Add more array utility functions
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@ -83,7 +83,7 @@ rank : Array s a -> Nat
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rank = length . shape
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export
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shapeEq : (arr : Array s a) -> s = shape arr
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shapeEq (MkArray _ _ _ _) = Refl
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@ -302,10 +302,15 @@ concat axis a b = let sA = shape a
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-- TODO: prove that the type-level shape and `s` are equivalent
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in believe_me $ MkArray COrder sts s (unsafeFromIns (product s) ins)
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display : Show a => Array s a -> IO ()
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display = printLn . PrimArray.toList . getPrim
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export
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stack : {s : _} -> (axis : Fin (S rk)) -> Vect n (Array {rk} s a) -> Array (insertAt axis n s) a
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stack axis arrs = rewrite sym (lengthCorrect arrs) in
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fromFunction _ (\is => case getAxisInd axis (rewrite sym (lengthCorrect arrs) in is) of
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(i,is') => index is' (index i arrs))
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where
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getAxisInd : {0 rk : _} -> {s : _} -> (ax : Fin (S rk)) -> Coords (insertAt ax n s) -> (Fin n, Coords s)
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getAxisInd FZ (i :: is) = (i, is)
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getAxisInd {s=_::_} (FS ax) (i :: is) = mapSnd (i::) (getAxisInd ax is)
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--------------------------------------------------------------------------------
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@ -392,9 +397,8 @@ export
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{s : _} -> Monoid a => Monoid (Array s a) where
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neutral = repeat s neutral
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-- the shape must be known at runtime due to `fromInteger`. If `fromInteger`
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-- The shape must be known at runtime here due to `fromInteger`. If `fromInteger`
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-- were moved into its own interface, this constraint could be removed.
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export
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{s : _} -> Num a => Num (Array s a) where
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(+) = zipWith (+)
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@ -444,3 +448,30 @@ Show a => Show (Array s a) where
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then List.replicate d ("[]" :: Prelude.Nil)
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else map (insertPunct s) $ splitWindow (length strs `div` d) strs
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in "[" :: (concat $ intersperse [", "] secs) `snoc` "]"
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--------------------------------------------------------------------------------
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-- Numeric array operations
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--------------------------------------------------------------------------------
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export
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lerp : Neg a => a -> Array s a -> Array s a -> Array s a
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lerp t a b = zipWith (+) (a *. (1 - t)) (b *. t)
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export
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normSq : Num a => Array s a -> a
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normSq arr = sum $ zipWith (*) arr arr
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export
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norm : Array s Double -> Double
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norm = sqrt . normSq
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export
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normalize : Array s Double -> Array s Double
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normalize arr = if all (==0) arr then arr else map (/ norm arr) arr
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export
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pnorm : (p : Double) -> Array s Double -> Double
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pnorm p = (`pow` recip p) . sum . map (`pow` p)
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@ -102,3 +102,10 @@ export
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hconcat : Matrix m n a -> Matrix m n' a -> Matrix m (n + n') a
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hconcat = concat 1
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export
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kronecker : Num a => Vector m a -> Vector n a -> Matrix m n a
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kronecker a b = rewrite dimEq a in rewrite dimEq b in
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fromFunction [dim a, dim b]
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(\[i,j] => Vector.index (rewrite dimEq a in i) a *
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Vector.index (rewrite dimEq b in j) b)
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@ -3,7 +3,7 @@ module Data.NumIdr.Multiply
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%default total
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infixr 7 *.
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infixr 9 *.
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||| A generalized multiplication/transformation operator. This interface is
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||| necessary since the standard multiplication operator is homogenous.
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@ -11,6 +11,14 @@ Vector : Nat -> Type -> Type
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Vector n = Array [n]
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public export
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dim : Vector n a -> Nat
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dim = head . shape
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export
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dimEq : (v : Vector n a) -> n = dim v
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dimEq v = cong head $ shapeEq v
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--------------------------------------------------------------------------------
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-- Vector constructors
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--------------------------------------------------------------------------------
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@ -107,3 +115,4 @@ export
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perp : Neg a => Vector 2 a -> Vector 2 a -> a
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perp a b = a.x * b.y - a.y * b.x
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