Question: are numpy arrays thread safe?
Answer: Some numpy functions are not atomic, so if two threads were to operate on the same array by calling some non-atomic numpy functions, then the array will become mangled because the order of operations will be mixed up in some non-anticipated way. ... So to be thread-safe, you would need to use a threading.