Finished basic testing for functions
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@ -34,6 +34,7 @@ function layerflops(layer::Dense,input::Tuple)
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return convert(Float64,((2*Mi*N - M)+bi)*noofopers*Fm), out
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end
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# TODO: Maxout for more that one layer Maxout
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function layerflops(layer::Maxout,input::Tuple)
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i = 0; j = 0; Fm = 1
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if length(input) == 3
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@ -1,19 +1,3 @@
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struct NoNvidiaSMI <: Exception
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var::String
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end
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struct NoPowerStat <: Exception
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var::String
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end
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struct NoFree <: Exception
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var::String
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end
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Base.showerror(io::IO, e::NoNvidiaSMI) = print(io, e.var)
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Base.showerror(io::IO, e::NoPowerStat) = print(io, e.var)
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Base.showerror(io::IO, e::NoFree) = print(io, e.var)
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"""
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gpupowerdraw()::Float64
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@ -123,10 +107,26 @@ the number of available gpus.
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returns the average power consumption in kWh.
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"""
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function avgpowerdraw()
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g, pg, pc, pr = 0.0, 0.0, 0.0, 0.0
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starttime = time()
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g, pg, _ = gpupowerdraw()
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pc = cpupowerdraw()
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pr = rampowerdraw()
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try
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g, pg, _ = gpupowerdraw()
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catch ex
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println(ex.msg)
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return 0.0
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end
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try
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pc = cpupowerdraw()
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catch ex
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println(ex.msg)
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return 0.0
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end
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try
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pr = rampowerdraw()
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catch ex
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println(ex.msg)
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return 0.0
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end
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endtime = time()
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elapsedtime = (endtime - starttime)/3600
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return 1.58*elapsedtime*(pc + pr + g*pg)/1000
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@ -3,32 +3,35 @@ using Test
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using Flux
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@testset "GreenFlux.jl" begin
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#convol = Conv((15,15),1=>2,tand)
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#dense = Dense(23,31,gelu)
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#maxpoo = MaxPool((12,65))
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convol = Conv((15,15),4=>2,tanh)
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dense = Dense(23,31,gelu)
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maxpoo = MaxPool((12,65))
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# TODO: GlobalMaxPool
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#mpool = MeanPool((3,3))
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mpool = MeanPool((3,3))
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# TODO: GlobalMeanPool
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#dconv = DepthwiseConv((21,21),6=>12,relu)
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#ctrans = ConvTranspose((7,7),2=>4,tan)
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#cc = CrossCor((2, 2), 1=>16, relu6)
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#gr = GRU(4,8)
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#lst = LSTM(3,3)
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#rn = RNN(3,6)
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dconv = DepthwiseConv((21,21),6=>12,relu)
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ctrans = ConvTranspose((7,7),2=>4,identity)
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cc = CrossCor((2, 2), 1=>16, relu6)
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gr = GRU(4,8)
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lst = LSTM(3,3)
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rn = RNN(3,6)
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#maxo = Maxout(()->Dense(35, 27), 4)
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#@test_throws GreenFlux.NoNvidiaSMI GreenFlux.gpupowerdraw()
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#@test_throws GreenFlux.NoPowerStat GreenFlux.cpupowerdraw()
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#@test typeof(GreenFlux.rampowerdraw()) <: Float64
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#@test typeof(avgpowerdraw()) <: Float64
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#@test typeof(GreenFlux.layerflops(convol,(2,2))) == Tuple{Float64,Tuple{Int64,Int64}}
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#@test typeof(GreenFlux.layerflops(dense,(4,4))) == Tuple{Float64,Tuple{Int64,Int64}}
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#@test typeof(GreenFlux.layerflops(maxpoo,(9,9))) == Tuple{Float64,Tuple{Int64,Int64}}
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#@test typeof(GreenFlux.layerflops(mpool,(2,2))) == Tuple{Float64,Tuple{Int64,Int64}}
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#@test typeof(GreenFlux.layerflops(dconv,(1,1))) == Tuple{Float64,Tuple{Int64,Int64}}
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#@test typeof(GreenFlux.layerflops(ctrans,(6,6))) == Tuple{Float64,Tuple{Int64,Int64}}
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#@test typeof(GreenFlux.layerflops(cc,(3,3))) == Tuple{Float64,Tuple{Int64,Int64}}
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#@test typeof(GreenFlux.layerflops(gr,(77,77))) == Tuple{Float64,Tuple{Int64,Int64}}
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#@test typeof(GreenFlux.layerflops(lst,(8,8))) == Tuple{Float64,Tuple{Int64,Int64}}
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#@test typeof(GreenFlux.layerflops(rn,(4,4))) == Tuple{Float64,Tuple{Int64,Int64}}
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#@test typeof(GreenFlux.layerflops(maxo,(5,5))) == Tuple{Float64,Tuple{Int64,Int64}}
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maxo = Maxout((12,12))
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@test_throws Base.IOError GreenFlux.gpupowerdraw()
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@test_throws Base.IOError GreenFlux.cpupowerdraw()
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@test_throws Base.IOError GreenFlux.rampowerdraw()
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if Sys.islinux()
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@test typeof(avgpowerdraw()) <: Float64
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end
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@test GreenFlux.layerflops(convol,(28,28)) == (354368.0, (14, 14, 2))
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@test GreenFlux.layerflops(dense,(4,4)) == (2304.0, (31, 1))
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@test GreenFlux.layerflops(maxpoo,(100,100)) == (6240.0, (8, 1))
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@test GreenFlux.layerflops(mpool,(8,8)) == (36.0, (2, 2))
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@test GreenFlux.layerflops(dconv,(30,30)) == (177600.0, (10, 10, 6))
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@test GreenFlux.layerflops(ctrans,(6,6)) == (56736.0, (12, 12, 2))
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@test GreenFlux.layerflops(cc,(3,3)) == (224.0, (2, 2, 16))
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@test GreenFlux.layerflops(gr,(77,77)) == (6099.0, (24, 1))
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@test GreenFlux.layerflops(lst,(8,8)) == (1968.0, (12, 1))
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@test GreenFlux.layerflops(rn,(4,4)) == (546.0, (6, 1))
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@test GreenFlux.layerflops(maxo,(5,5)) == (3600.0, (5, 1))
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end
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