Tests of Keras and Slim vision models.
IREE has three main backend targets: vmvx , llvm and vulkan-spirv. We also test TFLite in our infrastructure for benchmarking purposes.
Last Updated: 2020/12/8
| target | tflite | vmvx | vulkan-spirv |
|---|---|---|---|
| DenseNet121 | ✓ | ✓ | ✓ |
| DenseNet169 | ✓ | ✓ | ✓ |
| DenseNet201 | ✓ | ✓ | ✓ |
| EfficientNetB0 | ✓ | ✓ | ✓ |
| EfficientNetB1 | ✓ | ✓ | ✓ |
| EfficientNetB2 | ✓ | ✓ | ✓ |
| EfficientNetB3 | ✓ | ✓ | ✓ |
| EfficientNetB4 | ✓ | ✓ | ✓ |
| EfficientNetB5 | ✓ | ✓ | ✓ |
| EfficientNetB6 | ✓ | ✓ | ✓ |
| EfficientNetB7 | ✓ | ✓ | ✓ |
| InceptionResNetV2 | ✓ | ✓ | ✗ |
| InceptionV3 | ✓ | ✓ | ✗ |
| MobileNet | ✓ | ✓ | ✓ |
| MobileNetV2 | ✓ | ✓ | ✓ |
| MobileNetV3Large | ✓ | ✓ | ✓ |
| MobileNetV3Small | ✓ | ✓ | ✓ |
| NASNetLarge | ✓ | ✗ | ✗ |
| NASNetMobile | ✓ | ✗ | ✗ |
| ResNet101 | ✓ | ✓ | ✓ |
| ResNet101V2 | ✓ | ✓ | ✗ |
| ResNet152 | ✓ | ✓ | ✓ |
| ResNet152V2 | ✓ | ✓ | ✗ |
| ResNet50 | ✓ | ✓ | ✓ |
| ResNet50V2 | ✓ | ✓ | ✗ |
| VGG16 | ✓ | ✓ | ✓ |
| VGG19 | ✓ | ✓ | ✓ |
| target | tflite | vmvx | vulkan-spirv |
|---|---|---|---|
| inception_resnet_v2 | ✓ | ✓ | ✗ |
| inception_v1 | ✓ | ✓ | ✗ |
| inception_v2 | ✓ | ✓ | ✗ |
| inception_v3 | ✓ | ✓ | ✗ |
| nasnet_large | ✓ | ✗ | ✗ |
| nasnet_mobile | ✓ | ✗ | ✗ |
| pnasnet_large | ✓ | ✓ | ✗ |
| resnet_v1_101 | ✓ | ✓ | ✓ |
| resnet_v1_152 | ✓ | ✓ | ✓ |
| resnet_v1_50 | ✓ | ✓ | ✓ |
| resnet_v2_101 | ✓ | ✓ | ✗ |
| resnet_v2_152 | ✓ | ✓ | ✗ |
| resnet_v2_50 | ✓ | ✓ | ✗ |