rosenrodt commented on issue #8966: NaiveEngine asynchronous error in 
multi-threading 
URL: 
https://github.com/apache/incubator-mxnet/issues/8966#issuecomment-417190004
 
 
   It seems like the internal memory pool tries to call `cudaFree()` on the 
same resource assigned to two or more MXNet instances when running Naive 
Engine. The memory pool is supposed to be thread-local singleton so each MXNet 
instance spawned by each thread does not contend with each other the same 
resource, but when running in Naive Engine it apparently is not the case. I get 
all sorts of errors like CUDA invalid pointer error and eventually cuBLAS 
failure

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