downconversion for conv
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@ -37,7 +37,7 @@ Conv(k::NTuple{N,Integer}, ch::Pair{<:Integer,<:Integer}, σ = identity;
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@treelike Conv
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@treelike Conv
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function (c::Conv)(x)
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function (c::Conv)(x::AbstractArray)
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# TODO: breaks gpu broadcast :(
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# TODO: breaks gpu broadcast :(
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# ndims(x) == ndims(c.weight)-1 && return squeezebatch(c(reshape(x, size(x)..., 1)))
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# ndims(x) == ndims(c.weight)-1 && return squeezebatch(c(reshape(x, size(x)..., 1)))
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σ, b = c.σ, reshape(c.bias, map(_->1, c.stride)..., :, 1)
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σ, b = c.σ, reshape(c.bias, map(_->1, c.stride)..., :, 1)
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@ -51,6 +51,12 @@ function Base.show(io::IO, l::Conv)
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print(io, ")")
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print(io, ")")
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end
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end
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(a::Conv{<:Any,<:Any,W})(x::AbstractArray{T}) where {T <: Union{Float32,Float64}, W <: AbstractArray{T}} =
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invoke(a, Tuple{AbstractArray}, x)
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(a::Conv{<:Any,<:Any,W})(x::AbstractArray{<:Real}) where {T <: Union{Float32,Float64}, W <: AbstractArray{T}} =
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a(T.(x))
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"""
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"""
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DepthwiseConv(size, in)
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DepthwiseConv(size, in)
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DepthwiseConv(size, in=>mul)
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DepthwiseConv(size, in=>mul)
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