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I think your problem originates from: .... /src/caffe/device.cpp file.
It searches for some OpenCL programs in "./src/caffe/ocl/". If you move to "." (should be the caffe root dir) you should be able to run your program from here.
Alternatively you might be able to copy the required folders & files keeping their paths to into the folder you want to run your command from.
Ubuntu 14.04 LTS
Running on Asus R9 270X
Using OpenCL Caffe. https://github.com/amd/OpenCL-caffe (Probably it has caused the problem. Same thing as here amd/OpenCL-caffe#22)
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