ML Models

ML Models

BatchSize 1 BatchSize 2 BatchSize 4 BatchSize 8 BatchSize 16 BatchSize 32

We consider the following 30 models in the paper

ID NAME URL
1 ArcFace https://s3.amazonaws.com/onnx-model-zoo/arcface/resnet100/resnet100.tar.gz
2 BVLC_AlexNet https://s3.amazonaws.com/download.onnx/models/opset_9/bvlc_alexnet.tar.gz
3 BVLC_CaffeNet https://s3.amazonaws.com/download.onnx/models/opset_9/bvlc_reference_caffenet.tar.gz
4 BVLC_GoogleNet https://s3.amazonaws.com/download.onnx/models/opset_9/bvlc_googlenet.tar.gz
5 BVLC_RCNN_ILSVRC13 https://s3.amazonaws.com/download.onnx/models/opset_9/bvlc_reference_rcnn_ilsvrc13.tar.gz
7 DenseNet-121 https://s3.amazonaws.com/download.onnx/models/opset_9/densenet121.tar.gz
6 DUC https://s3.amazonaws.com/onnx-model-zoo/duc/ResNet101_DUC_HDC.tar.gz
8 Emotion-FerPlus https://onnxzoo.blob.core.windows.net/models/opset_8/emotion_ferplus/emotion_ferplus.tar.gz
9 Inception-v1 https://s3.amazonaws.com/download.onnx/models/opset_9/inception_v1.tar.gz
10 Inception-v2 https://s3.amazonaws.com/download.onnx/models/opset_9/inception_v2.tar.gz
11 MNIST https://onnxzoo.blob.core.windows.net/models/opset_8/mnist/mnist.tar.gz
12 MobileNet-v2 https://s3.amazonaws.com/onnx-model-zoo/mobilenet/mobilenetv2-1.0/mobilenetv2-1.0.tar.gz
13 ResNet018-v1 https://s3.amazonaws.com/onnx-model-zoo/resnet/resnet18v1/resnet18v1.tar.gz
14 ResNet018-v2 https://s3.amazonaws.com/onnx-model-zoo/resnet/resnet18v2/resnet18v2.tar.gz
15 ResNet034-v1 https://s3.amazonaws.com/onnx-model-zoo/resnet/resnet34v1/resnet34v1.tar.gz
16 ResNet034-v2 https://s3.amazonaws.com/onnx-model-zoo/resnet/resnet34v2/resnet34v2.tar.gz
17 ResNet050-v1 https://s3.amazonaws.com/onnx-model-zoo/resnet/resnet50v1/resnet50v1.tar.gz
18 ResNet050-v2 https://s3.amazonaws.com/onnx-model-zoo/resnet/resnet50v2/resnet50v2.tar.gz
19 ResNet101-v1 https://s3.amazonaws.com/onnx-model-zoo/resnet/resnet101v1/resnet101v1.tar.gz
20 ResNet101-v2 https://s3.amazonaws.com/onnx-model-zoo/resnet/resnet101v2/resnet101v2.tar.gz
21 ResNet152-v1 https://s3.amazonaws.com/onnx-model-zoo/resnet/resnet152v1/resnet152v1.tar.gz
22 ResNet152-v2 https://s3.amazonaws.com/onnx-model-zoo/resnet/resnet152v2/resnet152v2.tar.gz
23 Shufflenet https://s3.amazonaws.com/download.onnx/models/opset_9/shufflenet.tar.gz
24 Squeezenet-v1.1 https://s3.amazonaws.com/onnx-model-zoo/squeezenet/squeezenet1.1/squeezenet1.1.tar.gz
25 Tiny_YOLO-v2 https://onnxzoo.blob.core.windows.net/models/opset_8/tiny_yolov2/tiny_yolov2.tar.gz
26 VGG16 https://s3.amazonaws.com/onnx-model-zoo/vgg/vgg16/vgg16.tar.gz
27 VGG16-BN https://s3.amazonaws.com/onnx-model-zoo/vgg/vgg16-bn/vgg16-bn.tar.gz
28 VGG19 https://s3.amazonaws.com/onnx-model-zoo/vgg/vgg19/vgg19.tar.gz
29 VGG19-BN https://s3.amazonaws.com/onnx-model-zoo/vgg/vgg19-bn/vgg19-bn.tar.gz
30 Zfnet512 https://s3.amazonaws.com/download.onnx/models/opset_9/zfnet512.tar.gz

Downloading Models

Helper functions to download these models within the tool exist

benanza downloadmodels -o ~/data/

Once downloaded, the models can be queried using

benanza downloadmodels --model_path ~/data