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danfei
Looks like you are using TensorFlow 1.0+ (I've seen this error occur w/ 1.0+)? There is an API change from 0.xx to 1.xx. We'll add the support for 1.0+ in...
You'll have to create your own dataset following the same format as the .h5 files. The framework currently do not support evaluating single image.