README.md

为方便大家使用modelzoo，我们将持续增加典型网络和基础插件。如果您有任何需求，请提交issues，我们会及时处理。

model requirements

• vaststream：编译器和推理引擎
• vamc：模型转换工具

model summary

按算法方向主要从以下两个方面总结，该系列主要用来展示目前支持和将要支持的模型:

• arch summary : 该算法方向的整体发展脉络和重点模型
• op&module summary：该算法方向的算子清单和通用结构

model list

model	codebase	model list	task type	runtime
VGG	timm	model name vgg11 vgg11_bn vgg13 vgg13_bn vgg16 vgg16_bn vgg19 vgg19_bn	classification	E2E
VGG	torchvision	model name vgg11 vgg11_bn vgg13 vgg13_bn vgg16 vgg16_bn vgg19 vgg19_bn	classification	E2E
VGG	mmcls	model name vgg11 vgg11_bn vgg13 vgg13_bn vgg16 vgg16_bn vgg19 vgg19_bn	classification	E2E
ResNet	timm	model name resnet18 resnet26 resnet34 resnet50 resnet101 resnet152 gluon_resnet18_v1b gluon_resnet34_v1b gluon_resnet50_v1b gluon_resnet50_v1c gluon_resnet50_v1d gluon_resnet50_v1s gluon_resnet101_v1b gluon_resnet101_v1c gluon_resnet101_v1d gluon_resnet101_v1s gluon_resnet152_v1b gluon_resnet152_v1c gluon_resnet152_v1d gluon_resnet152_v1s	classification	E2E
ResNet	torchvision	model name resnet18 resnet34 resnet50 resnet101 resnet152	classification	E2E
ResNet	mmcls	model name resnet18 resnet34 resnet50 resnet101 resnet152	classification	E2E
ResNet	ppcls	model name resnet18 resnet18_vd resnet34 resnet34_vd resnet34_vd_ssld resnet50 resnet50_vc resnet50_vd resnet50_vd_ssld resnet101 resnet101_vd resnet101_vd_ssld resnet152 resnet152_vd resnet200_vd	classification	E2E
ResNet	keras	model name resnet50 resnet50v2 resnet101 resnet101v2 resnet152 resnet152v2	classification	E2E
ResNet	oneflow	model name resnet18 resnet34 resnet50 resnet101 resnet152	classification	E2E
DenseNet	timm	model name densenet121 densenet161 densenet169 densenet201 densenetblur121d	classification	E2E
DenseNet	torchvision	model name densenet121 densenet161 densenet169 densenet201	classification	E2E
DenseNet	mmcls	model name densenet121 densenet161 densenet169 densenet201	classification	E2E
DenseNet	keras	model name densenet121 densenet169 densenet201	classification	E2E
DenseNet	ppcls	model name densenet121 densenet161 densenet169 densenet201 densenet264	classification	E2E
MobileNet_v1	keras	model name mobilenetv1	classification	E2E
MobileNet_v1	ppcls	model name mobilenet_v1_x0.25 mobilenet_v1_x0.5 mobilenet_v1_x0.75 mobilenet_v1 mobilenet_v1_ssld	classification	E2E
MobileNet_v2	torchvision	model name mobilenetv2	classification	E2E
MobileNet_v2	timm	model name mobilenetv2	classification	E2E
MobileNet_v2	mmcls	model name mobilenetv2	classification	E2E
MobileNet_v2	keras	model name mobilenetv2	classification	E2E
MobileNet_v2	ppcls	model name mobilenet_v2_x0.25 mobilenet_v2_x0.5 mobilenet_v2_x0.75 mobilenet_v2 mobilenet_v2_x1.5 mobilenet_v2_x2.0 mobilenet_v2_ssld	classification	E2E
MobileNet_v3	torchvision	model name mobilenet_v3_small mobilenet_v3_large	classification	E2E
MobileNet_v3	timm	model name mobilenet_v3_x1.0 mobilenet_v3_small_x0.5 mobilenet_v3_small_x0.75 mobilenet_v3_small_x1.0 mobilenet_v3_large_x1.0	classification	E2E
MobileNet_v3	ppcls	model name mobilenet_v3_small_x0.35 mobilenet_v3_small_x0.35_ssld mobilenet_v3_small_x0.5 mobilenet_v3_small_x0.75 mobilenet_v3_small_x1.0 mobilenet_v3_small_x1.0_ssld mobilenet_v3_small_x1.25 mobilenet_v3_large_x0.35 mobilenet_v3_large_x0.5 mobilenet_v3_large_x0.75 mobilenet_v3_large_x1.0 mobilenet_v3_large_x1.0_ssld mobilenet_v3_large_x1.25	classification	E2E
MobileNet_v3	showlo	model name mobilenet_v3_small	classification	E2E
ShuffleNet_v2	torchvision	model name shufflenet_v2_x0_5 shufflenet_v2_x1_0	classification	E2E
ShuffleNet_v2	mmcls	model name shufflenet_v2_x1_0	classification	E2E
ShuffleNet_v2	ppcls	model name shufflenet_v2_x0_25 shufflenet_v2_x0_33 shufflenet_v2_x0_5 shufflenet_v2_x1_0 shufflenet_v2_x1_5 shufflenet_v2_x2_0 shufflenet_v2_swish	classification	E2E
ShuffleNet_v2	megvii	model name shufflenet_v2_x0.5 shufflenet_v2_x1.0 shufflenet_v2_x1.5 shufflenet_v2_x2.0	classification	E2E
Xception	timm	model name xception xception41 xception41p xception65 xception65p xception71	classification	E2E
Xception	keras	model name xception	classification	E2E
ResNeXt	timm	model name resnext50_32x4d resnext50d_32x4d resnext101_32x8d resnext101_64x4d tv_resnext50_32x4d	classification	E2E
ResNeXt	torchvision	model name resnext50_32x4d resnext101_32x8d	classification	E2E
ResNeXt	mmcls	model name resnext50_32x4d resnext101_32x4d resnext101_32x8d resnext152_32x4d	classification	E2E
ResNeXt	ppcls	model name resnext50_32x4d resnext50_64x4d resnext50_vd_32x4d resnext50_vd_64x4d resnext101_32x4d resnext101_64x4d resnext101_vd_32x4d resnext101_vd_64x4d resnext152_32x4d resnext152_64x4d resnext152_vd_32x4d resnext152_vd_64x4d resnext101_32x8d_wsl resnext101_32x16d_wsl resnext101_32x32d_wsl	classification	E2E
Wide ResNet	timm	model name wide_resnet50_2 wide_resnet101_2	classification	E2E
Wide ResNet	torchvision	model name wide_resnet50_2 wide_resnet101_2	classification	E2E
ResNeSt	official	model name resnest50 resnest101 resnest200 resnest269	classification	E2E
HRNet	official	model name HRNet_w18_small_model_v1 HRNet_w18_small_model_v2 HRNet_w18 HRNet_w30 HRNet_w32 HRNet_w40 HRNet_w44 HRNet_w48 HRNet_w64	classification	E2E
HRNet	mmcls	model name HRNet_w18 HRNet_w30 HRNet_w32 HRNet_w40 HRNet_w44 HRNet_w48 HRNet_w64	classification	E2E
HRNet	timm	model name HRNet_w18_small_model_v1 HRNet_w18_small_model_v2 HRNet_w18 HRNet_w30 HRNet_w32 HRNet_w40 HRNet_w44 HRNet_w48 HRNet_w64	classification	E2E
HRNet	ppcls	model name HRNet_W18_C HRNet_W18_C_ssld HRNet_W30_C HRNet_W32_C HRNet_W40_C HRNet_W44_C HRNet_W48_C HRNet_W48_C_ssld HRNet_W64_C SE_HRNet_W64_C_ssld	classification	E2E
Inception_v3	timm	model name inception_v3 tf_inception_v3 adv_inception_v3 gluon_inception_v3	classification	E2E
Inception_v3	torchvision	model name inception_v3	classification	E2E
Inception_v3	ppcls	model name inception_v3	classification	E2E
Inception_v4	timm	model name inception v4	classification	E2E
Xception	ppcls	model name xception41 xception41_deeplab xception65 xception65_deeplab xception71	classification	E2E
CSPNet	timm	model name cspresnet50 cspresnext50 cspdarknet53	classification	E2E
CSPNet	mmcls	model name cspresnet50 cspresnext50 cspdarknet53	classification	E2E
CSPNet	ppcls	model name cspdarknet53	classification	E2E
RepVGG	official	model name RepVGG-A0 RepVGG-A1 RepVGG-A2 RepVGG-B0 RepVGG-B1 RepVGG-B2 RepVGG-B1g2 RepVGG-B1g4 RepVGG-B2g4 RepVGG-B3 RepVGG-B3g4	classification	E2E
DLANet	timm	model name dla34 dla46_c dla46x_c dla60 dla60x dla60x_c dla102 dla102x dla102x2 dla169 dla60_res2net dla60_res2next	classification	E2E
DLANet	ppcls	model name dla34 dla46_c dla60 dla60x dla60x_c dla102 dla102x dla102x2 dla169	classification	E2E
DLANet	ucbdrive	model name dla34 dla46_c dla46x_c dla60 dla60x dla60x_c dla102 dla102x dla102x2 dla169	classification	E2E
VOVNet	timm	model name ese_vovnet19b_dw ese_vovnet39b	classification	E2E
MNasNet	torchvision	model name mnasnet0_5 mnasnet1_0	classification	E2E
EfficientNet	timm	model name efficientnet_b0 efficientnet_b1 efficientnet_b2 efficientnet_b3 efficientnet_b4 tf_efficientnet_b5 tf_efficientnet_b6 tf_efficientnet_b7 tf_efficientnet_b8	classification	E2E
EfficientNet_v2	timm	model name efficientnetv2_rw_t efficientnetv2_rw_s efficientnetv2_rw_m	classification	E2E
SENet	timm	model name seresnet50 seresnet152d seresnext26d_32x4d seresnext26t_32x4d seresnext50_32x4d seresnext101_32x8d seresnext101d_32x8d legacy_seresnet18 legacy_seresnet34 legacy_seresnet50 legacy_senet154 legacy_seresnext26_32x4d legacy_seresnext50_32x4d legacy_seresnext101_32x4d legacy_seresnet101 legacy_seresnet152	classification	E2E
SENet	mmcls	model name seresnet50 seresnet101	classification	E2E
SENet	ppcls	model name seresnet18 seresnet34 seresnet50 senet154 seresnext50_32x4d seresnext50_32x4d_vd seresnext101_32x4d	classification	E2E
GhostNet	timm	model name ghostnet_100	classification	E2E
ESNet	ppcls	model name ESNet_x0_25 ESNet_x0_5 ESNet_x0_75 ESNet_x1_0	classification	E2E
PPLCNet	ppcls	model name PPLCNet_x0_25 PPLCNet_x0_35 PPLCNet_x0_5 PPLCNet_x0_75 PPLCNet_x1_0 PPLCNet_x1_5 PPLCNet_x2_0 PPLCNet_x2_5 PPLCNet_x0_5_ssld PPLCNet_x1_0_ssld PPLCNet_x2_5_ssld	classification	E2E
PPLCNet_v2	ppcls	model name PPLCNetV2_base PPLCNetV2_base_ssld	classification	E2E
IResNet	official	model name iresnet50 iresnet101 iresnet152 iresnet200	classification	E2E
Yolov5	ultralytics	model name yolov5n yolov5n6 yolov5s yolov5s6 yolov5m yolov5m6 yolov5l yolov5l6 yolov5x yolov5x6	object detection	E2E
Bert	google	model name bert-base-mrpc	sentence classification	E2E
Bert	bert4torch	model name bert-base-ner	named entity recognition	E2E