mul.cpp 1.74 KB
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#include <migraphx/gpu/device/mul.hpp>
#include <migraphx/gpu/device/nary.hpp>
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#include <hip/hip_runtime.h>
#include <hip/hip_fp16.h>
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namespace migraphx {
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inline namespace MIGRAPHX_INLINE_NS {
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namespace gpu {
namespace device {

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static bool is_bert(const std::vector<shape>& ss)
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{
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    auto last_dim = ss.front().lens().back();
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    if(last_dim % 2 != 0)
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    {
        return false;
    }
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    auto n_dim = ss.front().lens().size();
    if(n_dim == 2)
    {
        auto stride = ss.at(1).strides();
        return (stride[0] == 0);
    }

    return false;
}

__global__ void mul_kernel(void* a, void* b, int n_dim, void* r, int n)
{
    __half2* ha = reinterpret_cast<__half2*>(a);
    __half2* hb = reinterpret_cast<__half2*>(b);
    __half2* hr = reinterpret_cast<__half2*>(r);
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    int tid     = blockIdx.x * blockDim.x + threadIdx.x;
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    if(tid < n)
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    {
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        int idb = tid % n_dim;
        hr[tid] = __hmul2(ha[tid], hb[idb]);
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    }
}

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void mul(hipStream_t stream, const argument& result, const argument& arg1, const argument& arg2)
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{
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    auto sr = result.get_shape();
    std::vector<shape> ss;
    ss.push_back(arg1.get_shape());
    ss.push_back(arg2.get_shape());
    if(sr.type() == shape::half_type and is_bert(ss))
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    {
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        auto elem_num  = sr.elements() / 2;
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        auto last_dim  = sr.lens().back() / 2;
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        int block_size = 1024;
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        int block_num  = (elem_num + block_size - 1) / block_size;
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        mul_kernel<<<block_num, block_size, 0, stream>>>(
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            arg1.data(), arg2.data(), last_dim, result.data(), elem_num);
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    }
    else
    {
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        nary(stream, result, arg1, arg2)([](auto x, auto y) __device__ { return x * y; });
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    }
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}

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} // namespace device
} // namespace gpu
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} // namespace MIGRAPHX_INLINE_NS
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} // namespace migraphx