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- // Pytorch also has an implementation of Philox RNG: https://github.com/pytorch/pytorch/blob/8ca3c881db3e3510fcb7725389f6a0633c9b992c/torch/csrc/jit/tensorexpr/cuda_random.h
- #pragma once
- // Philox CUDA.
- namespace flash {
- struct ull2 {
- unsigned long long x;
- unsigned long long y;
- };
- __forceinline__ __device__ uint2 mulhilo32(const unsigned int a, const unsigned int b) {
- uint2 *res;
- unsigned long long tmp;
- asm ("mul.wide.u32 %0, %1, %2;\n\t"
- : "=l"(tmp)
- : "r"(a), "r"(b));
- res = (uint2*)(&tmp);
- return *res;
- }
- __forceinline__ __device__ uint4 philox_single_round(const uint4 ctr, const uint2 key) {
- constexpr unsigned long kPhiloxSA = 0xD2511F53;
- constexpr unsigned long kPhiloxSB = 0xCD9E8D57;
- uint2 res0 = mulhilo32(kPhiloxSA, ctr.x);
- uint2 res1 = mulhilo32(kPhiloxSB, ctr.z);
- uint4 ret = {res1.y ^ ctr.y ^ key.x, res1.x, res0.y ^ ctr.w ^ key.y, res0.x};
- return ret;
- }
- __forceinline__ __device__ uint4 philox(unsigned long long seed,
- unsigned long long subsequence,
- unsigned long long offset) {
- constexpr unsigned long kPhilox10A = 0x9E3779B9;
- constexpr unsigned long kPhilox10B = 0xBB67AE85;
- uint2 key = reinterpret_cast<uint2&>(seed);
- uint4 counter;
- ull2 *tmp = reinterpret_cast<ull2*>(&counter);
- tmp->x = offset;
- tmp->y = subsequence;
- #pragma unroll
- for (int i = 0; i < 6; i++) {
- counter = philox_single_round(counter, key);
- key.x += (kPhilox10A);
- key.y += (kPhilox10B);
- }
- uint4 output = philox_single_round(counter, key);
- return output;
- }
- } // namespace flash
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