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intel Movidius Neural Network Stick各種網路速度測試

make examples

網路名 time(ms)
caffe_alexnet 88.04
caffe_googlelenet 93.65
caffe_squeezenet 46.70
tf_inception_v3 561.82
tf_inception_v1 88.57

ncappzoo

網路名 time(ms)
caffe_tinyYolo 117.41
caffe_SSD_mobilenet 80.15
tf_Mobilenet_v1_1.0_224 39.97
tf_Mobilenet_v1_0.5_224 17.97

tensorflow ssd_mobilenet_v1_coco_2017_11_17移植到NCS計算棒遇到的問題

[Error 5] Toolkit Error: Stage Details Not Supported: Cast
該問題是因為模型中使用了NCS不支援的操作引起的,從mvNCCompile原始碼中找到支援的tensorflow操作型別總共包括一下幾種:
[‘Add’, ‘Assign’, ‘AvgPool’, ‘BiasAdd’, ‘Concat’, ‘ConcatV2’, ‘Const’, ‘Conv2D’, ‘Conv2DBackpropInput’, ‘DepthwiseConv2dNative’, ‘Div’, ‘ExpandDims’, ‘ExtractImagePatches’, ‘Fill’, ‘Floor’, ‘FusedBatchNorm’, ‘Identity’, ‘L2Loss’, ‘LRN’, ‘MatMul’, ‘MaxPool’, ‘Maximum’, ‘Mean’, ‘Mul’, ‘NoOp’, ‘Pack’, ‘Pad’, ‘Placeholder’, ‘PlaceholderWithDefault’, ‘Prod’, ‘RandomStandardNormal’, ‘RandomUniform’, ‘RealDiv’, ‘Relu’, ‘Relu6’, ‘Reshape’, ‘Rsqrt’, ‘Shape’, ‘Sigmoid’, ‘Slice’, ‘Softmax’, ‘Square’, ‘Squeeze’, ‘StridedSlice’, ‘Sub’, ‘Sum’, ‘Tanh’, ‘TruncatedNormal’, ‘Variable’, ‘VariableV2’]