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lstm initialisation

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This commit is contained in:
Mike J Innes 2017-09-05 02:42:32 -04:00
parent 61de692b50
commit b023da1b7d
1 changed files with 7 additions and 4 deletions
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11
src/layers/recurrent.jl
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@ -47,10 +47,13 @@ struct LSTMCell{D1,D2,V}
h::V; c::V h::V; c::V
end end
LSTMCell(in, out; init = initn) = function LSTMCell(in, out; init = initn)
LSTMCell([Dense(in+out, out, σ, init = initn) for _ = 1:3]..., cell = LSTMCell([Dense(in+out, out, σ, init = initn) for _ = 1:3]...,
Dense(in+out, out, tanh, init = initn), Dense(in+out, out, tanh, init = initn),
track(initn(out)), track(initn(out))) track(initn(out)), track(initn(out)))
cell.forget.b.x .= 1
return cell
end
function (m::LSTMCell)(h_, x) function (m::LSTMCell)(h_, x)
h, c = h_ h, c = h_