ADCMEKit
ADCMEKit is used to facilitate inverse modeling using ADCME.
Basic Functions
linedata(a, b)
: generate (1-α)a+αb as a function of α
meshview(a)
: generate a m×n
matrix in the neighborhood of a
loss1 = x->sum(x.^2-0.1*x)
v = linedata(zeros(10), rand(10))
l = loss1.(v)
lineview(l)
close("all")
v = landscapedata(zeros(10))
l = loss1.(v)
meshview(l)
lineview | meshview |
---|---|
![]() | ![]() |
Use with ADCME
lineview(sess, pl, loss, θ1)
pl = placeholder(Float64, shape=[2])
l = sum(pl^2-pl*0.1)
sess = Session(); init(sess)
lineview(sess, pl, l, rand(2))
meshview(sess, pl, loss, θ1)
pl = placeholder(Float64, shape=[2])
l = sum(pl^2-pl*0.1)
sess = Session(); init(sess)
meshview(sess, pl, l, rand(2))
gradview(sess, pl, loss, u0)
: use with ADCME.jl to test gradients
pl = placeholder(Float64, shape=[2])
l = sum(pl^2-pl*0.1)
sess = Session(); init(sess)
gradview(sess, pl, l, rand(2))
lineview | meshview | gradview |
---|---|---|
![]() | ![]() | ![]() |