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#pragma once
#include <limits>
#include <map>
#include "atomics.cuh"
enum ReductionType { SUM, MEAN, MUL, DIV, MIN, MAX };
const std::map<std::string, ReductionType> reduce2REDUCE = {
{"sum", SUM}, {"mean", MEAN}, {"mul", MUL},
{"div", DIV}, {"min", MIN}, {"max", MAX},
};
#define AT_DISPATCH_REDUCTION_TYPES(reduce, ...) \
[&] { \
switch (reduce2REDUCE.at(reduce)) { \
case SUM: { \
static constexpr ReductionType REDUCE = SUM; \
return __VA_ARGS__(); \
} \
case MEAN: { \
static constexpr ReductionType REDUCE = MEAN; \
return __VA_ARGS__(); \
} \
case MUL: { \
static constexpr ReductionType REDUCE = MUL; \
return __VA_ARGS__(); \
} \
case DIV: { \
static constexpr ReductionType REDUCE = DIV; \
return __VA_ARGS__(); \
} \
case MIN: { \
static constexpr ReductionType REDUCE = MIN; \
return __VA_ARGS__(); \
} \
case MAX: { \
static constexpr ReductionType REDUCE = MAX; \
return __VA_ARGS__(); \
} \
} \
}()
template <typename scalar_t, ReductionType REDUCE> struct Reducer {
static inline __host__ __device__ scalar_t init() {
if (REDUCE == MUL || REDUCE == DIV)
return (scalar_t)1;
else if (REDUCE == MIN)
return std::numeric_limits<scalar_t>::max();
else if (REDUCE == MAX)
return std::numeric_limits<scalar_t>::lowest();
else
return (scalar_t)0;
}
static inline __host__ __device__ void update(scalar_t *val,
scalar_t new_val) {
if (REDUCE == SUM || REDUCE == MEAN)
*val = *val + new_val;
else if (REDUCE == MUL)
*val = *val * new_val;
else if (REDUCE == DIV)
*val = *val / new_val;
else if ((REDUCE == MIN && new_val < *val) ||
(REDUCE == MAX && new_val > *val)) {
*val = new_val;
}
}
static inline __host__ __device__ void update(scalar_t *val, scalar_t new_val,
int64_t *arg, int64_t new_arg) {
if (REDUCE == SUM || REDUCE == MEAN)
*val = *val + new_val;
else if (REDUCE == MUL)
*val = *val * new_val;
else if (REDUCE == DIV)
*val = *val / new_val;
else if ((REDUCE == MIN && new_val < *val) ||
(REDUCE == MAX && new_val > *val)) {
*val = new_val;
*arg = new_arg;
}
}
static inline __host__ __device__ void write(scalar_t *address, scalar_t val,
int64_t *arg_address,
int64_t arg, int count) {
if (REDUCE == SUM || REDUCE == MUL || REDUCE == DIV)
*address = val;
else if (REDUCE == MEAN)
*address = val / (scalar_t)(count > 0 ? count : 1);
else if (REDUCE == MIN || REDUCE == MAX) {
if (count > 0) {
*address = val;
*arg_address = arg;
} else
*address = (scalar_t)0;
}
}
static inline __device__ void atomic_write(scalar_t *address, scalar_t val) {
if (REDUCE == SUM || REDUCE == MEAN)
atomAdd(address, val);
else if (REDUCE == MUL)
atomMul(address, val);
else if (REDUCE == DIV)
atomDiv(address, val);
else if (REDUCE == MIN)
atomMin(address, val);
else if (REDUCE == MAX)
atomMax(address, val);
}
};
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