binary_log_loss.hpp

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#ifndef STAN_MATH_PRIM_FUN_BINARY_LOG_LOSS_HPP
#define STAN_MATH_PRIM_FUN_BINARY_LOG_LOSS_HPP
 
#include <stan/math/prim/meta.hpp>
#include <stan/math/prim/fun/log.hpp>
#include <stan/math/prim/fun/log1m.hpp>
#include <stan/math/prim/functor/apply_scalar_binary.hpp>
#include <cmath>
 
namespace stan {
namespace math {
 
template <typename T, require_arithmetic_t<T>* = nullptr>
inline T binary_log_loss(int y, const T& y_hat) {
  using std::log;
  return y ? -log(y_hat) : -log1m(y_hat);
}
 
template <typename T1, typename T2, require_any_container_t<T1, T2>* = nullptr,
          require_not_var_matrix_t<T2>* = nullptr>
inline auto binary_log_loss(const T1& a, const T2& b) {
  return apply_scalar_binary(a, b, [&](const auto& c, const auto& d) {
    return binary_log_loss(c, d);
  });
}
 
}  // namespace math
}  // namespace stan
 
#endif