# models

**Repository Path**: linqingke/models

## Basic Information

- **Project Name**: models
- **Description**: No description available
- **Primary Language**: Unknown
- **License**: Apache-2.0
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 1454
- **Created**: 2021-09-16
- **Last Updated**: 2024-04-07

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# ![MindSpore Logo](https://www.mindspore.cn/static/img/logo_black.6a5c850d.png)

## 欢迎来到MindSpore ModelZoo

为了让开发者更好地体验MindSpore框架优势，我们将陆续增加更多的典型网络和相关预训练模型。如果您对ModelZoo有任何需求，请通过[Gitee](https://gitee.com/mindspore/mindspore/issues)或[MindSpore](https://bbs.huaweicloud.com/forum/forum-1076-1.html)与我们联系，我们将及时处理。

- 使用最新MindSpore API的SOTA模型

- MindSpore优势

- 官方维护和支持

## 目录

- [官方](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official)
    - [计算机视觉](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/cv)
        - [图像分类](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/cv)
            - [DenseNet](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/cv/densenet/README.md)
            - [GoogleNet](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/cv/googlenet/README.md)
            - [ResNet-50[基准]](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/cv/resnet/README.md)
            - [ResNet50_Quant](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/official/cv/resnet50_quant/README.md)
            - [ResNet-101](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/cv/resnet/README.md)
            - [ResNeXt-50](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/cv/resnext/README_CN.md)
            - [VGG16](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/cv/vgg16/README.md)
            - [AlexNet](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/cv/alexnet/README.md)
            - [LeNet](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/cv/lenet/README.md)
            - [LeNet_Quant](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/cv/lenet_quant/Readme.md)
            - [MobileNetV2](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/cv/mobilenetv2/README.md)
            - [MobileNetV2_Quant](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/cv/mobilenetv2_quant/Readme.md)
            - [MobileNetV3](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/cv/mobilenetv3/Readme.md)
            - [InceptionV3](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/cv/inceptionv3/README.md)
            - [InceptionV4](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/cv/inceptionv4/README.md)
        - [目标检测与分割](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/cv)
            - [DeepLabV3](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/cv/deeplabv3/README.md)
            - [Faster R-CNN](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/cv/faster_rcnn/README.md)
            - [YoloV3-DarkNet53](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/cv/yolov3_darknet53/README.md)
            - [YoloV3-ResNet18](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/cv/yolov3_resnet18/README.md)
            - [Mask R-CNN](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/cv/maskrcnn/README.md)
            - [U-Net](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/cv/unet/README.md)
            - [SSD](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/cv/ssd/README.md)
            - [Warp-CTC](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/cv/warpctc/README.md)
            - [RetinaFace-ResNet50](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/cv/retinaface_resnet50/README.md)
        - [关键点检测](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/cv)
            - [OpenPose](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/cv/openpose/README.md)

    - [自然语言处理](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/nlp)
        - [BERT[基准]](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/nlp/bert/README.md)
        - [TinyBERT](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/nlp/tinybert/README.md)
        - [GNMT V2](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/nlp/gnmt_v2/README.md)
        - [FastText](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/nlp/fasttext/README.md)
        - [LSTM](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/nlp/lstm/README.md)
        - [MASS](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/nlp/mass/README.md)
        - [Transformer](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/nlp/transformer/README.md)
        - [CPM](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/nlp/cpm/README.md)
    - [推荐系统](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/recommend)
        - [DeepFM](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/recommend/deepfm/README.md)
        - [NAML](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/recommend/naml/README.md)
        - [Wide&Deep[基准]](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/recommend/wide_and_deep/README.md)
    - [图神经网络](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/gnn)
        - [BGCF](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/gnn/bgcf/README.md)
        - [GAT](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/gnn/gat/README.md)
        - [GCN](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/official/gnn/gcn//README.md)

- [研究](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/research)
    - [计算机视觉](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/research/cv)
        - [GhostNet_Quant](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/research/cv/ghostnet_quant/Readme.md)
        - [SSD_GhostNet](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/research/cv/ssd_ghostnet/README.md)
        - [TinyNet](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/research/cv/tinynet/README.md)
        - [CycleGAN](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/research/cv/CycleGAN/README.md)
        - [人脸属性](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/research/cv/FaceAttribute/README.md)
        - [人脸检测](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/research/cv/FaceDetection/README.md)
        - [人脸图像质量评估](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/research/cv/FaceQualityAssessment/README.md)
        - [人脸识别跟踪](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/research/cv/FaceRecognitionForTracking/README.md)
        - [人脸识别](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/research/cv/FaceRecognition/README.md)
        - [CenterNet](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/research/cv/centernet/README.md)
    - [自然语言处理](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/research/nlp)
        - [DS-CNN](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/research/nlp/dscnn/README.md)
    - [推荐系统](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/research/recommend)
        - [AutoDis](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/research/recommend/autodis/README.md)
    - [语音](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/research/audio)
        - [FCN-4](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/research/audio/fcn-4/README.md)
        - [DeepSpeech2](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/research/audio/deepspeech2/README.md)
        - [Wavenet](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/research/audio/wavenet/README.md)
    - [高性能计算](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/research/hpc)
        - [GOMO](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/research/hpc/ocean_model/README.md)
        - [分子动力学](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/research/hpc/molecular_dynamics/README.md)
        - [SPONGE](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/research/hpc/sponge/README.md)
        - [PINNs](https://gitee.com/mindspore/mindspore/blob/master/model_zoo/research/hpc/pinns/README.md)
- [社区](https://gitee.com/mindspore/mindspore/tree/master/model_zoo/community)

## 公告

### 2021.9.15 `models`独立建仓

`models`仓库由原[mindspore仓库](https://gitee.com/mindspore/mindspore)的model_zoo目录独立分离而来，新仓库不继承历史commit记录，如果需要查找历史提2021.9.15之前的提交，请到mindspore仓库进行查询。

## 关联站点

这里是MindSpore框架提供的可以运行于包括Ascend/GPU/CPU/移动设备等多种设备的模型库。

相应的专属于Ascend平台的多框架模型可以参考[昇腾ModelZoo](https://hiascend.com/software/modelzoo)以及对应的[代码仓](https://gitee.com/ascend/modelzoo)。

## 免责声明

MindSpore仅提供下载和预处理公共数据集的脚本。我们不拥有这些数据集，也不对它们的质量负责或维护。请确保您具有在数据集许可下使用该数据集的权限。在这些数据集上训练的模型仅用于非商业研究和教学目的。

致数据集拥有者：如果您不希望将数据集包含在MindSpore中，或者希望以任何方式对其进行更新，我们将根据要求删除或更新所有公共内容。请通过GitHub或Gitee与我们联系。非常感谢您对这个社区的理解和贡献。

MindSpore已获得Apache 2.0许可，请参见LICENSE文件。

## 许可证

[Apache 2.0许可证](https://gitee.com/mindspore/mindspore/blob/master/LICENSE)

## FAQ

- **Q: 使用`PYNATIVE_MODE`运行模型出现错误内存不足，例如*Failed to alloc memory pool memory*, 该怎么处理?**

  **A**: `PYNATIVE_MODE`通常比`GRAPH_MODE`使用更多内存，尤其是在需要进行反向传播计算的训练图中，你可以尝试使用一些更小的batch size.

- **Q: 一些网络运行中报错接口不存在，例如cannot import，该怎么处理?**

  **A**: 优先检查一下获取网络脚本的分支，与所使用的的MindSpore版本是否一致，部分新分支中的模型脚本会使用一些新版本MindSpore才支持的借口，从而在使用老版本MindSpore时会发生报错.