diff --git a/docs/source_en/benchmark.md b/docs/source_en/benchmark.md
index 9ab4b2c157867518acd6ac1011706c795d64bc44..3b7324f9b237c46c059cd1ec1fb1f57562787110 100644
--- a/docs/source_en/benchmark.md
+++ b/docs/source_en/benchmark.md
@@ -16,7 +16,7 @@ For details about the MindSpore pre-trained model, see [Model Zoo](https://gitee
 |  |  |  |  | Ascend: 16 * Ascend 910 </br> 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/RN50v1.5#nvidia-dgx-2-16x-v100-32g).
+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).
 
 ### BERT
 
diff --git a/docs/source_en/network_list.md b/docs/source_en/network_list.md
index 0c9d6f88440de074bc8e8e2b6d2c1f10b1af6604..e4aca019b449cd0a8c69e563285235b55eabcab3 100644
--- a/docs/source_en/network_list.md
+++ b/docs/source_en/network_list.md
@@ -1,25 +1,27 @@
-# Network List
-
-<a href="https://gitee.com/mindspore/docs/tree/r0.5/docs/source_en/network_list.md" target="_blank"><img src="./_static/logo_source.png"></a>
-
-|  Domain | Sub Domain    | Network                                   | Ascend | GPU | CPU 
-|:------   |:------| :-----------                               |:------   |:------  |:-----
-|Computer Version (CV) | Image Classification  | [AlexNet](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/alexnet/src/alexnet.py)          |  Supported |  Supported | Doing
-| Computer Version (CV)  | Image Classification  | [GoogleNet](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/googlenet/src/googlenet.py)                                               |  Supported     | Doing | Doing
-| Computer Version (CV)  | Image Classification  | [LeNet](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/lenet/src/lenet.py)              |  Supported |  Supported | Supported
-| Computer Version (CV)  | Image Classification  | [ResNet-50](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/resnet/src/resnet.py)          |  Supported |  Supported | Doing
-|Computer Version (CV)  | Image Classification  | [ResNet-101](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/resnet/src/resnet.py)                                              |  Supported |Doing | Doing
-| Computer Version (CV)  | Image Classification  | [VGG16](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/vgg16/src/vgg.py)                |  Supported |  Doing | Doing
-| Computer Version (CV)  | Mobile Image Classification<br>Image Classification<br>Semantic Tegmentation  | [MobileNetV2](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/mobilenetv2/src/mobilenetV2.py)                                            |  Supported |  Supported | Doing
-| Computer Version (CV)  | Mobile Image Classification<br>Image Classification<br>Semantic Tegmentation  | [MobileNetV3](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/mobilenetv3/src/mobilenetV3.py)                                            |  Doing |  Supported | Doing
-|Computer Version (CV)  | Targets Detection  | [SSD](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/ssd/src/ssd.py)                   |  Supported |Doing | Doing
-| Computer Version (CV)  | Targets Detection  | [YoloV3](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/yolov3/src/yolov3.py)         |  Supported |  Doing | Doing
-| Computer Version (CV)  | Targets Detection  | [FasterRCNN](https://gitee.com/mindspore/mindspore/tree/r0.5/model_zoo/faster_rcnn/src/FasterRcnn)         |  Supported |  Doing | Doing
-| Computer Version (CV) | Semantic Segmentation  | [Deeplabv3](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/deeplabv3/src/deeplabv3.py)                                          |  Supported |  Doing | Doing
-| Natural Language Processing (NLP) | Natural Language Understanding  | [BERT](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/bert/src/bert_model.py)                                          |  Supported |  Doing | Doing
-| Natural Language Processing (NLP) | Natural Language Understanding  | [Transformer](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/Transformer/src/transformer_model.py)                                          |  Supported |  Doing | Doing
-| Natural Language Processing (NLP) | Natural Language Understanding  | [SentimentNet](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/lstm/src/lstm.py)                                          |  Doing |  Supported | Supported
-| Recommender | Recommender System, CTR prediction  | [DeepFM](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/deepfm/src/deepfm.py)                                          |  Supported |  Doing | Doing
-| Recommender | Recommender System, Search ranking  | [Wide&Deep](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/wide_and_deep/src/wide_and_deep.py)                                          |  Supported |  Doing | Doing
-| Graph Neural Networks（GNN）| Text Classification  | [GCN](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/gcn/src/gcn.py)                                          |  Supported |  Doing | Doing
-| Graph Neural Networks（GNN）| Text Classification  | [GAT](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/gat/src/gat.py)                                          |  Supported |  Doing | Doing
+# Network List
+
+<a href="https://gitee.com/mindspore/docs/tree/r0.5/docs/source_en/network_list.md" target="_blank"><img src="./_static/logo_source.png"></a>
+
+|  Domain | Sub Domain    | Network                                   | Ascend | GPU | CPU 
+|:------   |:------| :-----------                               |:------   |:------  |:-----
+|Computer Version (CV) | Image Classification  | [AlexNet](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/alexnet/src/alexnet.py)          |  Supported |  Supported | Doing
+| Computer Version (CV)  | Image Classification  | [GoogleNet](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/googlenet/src/googlenet.py)                                               |  Supported     | Doing | Doing
+| Computer Version (CV)  | Image Classification  | [LeNet](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/lenet/src/lenet.py)              |  Supported |  Supported | Supported
+| Computer Version (CV)  | Image Classification  | [ResNet-50](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/resnet/src/resnet.py)          |  Supported |  Supported | Doing
+|Computer Version (CV)  | Image Classification  | [ResNet-101](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/resnet/src/resnet.py)                                              |  Supported |Doing | Doing
+|Computer Version (CV)  | Image Classification  | [ResNext50](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/resnext50/src/image_classification.py)                                              |  Supported |Doing | Doing
+| Computer Version (CV)  | Image Classification  | [VGG16](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/vgg16/src/vgg.py)                |  Supported |  Doing | Doing
+| Computer Version (CV)  | Mobile Image Classification<br>Image Classification<br>Semantic Tegmentation  | [MobileNetV2](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/mobilenetv2/src/mobilenetV2.py)                                            |  Supported |  Supported | Doing
+| Computer Version (CV)  | Mobile Image Classification<br>Image Classification<br>Semantic Tegmentation  | [MobileNetV3](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/mobilenetv3/src/mobilenetV3.py)                                            |  Doing |  Supported | Doing
+|Computer Version (CV)  | Targets Detection  | [SSD](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/ssd/src/ssd.py)                   |  Supported |Doing | Doing
+| Computer Version (CV)  | Targets Detection  | [YoloV3](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/yolov3/src/yolov3.py)         |  Supported |  Doing | Doing
+| Computer Version (CV)  | Targets Detection  | [FasterRCNN](https://gitee.com/mindspore/mindspore/tree/r0.5/model_zoo/faster_rcnn/src/FasterRcnn)         |  Supported |  Doing | Doing
+| Computer Version (CV) | Semantic Segmentation  | [Deeplabv3](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/deeplabv3/src/deeplabv3.py)                                          |  Supported |  Doing | Doing
+| Natural Language Processing (NLP) | Natural Language Understanding  | [BERT](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/bert/src/bert_model.py)                                          |  Supported |  Doing | Doing
+| Natural Language Processing (NLP) | Natural Language Understanding  | [Transformer](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/Transformer/src/transformer_model.py)                                          |  Supported |  Doing | Doing
+| Natural Language Processing (NLP) | Natural Language Understanding  | [SentimentNet](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/lstm/src/lstm.py)                                          |  Doing |  Supported | Supported
+| Natural Language Processing (NLP) | Natural Language Understanding  | [MASS](https://gitee.com/mindspore/mindspore/tree/r0.5/model_zoo/mass/src/transformer)                                          |  Supported |  Doing | Doing
+| Recommender | Recommender System, CTR prediction  | [DeepFM](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/deepfm/src/deepfm.py)                                          |  Supported |  Doing | Doing
+| Recommender | Recommender System, Search ranking  | [Wide&Deep](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/wide_and_deep/src/wide_and_deep.py)                                          |  Supported |  Doing | Doing
+| Graph Neural Networks（GNN）| Text Classification  | [GCN](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/gcn/src/gcn.py)                                          |  Supported |  Doing | Doing
+| Graph Neural Networks（GNN）| Text Classification  | [GAT](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/gat/src/gat.py)                                          |  Supported |  Doing | Doing
diff --git a/docs/source_en/operator_list.md b/docs/source_en/operator_list.md
index cb7f8555c798653e9871d5a838c01bfb042a97fd..05acb05009167a4009a4a9b60aae22c5b05036da 100644
--- a/docs/source_en/operator_list.md
+++ b/docs/source_en/operator_list.md
@@ -49,9 +49,6 @@
 | [mindspore.nn.BatchNorm2d](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.BatchNorm2d)                                      |  Supported |  Supported | Doing |layer/normalization
 | [mindspore.nn.GroupNorm](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.GroupNorm)                                          |  Supported |  Doing | Doing |layer/normalization
 | [mindspore.nn.LayerNorm](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.LayerNorm)                                          |  Supported | Supported | Doing |layer/normalization
-| [mindspore.nn.MatrixDiag](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.MatrixDiag)                       |  Supported | Doing  | Doing | layer/normalization
-| [mindspore.nn.MatrixDiagPart](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.MatrixDiagPart)                       |  Supported | Doing  | Doing | layer/normalization
-| [mindspore.nn.MatrixSetDiag](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.MatrixSetDiag)                       |  Supported | Doing  | Doing | layer/normalization
 | [mindspore.nn.LinSpace](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.LinSpace)                       |  Supported | Doing  | Doing | layer/normalization
 | [mindspore.nn.MaxPool2d](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.MaxPool2d)                                          |  Supported |  Supported |   Supported |layer/pooling
 | [mindspore.nn.AvgPool2d](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.AvgPool2d)                                          |Doing |  Supported | Doing |layer/pooling
@@ -107,11 +104,8 @@
 | [mindspore.ops.operations.Sigmoid](https://www.mindspore.cn/api/en/r0.5/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/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Tanh)                                   |    Supported | Supported  |Doing | nn_ops
 | [mindspore.ops.operations.BatchNorm](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BatchNorm)                         |    Supported | Doing  |Doing | nn_ops
-| [mindspore.ops.operations.LRN](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LRN)                         |    Supported | Doing  |Doing | nn_ops
 | [mindspore.ops.operations.Conv2D](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Conv2D)                               |    Supported | Supported    |  Supported | nn_ops
 | [mindspore.ops.operations.DepthwiseConv2dNative](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DepthwiseConv2dNative) |  Supported | Doing  |Doing | nn_ops
-| [mindspore.ops.operations.DepthwiseConv2dNativeBackpropInput](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DepthwiseConv2dNativeBackpropInput) |  Supported | Doing  |Doing | nn_ops
-| [mindspore.ops.operations.DepthwiseConv2dNativeiBackpropFilter](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DepthwiseConv2dNativeBackpropFilter) |  Supported | Doing  |Doing | nn_ops
 | [mindspore.ops.operations.MaxPoolWithArgmax](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.MaxPoolWithArgmax)         |    Supported | Doing  |Doing | nn_ops
 | [mindspore.ops.operations.MaxPool](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.MaxPool)                             |    Supported | Supported    |  Supported | nn_ops
 | [mindspore.ops.operations.AvgPool](https://www.mindspore.cn/api/en/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AvgPool)                             |  Supported | Supported    |Doing | nn_ops
diff --git a/docs/source_zh_cn/benchmark.md b/docs/source_zh_cn/benchmark.md
index 02e3db37d23aeb640ce40fa2d106d9d65a5ca276..1cbedbf80b97b24eab66ac674dcddd5741a7e6f4 100644
--- a/docs/source_zh_cn/benchmark.md
+++ b/docs/source_zh_cn/benchmark.md
@@ -15,7 +15,7 @@
 |  |  |  |  | Ascend: 16 * Ascend 910 </br> 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/RN50v1.5#nvidia-dgx-2-16x-v100-32g)。
+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)。
 
 ### BERT
 
diff --git a/docs/source_zh_cn/network_list.md b/docs/source_zh_cn/network_list.md
index 5f2057f4272d2a6666e73850fcc6f0aae5d25584..6b242e0e5cf06f8bfdfe9d0277d71ee2e3a35ad9 100644
--- a/docs/source_zh_cn/network_list.md
+++ b/docs/source_zh_cn/network_list.md
@@ -1,25 +1,27 @@
-# 网络支持
-
-<a href="https://gitee.com/mindspore/docs/tree/r0.5/docs/source_zh_cn/network_list.md" target="_blank"><img src="./_static/logo_source.png"></a>
-
-|  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/r0.5/model_zoo/alexnet/src/alexnet.py)          |  Supported |  Supported | Doing
-| 计算机视觉（CV）  | 图像分类（Image Classification）  | [GoogleNet](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/googlenet/src/googlenet.py)                                               |  Supported     | Doing | Doing
-| 计算机视觉（CV）  | 图像分类（Image Classification）  | [LeNet](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/lenet/src/lenet.py)              |  Supported |  Supported | Supported
-| 计算机视觉（CV）  | 图像分类（Image Classification）  | [ResNet-50](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/resnet/src/resnet.py)          |  Supported |  Supported | Doing
-|计算机视觉（CV）  | 图像分类（Image Classification）  | [ResNet-101](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/resnet/src/resnet.py)                                              |  Supported |Doing | Doing
-| 计算机视觉（CV）  | 图像分类（Image Classification）  | [VGG16](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/vgg16/src/vgg.py)                |  Supported |  Doing | Doing
-| 计算机视觉（CV）  | 移动端图像分类（Mobile Image Classification）<br>目标检测（Image Classification）<br>语义分割（Semantic Tegmentation）  | [MobileNetV2](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/mobilenetv2/src/mobilenetV2.py)                                            |  Supported |  Supported | Doing
-| 计算机视觉（CV）  | 移动端图像分类（Mobile Image Classification）<br>目标检测（Image Classification）<br>语义分割（Semantic Tegmentation）  | [MobileNetV3](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/mobilenetv3/src/mobilenetV3.py)                                            |  Doing |  Supported | Doing
-|计算机视觉（CV）  | 目标检测（Targets Detection）  | [SSD](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/ssd/src/ssd.py)                   |  Supported |Doing | Doing
-| 计算机视觉（CV）  | 目标检测（Targets Detection）  | [YoloV3](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/yolov3/src/yolov3.py)         |  Supported |  Doing | Doing
-| 计算机视觉（CV）  | 目标检测（Targets Detection）  | [FasterRCNN](https://gitee.com/mindspore/mindspore/tree/r0.5/model_zoo/faster_rcnn/src/FasterRcnn)         |  Supported |  Doing | Doing
-| 计算机视觉（CV） | 语义分割（Semantic Segmentation）  | [Deeplabv3](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/deeplabv3/src/deeplabv3.py)                                       |  Supported |  Doing | Doing
-| 自然语言处理（NLP） | 自然语言理解（Natural Language Understanding）  | [BERT](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/bert/src/bert_model.py)                                          |  Supported |  Doing | Doing
-| 自然语言处理（NLP） | 自然语言理解（Natural Language Understanding）  | [Transformer](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/Transformer/src/transformer_model.py)                                          |  Supported |  Doing | Doing
-| 自然语言处理（NLP） | 自然语言理解（Natural Language Understanding）  | [SentimentNet](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/lstm/src/lstm.py)                                          |  Doing |  Supported | Supported
-| 推荐（Recommender） | 推荐系统、点击率预估（Recommender System, CTR prediction）  | [DeepFM](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/deepfm/src/deepfm.py)                                          |  Supported |  Doing | Doing
-| 推荐（Recommender） | 推荐系统、搜索、排序（Recommender System, Search ranking）  | [Wide&Deep](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/wide_and_deep/src/wide_and_deep.py)                                          |  Supported |  Doing | Doing
-| 图神经网络（GNN） | 文本分类（Text Classification）  | [GCN](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/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/tree/master/model_zoo/gat/src/gat.py)                                          |  Supported |  Doing | Doing
+# 网络支持
+
+<a href="https://gitee.com/mindspore/docs/tree/r0.5/docs/source_zh_cn/network_list.md" target="_blank"><img src="./_static/logo_source.png"></a>
+
+|  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/r0.5/model_zoo/alexnet/src/alexnet.py)          |  Supported |  Supported | Doing
+| 计算机视觉（CV）  | 图像分类（Image Classification）  | [GoogleNet](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/googlenet/src/googlenet.py)                                               |  Supported     | Doing | Doing
+| 计算机视觉（CV）  | 图像分类（Image Classification）  | [LeNet](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/lenet/src/lenet.py)              |  Supported |  Supported | Supported
+| 计算机视觉（CV）  | 图像分类（Image Classification）  | [ResNet-50](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/resnet/src/resnet.py)          |  Supported |  Supported | Doing
+|计算机视觉（CV）  | 图像分类（Image Classification）  | [ResNet-101](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/resnet/src/resnet.py)                                              |  Supported |Doing | Doing
+|计算机视觉（CV）  | 图像分类（Image Classification）  | [ResNext50](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/resnext50/src/image_classification.py)                                             |  Supported |Doing | Doing
+| 计算机视觉（CV）  | 图像分类（Image Classification）  | [VGG16](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/vgg16/src/vgg.py)                |  Supported |  Doing | Doing
+| 计算机视觉（CV）  | 移动端图像分类（Mobile Image Classification）<br>目标检测（Image Classification）<br>语义分割（Semantic Tegmentation）  | [MobileNetV2](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/mobilenetv2/src/mobilenetV2.py)                                            |  Supported |  Supported | Doing
+| 计算机视觉（CV）  | 移动端图像分类（Mobile Image Classification）<br>目标检测（Image Classification）<br>语义分割（Semantic Tegmentation）  | [MobileNetV3](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/mobilenetv3/src/mobilenetV3.py)                                            |  Doing |  Supported | Doing
+|计算机视觉（CV）  | 目标检测（Targets Detection）  | [SSD](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/ssd/src/ssd.py)                   |  Supported |Doing | Doing
+| 计算机视觉（CV）  | 目标检测（Targets Detection）  | [YoloV3](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/yolov3/src/yolov3.py)         |  Supported |  Doing | Doing
+| 计算机视觉（CV）  | 目标检测（Targets Detection）  | [FasterRCNN](https://gitee.com/mindspore/mindspore/tree/r0.5/model_zoo/faster_rcnn/src/FasterRcnn)         |  Supported |  Doing | Doing
+| 计算机视觉（CV） | 语义分割（Semantic Segmentation）  | [Deeplabv3](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/deeplabv3/src/deeplabv3.py)                                       |  Supported |  Doing | Doing
+| 自然语言处理（NLP） | 自然语言理解（Natural Language Understanding）  | [BERT](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/bert/src/bert_model.py)                                          |  Supported |  Doing | Doing
+| 自然语言处理（NLP） | 自然语言理解（Natural Language Understanding）  | [Transformer](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/Transformer/src/transformer_model.py)                                          |  Supported |  Doing | Doing
+| 自然语言处理（NLP） | 自然语言理解（Natural Language Understanding）  | [SentimentNet](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/lstm/src/lstm.py)                                          |  Doing |  Supported | Supported
+| 推荐（Recommender） | 推荐系统、点击率预估（Recommender System, CTR prediction）  | [DeepFM](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/deepfm/src/deepfm.py)                                          |  Supported |  Doing | Doing
+| 自然语言处理（NLP） | 自然语言理解（Natural Language Understanding）  | [MASS](https://gitee.com/mindspore/mindspore/tree/r0.5/model_zoo/mass/src/transformer)                                          |  Supported |  Doing | Doing
+| 推荐（Recommender） | 推荐系统、搜索、排序（Recommender System, Search ranking）  | [Wide&Deep](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/wide_and_deep/src/wide_and_deep.py)                                          |  Supported |  Doing | Doing
+| 图神经网络（GNN） | 文本分类（Text Classification）  | [GCN](https://gitee.com/mindspore/mindspore/blob/r0.5/model_zoo/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/r0.5/model_zoo/gat/src/gat.py)                                          |  Supported |  Doing | Doing
diff --git a/docs/source_zh_cn/operator_list.md b/docs/source_zh_cn/operator_list.md
index d0fdb4808593938d1e3f812ebd25b9afa4ebe444..175ad117e3871152732ac02993998930037764f7 100644
--- a/docs/source_zh_cn/operator_list.md
+++ b/docs/source_zh_cn/operator_list.md
@@ -49,9 +49,6 @@
 | [mindspore.nn.BatchNorm2d](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.BatchNorm2d)                                      |  Supported |  Supported | Doing |layer/normalization
 | [mindspore.nn.GroupNorm](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.GroupNorm)                                          |  Supported |  Doing | Doing |layer/normalization
 | [mindspore.nn.LayerNorm](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.LayerNorm)                                          |  Supported | Supported | Doing |layer/normalization
-| [mindspore.nn.MatrixDiag](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.MatrixDiag)                       |  Supported | Doing  | Doing | layer/normalization
-| [mindspore.nn.MatrixDiagPart](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.MatrixDiagPart)                       |  Supported | Doing  | Doing | layer/normalization
-| [mindspore.nn.MatrixSetDiag](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.MatrixSetDiag)                       |  Supported | Doing  | Doing | layer/normalization
 | [mindspore.nn.LinSpace](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.LinSpace)                       |  Supported | Doing  | Doing | layer/normalization
 | [mindspore.nn.MaxPool2d](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.MaxPool2d)                                          |  Supported |  Supported |   Supported |layer/pooling
 | [mindspore.nn.AvgPool2d](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.nn.html#mindspore.nn.AvgPool2d)                                          |Doing |  Supported | Doing |layer/pooling
@@ -107,11 +104,8 @@
 | [mindspore.ops.operations.Sigmoid](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Sigmoid)                             |    Supported | Supported  |Doing | nn_ops
 | [mindspore.ops.operations.Tanh](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Tanh)                                   |    Supported | Supported  |Doing | nn_ops
 | [mindspore.ops.operations.BatchNorm](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.BatchNorm)                         |    Supported | Doing  |Doing | nn_ops
-| [mindspore.ops.operations.LRN](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.LRN)                         |    Supported | Doing  |Doing | nn_ops
 | [mindspore.ops.operations.Conv2D](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.Conv2D)                               |    Supported | Supported    |  Supported | nn_ops
 | [mindspore.ops.operations.DepthwiseConv2dNative](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DepthwiseConv2dNative) |  Supported | Doing  |Doing | nn_ops
-| [mindspore.ops.operations.DepthwiseConv2dNativeBackpropInput](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DepthwiseConv2dNativeBackpropInput) |  Supported | Doing  |Doing | nn_ops
-| [mindspore.ops.operations.DepthwiseConv2dNativeiBackpropFilter](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.DepthwiseConv2dNativeBackpropFilter) |  Supported | Doing  |Doing | nn_ops
 | [mindspore.ops.operations.MaxPoolWithArgmax](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.MaxPoolWithArgmax)         |    Supported | Doing  |Doing | nn_ops
 | [mindspore.ops.operations.MaxPool](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.MaxPool)                             |    Supported | Supported    |  Supported | nn_ops
 | [mindspore.ops.operations.AvgPool](https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.ops.operations.html#mindspore.ops.operations.AvgPool)                             |  Supported | Supported    |Doing | nn_ops
diff --git a/resource/faq/FAQ_en.md b/resource/faq/FAQ_en.md
index d2c66f32ef9569d9497c050d75f78ab63b80ad76..90030319c36ec21245b99fe2e80faf1afd7dbe4b 100644
--- a/resource/faq/FAQ_en.md
+++ b/resource/faq/FAQ_en.md
@@ -98,7 +98,7 @@ A: Currently, you can try out MindSpore through Docker images on laptops or in e
 
 Q: Does MindSpore support Windows 10?
 
-A: The MindSpore CPU version can be installed on Windows 10. For details about the installation procedure, see tutorials on the [MindSpore official website](https://www.mindspore.cn/tutorial/en/r0.5/advanced_use/mindspore_cpu_win_install.html).
+A: The MindSpore CPU version can be installed on Windows 10.
 
 ### Programming Language
 
diff --git a/resource/faq/FAQ_zh_cn.md b/resource/faq/FAQ_zh_cn.md
index ae58ffd522c94adde5ad8e29ea3d28afe6fdbdad..fcb45ecd3800e023c3b6a9028556fc9cb717a8f7 100644
--- a/resource/faq/FAQ_zh_cn.md
+++ b/resource/faq/FAQ_zh_cn.md
@@ -97,7 +97,7 @@ A：目前笔记本电脑或者有GPU的环境，都可以通过Docker镜像来
 
 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/r0.5/advanced_use/mindspore_cpu_win_install.html)。
+A：MindSpore CPU版本已经支持在Windows 10系统中安装。
 
 ### 编程语言扩展
 
diff --git a/tutorials/notebook/mindinsight/mindinsight_model_lineage_and_data_lineage.ipynb b/tutorials/notebook/mindinsight/mindinsight_model_lineage_and_data_lineage.ipynb
index 2d98c64623b94002380bfa9bce94aa646d43704f..7f688b8ba1171cce8d161fa72eedbc7c2e4b9b88 100644
--- a/tutorials/notebook/mindinsight/mindinsight_model_lineage_and_data_lineage.ipynb
+++ b/tutorials/notebook/mindinsight/mindinsight_model_lineage_and_data_lineage.ipynb
@@ -43,7 +43,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "本次体验将使用快速入门案例作为基础用例，将MindInsight的模型溯源和数据溯源的数据记录功能加入到案例中，快速入门案例的源码请参考：https://gitee.com/mindspore/docs/blob/master/tutorials/tutorial_code/lenet.py 。"
+    "本次体验将使用快速入门案例作为基础用例，将MindInsight的模型溯源和数据溯源的数据记录功能加入到案例中，快速入门案例的源码请参考：https://gitee.com/mindspore/docs/blob/r0.5/tutorials/tutorial_code/lenet.py 。"
    ]
   },
   {
@@ -410,7 +410,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "初始化`SummaryCollector`，使用`collect_specified_data`控制需要记录的数据，我们这里只需要记录模型溯源和数据溯源，所以将`collect_train_lineage`和`collect_eval_lineage`参数设置成`True`,其他的参数使用`keep_default_action`设置成`False`，SummaryCollector能够记录哪些数据，请参考官网：https://www.mindspore.cn/api/zh-CN/master/api/python/mindspore/mindspore.train.html?highlight=collector#mindspore.train.callback.SummaryCollector 。"
+    "初始化`SummaryCollector`，使用`collect_specified_data`控制需要记录的数据，我们这里只需要记录模型溯源和数据溯源，所以将`collect_train_lineage`和`collect_eval_lineage`参数设置成`True`,其他的参数使用`keep_default_action`设置成`False`，SummaryCollector能够记录哪些数据，请参考官网：<https://www.mindspore.cn/api/zh-CN/r0.5/api/python/mindspore/mindspore.train.html#mindspore.train.callback.SummaryCollector> 。"
    ]
   },
   {
@@ -460,7 +460,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "这里主要展示如何启用及关闭MindInsight，更多的命令集信息，请参考MindSpore官方网站：https://www.mindspore.cn/tutorial/zh-CN/master/advanced_use/visualization_tutorials.html 。"
+    "这里主要展示如何启用及关闭MindInsight，更多的命令集信息，请参考MindSpore官方网站：https://www.mindspore.cn/tutorial/zh-CN/r0.5/advanced_use/visualization_tutorials.html 。"
    ]
   },
   {
diff --git a/tutorials/source_en/advanced_use/mindinsight_commands.md b/tutorials/source_en/advanced_use/mindinsight_commands.md
index a293747f445bb066b4da2ede1b38f582e47eddaf..4f955623d1449b104a48fd2d1e1c53e9e266fcfc 100644
--- a/tutorials/source_en/advanced_use/mindinsight_commands.md
+++ b/tutorials/source_en/advanced_use/mindinsight_commands.md
@@ -1,5 +1,7 @@
 # MindInsight Commands
 
+<a href="https://gitee.com/mindspore/docs/blob/r0.5/tutorials/source_en/advanced_use/mindinsight_commands.md" target="_blank"><img src="../_static/logo_source.png"></a>
+
 1. View the command help information.
 
     ```shell
diff --git a/tutorials/source_en/use/data_preparation/data_processing_and_augmentation.md b/tutorials/source_en/use/data_preparation/data_processing_and_augmentation.md
index 6fa0aec89dd5ae9478ee90f86d3ef352b1ebbca6..55a0bfc53845ed69d709f518d5e6f8670e0d4125 100644
--- a/tutorials/source_en/use/data_preparation/data_processing_and_augmentation.md
+++ b/tutorials/source_en/use/data_preparation/data_processing_and_augmentation.md
@@ -229,6 +229,9 @@ The code output is as follows. Data values in each row of the dataset `ds2` is m
 ```
 ### zip
 MindSpore provides the `zip` function to combine multiple datasets into one dataset.
+
+![avatar](../images/zip.png)
+
 > If the column names in the two datasets are the same, the two datasets are not combined. Therefore, pay attention to column names.  
 > If the number of rows in the two datasets is different, the number of rows after combination is the same as the smaller number.
 ```python
diff --git a/tutorials/source_zh_cn/advanced_use/mindinsight_commands.md b/tutorials/source_zh_cn/advanced_use/mindinsight_commands.md
index 49e70f303dda58f71f76b103f78c7ca1ddfe1e22..5635ee074efdcf4f93e81d519bbd88746166acef 100644
--- a/tutorials/source_zh_cn/advanced_use/mindinsight_commands.md
+++ b/tutorials/source_zh_cn/advanced_use/mindinsight_commands.md
@@ -1,5 +1,7 @@
 # MindInsight相关命令
 
+<a href="https://gitee.com/mindspore/docs/blob/r0.5/tutorials/source_zh_cn/advanced_use/mindinsight_commands.md" target="_blank"><img src="../_static/logo_source.png"></a>
+
 1. 查看命令帮助信息
 
     ```shell
diff --git a/tutorials/source_zh_cn/use/data_preparation/data_processing_and_augmentation.md b/tutorials/source_zh_cn/use/data_preparation/data_processing_and_augmentation.md
index a5537f1e96a110c002998e721867e33da0ea6967..746957f6cb6b2771f32948b719940e0f513967e8 100644
--- a/tutorials/source_zh_cn/use/data_preparation/data_processing_and_augmentation.md
+++ b/tutorials/source_zh_cn/use/data_preparation/data_processing_and_augmentation.md
@@ -228,6 +228,9 @@ for data in ds2.create_dict_iterator():
 ```
 ### zip
 MindSpore提供`zip`函数，可将多个数据集合并成1个数据集。
+
+![avatar](../images/zip.png)
+
 > 如果两个数据集的列名相同，则不会合并，请注意列的命名。  
 > 如果两个数据集的行数不同，合并后的行数将和较小行数保持一致。
 ```python