Deprecated old models may need to be updated

Bug Report

Which model does this pertain to?

A bunch of models can't be run by ONNX Runtime. Some ops are not supported by ONNX runtime for now.

As this repo is strongly connected with ONNX, I think it may be necessary to upgrade the models here.

Describe the bug

All error begin with:

[ONNXRuntimeError] : 9 : NOT_IMPLEMENTED : Could not find an implementation for the node XXXX

I will list the models and their corresponding error, with format:

error:
model:

# [ONNXRuntimeError] : 9 : NOT_IMPLEMENTED : Could not find an implementation for the node Block386:Div(1)
# model: models/vision/classification/mnist/model/mnist-1.onnx

# [ONNXRuntimeError] : 9 : NOT_IMPLEMENTED : Could not find an implementation for the node Gemm(6)
# model: models/vision/classification/rcnn_ilsvrc13/model/rcnn-ilsvrc13-6.onnx

# [ONNXRuntimeError] : 9 : NOT_IMPLEMENTED : Could not find an implementation for the node Relu(1)
# models/vision/classification/squeezenet/model/squeezenet1.0-3.onnx

# [ONNXRuntimeError] : 9 : NOT_IMPLEMENTED : Could not find an implementation for the node BatchNormalization(1)
# models/vision/classification/resnet/model/resnet50-caffe2-v1-3.onnx

# [ONNXRuntimeError] : 9 : NOT_IMPLEMENTED : Could not find an implementation for the node BatchNormalization(6)
# models/vision/classification/resnet/model/resnet50-caffe2-v1-6.onnx

# [ONNXRuntimeError] : 9 : NOT_IMPLEMENTED : Could not find an implementation for the node Relu(1)
# models/vision/classification/vgg/model/vgg19-caffe2-3.onnx

# [ONNXRuntimeError] : 9 : NOT_IMPLEMENTED : Could not find an implementation for the node Gemm(6)
# models/vision/classification/vgg/model/vgg19-caffe2-6.onnx

# [ONNXRuntimeError] : 9 : NOT_IMPLEMENTED : Could not find an implementation for the node BatchNormalization(1)
# models/vision/classification/densenet-121/model/densenet-3.onnx

# [ONNXRuntimeError] : 9 : NOT_IMPLEMENTED : Could not find an implementation for the node BatchNormalization(6)
# models/vision/classification/shufflenet/model/shufflenet-8.onnx

# [ONNXRuntimeError] : 9 : NOT_IMPLEMENTED : Could not find an implementation for the node BatchNormalization(1)
# models/vision/classification/shufflenet/model/shufflenet-3.onnx

# [ONNXRuntimeError] : 9 : NOT_IMPLEMENTED : Could not find an implementation for the node Relu(1)
# models/vision/classification/alexnet/model/bvlcalexnet-3.onnx

# [ONNXRuntimeError] : 9 : NOT_IMPLEMENTED : Could not find an implementation for the node Gemm(6)
# models/vision/classification/alexnet/model/bvlcalexnet-6.onnx

# [ONNXRuntimeError] : 9 : NOT_IMPLEMENTED : Could not find an implementation for the node Relu(1)
# models/vision/classification/caffenet/model/caffenet-6.onnx

# [ONNXRuntimeError] : 9 : NOT_IMPLEMENTED : Could not find an implementation for the node Gemm(6)
# models/vision/classification/caffenet/model/caffenet-3.onnx

# [ONNXRuntimeError] : 9 : NOT_IMPLEMENTED : Could not find an implementation for the node Gemm(6)
# models/vision/classification/zfnet-512/model/zfnet512-6.onnx

# [ONNXRuntimeError] : 9 : NOT_IMPLEMENTED : Could not find an implementation for the node Relu(1)
# models/vision/classification/zfnet-512/model/zfnet512-3.onnx

# [ONNXRuntimeError] : 9 : NOT_IMPLEMENTED : Could not find an implementation for the node AveragePool(1)
# models/vision/classification/inception_and_googlenet/inception_v1/model/inception-v1-6.onnx

# [ONNXRuntimeError] : 9 : NOT_IMPLEMENTED : Could not find an implementation for the node Relu(1)
# models/vision/classification/inception_and_googlenet/inception_v1/model/inception-v1-3.onnx

# [ONNXRuntimeError] : 9 : NOT_IMPLEMENTED : Could not find an implementation for the node BatchNormalization(1)
# models/vision/classification/inception_and_googlenet/inception_v2/model/inception-v2-3.onnx

# [ONNXRuntimeError] : 9 : NOT_IMPLEMENTED : Could not find an implementation for the node BatchNormalization(6)
# models/vision/classification/inception_and_googlenet/inception_v2/model/inception-v2-6.onnx

Reproduction instructions

Use model path mentioned above

import onnxruntime as rt
sess = rt.InferenceSession(model_path)

System Information

OS Platform and Distribution : Linux Ubuntu 20.04
ONNX version: 1.8.1
Backend/Runtime version: onnxruntime 1.7.0