update README.md

README.md

@@ -12,17 +12,17 @@ PaddleX是基于飞桨核心框架、开发套件和工具组件的深度学习
 ## 特点
 
 - **全流程打通** 
-  - 数据准备：支持LabelMe，精灵标注等主流数据标注工具协议，同时无缝集成[EasyData智能数据服务平台](https://ai.baidu.com/easydata/), 助力开发者高效获取AI开发所需高质量数据。
-  - 模型训练：基于飞桨核心框架集成[PaddleClas](https://github.com/PaddlePaddle/PaddleClas), [PaddleDetection](https://github.com/PaddlePaddle/PaddleDetection), [PaddleSeg](https://github.com/PaddlePaddle/PaddleSeg)视觉开发套件，[VisualDL](https://github.com/PaddlePaddle/VisualDL)可视化分析组件，高效完成模型训练。
-  - 多端部署：内置[PaddleSlim](https://github.com/PaddlePaddle/PaddleSlim)模型压缩工具和AES模型加密SDK，结合Paddle Inference和[Paddle Lite](https://github.com/PaddlePaddle/Paddle-Lite)便捷完成高性能且可靠的多端部署。
+  - 数据准备：支持[EasyData智能数据服务平台](https://ai.baidu.com/easydata/)数据协议，通过平台便捷完成智能标注,低质数据清洗工作, 同时兼容主流标注工具协议, 助力开发者更快完成数据准备工作。
+  - 模型训练：集成[PaddleClas](https://github.com/PaddlePaddle/PaddleClas), [PaddleDetection](https://github.com/PaddlePaddle/PaddleDetection), [PaddleSeg](https://github.com/PaddlePaddle/PaddleSeg)视觉开发套件，丰富地高质量预训练模型，更快实现工业级模型训练。
+  - 模型优化：内置模型可解释性模块、[VisualDL](https://github.com/PaddlePaddle/VisualDL)可视化分析组件, 提供丰富的信息更好地理解模型，优化模型。
+  - 多端部署：内置[PaddleSlim](https://github.com/PaddlePaddle/PaddleSlim)模型压缩工具和AES模型加密SDK，结合Paddle Inference或[Paddle Lite](https://github.com/PaddlePaddle/Paddle-Lite)便捷完成高性能的多端安全部署。
 
 - **融合产业实践** 
   - 精选飞桨产业实践的成熟模型结构，开放案例实践教程，加速开发者产业落地。
-  - 通过[PaddleHub](https://github.com/PaddlePaddle/Paddle)内置丰富的飞桨高质量预训练模型，助力开发者高效实现飞桨Master模式。
 
 - **易用易集成**
-  - PadldeX提供简洁易用的全流程API，几行代码即可实现上百种数据增强、模型可解释性、C++模型部署等功能。
-  - 提供以PaddleX API为核心集成的跨平台GUI界面，降低深度学习全流程应用门槛。
+  - 统一易用的全流程API，5步完成模型训练，10行代码实现Python/C++高性能部署。
+  - 提供以PaddleX为核心集成的跨平台可视化开发工具PaddleX-GUI，快速体验飞桨深度学习全流程。
 
 
 ## 安装
@@ -31,7 +31,7 @@ PaddleX提供两种开发模式，满足不同场景和用户需求：
 
 - **Python开发模式：** 通过Python API方式完成全流程使用或集成，该模型提供全面、灵活、开放的深度学习功能，有更高的定制化空间。
 
-- **GUI开发模式：** 以PaddleX API为核心集成的跨平台GUI客户端，支持`Python开发模式`下的常用功能，以更低门槛的方式快速完成产业验证的模型训练。
+- **GUI开发模式：** PaddleX-GUI支持`Python开发模式`下的常用功能，以更低门槛的方式快速完成产业验证的模型训练。
 
 开发者可根据自身需要按需选择不同的模式进行安装使用。
 

paddlex/cls.py

-# copyright (c) 2020 PaddlePaddle Authors. All Rights Reserve.
+# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserve.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.

paddlex/command.py

+# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserve.
+# 
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+# 
+#     http://www.apache.org/licenses/LICENSE-2.0
+# 
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
 from six import text_type as _text_type
 import argparse
 import sys

paddlex/convertor.py

-#copyright (c) 2020 PaddlePaddle Authors. All Rights Reserve.
+# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserve.
 # 
-#Licensed under the Apache License, Version 2.0 (the "License");
-#you may not use this file except in compliance with the License.
-#You may obtain a copy of the License at
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
 # 
 #     http://www.apache.org/licenses/LICENSE-2.0
 # 
-#Unless required by applicable law or agreed to in writing, software
-#distributed under the License is distributed on an "AS IS" BASIS,
-#WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-#See the License for the specific language governing permissions and
-#limitations under the License.
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
 
 from __future__ import absolute_import
 import paddle.fluid as fluid

tutorials/compress/classification/cal_sensitivities_file.py

-#copyright (c) 2020 PaddlePaddle Authors. All Rights Reserve.
+# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserve.
 # 
-#Licensed under the Apache License, Version 2.0 (the "License");
-#you may not use this file except in compliance with the License.
-#You may obtain a copy of the License at
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
 # 
 #     http://www.apache.org/licenses/LICENSE-2.0
 # 
-#Unless required by applicable law or agreed to in writing, software
-#distributed under the License is distributed on an "AS IS" BASIS,
-#WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-#See the License for the specific language governing permissions and
-#limitations under the License.
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
 
 import argparse
 import os

tutorials/compress/classification/mobilenetv2.py

-#copyright (c) 2020 PaddlePaddle Authors. All Rights Reserve.
+# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserve.
 # 
-#Licensed under the Apache License, Version 2.0 (the "License");
-#you may not use this file except in compliance with the License.
-#You may obtain a copy of the License at
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
 # 
 #     http://www.apache.org/licenses/LICENSE-2.0
 # 
-#Unless required by applicable law or agreed to in writing, software
-#distributed under the License is distributed on an "AS IS" BASIS,
-#WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-#See the License for the specific language governing permissions and
-#limitations under the License.
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
 
 import argparse
 import os