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The copy A mma kernel
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using CUDA | |
using CUDA.WMMA | |
using CUDA.WMMA: ColMajor, load_a, load_b, load_c, mma, store_d | |
using StaticArrays | |
a = rand(Float16, 16, 16) | |
b = rand(Float16, 16, 16) | |
c = zeros(Float16, 16, 16) | |
d = zeros(Float16, 16, 16) | |
a_dev = CuArray(a) | |
b_dev = CuArray(b) | |
c_dev = CuArray(c) | |
d_dev = CuArray(d) | |
alpha = 1.0 | |
beta = 1.0 | |
@inline @generated function mymma(a_frag, b_frag, c_frag, conf) | |
out = Expr(:tuple, [:(a_frag.x[$i]) for i=1:8]..., zeros(Float16, 8)...) | |
quote | |
i = CUDA.threadIdx().x | |
return Fragment{16,16,16,16,Float16,WMMA.Unspecified,WMMA.Accumulator}($out) | |
end | |
end | |
@eval function kernel(a_dev, b_dev, c_dev, d_dev, alpha, beta) | |
conf = Config{16, 16, 16, Float16} | |
a_frag = load_a(pointer(a_dev), 16, ColMajor, conf) | |
b_frag = load_b(pointer(b_dev), 16, ColMajor, conf) | |
c_frag = load_c(pointer(c_dev), 16, ColMajor, conf) | |
a_frag = alpha .* a_frag | |
c_frag = beta .* c_frag | |
d_frag = mymma(a_frag, b_frag, c_frag, conf) | |
store_d(pointer(d_dev), d_frag, 16, ColMajor, conf) | |
return | |
end | |
@cuda threads=32 kernel(a_dev, b_dev, c_dev, d_dev, alpha, beta) | |
d = Array(d_dev) | |
#@test all(isapprox.(alpha * a * b + beta * c, d; rtol=sqrt(eps(Float16)))) | |
@assert d ≈ a |
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