Daniel
9746db56c0
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30 lines
717 B
Julia
30 lines
717 B
Julia
using CUDA
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using .Transpiler
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using .Interpreter
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varsets_medium = 1000
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X = randn(Float32, 5, varsets_medium)
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exprsGPU = [
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# CPU interpreter requires an anonymous function and array ref s
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:(p1 * x1 + p2), # 5 op
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:((((x1 + x2) + x3) + x4) + x5), # 9 op
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:(log(abs(x1))), # 3 op
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:(powabs(p2 - powabs(p1 + x1, 1/x1),p3)) # 13 op
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] # 30 op
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# p is the same for CPU and GPU
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p = [randn(Float32, 10) for _ in 1:length(exprsGPU)] # generate 10 random parameter values for each expr
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expr_reps = 1
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@testset "Interpreter Tuning" begin
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CUDA.@profile interpret_gpu(exprsGPU, X, p; repetitions=expr_reps)
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end
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@testset "Transpiler Tuning" begin
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CUDA.@profile evaluate_gpu(exprsGPU, X, p; repetitions=expr_reps)
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end |