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前往新版Gitcode，体验更适合开发者的 AI 搜索 >>
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87a73f2d
编写于
11月 10, 2021
作者:
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huangjianhui
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11月 10, 2021
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# Model Zoo
# Model Zoo
本页面展示了Paddle Serving目前支持的预训练模型以及下载链接
本页面展示了Paddle Serving目前支持的预训练模型以及下载链接
若您想为Paddle Serving提供新的模型，可通过
[
pull reques
e
](
https://github.com/PaddlePaddle/Serving/pulls
)
提交PR
若您想为Paddle Serving提供新的模型，可通过
[
pull reques
t
](
https://github.com/PaddlePaddle/Serving/pulls
)
提交PR
*特别感谢[PadddlePaddle 全链条](https://www.paddlepaddle.org.cn/wholechain)以及[PaddleHub](https://www.paddlepaddle.org.cn/hub)为Paddle Serving提供的部分预训练模型*
特别感谢
[
Padddle wholechain
](
https://www.paddlepaddle.org.cn/wholechain
)
以及
[
PaddleHub
](
https://www.paddlepaddle.org.cn/hub
)
为Paddle Serving提供的部分预训练模型
| Model | Type | Dataset | Size | Download | Sample Input| Model mode |
| 模型 | 类型 | 部署方式 | 下载 | 服务端启动方式 |
| --- | --- | --- | --- | --- | --- | --- |
| --- | --- | --- | ---- | --- |
| ResNet V2 50 | PaddleClas | ImageNet | 90.78 MB |
[
.tar.gz
](
https://paddle-serving.bj.bcebos.com/paddle_hub_models/image/ImageClassification/resnet_v2_50_imagenet.tar.gz
)
|
[
daisy.jpg
](
../examples/PaddleClas/resnet_v2_50/daisy.jpg
)
|Eager|
| resnet_v2_50_imagenet | PaddleClas |
[
单模型
](
../examples/PaddleClas/resnet_v2_50
)
|
[
.tar.gz
](
https://paddle-serving.bj.bcebos.com/paddle_hub_models/image/ImageClassification/resnet_v2_50_imagenet.tar.gz
)
|C++|
| MobileNet_v2 | PaddleClas | ImageNet | 8.06 MB |
[
.tar.gz
](
https://paddle-serving.bj.bcebos.com/paddle_hub_models/image/ImageClassification/mobilenet_v2_imagenet.tar.gz
)
|
[
daisy.jpg
](
../examples/PaddleClas/mobilenet/daisy.jpg
)
|Eager|
| mobilenet_v2_imagenet | PaddleClas |
[
单模型
](
../examples/PaddleClas/mobilenet
)
|
[
.tar.gz
](
https://paddle-serving.bj.bcebos.com/paddle_hub_models/image/ImageClassification/mobilenet_v2_imagenet.tar.gz
)
|C++|
| Bert | PaddleNLP | zhwiki | 361.96 MB |
[
.tar.gz
](
https://paddle-serving.bj.bcebos.com/paddle_hub_models/text/SemanticModel/bert_chinese_L-12_H-768_A-12.tar.gz
)
|
[
data-c.txt
](
../examples/PaddleNLP/data-c.txt
)
|Eager|
| resnet50_vd | PaddleClas |
[
单模型
](
../examples/PaddleClas/imagenet
)
/
[
多模型
](
../examples/pipeline/imagenet
)
|
[
.tar.gz
](
https://paddle-serving.bj.bcebos.com/imagenet-example/ResNet50_vd.tar.gz
)
|python, C++|
| Senta | PaddleNLP | Baidu | 578.37 MB |
[
.tar.gz
](
https://paddle-serving.bj.bcebos.com/paddle_hub_models/text/SentimentAnalysis/senta_bilstm.tar.gz
)
| |Eager|
| bert_chinese_L-12_H-768_A-12 | PaddleNLP |
[
单模型
](
../examples/PaddleNLP/bert
)
/
[
多模型
](
../examples/pipeline/bert
)
|
[
.tar.gz
](
https://paddle-serving.bj.bcebos.com/paddle_hub_models/text/SemanticModel/bert_chinese_L-12_H-768_A-12.tar.gz
)
|python, C++|
| Lac | PaddleNLP | Baidu | 11.38 MB |
[
.tar.gz
](
https://paddle-serving.bj.bcebos.com/paddle_hub_models/text/LexicalAnalysis/lac.tar.gz
)
| |Eager|
| senta_bilstm | PaddleNLP |
[
单模型
](
../examples/PaddleNLP/senta
)
|
[
.tar.gz
](
https://paddle-serving.bj.bcebos.com/paddle_hub_models/text/SentimentAnalysis/senta_bilstm.tar.gz
)
|C++|
| Criteo Ctr | PaddleRec | | 36.72 MB |
[
.tar.gz
](
https://paddle-serving.bj.bcebos.com/criteo_ctr_example/criteo_ctr_demo_model.tar.gz
)
|
[
ctr_data.tar.gz
](
https://paddle-serving.bj.bcebos.com/data/ctr_prediction/ctr_data.tar.gz
)
|Eager|
| lac | PaddleNLP |
[
单模型
](
../examples/PaddleNLP/lac
)
|
[
.tar.gz
](
https://paddle-serving.bj.bcebos.com/paddle_hub_models/text/LexicalAnalysis/lac.tar.gz
)
|C++|
| Criteo Ctr With Cube | PaddleRec | | 41.68 MB |
[
.tar.gz
](
https://paddle-serving.bj.bcebos.com/unittest/ctr_cube_unittest.tar.gz
)
|
[
ctr_data.tar.gz
](
https://paddle-serving.bj.bcebos.com/data/ctr_prediction/ctr_data.tar.gz
)
|Eager|
| criteo_ctr | PaddleRec |
[
单模型
](
../examples/PaddleRec/criteo_ctr
)
|
[
.tar.gz
](
https://paddle-serving.bj.bcebos.com/criteo_ctr_example/criteo_ctr_demo_model.tar.gz
)
| C++ |
| BlazeFace | PaddleDetection | WIDER-FACE | 1.40 MB |
[
.tar.gz
](
https://paddle-serving.bj.bcebos.com/paddle_hub_models/image/ObjectDetection/blazeface.tar.gz
)
|
[
test.jpg
](
../examples/PaddleDetection/blazeface
)
|Eager|
| criteo_ctr_with_cube | PaddleRec |
[
单模型
](
../examples/PaddleRec/criteo_ctr_with_cube
)
|
[
.tar.gz
](
https://paddle-serving.bj.bcebos.com/unittest/ctr_cube_unittest.tar.gz
)
|C++|
| Cascade RCNN | PaddleDetection | ImageNet | 255.58 MB |
[
.tar.gz
](
https://paddle-serving.bj.bcebos.com/pddet_demo/cascade_mask_rcnn_r50_vd_fpn_ssld_2x_coco_serving.tar.gz
)
|
[
000000570688.jpg
](
../examples/PaddleDetection/cascade_rcnn/000000570688.jpg
)
|Eager|
| blazeface | PaddleDetection |
[
单模型
](
../examples/PaddleDetection/blazeface
)
|
[
.tar.gz
](
https://paddle-serving.bj.bcebos.com/paddle_hub_models/image/ObjectDetection/blazeface.tar.gz
)
|C++|
| Yolov4 | PaddleDetection | ImageNet | 228.38 MB |
[
.tar.gz
](
https://paddle-serving.bj.bcebos.com/paddle_hub_models/image/ObjectDetection/yolov4.tar.gz
)
|
[
000000570688.jpg
](
../examples/PaddleDetection/yolov4/000000570688.jpg
)
|Eager|
| cascade_mask_rcnn_r50_vd_fpn_ssld_2x_coco_serving | PaddleDetection |
[
单模型
](
../examples/PaddleDetection/cascade_rcnn
)
|
[
.tar.gz
](
https://paddle-serving.bj.bcebos.com/pddet_demo/cascade_mask_rcnn_r50_vd_fpn_ssld_2x_coco_serving.tar.gz
)
|C++|
| Faster RCNN HRNetv2p w18 1x | PaddleDetection | ImageNet | 97.57 MB |
[
.tar.gz
](
https://paddle-serving.bj.bcebos.com/pddet_demo/faster_rcnn_hrnetv2p_w18_1x.tar.gz
)
|
[
000000570688.jpg
](
../examples/PaddleDetection/faster_rcnn_hrnetv2p_w18_1x/000000570688.jpg
)
|Eager|
| yolov4 | PaddleDetection |
[
单模型
](
../examples/PaddleDetection/yolov4
)
|
[
.tar.gz
](
https://paddle-serving.bj.bcebos.com/paddle_hub_models/image/ObjectDetection/yolov4.tar.gz
)
|C++|
| Fcos DCN R50 FPN 1x coco | PaddleDetection | ImageNet | 119.55 MB |
[
.tar.gz
](
https://paddle-serving.bj.bcebos.com/pddet_demo/2.0/fcos_dcn_r50_fpn_1x_coco.tar
)
|
[
000000570688.jpg
](
../examples/PaddleDetection/fcos_dcn_r50_fpn_1x_coco/000000570688.jpg
)
|Eager|
| faster_rcnn_hrnetv2p_w18_1x | PaddleDetection |
[
单模型
](
../examples/PaddleDetection/faster_rcnn_hrnetv2p_w18_1x
)
|
[
.tar.gz
](
https://paddle-serving.bj.bcebos.com/pddet_demo/faster_rcnn_hrnetv2p_w18_1x.tar.gz
)
|C++|
| SSD VGG16 300 240e VOC | PaddleDetection | ImageNet | 93.16 MB |
[
.tar
](
https://paddle-serving.bj.bcebos.com/pddet_demo/2.0/ssd_vgg16_300_240e_voc.tar
)
|
[
000000014439.jpg
](
../examples/PaddleDetection/ssd_vgg16_300_240e_voc/000000014439.jpg
)
|Torchscripted |
| fcos_dcn_r50_fpn_1x_coco | PaddleDetection |
[
单模型
](
../examples/PaddleDetection/fcos_dcn_r50_fpn_1x_coco
)
|
[
.tar.gz
](
https://paddle-serving.bj.bcebos.com/pddet_demo/2.0/fcos_dcn_r50_fpn_1x_coco.tar
)
|C++|
| Yolov3 DarkNet53 270e coco | PaddleDetection | ImageNet | 219.71 MB |
[
.tar
](
https://paddle-serving.bj.bcebos.com/pddet_demo/2.0/yolov3_darknet53_270e_coco.tar
)
|
[
000000570688.jpg
](
../examples/PaddleDetection/yolov3_darknet53_270e_coco/000000570688.jpg
)
|Torchscripted |
| ssd_vgg16_300_240e_voc | PaddleDetection |
[
单模型
](
../examples/PaddleDetection/ssd_vgg16_300_240e_voc
)
|
[
.tar
](
https://paddle-serving.bj.bcebos.com/pddet_demo/2.0/ssd_vgg16_300_240e_voc.tar
)
|C++ |
| Faster RCNN r50 Fpn 1x coco | PaddleDetection | ImageNet | 148.12 MB |
[
.tar
](
https://paddle-serving.bj.bcebos.com/pddet_demo/2.0/faster_rcnn_r50_fpn_1x_coco.tar
)
|
[
000000570688.jpg
](
../examples/PaddleDetection/faster_rcnn_r50_fpn_1x_coco/000000570688.jpg
)
|Torchscripted |
| yolov3_darknet53_270e_coco | PaddleDetection |
[
单模型
](
../examples/PaddleDetection/yolov3_darknet53_270e_coco
)
/
[
多模型
](
../examples/pipeline/PaddleDetection/yolov3
)
|
[
.tar
](
https://paddle-serving.bj.bcebos.com/pddet_demo/2.0/yolov3_darknet53_270e_coco.tar
)
|python, C++ |
| PPYolo r50vd DCN 1x coco | PaddleDetection | ImageNet | 167.03 MB |
[
.tar
](
https://paddle-serving.bj.bcebos.com/pddet_demo/2.0/ppyolo_r50vd_dcn_1x_coco.tar
)
|
[
000000570688.jpg
](
../examples/PaddleDetection/ppyolo_r50vd_dcn_1x_coco/000000570688.jpg
)
|Torchscripted |
| faster_rcnn_r50_fpn_1x_coco | PaddleDetection |
[
单模型
](
../examples/PaddleDetection/faster_rcnn_r50_fpn_1x_coco
)
/
[
多模型
](
../examples/pipeline/PaddleDetection/faster_rcnn
)
|
[
.tar
](
https://paddle-serving.bj.bcebos.com/pddet_demo/2.0/faster_rcnn_r50_fpn_1x_coco.tar
)
|python, C++ |
| TTFNet DarkNet53 1x coco | PaddleDetection | ImageNet | 162.19 MB |
[
.tar
](
https://paddle-serving.bj.bcebos.com/pddet_demo/ttfnet_darknet53_1x_coco.tar
)
|
[
000000570688.jpg
](
../examples/PaddleDetection/ttfnet_darknet53_1x_coco/000000570688.jpg
)
|Torchscripted |
| ppyolo_r50vd_dcn_1x_coco | PaddleDetection |
[
单模型
](
../examples/PaddleDetection/ppyolo_r50vd_dcn_1x_coco
)
|
[
.tar
](
https://paddle-serving.bj.bcebos.com/pddet_demo/2.0/ppyolo_r50vd_dcn_1x_coco.tar
)
|C++ |
| OCR REC | PaddleOCR | | 3.80 MB |
[
.tar.gz
](
https://paddle-serving.bj.bcebos.com/paddle_hub_models/image/OCR/ocr_rec.tar.gz
)
|
[
test_imgs.tar
](
https://paddle-serving.bj.bcebos.com/ocr/test_imgs.tar
)
|Torchscripted |
| ppyolo_mbv3_large_coco | PaddleDetection |
[
多模型
](
../examples/pipeline/PaddleDetection/ppyolo_mbv3
)
|
[
.tar
](
https://paddle-serving.bj.bcebos.com/pddet_demo/2.0/ppyolo_mbv3_large_coco.tar
)
|python |
| Deeplabv3/ | PaddleSeg | Baidu | 146.97 MB |
[
.tar.gz
](
https://paddle-serving.bj.bcebos.com/paddle_hub_models/image/ImageSegmentation/deeplabv3.tar.gz
)
|
[
N0060.jpg
](
../examples/PaddleSeg/deeplabv3/N0060.jpg
)
|Torchscripted |
| ppyolo_r50vd_dcn_1x_coco | PaddleDetection |
[
单模型
](
../examples/PaddleDetection/ppyolo_r50vd_dcn_1x_coco
)
|
[
.tar
](
https://paddle-serving.bj.bcebos.com/pddet_demo/2.0/ppyolo_r50vd_dcn_1x_coco.tar
)
|C++ |
| UNet For Image Seg | PaddleSeg | | 47.69 MB |
[
.tar.gz
](
https://paddle-serving.bj.bcebos.com/paddle_hub_models/image/ImageSegmentation/unet.tar.gz
)
|
[
N0060.jpg
](
../examples/PaddleSeg/unet_for_image_seg/N0060.jpg
)
|Torchscripted |
| ttfnet_darknet53_1x_coco | PaddleDetection |
[
单模型
](
../examples/PaddleDetection/ttfnet_darknet53_1x_coco
)
|
[
.tar
](
https://paddle-serving.bj.bcebos.com/pddet_demo/ttfnet_darknet53_1x_coco.tar
)
|C++ |
| ocr_rec | PaddleOCR |
[
单模型
](
../examples/PaddleOCR/ocr_rec_det
)
/
[
多模型
](
../examples/pipeline/ocr
)
|
[
.tar.gz
](
https://paddle-serving.bj.bcebos.com/paddle_hub_models/image/OCR/ocr_rec.tar.gz
)
|python, C++ |
| ocr_det | PaddleOCR |
[
单模型
](
../examples/PaddleOCR/ocr_rec_det
)
/
[
多模型
](
../examples/pipeline/ocr
)
|
[
.tar.gz
](
https://paddle-serving.bj.bcebos.com/ocr/ocr_det.tar.gz
)
|python, C++ |
| deeplabv3 | PaddleSeg |
[
单模型
](
../examples/PaddleSeg/deeplabv3
)
|
[
.tar.gz
](
https://paddle-serving.bj.bcebos.com/paddle_hub_models/image/ImageSegmentation/deeplabv3.tar.gz
)
| C++ |
| unet | PaddleSeg |
[
单模型
](
../examples/PaddleSeg/unet_for_image_seg
)
|
[
.tar.gz
](
https://paddle-serving.bj.bcebos.com/paddle_hub_models/image/ImageSegmentation/unet.tar.gz
)
|C++ |
请参考
[
example
](
../examples
)
查看详情
更多模型请参考
[
wholechain
](
https://www.paddlepaddle.org.cn/wholechain
)
Refer
[
example
](
../examples
)
for more details on above models.
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