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README.md

@@ -46,27 +46,23 @@ julia> x = rand(28, 28, 3, 1);
 
 julia> layer = Conv((3, 3), 3 => 8);
 
+julia> layer = Conv((3, 3), 3 => 2);
+
 julia> jacobian_pattern(layer, x)
-5408×2352 SparseArrays.SparseMatrixCSC{Bool, UInt64} with 146016 stored entries:
-⎡⠙⢦⡀⠀⠀⠘⢷⣄⠀⠀⠈⠻⣦⡀⠀⠀⠀⎤
-⎢⠀⠀⠙⢷⣄⠀⠀⠙⠷⣄⠀⠀⠈⠻⣦⡀⠀⎥
-⎢⢶⣄⠀⠀⠙⠳⣦⡀⠀⠈⠳⢦⡀⠀⠈⠛⠂⎥
-⎢⠀⠙⢷⣄⠀⠀⠈⠻⣦⡀⠀⠀⠙⢦⣄⠀⠀⎥
-⎢⣀⡀⠀⠉⠳⣄⡀⠀⠈⠻⣦⣀⠀⠀⠙⢷⡄⎥
-⎢⠈⠻⣦⡀⠀⠈⠛⢦⡀⠀⠀⠙⢷⣄⠀⠀⠀⎥
-⎢⠀⠀⠈⠻⣦⡀⠀⠀⠙⢷⣄⠀⠀⠙⠷⣄⠀⎥
-⎢⠻⣦⡀⠀⠈⠙⢷⣄⠀⠀⠉⠻⣦⡀⠀⠈⠁⎥
-⎢⠀⠀⠙⢦⣀⠀⠀⠙⢷⣄⠀⠀⠈⠻⣦⡀⠀⎥
-⎢⢤⣄⠀⠀⠙⠳⣄⡀⠀⠉⠳⣤⡀⠀⠈⠛⠂⎥
-⎢⠀⠙⢷⣄⠀⠀⠈⠻⣦⡀⠀⠈⠙⢦⡀⠀⠀⎥
-⎢⣀⠀⠀⠙⢷⣄⡀⠀⠈⠻⣦⣀⠀⠀⠙⢷⡄⎥
-⎢⠈⠳⣦⡀⠀⠈⠻⣦⡀⠀⠀⠙⢷⣄⠀⠀⠀⎥
-⎢⠀⠀⠈⠻⣦⡀⠀⠀⠙⢦⣄⠀⠀⠙⢷⣄⠀⎥
-⎢⠻⣦⡀⠀⠈⠙⢷⣄⠀⠀⠉⠳⣄⡀⠀⠉⠁⎥
-⎢⠀⠈⠛⢦⡀⠀⠀⠙⢷⣄⠀⠀⠈⠻⣦⡀⠀⎥
-⎢⢤⣄⠀⠀⠙⠶⣄⠀⠀⠙⠷⣤⡀⠀⠈⠻⠆⎥
-⎢⠀⠙⢷⣄⠀⠀⠈⠳⣦⡀⠀⠈⠻⣦⡀⠀⠀⎥
-⎣⠀⠀⠀⠙⢷⣄⠀⠀⠈⠻⣦⠀⠀⠀⠙⢦⡀⎦
+1352×2352 SparseArrays.SparseMatrixCSC{Bool, UInt64} with 36504 stored entries:
+⎡⠙⢿⣦⡀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠻⣷⣤⡀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠈⠻⣷⣄⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⎤
+⎢⠀⠀⠙⢿⣦⡀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠈⠙⢿⣦⡀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠈⠻⣷⣤⡀⠀⠀⠀⠀⠀⠀⠀⠀⠀⎥
+⎢⠀⠀⠀⠀⠙⢿⣦⣀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠙⢿⣦⡀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠈⠙⢿⣦⡀⠀⠀⠀⠀⠀⠀⠀⎥
+⎢⠀⠀⠀⠀⠀⠀⠙⠻⣷⣄⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠙⢿⣦⣀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠙⢿⣦⡀⠀⠀⠀⠀⠀⎥
+⎢⠀⠀⠀⠀⠀⠀⠀⠀⠈⠻⣷⣄⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠙⠻⣷⣄⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠙⢿⣦⣀⠀⠀⠀⎥
+⎢⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠈⠻⣷⣄⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠈⠻⣷⣄⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠙⠻⣷⣄⠀⎥
+⎢⢤⣤⡀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠈⠛⠛⢦⣤⡀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠈⠛⠳⣤⣤⡀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠈⠛⠓⎥
+⎢⠀⠙⢿⣦⣄⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠙⢿⣦⡀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠙⢿⣦⡀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⎥
+⎢⠀⠀⠀⠉⠻⣷⣄⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠙⢿⣦⣄⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠙⢿⣦⡀⠀⠀⠀⠀⠀⠀⠀⠀⎥
+⎢⠀⠀⠀⠀⠀⠈⠻⣷⣄⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠉⠻⣷⣄⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠙⢿⣦⣄⠀⠀⠀⠀⠀⠀⎥
+⎢⠀⠀⠀⠀⠀⠀⠀⠈⠻⣷⣄⡀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠈⠻⣷⣄⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠉⠻⣷⣄⠀⠀⠀⠀⎥
+⎢⠀⠀⠀⠀⠀⠀⠀⠀⠀⠈⠛⢿⣦⡀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠈⠻⣷⣄⡀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠈⠻⣷⣄⠀⠀⎥
+⎣⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠙⢿⣦⡀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠈⠛⢿⣦⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠈⠻⣷⣄⎦
 ```
 
 The type of index set `T<:AbstractSet{<:Integer}` that is internally used to keep track of connectivity can be specified via `jacobian_pattern(f, x, T)`, defaulting to `BitSet`.