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CUDA patch #449
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CUDA patch #449
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8a6a7d3
start working on CUDA patch
Roger-luo 7db5152
patching CuYao.cu for SubspaceArrayReg
weinbe58 8ecd025
removing print
weinbe58 e638027
prototype of sampler on GPU.
weinbe58 489d3de
removing 'cu' overload
weinbe58 b0741ee
two use cases for sampling.
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Original file line number | Diff line number | Diff line change |
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@@ -0,0 +1,2 @@ | ||
function sample(weights::CuVector) | ||
end |
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Original file line number | Diff line number | Diff line change |
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@@ -0,0 +1,91 @@ | ||
using Test | ||
using Random | ||
using CUDA | ||
using YaoSubspaceArrayReg | ||
using YaoArrayRegister | ||
using StatsBase | ||
using CuYao | ||
using GPUArrays | ||
using Adapt | ||
using BloqadeCUDA | ||
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||
# TODO: use Alias sampler | ||
struct SamplerWithValues{T,A<:AbstractVector{T},B<:AbstractVector} | ||
total::T | ||
cumulative_weights::A | ||
values::B | ||
end | ||
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function SamplerWithValues(weights,values) | ||
length(weights) != length(values) && error("Sampler expects values with same length as weights.") | ||
total = sum(weights) | ||
cumulative_weights = cumsum(weights) | ||
return SamplerWithValues(total,cumulative_weights,values) | ||
end | ||
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function Adapt.adapt_structure(to, sampler::SamplerWithValues) | ||
cumulative_weights = Adapt.adapt_structure(to, sampler.cumulative_weights) | ||
values = Adapt.adapt_structure(to, sampler.values) | ||
SamplerWithValues(sampler.total,cumulative_weights,values) | ||
end | ||
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function (sampler::SamplerWithValues)(x) | ||
i = searchsortedfirst(sampler.cumulative_weights, x) | ||
i = clamp(i, firstindex(sampler.cumulative_weights), lastindex(sampler.cumulative_weights)) | ||
@inbounds sampler.values[i] | ||
end | ||
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# TODO: use Alias sampler | ||
struct Sampler{T,A<:AbstractVector{T}} | ||
total::T | ||
cumulative_weights::A | ||
end | ||
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function Sampler(weights) | ||
total = sum(weights) | ||
cumulative_weights = cumsum(weights) | ||
return Sampler(total,cumulative_weights) | ||
end | ||
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function Adapt.adapt_structure(to, sampler::Sampler) | ||
cumulative_weights = Adapt.adapt_structure(to, sampler.cumulative_weights) | ||
Sampler(sampler.total,cumulative_weights) | ||
end | ||
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function (sampler::Sampler)(x) | ||
i = searchsortedfirst(sampler.cumulative_weights, x) | ||
clamp(i, firstindex(sampler.cumulative_weights), lastindex(sampler.cumulative_weights)) | ||
end | ||
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function sample(rng::AbstractRNG, weights::CuVector,nshots::Integer) | ||
sampler = Sampler(weights) | ||
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dices = sampler.total .* rand(rng, nshots) | ||
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sampler.(dices) | ||
end | ||
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function sample(rng::AbstractRNG, weights::CuVector,nshots::Integer, obs::CuVector) | ||
sampler = SamplerWithValues(weights,obs) | ||
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dices = sampler.total .* rand(rng, nshots) | ||
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sampler.(dices) | ||
end | ||
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N = 20 | ||
ntot = 2^(N-4) | ||
space = Subspace(N, sort(randperm(1 << N)[1:ntot] .- 1)) | ||
r = SubspaceArrayReg(randn(ComplexF64, ntot), space) | ||
normalize!(r) | ||
dr = cu(r) | ||
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weights = abs2.(relaxedvec(dr)) | ||
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using BenchmarkTools | ||
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@benchmark CUDA.@sync sample(CURAND.default_rng(),weights,10000) | ||
|
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I think
SubspaceArrayReg
already overloadedadapt
thusadapt(CuArray, reg)
should just work?There was a problem hiding this comment.
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I might have missed that