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Model_Support_Status.rst

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Model Support Status

ONNX Support Status

Import

  • ✓: Support to convert
  • X: Not support

Total: 11/12

ONNX Import Sample Test(onnx --> nnp)

Count 11/12

Name Support Memo
bvlc_alexnet_model ✓  
bvlc_googlenet_model ✓  
bvlc_reference_caffenet_model ✓  
bvlc_reference_rcnn_ilsvrc13_model ✓  
densenet121_model ✓  
inception_v1_model X The edge mode of the pad in nnabla is not implemented.
inception_v2_model ✓  
resnet50_model ✓  
shufflenet_model ✓  
squeezenet_model ✓  
vgg19_model ✓  
zfnet512_model ✓  

Export

  • ✓: Support to convert
  • X: Not support

Total: 61/65

ONNX Export Sample Test(nnp --> onnx)

Count 34/37

Name Support Memo
01_logistic_regression_10 ✓  
01_logistic_regression_9 ✓  
02_binary_cnn_15 ✓  
02_binary_cnn_16 ✓  
06_auto_encoder_17 ✓  
06_auto_encoder_18 ✓  
10_deep_mlp_13 ✓  
10_deep_mlp_14 ✓  
11_deconvolution_11 ✓  
11_deconvolution_12 ✓  
12_residual_learning_19 ✓  
12_residual_learning_20 ✓  
LSTM_auto_encoder_23 ✓  
LSTM_auto_encoder_24 ✓  
LeNet_35 ✓  
LeNet_36 ✓  
bidirectional_elman_net_25 ✓  
bidirectional_elman_net_26 ✓  
binary_connect_mnist_LeNet_5 ✓  
binary_connect_mnist_MLP_8 ✓  
binary_net_mnist_LeNet_7 ✓  
binary_net_mnist_MLP_4 ✓  
binary_weight_mnist_MLP_6 ✓  
elman_net_21 ✓  
elman_net_22 ✓  
elman_net_with_attention_33 ✓  
elman_net_with_attention_34 ✓  
gated_recurrent_unitGRU_31 ✓  
gated_recurrent_unitGRU_32 ✓  
long_short_term_memoryLSTM_29 ✓  
long_short_term_memoryLSTM_30 ✓  
mnist_dcgan_with_label_1 X NNabla converter error, will be fixed in the future.
mnist_dcgan_with_label_2 X NNabla converter error, will be fixed in the future.
mnist_vae_3 ✓  
semi_supervised_learning_VAT_37 X NNP with only a single executor is currently supported.
stacked_GRU_27 ✓  
stacked_GRU_28 ✓  

ONNX Export Pretrained Model Test(nnp --> onnx)

Count 18/18

Name Support Memo
AlexNet ✓  
DenseNet-161_2_570 ✓  
GoogLeNet_4_142 ✓  
MobileNet_1_86 ✓  
NIN ✓  
Resnet-101_4_348 ✓  
Resnet-152_4_518 ✓  
Resnet-18_3_71 ✓  
Resnet-34_4_128 ✓  
Resnet-50_4_178 ✓  
ShuffleNet-0.5x_2_202 ✓  
ShuffleNet_2_202 ✓  
SqueezeNet-1.0_2_70 ✓  
SqueezeNet-1.1_2_70 ✓  
VGG-11 ✓  
VGG-13 ✓  
VGG-16 ✓  
Xception ✓  

ONNX Export Example Model Test(nnp --> onnx)

Count 9/10

Name Support Memo
capsules ✓  
classification ✓  
cycle_gan ✓  
deeplabv3plus ✓  
meta_learning ✓  
pix2pix ✓  
siamese_embedding ✓  
wavenet X The onehot dimension != 2 is not supported.
word_embedding ✓  
yolov2 ✓  

Tensorflow Support Status

Import

  • ✓: Support to convert
  • X: Not support

Total: 14/16

Tensorflow Import Sample Test(tf --> nnp)

Count 14/16

Name Support Memo
AlexNet ✓  
GoogLeNet ✓  
LeNet_5 ✓  
ResNet50 ✓  
VGG16 ✓  
ZFNet ✓  
ae0_frozen ✓  
conv-layers_frozen ✓  
fc-layers_frozen ✓  
inception_resnet_v2_2016_08_30_frozen X  
inception_v1_2016_08_28_frozen ✓  
inception_v3_2016_08_28_frozen ✓  
inception_v4_2016_09_09_frozen ✓  
lstm_frozen X The Shape is currently not supported to convert by nnabla.
mobilenet_v1_0.75_192 ✓  
mobilenet_v1_1.0_224 ✓  

Export

  • ✓: Support to convert
  • X: Not support

Total: 58/65

Tensorflow Export Sample Test(nnp --> tf)

Count 34/37

Name Support Memo
01_logistic_regression_10 ✓  
01_logistic_regression_9 ✓  
02_binary_cnn_15 ✓  
02_binary_cnn_16 ✓  
06_auto_encoder_17 ✓  
06_auto_encoder_18 ✓  
10_deep_mlp_13 ✓  
10_deep_mlp_14 ✓  
11_deconvolution_11 ✓  
11_deconvolution_12 ✓  
12_residual_learning_19 ✓  
12_residual_learning_20 ✓  
LSTM_auto_encoder_23 ✓  
LSTM_auto_encoder_24 ✓  
LeNet_35 ✓  
LeNet_36 ✓  
bidirectional_elman_net_25 ✓  
bidirectional_elman_net_26 ✓  
binary_connect_mnist_LeNet_5 ✓  
binary_connect_mnist_MLP_8 ✓  
binary_net_mnist_LeNet_7 ✓  
binary_net_mnist_MLP_4 ✓  
binary_weight_mnist_MLP_6 ✓  
elman_net_21 ✓  
elman_net_22 ✓  
elman_net_with_attention_33 ✓  
elman_net_with_attention_34 ✓  
gated_recurrent_unitGRU_31 ✓  
gated_recurrent_unitGRU_32 ✓  
long_short_term_memoryLSTM_29 ✓  
long_short_term_memoryLSTM_30 ✓  
mnist_dcgan_with_label_1 X NNabla converter error, will be fixed in the future.
mnist_dcgan_with_label_2 X NNabla converter error, will be fixed in the future.
mnist_vae_3 ✓  
semi_supervised_learning_VAT_37 X NNP with only a single executor is currently supported.
stacked_GRU_27 ✓  
stacked_GRU_28 ✓  

Tensorflow Export Pretrained Models(nnp --> tf)

Count 15/18

Name Support Memo
AlexNet X  
DenseNet-161_2_570 ✓  
GoogLeNet_4_142 ✓  
MobileNet_1_86 ✓  
NIN ✓  
Resnet-101_4_348 ✓  
Resnet-152_4_518 ✓  
Resnet-18_3_71 ✓  
Resnet-34_4_128 ✓  
Resnet-50_4_178 ✓  
ShuffleNet-0.5x_2_202 X  
ShuffleNet_2_202 X  
SqueezeNet-1.0_2_70 ✓  
SqueezeNet-1.1_2_70 ✓  
VGG-11 ✓  
VGG-13 ✓  
VGG-16 ✓  
Xception ✓  

Tensorflow Export Example Models(nnp --> tf)

Count 9/10

Name Support Memo
capsules ✓  
classification ✓  
cycle_gan ✓  
deeplabv3plus ✓  
meta_learning ✓  
pix2pix ✓  
siamese_embedding ✓  
wavenet X The onehot dimension != 2 is not supported.
word_embedding ✓  
yolov2 ✓  

Tensorflow Lite Support Status

Export

  • ✓: Support to convert
  • X: Not support

Total: 46/65

Tensorflow Lite Export Sample Test(nnp --> tflite)

Count 29/37

Name Support Memo
01_logistic_regression_10 ✓  
01_logistic_regression_9 ✓  
02_binary_cnn_15 ✓  
02_binary_cnn_16 ✓  
06_auto_encoder_17 ✓  
06_auto_encoder_18 ✓  
10_deep_mlp_13 ✓  
10_deep_mlp_14 ✓  
11_deconvolution_11 ✓  
11_deconvolution_12 ✓  
12_residual_learning_19 ✓  
12_residual_learning_20 ✓  
LSTM_auto_encoder_23 ✓  
LSTM_auto_encoder_24 ✓  
LeNet_35 ✓  
LeNet_36 ✓  
bidirectional_elman_net_25 ✓  
bidirectional_elman_net_26 ✓  
binary_connect_mnist_LeNet_5 X  
binary_connect_mnist_MLP_8 X  
binary_net_mnist_LeNet_7 X  
binary_net_mnist_MLP_4 X  
binary_weight_mnist_MLP_6 X  
elman_net_21 ✓  
elman_net_22 ✓  
elman_net_with_attention_33 ✓  
elman_net_with_attention_34 ✓  
gated_recurrent_unitGRU_31 ✓  
gated_recurrent_unitGRU_32 ✓  
long_short_term_memoryLSTM_29 ✓  
long_short_term_memoryLSTM_30 ✓  
mnist_dcgan_with_label_1 X  
mnist_dcgan_with_label_2 X  
mnist_vae_3 ✓  
semi_supervised_learning_VAT_37 X  
stacked_GRU_27 ✓  
stacked_GRU_28 ✓  

Tensorflow Lite Export Pretrained Models(nnp --> tflite)

Count 10/18

Name Support Memo
AlexNet ✓  
DenseNet-161_2_570 X  
GoogLeNet_4_142 ✓  
MobileNet_1_86 ✓  
NIN X  
Resnet-101_4_348 ✓  
Resnet-152_4_518 ✓  
Resnet-18_3_71 ✓  
Resnet-34_4_128 ✓  
Resnet-50_4_178 ✓  
ShuffleNet-0.5x_2_202 ✓  
ShuffleNet_2_202 ✓  
SqueezeNet-1.0_2_70 X  
SqueezeNet-1.1_2_70 X  
VGG-11 X  
VGG-13 X  
VGG-16 X  
Xception X  

Tensorflow Lite Export Example Models(nnp --> tflite)

Count 7/10

Name Support Memo
capsules X  
classification ✓  
cycle_gan ✓  
deeplabv3plus ✓  
meta_learning ✓  
pix2pix ✓  
siamese_embedding ✓  
wavenet X  
word_embedding ✓  
yolov2 X  

NNabla C Runtime Support Status

Export

  • ✓: Support to convert
  • X: Not support

Total: 34/37

NNC Export Sample Test(nnp --> nnb)

Count 34/37

Name Support Memo
01_logistic_regression_10 ✓  
01_logistic_regression_9 ✓  
02_binary_cnn_15 ✓  
02_binary_cnn_16 ✓  
06_auto_encoder_17 ✓  
06_auto_encoder_18 ✓  
10_deep_mlp_13 ✓  
10_deep_mlp_14 ✓  
11_deconvolution_11 ✓  
11_deconvolution_12 ✓  
12_residual_learning_19 ✓  
12_residual_learning_20 ✓  
LSTM_auto_encoder_23 ✓  
LSTM_auto_encoder_24 ✓  
LeNet_35 ✓  
LeNet_36 ✓  
bidirectional_elman_net_25 ✓  
bidirectional_elman_net_26 ✓  
binary_connect_mnist_LeNet_5 ✓  
binary_connect_mnist_MLP_8 ✓  
binary_net_mnist_LeNet_7 ✓  
binary_net_mnist_MLP_4 ✓  
binary_weight_mnist_MLP_6 ✓  
elman_net_21 ✓  
elman_net_22 ✓  
elman_net_with_attention_33 ✓  
elman_net_with_attention_34 ✓  
gated_recurrent_unitGRU_31 ✓  
gated_recurrent_unitGRU_32 ✓  
long_short_term_memoryLSTM_29 ✓  
long_short_term_memoryLSTM_30 ✓  
mnist_dcgan_with_label_1 X Failed to infer by nnabla.
mnist_dcgan_with_label_2 X Failed to compare inferring result.
mnist_vae_3 ✓  
semi_supervised_learning_VAT_37 X Failed to compare inferring result.
stacked_GRU_27 ✓  
stacked_GRU_28 ✓