How does R represent NA internally?

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慢半拍i
慢半拍i 2020-12-18 11:07

R seems to support an efficient NA value in floating point arrays. How does it represent it internally?

My (perhaps flawed) understanding is that moder

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  • 2020-12-18 11:22

    R uses NaN values as defined for IEEE floats to represent NA_real_, Inf and NA. We can use a simple C++ function to make this explicit:

    Rcpp::cppFunction('void print_hex(double x) {
        uint64_t y;
        static_assert(sizeof x == sizeof y, "Size does not match!");
        std::memcpy(&y, &x, sizeof y);
        Rcpp::Rcout << std::hex << y << std::endl;
    }', plugins = "cpp11", includes = "#include <cstdint>")
    print_hex(NA_real_)
    #> 7ff80000000007a2
    print_hex(Inf)
    #> 7ff0000000000000
    print_hex(-Inf)
    #> fff0000000000000
    

    The exponent (second till 13. bit) is all one. This is the definition of an IEEE NaN. But while for Inf the mantissa is all zero, this is not the case for NA_real_. Here some source code references.

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