排布模型需要具备的成员变量`tensor_map_origin_`，`tensor_shape_`和`device_arrangement_`等。在`tensor_redistribution.h`中声明了实现张量排布间`from_origin_`和`to_origin_`变换的相关方法，将推导得到的重排布操作保存在`operator_list_`中返回，并计算得到重排布所需的通信开销`comm_cost_`, 内存开销`memory_cost_`及计算开销`computation_cost_`。 2. 分布式算子 - - [ops_info](https://gitee.com/mindspore/mindspore/tree/master/mindspore/ccsrc/frontend/parallel/ops_info)：这个目录下包含了分布式算子的具体实现。在`operator_info.h`中定义了分布式算子实现的基类`OperatorInfo`，开发一个分布式算子需要继承于这个基类并显式实现相关的虚函数。其中`InferTensorInfo`，`InferTensorMap`和`InferDevMatrixShape`函数定义了推导该算子输入、输出张量排布模型的算法。`InferForwardCommunication`，`InferMirrorOps`等函数定义了切分该算子需要插入的额外计算、通信操作。`CheckStrategy`和`GenerateStrategies`函数定义了算子切分策略校验和生成。根据切分策略`SetCostUnderStrategy`将会产生该策略下分布式算子的并行开销值`operator_cost_`。 + - [ops_info](https://gitee.com/mindspore/mindspore/tree/r0.7/mindspore/ccsrc/frontend/parallel/ops_info)：这个目录下包含了分布式算子的具体实现。在`operator_info.h`中定义了分布式算子实现的基类`OperatorInfo`，开发一个分布式算子需要继承于这个基类并显式实现相关的虚函数。其中`InferTensorInfo`，`InferTensorMap`和`InferDevMatrixShape`函数定义了推导该算子输入、输出张量排布模型的算法。`InferForwardCommunication`，`InferMirrorOps`等函数定义了切分该算子需要插入的额外计算、通信操作。`CheckStrategy`和`GenerateStrategies`函数定义了算子切分策略校验和生成。根据切分策略`SetCostUnderStrategy`将会产生该策略下分布式算子的并行开销值`operator_cost_`。 3. 策略搜索算法 - - [auto_parallel](https://gitee.com/mindspore/mindspore/tree/master/mindspore/ccsrc/frontend/parallel/auto_parallel)：这个目录下实现了并行策略搜索的算法。`graph_costmodel.h`定义了构图信息，其中每个点表示一个算子`OperatorInfo`，有向边`edge_costmodel.h`表示算子的输入输出关系及重排布的代价。`operator_costmodel.h`中定义了每个算子的代价模型，包括计算代价、通信代价和内存代价。`dp_algorithm_costmodel.h`主要描述了动态规划算法的主要流程，由一系列图操作组成。在`costmodel.h`中定义了cost和图操作的数据结构。 + - [auto_parallel](https://gitee.com/mindspore/mindspore/tree/r0.7/mindspore/ccsrc/frontend/parallel/auto_parallel)：这个目录下实现了并行策略搜索的算法。`graph_costmodel.h`定义了构图信息，其中每个点表示一个算子`OperatorInfo`，有向边`edge_costmodel.h`表示算子的输入输出关系及重排布的代价。`operator_costmodel.h`中定义了每个算子的代价模型，包括计算代价、通信代价和内存代价。`dp_algorithm_costmodel.h`主要描述了动态规划算法的主要流程，由一系列图操作组成。在`costmodel.h`中定义了cost和图操作的数据结构。 4. 设备管理 - - [device_manager.h](https://gitee.com/mindspore/mindspore/blob/master/mindspore/ccsrc/frontend/parallel/device_manager.h)：这个文件实现了集群设备通信组的创建及管理。其中设备矩阵模型由`device_matrix.h`定义，通信域由`group_manager.h`管理。 + - [device_manager.h](https://gitee.com/mindspore/mindspore/blob/r0.7/mindspore/ccsrc/frontend/parallel/device_manager.h)：这个文件实现了集群设备通信组的创建及管理。其中设备矩阵模型由`device_matrix.h`定义，通信域由`group_manager.h`管理。 5. 整图切分 - - [step_auto_parallel.h](https://gitee.com/mindspore/mindspore/blob/master/mindspore/ccsrc/frontend/parallel/step_auto_parallel.h), [step_parallel.h](https://gitee.com/mindspore/mindspore/blob/master/mindspore/ccsrc/frontend/parallel/step_parallel.h)：这两个文件包含了自动并行流程的核心实现。首先由`step_auto_parallel.h`调用策略搜索流程并产生分布式算子的`OperatorInfo`，然后在`step_parallel.h`中处理算子切分和张量重排布等流程，对单机计算图进行分布式改造。 + - [step_auto_parallel.h](https://gitee.com/mindspore/mindspore/blob/r0.7/mindspore/ccsrc/frontend/parallel/step_auto_parallel.h), [step_parallel.h](https://gitee.com/mindspore/mindspore/blob/r0.7/mindspore/ccsrc/frontend/parallel/step_parallel.h)：这两个文件包含了自动并行流程的核心实现。首先由`step_auto_parallel.h`调用策略搜索流程并产生分布式算子的`OperatorInfo`，然后在`step_parallel.h`中处理算子切分和张量重排布等流程，对单机计算图进行分布式改造。 6. 通信算子反向 - - [grad_comm_ops.py](https://gitee.com/mindspore/mindspore/blob/master/mindspore/ops/_grad/grad_comm_ops.py): 这个文件定义了`AllReduce`和`AllGather`等通信算子的反向操作。 + - [grad_comm_ops.py](https://gitee.com/mindspore/mindspore/blob/r0.7/mindspore/ops/_grad/grad_comm_ops.py): 这个文件定义了`AllReduce`和`AllGather`等通信算子的反向操作。 diff --git a/docs/source_zh_cn/design/mindspore/ir.md b/docs/source_zh_cn/design/mindspore/ir.md index a9a266e51313b5603592e28d95635314a836ca34..9b8d48f2f2968b88abf248db9b4775503ae4f77f 100644 --- a/docs/source_zh_cn/design/mindspore/ir.md +++ b/docs/source_zh_cn/design/mindspore/ir.md @@ -17,7 +17,7 @@ - + ## 简介 中间表示（IR）是程序编译过程中介于源语言和目标语言之间的程序表示，以方便编译器进行程序分析和优化，因此IR的设计需要考虑从源语言到目标语言的转换难度，同时考虑程序分析和优化的易用性和性能。 diff --git a/docs/source_zh_cn/glossary.md b/docs/source_zh_cn/glossary.md index f3e5142b6fbf395c6854280483ee27d28261e669..4d992531a282951eea8cbeb6a14a8ccd8f670cb7 100644 --- a/docs/source_zh_cn/glossary.md +++ b/docs/source_zh_cn/glossary.md @@ -2,7 +2,7 @@ `Ascend` `GPU` `CPU` `全流程` `初级` `中级` `高级` - + | 术语/缩略语 | 说明 | | ----- | ----- | diff --git a/docs/source_zh_cn/help_seeking_path.md b/docs/source_zh_cn/help_seeking_path.md index 3c365a8bc4d04ad1f4d12e9e924278eb438f5ee8..b18b35138f28c5307dad1a48393329e8deb80457 100644 --- a/docs/source_zh_cn/help_seeking_path.md +++ b/docs/source_zh_cn/help_seeking_path.md @@ -2,7 +2,7 @@ `Ascend` `GPU` `CPU` `全流程` `初级` `中级` `高级` - + 本文将简述用户在使用MindSpore遇到问题时，如何使用官方提供的问题求助路径解决问题。MindSpore问题求助整体流程如图中所示，从用户使用MindSpore发现问题开始，直至选择到合适的问题解决方法。下面我们基于问题求助流程图对各种求助方法做解释说明。 diff --git a/docs/source_zh_cn/network_list.md b/docs/source_zh_cn/network_list.md index af294ee4e3e894ca2d75f9026e44dcd4df18ed0f..d154f52e8c47126bae8e7e4f211f06f8dd87e675 100644 --- a/docs/source_zh_cn/network_list.md +++ b/docs/source_zh_cn/network_list.md @@ -10,49 +10,49 @@ - + ## Model Zoo | 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/official/cv/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/official/cv/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/official/cv/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/official/cv/resnet/src/resnet.py) | Supported | Supported | Doing -|计算机视觉（CV） | 图像分类（Image Classification） | [ResNet-101](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/cv/resnet/src/resnet.py) | Supported |Doing | Doing -|计算机视觉（CV） | 图像分类（Image Classification） | [ResNext50](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/cv/resnext50/src/image_classification.py) | Supported | Supported | Doing -| 计算机视觉（CV） | 图像分类（Image Classification） | [VGG16](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/cv/vgg16/src/vgg.py) | Supported | Doing | Doing -| 计算机视觉（CV） | 图像分类（Image Classification） | [InceptionV3](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/cv/inceptionv3/src/inception_v3.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） | [MobileNetV2](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/cv/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/official/cv/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/official/cv/ssd/src/ssd.py) | Supported |Doing | Doing -| 计算机视觉（CV） | 目标检测（Targets Detection） | [YoloV3-ResNet18](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/cv/yolov3_resnet18/src/yolov3.py) | Supported | Doing | Doing -| 计算机视觉（CV） | 目标检测（Targets Detection） | [FasterRCNN](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/cv/faster_rcnn/src/FasterRcnn/faster_rcnn_r50.py) | 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/official/cv/deeplabv3/src/deeplabv3.py) | Supported | Doing | Doing -| 计算机视觉（CV） | 目标检测（Targets Detection） | [WarpCTC](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/cv/warpctc/src/warpctc.py) | Doing | Supported | 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/official/nlp/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/official/nlp/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/official/nlp/lstm/src/lstm.py) | Doing | Supported | Supported -| 自然语言处理（NLP） | 自然语言理解（Natural Language Understanding） | [MASS](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/nlp/mass/src/transformer/transformer_for_train.py) | Supported | Doing | Doing -| 自然语言处理（NLP） | 自然语言理解（Natural Language Understanding） | [TinyBert](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/nlp/tinybert/src/tinybert_model.py) | Supported | Doing | Doing -| 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/official/recommend/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/official/recommend/wide_and_deep/src/wide_and_deep.py) | Supported | Supported | Doing -| 图神经网络（GNN） | 文本分类（Text Classification） | [GCN](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/gnn/gcn/src/gcn.py) | Supported | Doing | Doing -| 图神经网络（GNN） | 文本分类（Text Classification） | [GAT](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/gnn/gat/src/gat.py) | Supported | Doing | Doing - -> 你也可以使用 [MindWizard工具](https://gitee.com/mindspore/mindinsight/tree/master/mindinsight/wizard/) 快速生成经典网络脚本。 +|计算机视觉（CV） | 图像分类（Image Classification） | [AlexNet](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/cv/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/r0.7/model_zoo/official/cv/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/r0.7/model_zoo/official/cv/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/r0.7/model_zoo/official/cv/resnet/src/resnet.py) | Supported | Supported | Doing +|计算机视觉（CV） | 图像分类（Image Classification） | [ResNet-101](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/cv/resnet/src/resnet.py) | Supported |Doing | Doing +|计算机视觉（CV） | 图像分类（Image Classification） | [ResNext50](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/cv/resnext50/src/image_classification.py) | Supported | Supported | Doing +| 计算机视觉（CV） | 图像分类（Image Classification） | [VGG16](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/cv/vgg16/src/vgg.py) | Supported | Doing | Doing +| 计算机视觉（CV） | 图像分类（Image Classification） | [InceptionV3](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/cv/inceptionv3/src/inception_v3.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） | [MobileNetV2](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/cv/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/r0.7/model_zoo/official/cv/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/r0.7/model_zoo/official/cv/ssd/src/ssd.py) | Supported |Doing | Doing +| 计算机视觉（CV） | 目标检测（Targets Detection） | [YoloV3-ResNet18](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/cv/yolov3_resnet18/src/yolov3.py) | Supported | Doing | Doing +| 计算机视觉（CV） | 目标检测（Targets Detection） | [FasterRCNN](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/cv/faster_rcnn/src/FasterRcnn/faster_rcnn_r50.py) | Supported | Doing | Doing +| 计算机视觉（CV） | 语义分割（Semantic Segmentation） | [DeeplabV3](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/cv/deeplabv3/src/deeplabv3.py) | Supported | Doing | Doing +| 计算机视觉（CV） | 目标检测（Targets Detection） | [WarpCTC](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/cv/warpctc/src/warpctc.py) | Doing | Supported | Doing +| 自然语言处理（NLP） | 自然语言理解（Natural Language Understanding） | [BERT](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/nlp/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/r0.7/model_zoo/official/nlp/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/r0.7/model_zoo/official/nlp/lstm/src/lstm.py) | Doing | Supported | Supported +| 自然语言处理（NLP） | 自然语言理解（Natural Language Understanding） | [MASS](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/nlp/mass/src/transformer/transformer_for_train.py) | Supported | Doing | Doing +| 自然语言处理（NLP） | 自然语言理解（Natural Language Understanding） | [TinyBert](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/nlp/tinybert/src/tinybert_model.py) | Supported | Doing | Doing +| 推荐（Recommender） | 推荐系统、点击率预估（Recommender System, CTR prediction） | [DeepFM](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/recommend/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/r0.7/model_zoo/official/recommend/wide_and_deep/src/wide_and_deep.py) | Supported | Supported | Doing +| 图神经网络（GNN） | 文本分类（Text Classification） | [GCN](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/gnn/gcn/src/gcn.py) | Supported | Doing | Doing +| 图神经网络（GNN） | 文本分类（Text Classification） | [GAT](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/gnn/gat/src/gat.py) | Supported | Doing | Doing + +> 你也可以使用 [MindWizard工具](https://gitee.com/mindspore/mindinsight/tree/r0.7/mindinsight/wizard/) 快速生成经典网络脚本。 ## 预训练模型 *代表MindSpore已发布的版本号，支持网络训练的硬件平台有CPU、GPU和Ascend，以下表格中 ✓ 代表模型是基于选中的硬件平台训练而来。 | 领域 | 子领域 | 网络 |数据集 | CPU | GPU | Ascend | 0.5.0-beta* |:---- |:----- |:---- |:---- |:---- |:---- |:---- |:------ -|计算机视觉（CV） | 图像分类（Image Classification） | [AlexNet](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/cv/alexnet/src/alexnet.py) | CIFAR-10 | | | ✓ | [下载](http://download.mindspore.cn/model_zoo/official/cv/alexnet/alexnet_ascend_0.5.0_cifar10_official_classification_20200716.tar.gz) -|计算机视觉（CV） | 图像分类（Image Classification）| [LeNet](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/cv/lenet/src/lenet.py)| MNIST | | | ✓ | [下载](http://download.mindspore.cn/model_zoo/official/cv/lenet/lenet_ascend_0.5.0_mnist_official_classification_20200716.tar.gz) -|计算机视觉（CV） | 图像分类（Image Classification）| [VGG16](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/cv/vgg16/src/vgg.py)|CIFAR-10 | | | ✓ | [下载](http://download.mindspore.cn/model_zoo/official/cv/vgg/vgg16_ascend_0.5.0_cifar10_official_classification_20200715.tar.gz) -|计算机视觉（CV） | 图像分类（Image Classification）| [ResNet-50](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/cv/resnet/src/resnet.py) |CIFAR-10 | | | ✓ |[下载](http://download.mindspore.cn/model_zoo/official/cv/resnet/resnet50_v1.5_ascend_0.3.0_cifar10_official_classification_20200718.tar.gz) -|计算机视觉（CV） | 目标检测（Targets Detection）| [YoloV3-DarkNet53](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/cv/yolov3_darknet53) |COCO 2014 | | | ✓ | [下载](http://download.mindspore.cn/model_zoo/official/cv/yolo/yolov3_darknet53_ascend_0.5.0_coco2014_official_object_detection_20200717.tar.gz) -| 自然语言处理（NLP） | 自然语言理解（Natural Language Understanding）| [BERT_Base](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/nlp/bert/src/bert_model.py) | zhwiki | | | ✓ | [下载](http://download.mindspore.cn/model_zoo/official/nlp/bert/bert_base_ascend_0.5.0_cn-wiki_official_nlp_20200720.tar.gz) -| 自然语言处理（NLP） | 自然语言理解（Natural Language Understanding）| [BERT_NEZHA](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/nlp/bert/src/bert_model.py)| zhwiki | | | ✓ | [下载](http://download.mindspore.cn/model_zoo/official/nlp/bert/bert_nezha_ascend_0.5.0_cn-wiki_official_nlp_20200720.tar.gz) -| 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/official/nlp/transformer/src/transformer_model.py)|WMT English-German | | | ✓ | [下载](http://download.mindspore.cn/model_zoo/official/nlp/transformer/transformer_ascend_0.5.0_wmtende_official_machine_translation_20200713.tar.gz) +|计算机视觉（CV） | 图像分类（Image Classification） | [AlexNet](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/cv/alexnet/src/alexnet.py) | CIFAR-10 | | | ✓ | [下载](http://download.mindspore.cn/model_zoo/official/cv/alexnet/alexnet_ascend_0.5.0_cifar10_official_classification_20200716.tar.gz) +|计算机视觉（CV） | 图像分类（Image Classification）| [LeNet](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/cv/lenet/src/lenet.py)| MNIST | | | ✓ | [下载](http://download.mindspore.cn/model_zoo/official/cv/lenet/lenet_ascend_0.5.0_mnist_official_classification_20200716.tar.gz) +|计算机视觉（CV） | 图像分类（Image Classification）| [VGG16](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/cv/vgg16/src/vgg.py)|CIFAR-10 | | | ✓ | [下载](http://download.mindspore.cn/model_zoo/official/cv/vgg/vgg16_ascend_0.5.0_cifar10_official_classification_20200715.tar.gz) +|计算机视觉（CV） | 图像分类（Image Classification）| [ResNet-50](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/cv/resnet/src/resnet.py) |CIFAR-10 | | | ✓ |[下载](http://download.mindspore.cn/model_zoo/official/cv/resnet/resnet50_v1.5_ascend_0.3.0_cifar10_official_classification_20200718.tar.gz) +|计算机视觉（CV） | 目标检测（Targets Detection）| [YoloV3-DarkNet53](https://gitee.com/mindspore/mindspore/tree/r0.7/model_zoo/official/cv/yolov3_darknet53) |COCO 2014 | | | ✓ | [下载](http://download.mindspore.cn/model_zoo/official/cv/yolo/yolov3_darknet53_ascend_0.5.0_coco2014_official_object_detection_20200717.tar.gz) +| 自然语言处理（NLP） | 自然语言理解（Natural Language Understanding）| [BERT_Base](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/nlp/bert/src/bert_model.py) | zhwiki | | | ✓ | [下载](http://download.mindspore.cn/model_zoo/official/nlp/bert/bert_base_ascend_0.5.0_cn-wiki_official_nlp_20200720.tar.gz) +| 自然语言处理（NLP） | 自然语言理解（Natural Language Understanding）| [BERT_NEZHA](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/nlp/bert/src/bert_model.py)| zhwiki | | | ✓ | [下载](http://download.mindspore.cn/model_zoo/official/nlp/bert/bert_nezha_ascend_0.5.0_cn-wiki_official_nlp_20200720.tar.gz) +| 自然语言处理（NLP） | 自然语言理解（Natural Language Understanding）| [Transformer](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/nlp/transformer/src/transformer_model.py)|WMT English-German | | | ✓ | [下载](http://download.mindspore.cn/model_zoo/official/nlp/transformer/transformer_ascend_0.5.0_wmtende_official_machine_translation_20200713.tar.gz) diff --git a/docs/source_zh_cn/operator_list.md b/docs/source_zh_cn/operator_list.md index db8e29e3935556c95e4aabc477cc297d2561c8d0..333275a5acef4819d8f428feeb999938def8b9a6 100644 --- a/docs/source_zh_cn/operator_list.md +++ b/docs/source_zh_cn/operator_list.md @@ -15,367 +15,367 @@ - + ## mindspore.nn | 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 | Supported |layer/activation -| [mindspore.nn.HSwish](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.HSwish) | Doing | Supported | Doing |layer/activation -| [mindspore.nn.HSigmoid](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.HSigmoid) | Doing | Supported | Doing |layer/activation -| [mindspore.nn.LeakyReLU](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.LeakyReLU) | Supported |Supported | Doing |layer/activation -| [mindspore.nn.Tanh](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Tanh) | Supported | Supported | Doing |layer/activation -| [mindspore.nn.GELU](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.GELU) | Supported | Supported | Doing |layer/activation -| [mindspore.nn.Sigmoid](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Sigmoid) | Supported |Supported | Doing |layer/activation -| [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 | Supported |layer/basic -| [mindspore.nn.Flatten](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Flatten) |Supported | Supported | Supported |layer/basic -| [mindspore.nn.Dense](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Dense) |Supported | Supported | Supported |layer/basic -| [mindspore.nn.DenseBnAct](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.DenseBnAct) |Supported | Doing | Supported |layer/basic -| [mindspore.nn.ClipByNorm](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.ClipByNorm) |Supported | 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 | Supported |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) |Supported | 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.Conv1d](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv1d) | Supported | Supported | Doing |layer/conv -| [mindspore.nn.Conv1dTranspose](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv1dTranspose) | Supported | Supported | Doing |layer/conv -| [mindspore.nn.Embedding](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Embedding) |Supported | Supported | Doing |layer/embedding -| [mindspore.nn.ImageGradients](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.ImageGradients) | Doing |Doing | Doing |layer/image -| [mindspore.nn.SSIM](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.SSIM) | Supported | Supported | Doing |layer/image -| [mindspore.nn.PSNR](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.PSNR) | Supported |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) | Supported | Supported | Doing |layer/pooling -| [mindspore.nn.L1Loss](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.L1Loss) |Supported |Supported | Doing |loss/loss -| [mindspore.nn.MSELoss](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.MSELoss) | Supported |Doing | Doing |loss/loss -| [mindspore.nn.SmoothL1Loss](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.SmoothL1Loss) | Supported |Doing | Doing |loss/loss -| [mindspore.nn.SoftmaxCrossEntropyWithLogits](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.SoftmaxCrossEntropyWithLogits) | Supported | Supported | Doing |loss/loss -| [mindspore.nn.SoftmaxCrossEntropyExpand](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.SoftmaxCrossEntropyExpand) | Supported |Supported | Doing |loss/loss -| [mindspore.nn.CosineEmbeddingLoss](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.CosineEmbeddingLoss) |Supported |Supported | Doing |loss/loss -| [mindspore.nn.ProximalAdagrad](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.ProximalAdagrad) | Supported |Doing | Doing |optim/ProximalAdagrad -| [mindspore.nn.LazyAdam](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.LazyAdam) | Supported |Doing | Doing |optim/lazyadam -| [mindspore.nn.Adam](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.nn.html#mindspore.nn.Adam) | Supported |Doing | Doing |optim/adam -| [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.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) |Supported |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 | Supported |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 |Supported | 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/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Softmax) | Supported | Supported | Supported |layer/activation +| [mindspore.nn.LogSoftmax](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.LogSoftmax) | Supported | Supported | Doing |layer/activation +| [mindspore.nn.ReLU](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.ReLU) | Supported | Supported | Supported |layer/activation +| [mindspore.nn.ReLU6](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.ReLU6) |Supported | Supported | Supported |layer/activation +| [mindspore.nn.HSwish](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.HSwish) | Doing | Supported | Doing |layer/activation +| [mindspore.nn.HSigmoid](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.HSigmoid) | Doing | Supported | Doing |layer/activation +| [mindspore.nn.LeakyReLU](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.LeakyReLU) | Supported |Supported | Doing |layer/activation +| [mindspore.nn.Tanh](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Tanh) | Supported | Supported | Doing |layer/activation +| [mindspore.nn.GELU](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.GELU) | Supported | Supported | Doing |layer/activation +| [mindspore.nn.Sigmoid](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Sigmoid) | Supported |Supported | Doing |layer/activation +| [mindspore.nn.PReLU](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.PReLU) | Supported |Doing | Doing |layer/activation +| [mindspore.nn.Dropout](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Dropout) |Supported | Supported | Supported |layer/basic +| [mindspore.nn.Flatten](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Flatten) |Supported | Supported | Supported |layer/basic +| [mindspore.nn.Dense](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Dense) |Supported | Supported | Supported |layer/basic +| [mindspore.nn.DenseBnAct](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.DenseBnAct) |Supported | Doing | Supported |layer/basic +| [mindspore.nn.ClipByNorm](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.ClipByNorm) |Supported | Supported | Doing |layer/basic +| [mindspore.nn.Norm](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Norm) |Doing | Supported | Doing |layer/basic +| [mindspore.nn.OneHot](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.OneHot) | Supported | Supported | Supported |layer/basic +| [mindspore.nn.Range](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Range) | Supported | Doing | Doing |layer/basic +| [mindspore.nn.SequentialCell](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.SequentialCell) |Supported | Supported | Doing |layer/container +| [mindspore.nn.CellList](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.CellList) | Supported | Supported | Doing |layer/container +| [mindspore.nn.Conv2d](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv2d) | Supported | Supported | Supported |layer/conv +| [mindspore.nn.Conv2dTranspose](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv2dTranspose) | Supported | Supported | Doing |layer/conv +| [mindspore.nn.Conv2dBnAct](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv2dBnAct) | Supported | Supported | Supported |layer/conv +| [mindspore.nn.Conv1d](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv1d) | Supported | Supported | Doing |layer/conv +| [mindspore.nn.Conv1dTranspose](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Conv1dTranspose) | Supported | Supported | Doing |layer/conv +| [mindspore.nn.Embedding](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Embedding) |Supported | Supported | Doing |layer/embedding +| [mindspore.nn.ImageGradients](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.ImageGradients) | Doing |Doing | Doing |layer/image +| [mindspore.nn.SSIM](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.SSIM) | Supported | Supported | Doing |layer/image +| [mindspore.nn.PSNR](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.PSNR) | Supported |Doing | Doing |layer/image +| [mindspore.nn.CentralCrop](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.CentralCrop) | Supported |Doing | Doing |layer/image +| [mindspore.nn.LSTM](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.LSTM) | Doing | Supported | Supported |layer/lstm +| [mindspore.nn.GlobalBatchNorm](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.GlobalBatchNorm) | Supported |Doing | Doing |layer/normalization +| [mindspore.nn.BatchNorm1d](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.BatchNorm1d) | Supported |Doing | Doing |layer/normalization +| [mindspore.nn.BatchNorm2d](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.BatchNorm2d) | Supported | Supported | Doing |layer/normalization +| [mindspore.nn.GroupNorm](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.GroupNorm) | Supported | Doing | Doing |layer/normalization +| [mindspore.nn.LayerNorm](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.LayerNorm) | Supported | Supported | Doing |layer/normalization +| [mindspore.nn.MatrixDiag](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.MatrixDiag) | Supported | Doing | Doing | layer/normalization +| [mindspore.nn.MatrixDiagPart](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.MatrixDiagPart) | Supported | Doing | Doing | layer/normalization +| [mindspore.nn.MatrixSetDiag](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.MatrixSetDiag) | Supported | Doing | Doing | layer/normalization +| [mindspore.nn.LinSpace](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.LinSpace) | Supported | Doing | Doing | layer/normalization +| [mindspore.nn.MaxPool2d](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.MaxPool2d) | Supported | Supported | Supported |layer/pooling +| [mindspore.nn.AvgPool2d](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.AvgPool2d) | Supported | Supported | Doing |layer/pooling +| [mindspore.nn.L1Loss](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.L1Loss) |Supported |Supported | Doing |loss/loss +| [mindspore.nn.MSELoss](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.MSELoss) | Supported |Doing | Doing |loss/loss +| [mindspore.nn.SmoothL1Loss](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.SmoothL1Loss) | Supported |Doing | Doing |loss/loss +| [mindspore.nn.SoftmaxCrossEntropyWithLogits](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.SoftmaxCrossEntropyWithLogits) | Supported | Supported | Doing |loss/loss +| [mindspore.nn.SoftmaxCrossEntropyExpand](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.SoftmaxCrossEntropyExpand) | Supported |Supported | Doing |loss/loss +| [mindspore.nn.CosineEmbeddingLoss](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.CosineEmbeddingLoss) |Supported |Supported | Doing |loss/loss +| [mindspore.nn.ProximalAdagrad](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.ProximalAdagrad) | Supported |Doing | Doing |optim/ProximalAdagrad +| [mindspore.nn.LazyAdam](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.LazyAdam) | Supported |Doing | Doing |optim/lazyadam +| [mindspore.nn.Adam](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Adam) | Supported |Doing | Doing |optim/adam +| [mindspore.nn.AdamWeightDecay](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.AdamWeightDecay) | Supported | Supported | Doing |optim/adam +| [mindspore.nn.Lamb](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Lamb) | Supported | Supported | Doing |optim/lamb +| [mindspore.nn.LARS](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.LARS) |Supported |Doing | Doing |optim/lars +| [mindspore.nn.Momentum](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Momentum) | Supported | Supported | Supported |optim/momentum +| [mindspore.nn.Optimizer](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.Optimizer) | Supported | Supported | Doing |optim/optimizer +| [mindspore.nn.RMSProp](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.RMSProp) | Supported | Supported | Doing |optim/optimizer +| [mindspore.nn.SGD](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.nn.html#mindspore.nn.SGD) |Supported |Supported | Doing |optim/sgd +| [mindspore.nn.WithLossCell](https://www.mindspore.cn/api/zh-CN/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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 |Supported | 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) | Supported | Supported | 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) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.RNNTLoss](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.RNNTLoss) | Supported | 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 |Supported | 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 | Supported |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 | Supported |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.ApplyAddSign](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyAddSign) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.ApplyPowerSign](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyPowerSign) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.ApplyGradientDescent](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyGradientDescent) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.ApplyProximalGradientDescent](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyProximalGradientDescent) | Supported | Doing | Doing | 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.SparseApplyAdagradV2](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyAdagradV2) | 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.FusedSparseProximalAdagrad](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FusedSparseProximalAdagrad) | Doing | Doing | Supported | 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.FusedSparseLazyAdam](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FusedSparseLazyAdam) | Doing | Doing | Supported | nn_ops -| [mindspore.ops.operations.FusedSparseAdam](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FusedSparseAdam) | Doing | Doing | Supported | nn_ops -| [mindspore.ops.operations.SmoothL1Loss](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SmoothL1Loss) | Supported | Supported | Doing | nn_ops -| [mindspore.ops.operations.SGD](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SGD) | Supported | Doing | Doing | nn_ops -| [mindspore.ops.operations.LayerNorm](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LayerNorm) | Supported | Supported | Doing | nn_ops -| [mindspore.ops.operations.L2Normalize](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.L2Normalize) | Supported | Doing | Doing | nn_ops -| [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 | Supported | 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 | Supported | 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 | Supported | 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 | Supported | 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 | Supported | 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 | Supported | Doing | nn_ops -| [mindspore.ops.operations.KLDivLoss](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.KLDivLoss) | Doing | Supported | 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.Softsign](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Softsign) | 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 | Supported | 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 | Supported | 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 | Supported | 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 | Supported | 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 | Supported | 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 | Supported | 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 | Supported| 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 | Supported | 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 | Doing | 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 | Doing | 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 | Supported | Doing | math_ops -| [mindspore.ops.operations.DivNoNan](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DivNoNan) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.FloorDiv](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FloorDiv) | Supported | Supported | Doing | math_ops -| [mindspore.ops.operations.Floor](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Floor) | Supported | Supported | Doing | math_ops -| [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.TruncateDiv](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TruncateDiv) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.TruncateMod](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TruncateMod) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Tan](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Tan) | 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 | Supported | 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 | Supported | 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.Mod](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Mod) | 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 | Supported | 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 | Supported | 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 | Supported | 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 | Supported | 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 | Supported | 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 | Supported | Doing | array_ops -| [mindspore.ops.operations.Argmax](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Argmax) | Supported | Supported | Supported | array_ops -| [mindspore.ops.operations.Argmin](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Argmin) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.ArgMaxWithValue](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ArgMaxWithValue) | Supported | Supported | Doing | array_ops -| [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.UnsortedSegmentProd](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.UnsortedSegmentProd) | 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 | Supported | array_ops -| [mindspore.ops.operations.ParallelConcat](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ParallelConcat) | Supported | Doing | 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 | Supported | 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 | Supported | 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 | Supported | 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 | Supported | 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 | Supported | 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 | Supported | 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.FusedSparseFtrl](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FusedSparseFtrl) | Doing | Doing | Supported | array_ops -| [mindspore.ops.operations.SparseApplyFtrlV2](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyFtrlV2) | 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 | Supported | 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.ScatterMul](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterMul) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.ScatterDiv](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterDiv) | 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.ScatterSub](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterSub) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.ScatterMax](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterMax) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.ScatterMin](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterMin) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.ScatterNdAdd](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNdAdd) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.ScatterNdSub](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNdSub) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.ScatterNonAliasingAdd](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNonAliasingAdd) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.Rint](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Rint) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.ReverseV2](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReverseV2) | 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.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.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 | Supported | 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 | Supported | Doing | other_ops -| [mindspore.ops.operations.PopulationCount](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.PopulationCount) | 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 | Supported | 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 | Supported | 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.StandardNormal](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.StandardNormal) | Supported | Supported | Doing | random_ops -| [mindspore.ops.operations.Gamma](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Gamma) | Supported | Doing | Doing | random_ops -| [mindspore.ops.operations.Poisson](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Poisson) | Supported | Doing | Doing | random_ops -| [mindspore.ops.operations.UniformInt](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.UniformInt) | Supported | Supported | Doing | random_ops -| [mindspore.ops.operations.UniformReal](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.UniformReal) | Supported | Supported | Doing | random_ops -| [mindspore.ops.operations.RandomChoiceWithMask](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.RandomChoiceWithMask) | Doing| Supported | Doing | random_ops -| [mindspore.ops.operations.RandomCategorical](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.RandomCategorical) | Supported| Doing | Doing | random_ops -| [mindspore.ops.operations.ScalarCast](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScalarCast) | Supported | Supported | Supported | inner_ops -| [mindspore.ops.operations.ReverseSequence](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReverseSequence) | Supported | Doing | Doing | array_ops -| [mindspore.ops.operations.CropAndResize](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.CropAndResize) | Supported | Doing | Doing | image_ops -| [mindspore.ops.operations.SquaredDifference](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SquaredDifference) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Xdivy](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Xdivy) | Supported | Doing | Doing | math_ops -| [mindspore.ops.operations.Xlogy](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Xlogy) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Flatten](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Flatten) | Supported | Supported |Supported | nn_ops +| [mindspore.ops.operations.Softmax](https://www.mindspore.cn/api/zh-CN/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.MirrorPad) | Supported | Supported | Doing | nn_ops +| [mindspore.ops.operations.Unpack](https://www.mindspore.cn/api/zh-CN/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.CTCLoss) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.RNNTLoss](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.RNNTLoss) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.LogSoftmax](https://www.mindspore.cn/api/zh-CN/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReLU6) | Supported | Supported |Supported | nn_ops +| [mindspore.ops.operations.HSwish](https://www.mindspore.cn/api/zh-CN/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sigmoid) | Supported | Supported |Doing | nn_ops +| [mindspore.ops.operations.Tanh](https://www.mindspore.cn/api/zh-CN/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TopK) | Supported | Supported |Doing | nn_ops +| [mindspore.ops.operations.SoftmaxCrossEntropyWithLogits](https://www.mindspore.cn/api/zh-CN/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyMomentum) | Supported | Supported | Supported | nn_ops +| [mindspore.ops.operations.ApplyAddSign](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyAddSign) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.ApplyPowerSign](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyPowerSign) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.ApplyGradientDescent](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyGradientDescent) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.ApplyProximalGradientDescent](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyProximalGradientDescent) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.ApplyRMSProp](https://www.mindspore.cn/api/zh-CN/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyAdagrad) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.SparseApplyAdagradV2](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyAdagradV2) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.SparseApplyProximalAdagrad](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyProximalAdagrad) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.FusedSparseProximalAdagrad](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FusedSparseProximalAdagrad) | Doing | Doing | Supported | nn_ops +| [mindspore.ops.operations.ApplyProximalAdagrad](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyProximalAdagrad) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.FusedSparseLazyAdam](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FusedSparseLazyAdam) | Doing | Doing | Supported | nn_ops +| [mindspore.ops.operations.FusedSparseAdam](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FusedSparseAdam) | Doing | Doing | Supported | nn_ops +| [mindspore.ops.operations.SmoothL1Loss](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SmoothL1Loss) | Supported | Supported | Doing | nn_ops +| [mindspore.ops.operations.SGD](https://www.mindspore.cn/api/zh-CN/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.OneHot) | Supported | Supported | Supported | nn_ops +| [mindspore.ops.operations.Gelu](https://www.mindspore.cn/api/zh-CN/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SigmoidCrossEntropyWithLogits) | Supported | Supported | Doing | nn_ops +| [mindspore.ops.operations.Pad](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Pad) | Supported | Supported | Doing | nn_ops +| [mindspore.ops.operations.ROIAlign](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ROIAlign) | Supported | Supported | Doing | nn_ops +| [mindspore.ops.operations.Adam](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Adam) | Supported | Supported | Doing | nn_ops +| [mindspore.ops.operations.BinaryCrossEntropy](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BinaryCrossEntropy) | Supported | Supported | Doing | nn_ops +| [mindspore.ops.operations.KLDivLoss](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.KLDivLoss) | Doing | Supported | Doing | nn_ops +| [mindspore.ops.operations.LARSUpdate](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LARSUpdate) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.Softsign](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Softsign) | Supported | Doing | Doing | nn_ops +| [mindspore.ops.operations.TensorAdd](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TensorAdd) | Supported | Supported | Supported | math_ops +| [mindspore.ops.operations.AssignAdd](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AssignAdd) | Supported | Supported | Supported | math_ops +| [mindspore.ops.operations.AssignSub](https://www.mindspore.cn/api/zh-CN/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceMean) | Supported | Supported | Supported | math_ops +| [mindspore.ops.operations.ReduceSum](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceSum) | Supported | Supported | Supported | math_ops +| [mindspore.ops.operations.ReduceAll](https://www.mindspore.cn/api/zh-CN/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceMax) | Supported | Supported | Supported | math_ops +| [mindspore.ops.operations.ReduceMin](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceMin) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.ReduceProd](https://www.mindspore.cn/api/zh-CN/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.CumSum) | Supported | Supported| Doing | math_ops +| [mindspore.ops.operations.AddN](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AddN) | Supported | Supported | Supported | math_ops +| [mindspore.ops.operations.Neg](https://www.mindspore.cn/api/zh-CN/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Rsqrt) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Sqrt](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sqrt) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Reciprocal](https://www.mindspore.cn/api/zh-CN/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Div) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.DivNoNan](https://www.mindspore.cn/api/zh-CN/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FloorDiv) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.Floor](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Floor) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.Equal](https://www.mindspore.cn/api/zh-CN/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BesselI1e) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.TruncateDiv](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TruncateDiv) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.TruncateMod](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TruncateMod) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Tan](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Tan) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Asin](https://www.mindspore.cn/api/zh-CN/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.NMSWithMask) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.Abs](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Abs) | Supported | Supported | Doing | math_ops +| [mindspore.ops.operations.Sign](https://www.mindspore.cn/api/zh-CN/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InplaceSub) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Mod](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Mod) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.ExpandDims](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ExpandDims) | Supported | Supported | Supported | array_ops +| [mindspore.ops.operations.DType](https://www.mindspore.cn/api/zh-CN/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Transpose) | Supported | Supported | Supported | array_ops +| [mindspore.ops.operations.GatherV2](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.GatherV2) | Supported | Supported | Supported | array_ops +| [mindspore.ops.operations.Split](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Split) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.Rank](https://www.mindspore.cn/api/zh-CN/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.OnesLike) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.ZerosLike](https://www.mindspore.cn/api/zh-CN/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InvertPermutation) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.Argmax](https://www.mindspore.cn/api/zh-CN/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.UnsortedSegmentMin) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.UnsortedSegmentProd](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.UnsortedSegmentProd) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.Concat](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Concat) | Supported | Supported | Supported | array_ops +| [mindspore.ops.operations.ParallelConcat](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ParallelConcat) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.Slice](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Slice) | Supported | Supported | Supported | array_ops +| [mindspore.ops.operations.Select](https://www.mindspore.cn/api/zh-CN/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.StridedSlice) | Supported | Supported | Supported | array_ops +| [mindspore.ops.operations.Diag](https://www.mindspore.cn/api/zh-CN/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNd) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.ResizeNearestNeighbor](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ResizeNearestNeighbor) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.GatherNd](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.GatherNd) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.ApplyFtrl](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyFtrl) | Supported | Supported | Doing | array_ops +| [mindspore.ops.operations.SparseApplyFtrl](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyFtrl) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.FusedSparseFtrl](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FusedSparseFtrl) | Doing | Doing | Supported | array_ops +| [mindspore.ops.operations.SparseApplyFtrlV2](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyFtrlV2) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ScatterNdUpdate](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNdUpdate) | Supported | Doing | Supported | array_ops +| [mindspore.ops.operations.ScatterUpdate](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterUpdate) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ScatterMul](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterMul) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ScatterDiv](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterDiv) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.SpaceToDepth](https://www.mindspore.cn/api/zh-CN/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InplaceUpdate) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ScatterSub](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterSub) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ScatterMax](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterMax) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ScatterMin](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterMin) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ScatterNdAdd](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNdAdd) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ScatterNdSub](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNdSub) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ScatterNonAliasingAdd](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNonAliasingAdd) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.Rint](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Rint) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ReverseV2](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReverseV2) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.ReduceOp](https://www.mindspore.cn/api/zh-CN/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AllGather) | Supported | Supported | Doing | comm_ops +| [mindspore.ops.operations.ReduceScatter](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReduceScatter) | Doing | Supported | Doing | comm_ops +| [mindspore.ops.operations.Broadcast](https://www.mindspore.cn/api/zh-CN/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BoundingBoxEncode) | Supported | Supported | Doing | other_ops +| [mindspore.ops.operations.BoundingBoxDecode](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BoundingBoxDecode) | Supported | Supported | Doing | other_ops +| [mindspore.ops.operations.PopulationCount](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.PopulationCount) | Supported | Doing | Doing | other_ops +| [mindspore.ops.operations.CheckValid](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.CheckValid) | Supported | Supported | Doing | other_ops +| [mindspore.ops.operations.IOU](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.IOU) | Supported | Supported | Doing | other_ops +| [mindspore.ops.operations.MakeRefKey](https://www.mindspore.cn/api/zh-CN/r0.7/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/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.InTopK) | Supported | Doing | Doing | other_ops +| [mindspore.ops.operations.StandardNormal](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.StandardNormal) | Supported | Supported | Doing | random_ops +| [mindspore.ops.operations.Gamma](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Gamma) | Supported | Doing | Doing | random_ops +| [mindspore.ops.operations.Poisson](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Poisson) | Supported | Doing | Doing | random_ops +| [mindspore.ops.operations.UniformInt](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.UniformInt) | Supported | Supported | Doing | random_ops +| [mindspore.ops.operations.UniformReal](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.UniformReal) | Supported | Supported | Doing | random_ops +| [mindspore.ops.operations.RandomChoiceWithMask](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.RandomChoiceWithMask) | Doing| Supported | Doing | random_ops +| [mindspore.ops.operations.RandomCategorical](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.RandomCategorical) | Supported| Doing | Doing | random_ops +| [mindspore.ops.operations.ScalarCast](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScalarCast) | Supported | Supported | Supported | inner_ops +| [mindspore.ops.operations.ReverseSequence](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ReverseSequence) | Supported | Doing | Doing | array_ops +| [mindspore.ops.operations.CropAndResize](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.CropAndResize) | Supported | Doing | Doing | image_ops +| [mindspore.ops.operations.SquaredDifference](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SquaredDifference) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Xdivy](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Xdivy) | Supported | Doing | Doing | math_ops +| [mindspore.ops.operations.Xlogy](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Xlogy) | Supported | Doing | Doing | math_ops ## mindspore.ops.functional | 操作名 | 对应functional算子 | :----------- | :----------- -| [mindspore.ops.operations.Pack](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Pack) | pack -| [mindspore.ops.operations.TensorAdd](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TensorAdd) | tensor_add -| [mindspore.ops.operations.AssignSub](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AssignSub) | assign_sub -| [mindspore.ops.operations.AddN](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AddN) | addn -| [mindspore.ops.operations.Square](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Square) | square -| [mindspore.ops.operations.Sqrt](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sqrt) | sqrt -| [mindspore.ops.operations.Equal](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Equal) | equal -| [mindspore.ops.operations.NotEqual](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.NotEqual) | not_equal -| [mindspore.ops.operations.LogicalNot](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LogicalNot) | logical_not -| [mindspore.ops.operations.LogicalAnd](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LogicalAnd) | logical_and -| [mindspore.ops.operations.LogicalOr](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LogicalOr) | logical_or -| [mindspore.ops.operations.ExpandDims](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ExpandDims) | expand_dims -| [mindspore.ops.operations.DType](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DType) | dtype -| [mindspore.ops.operations.Cast](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Cast) | cast -| [mindspore.ops.operations.Reshape](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Reshape) | reshape -| [mindspore.ops.operations.Shape](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Shape) | shape -| [mindspore.ops.operations.GatherV2](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.GatherV2) | gather -| [mindspore.ops.operations.Rank](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Rank) | rank -| [mindspore.ops.operations.Size](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Size) | size -| [mindspore.ops.operations.Fill](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Fill) | fill -| [mindspore.ops.operations.OnesLike](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.OnesLike) | ones_like -| [mindspore.ops.operations.Tile](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Tile) | tile -| [mindspore.ops.operations.Select](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Select) | select -| [mindspore.ops.operations.ScatterNd](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNd) | scatter_nd -| [mindspore.ops.operations.GatherNd](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.GatherNd) | gather_nd -| [mindspore.ops.operations.ControlDepend](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ControlDepend) | control_depend -| [mindspore.ops.operations.Print](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Print) | print -| [mindspore.ops.operations.Assign](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Assign) | assign -| [mindspore.ops.operations.Pow](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Pow) | tensor_pow +| [mindspore.ops.operations.Pack](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Pack) | pack +| [mindspore.ops.operations.TensorAdd](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.TensorAdd) | tensor_add +| [mindspore.ops.operations.AssignSub](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AssignSub) | assign_sub +| [mindspore.ops.operations.AddN](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AddN) | addn +| [mindspore.ops.operations.Square](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Square) | square +| [mindspore.ops.operations.Sqrt](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sqrt) | sqrt +| [mindspore.ops.operations.Equal](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Equal) | equal +| [mindspore.ops.operations.NotEqual](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.NotEqual) | not_equal +| [mindspore.ops.operations.LogicalNot](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LogicalNot) | logical_not +| [mindspore.ops.operations.LogicalAnd](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LogicalAnd) | logical_and +| [mindspore.ops.operations.LogicalOr](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LogicalOr) | logical_or +| [mindspore.ops.operations.ExpandDims](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ExpandDims) | expand_dims +| [mindspore.ops.operations.DType](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DType) | dtype +| [mindspore.ops.operations.Cast](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Cast) | cast +| [mindspore.ops.operations.Reshape](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Reshape) | reshape +| [mindspore.ops.operations.Shape](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Shape) | shape +| [mindspore.ops.operations.GatherV2](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.GatherV2) | gather +| [mindspore.ops.operations.Rank](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Rank) | rank +| [mindspore.ops.operations.Size](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Size) | size +| [mindspore.ops.operations.Fill](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Fill) | fill +| [mindspore.ops.operations.OnesLike](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.OnesLike) | ones_like +| [mindspore.ops.operations.Tile](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Tile) | tile +| [mindspore.ops.operations.Select](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Select) | select +| [mindspore.ops.operations.ScatterNd](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNd) | scatter_nd +| [mindspore.ops.operations.GatherNd](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.GatherNd) | gather_nd +| [mindspore.ops.operations.ControlDepend](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ControlDepend) | control_depend +| [mindspore.ops.operations.Print](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Print) | print +| [mindspore.ops.operations.Assign](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Assign) | assign +| [mindspore.ops.operations.Pow](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Pow) | tensor_pow > 当前functional支持了一部分没有属性的算子，后续会进一步补齐完整。 @@ -403,66 +403,66 @@ | 算子名 | :----------- -| [mindspore.ops.operations.Assign](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Assign) -| [mindspore.ops.operations.AssignSub](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AssignSub) -| [mindspore.ops.operations.ApplyMomentum](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyMomentum) -| [mindspore.ops.operations.FusedSparseAdam](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FusedSparseAdam) -| [mindspore.ops.operations.FusedSparseLazyAdam](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FusedSparseLazyAdam) -| [mindspore.ops.operations.FusedSparseFtrl](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FusedSparseFtrl) -| [mindspore.ops.operations.FusedSparseProximalAdagrad](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.FusedSparseProximalAdagrad) -| [mindspore.ops.operations.ApplyAdaMax](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyAdaMax) -| [mindspore.ops.operations.ApplyAdadelta](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyAdadelta) -| [mindspore.ops.operations.ApplyAdagrad](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyAdagrad) -| [mindspore.ops.operations.ApplyAdagradV2](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyAdagradV2) -| [mindspore.ops.operations.SparseApplyAdagrad](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyAdagrad) -| [mindspore.ops.operations.SparseApplyAdagradV2](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyAdagradV2) -| [mindspore.ops.operations.ApplyProximalAdagrad](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyProximalAdagrad) -| [mindspore.ops.operations.SparseApplyProximalAdagrad](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.SparseApplyProximalAdagrad) -| [mindspore.ops.operations.ApplyAddSign](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyAddSign) -| [mindspore.ops.operations.ApplyPowerSign](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyPowerSign) -| [mindspore.ops.operations.ApplyGradientDescent](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyGradientDescent) -| [mindspore.ops.operations.ApplyProximalGradientDescent](https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ApplyProximalGradientDescent) -| 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[mindspore.ops.operations.ScatterNdSub](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNdSub) +| [mindspore.ops.operations.ScatterNonAliasingAdd](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterNonAliasingAdd) +| [mindspore.ops.operations.ScatterUpdate](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterUpdate) +| [mindspore.ops.operations.ScatterMax](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterMax) +| [mindspore.ops.operations.ScatterMin](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterMin) +| [mindspore.ops.operations.ScatterAdd](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterAdd) +| [mindspore.ops.operations.ScatterSub](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterSub) +| [mindspore.ops.operations.ScatterMul](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterMul) +| [mindspore.ops.operations.ScatterDiv](https://www.mindspore.cn/api/zh-CN/r0.7/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.ScatterDiv) diff --git a/docs/source_zh_cn/roadmap.md b/docs/source_zh_cn/roadmap.md index 1dfd7945b1079c44d1d312414d8a0f2368fd7e87..fc38612436bc76b2a373adff2aae0ca3a44e7a1c 100644 --- a/docs/source_zh_cn/roadmap.md +++ b/docs/source_zh_cn/roadmap.md @@ -15,7 +15,7 @@ - + 以下将展示MindSpore近一年的高阶计划，我们会根据用户的反馈诉求，持续调整计划的优先级。 diff --git a/docs/source_zh_cn/technical_white_paper.md b/docs/source_zh_cn/technical_white_paper.md index b23cfaf698364c3321431ce250af151d2896115b..7c32a66ecd450b1c7aef64b0da4f81f3e263c753 100644 --- a/docs/source_zh_cn/technical_white_paper.md +++ b/docs/source_zh_cn/technical_white_paper.md @@ -10,7 +10,7 @@ - + ## 引言 深度学习研究和应用在近几十年得到了爆炸式的发展，掀起了人工智能的第三次浪潮，并且在图像识别、语音识别与合成、无人驾驶、机器视觉等方面取得了巨大的成功。这也对算法的应用以及依赖的框架有了更高级的要求。深度学习框架的不断发展使得在大型数据集上训练神经网络模型时，可以方便地使用大量的计算资源。 diff --git a/lite/docs/source_en/architecture.md b/lite/docs/source_en/architecture.md index 5878f5b22076b4d53e68c63697f9cfe4c56a7ff6..5eb7c58f1150376d6b909a43f4a5882d842ecc03 100644 --- a/lite/docs/source_en/architecture.md +++ b/lite/docs/source_en/architecture.md @@ -1,3 +1,3 @@ # Overall Architecture - + diff --git a/lite/docs/source_en/glossary.md b/lite/docs/source_en/glossary.md index 8b596229292567ddb8b24b7a0cc1560c763f224d..b5d8cef4291f028e9409003235dd24e9dc02c11d 100644 --- a/lite/docs/source_en/glossary.md +++ b/lite/docs/source_en/glossary.md @@ -1,6 +1,6 @@ # Glossary - + | Acronym and Abbreviation | Description | | ----- | ----- | diff --git a/lite/docs/source_en/operator_list.md b/lite/docs/source_en/operator_list.md index ec17368005a3b9f7edba9850c45ddae53229d32c..18d896cca3c6c4ac71addb7990582d354a2911fa 100644 --- a/lite/docs/source_en/operator_list.md +++ b/lite/docs/source_en/operator_list.md @@ -1,6 +1,6 @@ # Operator List - + > √ The checked items are the operators supported by MindSpore Lite。 diff --git a/lite/docs/source_zh_cn/architecture.md b/lite/docs/source_zh_cn/architecture.md index ce86fa9829a184306cde335d74d06a70117c6c63..b013b2000a5fe467a0a186d64639218037901ef3 100644 --- a/lite/docs/source_zh_cn/architecture.md +++ b/lite/docs/source_zh_cn/architecture.md @@ -1,6 +1,6 @@ # 总体架构 - + MindSpore Lite框架的总体架构如下所示： diff --git a/lite/docs/source_zh_cn/glossary.md b/lite/docs/source_zh_cn/glossary.md index b9cf41a4c6908e4e75c927614335a60e9e8b0ac6..28c5e4c45c558f27b3e394e93fa9bd7d65942947 100644 --- a/lite/docs/source_zh_cn/glossary.md +++ b/lite/docs/source_zh_cn/glossary.md @@ -1,6 +1,6 @@ # 术语 - + | 术语/缩略语 | 说明 | | ----- | ----- | diff --git a/lite/docs/source_zh_cn/operator_list.md b/lite/docs/source_zh_cn/operator_list.md index 8f8d97056d4fd29ce8ed9f99122e873499ebd972..baab47735539e27d3c63b0274ecb8790c62918bc 100644 --- a/lite/docs/source_zh_cn/operator_list.md +++ b/lite/docs/source_zh_cn/operator_list.md @@ -1,6 +1,6 @@ # 算子支持 - + > √勾选的项为MindSpore Lite所支持的算子。 diff --git a/lite/tutorials/source_en/deploy.md b/lite/tutorials/source_en/deploy.md index 350654ea725fc9a286be6f113d007e4b5ce62ff6..a9ff1c3b3eeeb526c921381dd280790d3c618aad 100644 --- a/lite/tutorials/source_en/deploy.md +++ b/lite/tutorials/source_en/deploy.md @@ -10,7 +10,7 @@ - + This document describes how to quickly install MindSpore Lite on the Ubuntu system. @@ -92,7 +92,7 @@ TODO: Add document content. First, download source code from the MindSpore code repository. ```bash -git clone https://gitee.com/mindspore/mindspore.git +git clone https://gitee.com/mindspore/mindspore.git -b r0.7 ``` Then, run the following commands in the root directory of the source code to compile MindSpore Lite of different versions: diff --git a/lite/tutorials/source_en/quick_start/quick_start.md b/lite/tutorials/source_en/quick_start/quick_start.md index 295731f750d31e5d8dda258cd9a4631e64d103ba..16ec6f5ff3d0b5a566b5e2be1077923de2b77edc 100644 --- a/lite/tutorials/source_en/quick_start/quick_start.md +++ b/lite/tutorials/source_en/quick_start/quick_start.md @@ -1,3 +1,3 @@ # Quick Start (Lite) - + diff --git a/lite/tutorials/source_en/use/benchmark_tool.md b/lite/tutorials/source_en/use/benchmark_tool.md index d7df06074a13d8a654339daa1b825a94dbacbc9a..63adee31d260dc5c92682d6a31ae25311521159f 100644 --- a/lite/tutorials/source_en/use/benchmark_tool.md +++ b/lite/tutorials/source_en/use/benchmark_tool.md @@ -12,7 +12,7 @@ - + ## Overview @@ -22,9 +22,9 @@ The Benchmark tool is used to perform benchmark testing on a MindSpore Lite mode To use the Benchmark tool, you need to prepare the environment as follows: -- Compilation: Install compilation dependencies and perform compilation. The code of the Benchmark tool is stored in the `mindspore/lite/tools/benchmark` directory of the MindSpore source code. For details about the compilation operations, see the [Environment Requirements] (https://www.mindspore.cn/lite/docs/en/master/deploy.html#id2) and [Compilation Example] (https://www.mindspore.cn/lite/docs/en/master/deploy.html#id5) in the deployment document. +- Compilation: Install compilation dependencies and perform compilation. The code of the Benchmark tool is stored in the `mindspore/lite/tools/benchmark` directory of the MindSpore source code. For details about the compilation operations, see the [Environment Requirements] (https://www.mindspore.cn/lite/docs/en/r0.7/deploy.html#id2) and [Compilation Example] (https://www.mindspore.cn/lite/docs/en/r0.7/deploy.html#id5) in the deployment document. -- Run: Obtain the `Benchmark` tool and configure environment variables. For details, see [Output Description] (https://www.mindspore.cn/lite/docs/zh-CN/master/deploy.html#id4) in the deployment document. +- Run: Obtain the `Benchmark` tool and configure environment variables. For details, see [Output Description] (https://www.mindspore.cn/lite/docs/zh-CN/r0.7/deploy.html#id4) in the deployment document. ## Parameter Description diff --git a/lite/tutorials/source_en/use/converter_tool.md b/lite/tutorials/source_en/use/converter_tool.md index 54d11d2ca99cf9d2a8596aca1a951c31d6e3bb21..8b37e5512a4cdd2a841ce244fbf6876de696deb6 100644 --- a/lite/tutorials/source_en/use/converter_tool.md +++ b/lite/tutorials/source_en/use/converter_tool.md @@ -11,7 +11,7 @@ - + ## Overview @@ -23,9 +23,9 @@ Currently, the following input formats are supported: MindSpore, TensorFlow Lite To use the MindSpore Lite model conversion tool, you need to prepare the environment as follows: -- Compilation: Install basic and additional compilation dependencies and perform compilation. The compilation version is x86_64. The code of the model conversion tool is stored in the `mindspore/lite/tools/converter` directory of the MindSpore source code. For details about the compilation operations, see the [Environment Requirements] (https://www.mindspore.cn/lite/docs/zh-CN/master/deploy.html#id2) and [Compilation Example] (https://www.mindspore.cn/lite/docs/zh-CN/master/deploy.html#id5) in the deployment document. +- Compilation: Install basic and additional compilation dependencies and perform compilation. The compilation version is x86_64. The code of the model conversion tool is stored in the `mindspore/lite/tools/converter` directory of the MindSpore source code. For details about the compilation operations, see the [Environment Requirements] (https://www.mindspore.cn/lite/docs/zh-CN/r0.7/deploy.html#id2) and [Compilation Example] (https://www.mindspore.cn/lite/docs/zh-CN/r0.7/deploy.html#id5) in the deployment document. -- Run: Obtain the `converter` tool and configure environment variables by referring to [Output Description](https://www.mindspore.cn/lite/docs/zh-CN/master/deploy.html#id4) in the deployment document. +- Run: Obtain the `converter` tool and configure environment variables by referring to [Output Description](https://www.mindspore.cn/lite/docs/zh-CN/r0.7/deploy.html#id4) in the deployment document. ## Parameter Description diff --git a/lite/tutorials/source_en/use/runtime.md b/lite/tutorials/source_en/use/runtime.md index fe1fa8694aeb3750f199f251f86e68839128dafe..636c7cfdf000595e812ae9a234263939f2a55ad0 100644 --- a/lite/tutorials/source_en/use/runtime.md +++ b/lite/tutorials/source_en/use/runtime.md @@ -1,3 +1,3 @@ # Runtime - + diff --git a/lite/tutorials/source_en/use/timeprofiler_tool.md b/lite/tutorials/source_en/use/timeprofiler_tool.md index 00b6dc69d25658c13491ef2537384c493b0bfe3c..8d7f1bf9fed4992767e79b6848aebd1dd46e260f 100644 --- a/lite/tutorials/source_en/use/timeprofiler_tool.md +++ b/lite/tutorials/source_en/use/timeprofiler_tool.md @@ -10,7 +10,7 @@ - + ## Overview @@ -20,9 +20,9 @@ The TimeProfiler tool can be used to analyze the time consumption of forward inf To use the TimeProfiler tool, you need to prepare the environment as follows: -- Compilation: Install compilation dependencies and perform compilation. The code of the TimeProfiler tool is stored in the `mindspore/lite/tools/time_profiler` directory of the MindSpore source code. For details about the compilation operations, see the [Environment Requirements] (https://www.mindspore.cn/lite/docs/en/master/deploy.html#id2) and [Compilation Example] (https://www.mindspore.cn/lite/docs/en/master/deploy.html#id5) in the deployment document. +- Compilation: Install compilation dependencies and perform compilation. The code of the TimeProfiler tool is stored in the `mindspore/lite/tools/time_profiler` directory of the MindSpore source code. For details about the compilation operations, see the [Environment Requirements] (https://www.mindspore.cn/lite/docs/en/r0.7/deploy.html#id2) and [Compilation Example] (https://www.mindspore.cn/lite/docs/en/r0.7/deploy.html#id5) in the deployment document. -- Run: Obtain the `time_profiler` tool and configure environment variables by referring to [Output Description](https://www.mindspore.cn/lite/docs/zh-CN/master/deploy.html#id4) in the deployment document. +- Run: Obtain the `time_profiler` tool and configure environment variables by referring to [Output Description](https://www.mindspore.cn/lite/docs/zh-CN/r0.7/deploy.html#id4) in the deployment document. ## Parameter Description diff --git a/lite/tutorials/source_zh_cn/deploy.md b/lite/tutorials/source_zh_cn/deploy.md index 2b6177026eba1ddf58b772aec5e4771b1e38dac5..c2f11edac194f9fd42cdde096500590162cbacbc 100644 --- a/lite/tutorials/source_zh_cn/deploy.md +++ b/lite/tutorials/source_zh_cn/deploy.md @@ -16,7 +16,7 @@ - + 本文档介绍如何在Ubuntu和Windows系统上快速安装MindSpore Lite。 @@ -101,7 +101,7 @@ TODO：补全文件内容 首先，从MindSpore代码仓下载源码。 ```bash -git clone https://gitee.com/mindspore/mindspore.git +git clone https://gitee.com/mindspore/mindspore.git -b r0.7 ``` 然后，在源码根目录下，执行如下命令，可编译不同版本的MindSpore Lite。 @@ -168,7 +168,7 @@ MindSpore Lite的编译选项如下。 首先，使用git工具从MindSpore代码仓下载源码。 ```bash -git clone https://gitee.com/mindspore/mindspore.git +git clone https://gitee.com/mindspore/mindspore.git -b r0.7 ``` 然后，使用cmd工具在源码根目录下，执行如下命令即可编译MindSpore Lite。 diff --git a/lite/tutorials/source_zh_cn/quick_start/quick_start.md b/lite/tutorials/source_zh_cn/quick_start/quick_start.md index d3d0e43972b6eb21f40ee3655d68ced25f0b6c2e..a4e3c3336e9b99fc48510f609f8df90fe90e8a89 100644 --- a/lite/tutorials/source_zh_cn/quick_start/quick_start.md +++ b/lite/tutorials/source_zh_cn/quick_start/quick_start.md @@ -17,7 +17,7 @@ - + ## 概述 @@ -28,17 +28,17 @@ 2. 将模型转换成MindSpore Lite模型格式。 3. 在端侧使用MindSpore Lite推理模型。详细说明如何在端侧利用MindSpore Lite C++ API（Android JNI）和MindSpore Lite图像分类模型完成端侧推理，实现对设备摄像头捕获的内容进行分类，并在APP图像预览界面中，显示出最可能的分类结果。 -> 你可以在这里找到[Android图像分类模型](https://download.mindspore.cn/model_zoo/official/lite/mobilenetv2_openimage_lite)和[示例代码](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/lite/image_classif)。 +> 你可以在这里找到[Android图像分类模型](https://download.mindspore.cn/model_zoo/official/lite/mobilenetv2_openimage_lite)和[示例代码](https://gitee.com/mindspore/mindspore/blob/r0.7/model_zoo/official/lite/image_classif)。 ## 选择模型 MindSpore团队提供了一系列预置终端模型，你可以在应用程序中使用这些预置的终端模型。 MindSpore Model Zoo中图像分类模型可[在此下载](#TODO)。 -同时，你也可以使用预置模型做迁移学习，以实现自己的图像分类任务，操作流程参见[重训练章节](https://www.mindspore.cn/tutorial/zh-CN/master/use/saving_and_loading_model_parameters.html#id6)。 +同时，你也可以使用预置模型做迁移学习，以实现自己的图像分类任务，操作流程参见[重训练章节](https://www.mindspore.cn/tutorial/zh-CN/r0.7/use/saving_and_loading_model_parameters.html#id6)。 ## 转换模型 -如果你需要对MindSpore提供的模型进行重训，重训完成后，需要将模型导出为[.mindir格式](https://www.mindspore.cn/tutorial/zh-CN/master/use/saving_and_loading_model_parameters.html#mindir)。然后使用MindSpore Lite[模型转换工具](https://www.mindspore.cn/lite/tutorial/zh-CN/master/use/converter_tool.html)将.mindir模型转换成.ms格式。 +如果你需要对MindSpore提供的模型进行重训，重训完成后，需要将模型导出为[.mindir格式](https://www.mindspore.cn/tutorial/zh-CN/r0.7/use/saving_and_loading_model_parameters.html#mindir)。然后使用MindSpore Lite[模型转换工具](https://www.mindspore.cn/lite/tutorial/zh-CN/r0.7/use/converter_tool.html)将.mindir模型转换成.ms格式。 以MindSpore MobilenetV2模型为例，如下脚本将其转换为MindSpore Lite模型用于端侧推理。 ```bash @@ -90,7 +90,7 @@ MindSpore Model Zoo中图像分类模型可[在此下载](#TODO)。 ## 示例程序详细说明 -本端侧图像分类Android示例程序分为JAVA层和JNI层，其中，JAVA层主要通过Android Camera 2 API实现摄像头获取图像帧，以及相应的图像处理等功能；JNI层在[Runtime](https://www.mindspore.cn/lite/tutorial/zh-CN/master/use/runtime.html)中完成模型推理的过程。 +本端侧图像分类Android示例程序分为JAVA层和JNI层，其中，JAVA层主要通过Android Camera 2 API实现摄像头获取图像帧，以及相应的图像处理等功能；JNI层在[Runtime](https://www.mindspore.cn/lite/tutorial/zh-CN/r0.7/use/runtime.html)中完成模型推理的过程。 > 此处详细说明示例程序的JNI层实现，JAVA层运用Android Camera 2 API实现开启设备摄像头以及图像帧处理等功能，需读者具备一定的Android开发基础知识。 @@ -136,7 +136,7 @@ app ### 配置MindSpore Lite依赖项 -Android JNI层调用MindSpore C++ API时，需要相关库文件支持。可通过MindSpore Lite[源码编译](https://www.mindspore.cn/lite/docs/zh-CN/master/deploy.html)生成`libmindspore-lite.so`库文件，或直接下载MindSpore Lite提供的已编译完成的AMR64、ARM32、x86等[软件包](#TODO)。 +Android JNI层调用MindSpore C++ API时，需要相关库文件支持。可通过MindSpore Lite[源码编译](https://www.mindspore.cn/lite/docs/zh-CN/r0.7/deploy.html)生成`libmindspore-lite.so`库文件，或直接下载MindSpore Lite提供的已编译完成的AMR64、ARM32、x86等[软件包](#TODO)。 在Android Studio中将编译完成的`libmindspore-lite.so`库文件（可包含多个兼容架构），分别放置在APP工程的`app/libs/ARM64-V8a`（ARM64）或`app/libs/armeabi-v7a`（ARM32）目录下，并在应用的`build.gradle`文件中配置CMake编译支持，以及`arm64-v8a`和`armeabi-v7a`的编译支持。　　 diff --git a/lite/tutorials/source_zh_cn/use/benchmark_tool.md b/lite/tutorials/source_zh_cn/use/benchmark_tool.md index 20c32881feeef915065bb279e9420a4d6cfcb1fc..1f78f94a32c51b8e9bc424d537fdaf70e4122b5f 100644 --- a/lite/tutorials/source_zh_cn/use/benchmark_tool.md +++ b/lite/tutorials/source_zh_cn/use/benchmark_tool.md @@ -12,7 +12,7 @@ - + ## 概述 @@ -22,9 +22,9 @@ Benchmark工具是一款可以对MindSpore Lite模型进行基准测试的工具 使用Benchmark工具，需要进行如下环境准备工作。 -- 编译：Benchmark工具代码在MindSpore源码的`mindspore/lite/tools/benchmark`目录中，参考部署文档中的[环境要求](https://www.mindspore.cn/lite/tutorial/zh-CN/master/deploy.html#id2)和[编译示例](https://www.mindspore.cn/lite/tutorial/zh-CN/master/deploy.html#id5)，安装编译依赖基本项，并执行编译。 +- 编译：Benchmark工具代码在MindSpore源码的`mindspore/lite/tools/benchmark`目录中，参考部署文档中的[环境要求](https://www.mindspore.cn/lite/tutorial/zh-CN/r0.7/deploy.html#id2)和[编译示例](https://www.mindspore.cn/lite/tutorial/zh-CN/r0.7/deploy.html#id5)，安装编译依赖基本项，并执行编译。 -- 运行：参考部署文档中的[输出件说明](https://www.mindspore.cn/lite/tutorial/zh-CN/master/deploy.html#id4)，获得`benchmark`工具，并配置环境变量。 +- 运行：参考部署文档中的[输出件说明](https://www.mindspore.cn/lite/tutorial/zh-CN/r0.7/deploy.html#id4)，获得`benchmark`工具，并配置环境变量。 ## 参数说明 diff --git a/lite/tutorials/source_zh_cn/use/converter_tool.md b/lite/tutorials/source_zh_cn/use/converter_tool.md index d5402a61523a45e9fdfce61be2ddd73b4f1d157c..00262445870bb0e5bbfe0f817c761e1dea35152b 100644 --- a/lite/tutorials/source_zh_cn/use/converter_tool.md +++ b/lite/tutorials/source_zh_cn/use/converter_tool.md @@ -17,7 +17,7 @@ - + ## 概述 @@ -31,9 +31,9 @@ MindSpore Lite提供离线转换模型功能的工具，支持多种类型的模 使用MindSpore Lite模型转换工具，需要进行如下环境准备工作。 -- 编译：模型转换工具代码在MindSpore源码的`mindspore/lite/tools/converter`目录中，参考部署文档中的[环境要求](https://www.mindspore.cn/lite/tutorial/zh-CN/master/deploy.html#id2)和[编译示例](https://www.mindspore.cn/lite/tutorial/zh-CN/master/deploy.html#id5)，安装编译依赖基本项与模型转换工具所需附加项，并编译x86_64版本。 +- 编译：模型转换工具代码在MindSpore源码的`mindspore/lite/tools/converter`目录中，参考部署文档中的[环境要求](https://www.mindspore.cn/lite/tutorial/zh-CN/r0.7/deploy.html#id2)和[编译示例](https://www.mindspore.cn/lite/tutorial/zh-CN/r0.7/deploy.html#id5)，安装编译依赖基本项与模型转换工具所需附加项，并编译x86_64版本。 -- 运行：参考部署文档中的[输出件说明](https://www.mindspore.cn/lite/tutorial/zh-CN/master/deploy.html#id4)，获得`converter`工具，并配置环境变量。 +- 运行：参考部署文档中的[输出件说明](https://www.mindspore.cn/lite/tutorial/zh-CN/r0.7/deploy.html#id4)，获得`converter`工具，并配置环境变量。 ### 参数说明 @@ -119,17 +119,17 @@ bash build.sh -I x86_64 使用MindSpore Lite模型转换工具，需要进行如下环境准备工作。 -- 编译：模型转换工具代码在MindSpore源码的`mindspore/lite/tools/converter`目录中，参考部署文档中的[环境要求](https://www.mindspore.cn/lite/docs/zh-CN/master/deploy.html#id7)和[编译示例](https://www.mindspore.cn/lite/docs/zh-CN/master/deploy.html#id10)，安装编译依赖基本项与模型转换工具所需附加项，并编译Windows版本。 +- 编译：模型转换工具代码在MindSpore源码的`mindspore/lite/tools/converter`目录中，参考部署文档中的[环境要求](https://www.mindspore.cn/lite/docs/zh-CN/r0.7/deploy.html#id7)和[编译示例](https://www.mindspore.cn/lite/docs/zh-CN/r0.7/deploy.html#id10)，安装编译依赖基本项与模型转换工具所需附加项，并编译Windows版本。 -- 运行：参考部署文档中的[输出件说明](https://www.mindspore.cn/lite/docs/zh-CN/master/deploy.html#id9)，获得`converter`工具，并将MinGW/bin目录下的几个依赖文件（libgcc_s_seh-1.dll、libwinpthread-1.dll、libssp-0.dll、libstdc++-6.dll）拷贝至`converter`工具的主目录。 +- 运行：参考部署文档中的[输出件说明](https://www.mindspore.cn/lite/docs/zh-CN/r0.7/deploy.html#id9)，获得`converter`工具，并将MinGW/bin目录下的几个依赖文件（libgcc_s_seh-1.dll、libwinpthread-1.dll、libssp-0.dll、libstdc++-6.dll）拷贝至`converter`工具的主目录。 ### 参数说明 -参考Linux环境模型转换工具的[参数说明](https://www.mindspore.cn/lite/docs/zh-CN/master/converter_tool.html#id4) +参考Linux环境模型转换工具的[参数说明](https://www.mindspore.cn/lite/docs/zh-CN/r0.7/converter_tool.html#id4) ### 模型可视化 -参考Linux环境模型转换工具的[模型可视化](https://www.mindspore.cn/lite/docs/zh-CN/master/converter_tool.html#id5) +参考Linux环境模型转换工具的[模型可视化](https://www.mindspore.cn/lite/docs/zh-CN/r0.7/converter_tool.html#id5) ### 使用示例 diff --git a/lite/tutorials/source_zh_cn/use/post_training_quantization.md b/lite/tutorials/source_zh_cn/use/post_training_quantization.md index 93ba0889434710d8f6143a0469b970b8e1feb2d7..32ecf44228194e199de460f73c707abcc5c7a79c 100644 --- a/lite/tutorials/source_zh_cn/use/post_training_quantization.md +++ b/lite/tutorials/source_zh_cn/use/post_training_quantization.md @@ -9,7 +9,7 @@ - + ## 概述 diff --git a/lite/tutorials/source_zh_cn/use/runtime.md b/lite/tutorials/source_zh_cn/use/runtime.md index 36a5af6d4395251fb8ded2ad7bc032fb261baf90..2e2528b7a370c8128b7bcc88adf88699e5f85385 100644 --- a/lite/tutorials/source_zh_cn/use/runtime.md +++ b/lite/tutorials/source_zh_cn/use/runtime.md @@ -30,7 +30,7 @@ - + ## 概述 diff --git a/lite/tutorials/source_zh_cn/use/timeprofiler_tool.md b/lite/tutorials/source_zh_cn/use/timeprofiler_tool.md index 55baa3aee31fb0ab4aaa7596d96922d451105462..8453bbba5d53a47085aefe33f7f25c15c92a9933 100644 --- a/lite/tutorials/source_zh_cn/use/timeprofiler_tool.md +++ b/lite/tutorials/source_zh_cn/use/timeprofiler_tool.md @@ -10,7 +10,7 @@ - + ## 概述 @@ -20,9 +20,9 @@ TimeProfiler工具可以对MindSpore Lite模型网络层的前向推理进行耗 使用TimeProfiler工具，需要进行如下环境准备工作。 -- 编译：TimeProfiler工具代码在MindSpore源码的`mindspore/lite/tools/time_profiler`目录中，参考部署文档中的[环境要求](https://www.mindspore.cn/lite/tutorial/zh-CN/master/deploy.html#id2)和[编译示例](https://www.mindspore.cn/lite/tutorial/zh-CN/master/deploy.html#id5)，安装编译依赖基本项，并执行编译。 +- 编译：TimeProfiler工具代码在MindSpore源码的`mindspore/lite/tools/time_profiler`目录中，参考部署文档中的[环境要求](https://www.mindspore.cn/lite/tutorial/zh-CN/r0.7/deploy.html#id2)和[编译示例](https://www.mindspore.cn/lite/tutorial/zh-CN/r0.7/deploy.html#id5)，安装编译依赖基本项，并执行编译。 -- 运行：参考部署文档中的[输出件说明](https://www.mindspore.cn/lite/tutorial/zh-CN/master/deploy.html#id4)，获得`time_profiler`工具，并配置环境变量。 +- 运行：参考部署文档中的[输出件说明](https://www.mindspore.cn/lite/tutorial/zh-CN/r0.7/deploy.html#id4)，获得`time_profiler`工具，并配置环境变量。 ## 参数说明