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October 8, 2018 15:35
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using LinearAlgebra, Statistics | |
using StaticArrays, Parameters | |
using CUDAdrv, CUDAnative | |
struct Lattice{D,Q,T} | |
δt :: T | |
δx :: T | |
τ :: T | |
e :: Vector{SVector{D,T}} | |
w :: Vector{T} | |
ρ :: Array{T,D} | |
u :: Array{SVector{D,T},D} | |
end | |
function Lattice{D,Q,T}(dims=(128,128); δt::Real=1, δx::Real=1, τ::Real=0.65) where {D,Q,T<:AbstractFloat} | |
@assert length(dims)==D || length(dims)==1 "Wrong dimensions supplied." | |
if length(dims)==1 && D==2 | |
dims=(dims,dims) | |
elseif length(dims)==1 && D==3 | |
dims=(dims,dims,dims) | |
else | |
error("Wrong dimensions supplied.") | |
end | |
if Q==9 | |
e = δx/δt * Vector{SVector{2,T}}([ | |
[0, 0], | |
[1, 0], [0, 1], [-1, 0], [0, -1], | |
[1, 1], [-1,1], [-1,-1], [1, -1] | |
]) | |
w = Vector{T}([4/9, 1/9, 1/9, 1/9, 1/9, 1/36, 1/36, 1/36, 1/36]) | |
else | |
error("Q fail") | |
end | |
lattice = Lattice{D,Q,T}(δt, δx, τ, e, w, ones(T,dims), zeros(SVector{D,T},dims)) | |
end | |
@inbounds function advance!(lattice::Lattice{D,Q,T}) where {D,Q,T<:AbstractFloat} | |
@unpack δt, δx, τ, e, w, ρ, u = lattice | |
NX, NY = size(u) | |
for y ∈ 1 : NY | |
for x ∈ 1 : NX | |
cs = one(T) / sqrt(T(3)) | |
eq0 = zero(MVector{Q,T}) | |
# predictor step | |
ρ0, u0 = zero(T), zero(SVector{D,T}) | |
for q ∈ 1 : Q | |
i, j = Int(x-δt*e[q][1]), Int(y-δt*e[q][2]) | |
if i < 1 i = NX | |
elseif i > NX i = 1 end | |
if j < 1 j = NY | |
elseif j > NY j = 1 end | |
uij = u[i,j] | |
uu = dot(uij, uij) | |
eu = dot(e[q], uij) | |
eq0[q] = ρ[i,j] * w[q] * ( one(T) + eu/cs^2 + 0.5*(eu^2 - cs*uu)/cs^4 ) | |
ρ0 += eq0[q] | |
u0 += eq0[q] * e[q] | |
end | |
u0 = u0 / ρ0 | |
# corrector step | |
ρ[x,y] = ρ0 | |
sumneq = zero(T) | |
uu = dot(u0, u0) | |
for q ∈ 1 : Q | |
eu = dot(e[q], u0) | |
eq1 = ρ0 * w[q] * ( one(T) + eu/cs^2 + 0.5*(eu^2 - cs*uu)/cs^4 ) | |
sumneq += e[q] * (eq1 - eq0[q]) | |
end | |
u[x,y] = u0 - (one(T) - one(T)/τ) * sumneq / ρ0 | |
end | |
end | |
nothing | |
end | |
function advance_gpu!(ρ::CuDeviceArray{T,D}, u::CuDeviceArray{SVector{D,T},D}, | |
δt::T, δx::T, τ::T, e::CuDeviceVector{SVector{D,T}}, w::CuDeviceVector{T},::Val{Q}) where {D,Q,T<:AbstractFloat} | |
x = (blockIdx().x-1) * blockDim().x + threadIdx().x | |
y = (blockIdx().y-1) * blockDim().y + threadIdx().y | |
NX, NY = size(u) | |
cs = one(T) / sqrt(T(3)) | |
eq0 = zero(MVector{Q,T}) | |
# predictor step | |
ρ0, u0 = zero(T), zero(SVector{D,T}) | |
for q ∈ 1 : Q | |
i, j = unsafe_trunc(Int, x-δt*e[q][1]), unsafe_trunc(Int, y-δt*e[q][2]) | |
if i < 1 i = NX | |
elseif i > NX i = 1 end | |
if j < 1 j = NY | |
elseif j > NY j = 1 end | |
uij = u[i,j] | |
uu = dot(uij, uij) | |
eu = dot(e[q], uij) | |
eq0[q] = ρ[i,j] * w[q] * ( one(T) + eu/cs^2 + 0.5*(eu^2 - cs*uu)/cs^4 ) | |
ρ0 += eq0[q] | |
u0 += eq0[q] * e[q] | |
end | |
u0 = u0 / ρ0 | |
# corrector step | |
ρ[x,y] = ρ0 | |
sumneq = zero(T) | |
uu = dot(u0, u0) | |
for q ∈ 1 : Q | |
eu = dot(e[q], u0) | |
eq1 = ρ0 * w[q] * ( one(T) + eu/cs^2 + 0.5*(eu^2 - cs*uu)/cs^4 ) | |
sumneq += e[q] * (eq1 - eq0[q]) | |
end | |
u[x,y] = u0 - (one(T) - one(T)/τ) * sumneq / ρ0 | |
nothing | |
end | |
function advance_gpu!(lattice::Lattice{D,Q,T}, timesteps=1) where {D,Q,T<:AbstractFloat} | |
@unpack δt, δx, τ, e, w, ρ, u = lattice | |
dev_e = CuArray(e) | |
dev_w = CuArray(w) | |
dev_ρ = CuArray(ρ) | |
dev_u = CuArray(u) | |
for t ∈ 1 : timesteps | |
@cuda threads=(8,8) advance_gpu!(dev_ρ, dev_u, δt, δx, τ, dev_e, dev_w, Val(Q)) | |
end | |
copyto!(lattice.ρ, dev_ρ) | |
copyto!(lattice.u, dev_u) | |
nothing | |
end | |
function test() | |
N = 256 | |
δx = 1 | |
δt = 1 | |
τ = 0.65 | |
D, Q = 2, 9 | |
lattice = Lattice{D,Q,Float32}(N; δt=δt, δx=δx, τ=τ) | |
advance_gpu!(lattice) | |
CUDAdrv.synchronize() | |
end |
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