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Thread-safety with GpuMat

I have a single thread that produces a GpuMat. I was looking at a design where I would pass that to N threads as a const GpuMat, and then let them operate on that matrix arbitrarily.

If none of the threads are modifying the GpuMat, is this considered thread safe generally? with cavaets? never?