#| MzScheme language for automatic differentiation.
    Copyright (C) 2007 Will M. Farr <>

    This program is free software: you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation, either version 3 of the License, or
    (at your option) any later version.

    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    GNU General Public License for more details.

    You should have received a copy of the GNU General Public License
    along with this program.  If not, see <>.

(module deriv-lang mzscheme
  (require (lib "")
           (lib "")
           (lib "" "srfi"))
  (define (deriv-number? obj)
    (or (number? obj) (deriv? obj)))
  (define-struct deriv
    (tag x dx) #f)
  (define (arity-at-least/c n)
     (format "arity-at-least-~a" n)
     (lambda (proc)
       (let ((a (procedure-arity proc)))
           ((integer? a) (>= a n))
           ((arity-at-least? a) (<= (arity-at-least-value a) n))
           (else (ormap (lambda (a)
                          (or (and (integer? a) (>= a n))
                              (and (arity-at-least? a) (<= (arity-at-least-value a) n))))
  (provide (all-from-except mzscheme
                            + - / *
                            = < > <= >=
                            zero? positive? negative?
                            abs exp log
                            sin cos tan
                            asin acos atan
                            sqrt expt number?)
           (rename deriv-number? number?))
   (D (-> (-> deriv-number? deriv-number?) (-> deriv-number? deriv-number?)))
   (partial (->r ((i natural-number/c))
                 (-> (and/c (unconstrained-domain-> deriv-number?)
                            (arity-at-least/c (+ i 1)))
                     (and/c (unconstrained-domain-> deriv-number?)
                            (arity-at-least/c (+ i 1))))))
   (gradient (-> (-> (vectorof deriv-number?) deriv-number?)
                 (-> (vectorof deriv-number?) (vectorof deriv-number?))))
   (jacobian (-> (-> (vectorof deriv-number?) (vectorof deriv-number?))
                 (-> (vectorof deriv-number?) (vectorof (vectorof deriv-number?)))))
   (struct deriv ((tag natural-number/c)
                  (x deriv-number?)
                  (dx deriv-number?)))
   (rename my-+ + (->* () (listof deriv-number?) (deriv-number?)))
   (rename my-- - (->* (deriv-number?) (listof deriv-number?) (deriv-number?)))
   (rename my-* * (->* () (listof deriv-number?) (deriv-number?)))
   (rename my-/ / (->* (deriv-number?) (listof deriv-number?) (deriv-number?)))
   (rename my-= = (->* (deriv-number? deriv-number?) (listof deriv-number?) (boolean?)))
   (rename my-< < (->* (deriv-number? deriv-number?) (listof deriv-number?) (boolean?)))
   (rename my-> > (->* (deriv-number? deriv-number?) (listof deriv-number?) (boolean?)))
   (rename my-<= <= (->* (deriv-number? deriv-number?) (listof deriv-number?) (boolean?)))
   (rename my->= >= (->* (deriv-number? deriv-number?) (listof deriv-number?) (boolean?)))
   (rename my-zero? zero? (-> deriv-number? boolean?))
   (rename my-positive? positive? (-> deriv-number? boolean?))
   (rename my-negative? negative? (-> deriv-number? boolean?))
   (rename my-abs abs (-> deriv-number? deriv-number?))
   (rename my-exp exp (-> deriv-number? deriv-number?))
   (rename my-log log (-> deriv-number? deriv-number?))
   (rename my-sin sin (-> deriv-number? deriv-number?))
   (rename my-cos cos (-> deriv-number? deriv-number?))
   (rename my-tan tan (-> deriv-number? deriv-number?))
   (rename my-asin asin (-> deriv-number? deriv-number?))
   (rename my-acos acos (-> deriv-number? deriv-number?))
   (rename my-atan atan (case->
                         (-> deriv-number? deriv-number?)
                         (-> deriv-number? deriv-number? deriv-number?)))
   (rename my-sqrt sqrt (-> deriv-number? deriv-number?))
   (rename my-expt expt (-> deriv-number? deriv-number? deriv-number?)))
  ;; We need to use a channel here because we want generating id's for tags to be
  ;; thread-safe.
  (define tag-channel (make-channel))
   (lambda ()
     (let loop ((i 0))
       (channel-put tag-channel i)
       (loop (+ i 1)))))
  (define (next-tag)
    (channel-get tag-channel))
  (define (extract-derivative tag x)
    (if (not (deriv? x))
        (let ((x-tag (deriv-tag x)))
            ((= x-tag tag)
             (deriv-dx x))
            ((> x-tag tag)
             (make-deriv x-tag (extract-derivative tag (deriv-x x)) (extract-derivative tag (deriv-dx x))))
             (raise-mismatch-error 'extract-derivative "tag not found!" tag))))))
  (define (D f)
    (lambda (x)
      (let* ((tag (next-tag))
             (x (make-deriv tag x 1))
             (result (f x)))
        (extract-derivative tag result))))
  (define (tag-ith list tag i)
      ((null? list) (raise-mismatch-error 'tag-ith "list too short" list))
      ((= i 0) (cons (make-deriv tag (car list) 1)
                     (cdr list)))
      (else (cons (car list) (tag-ith (cdr list) tag (- i 1))))))
  (define ((partial i) f)
    (lambda args
      (let* ((tag (next-tag))
             (tagged-args (tag-ith args tag i))
             (result (apply f tagged-args)))
        (extract-derivative tag result))))
  (define (vtag-ith vec tag i)
    (vector-of-length-ec (vector-length vec) (:vector x (index j) vec)
      (if (= i j)
          (make-deriv tag x 1)
  (define (gradient f)
    (lambda (v)
      (vector-of-length-ec (vector-length v) (:vector dummy (index i) v)
        (let* ((tag (next-tag))
               (tagged-arg (vtag-ith v tag i))
               (result (f tagged-arg)))
          (extract-derivative tag result)))))
  (define matrix-rows vector-length)
  (define (matrix-cols m)
    (vector-length (vector-ref m 0)))
  (define (matrix-ref m i j)
    (vector-ref (vector-ref m i) j))
  (define (matrix-transpose mat)
    (let ((n (matrix-rows mat))
          (m (matrix-cols mat)))
      (vector-of-length-ec m (:range i m)
        (vector-of-length-ec n (:range j n)
          (matrix-ref mat j i)))))
  (define (jacobian f)
    (lambda (v)
       (vector-of-length-ec (vector-length v) (:vector dummy (index i) v)
         (let* ((tag (next-tag))
                (tagged-arg (vtag-ith v tag i))
                (result-v (f tagged-arg)))
           (vector-of-length-ec (vector-length result-v) (:vector res result-v)
             (extract-derivative tag res)))))))
  ;; Watch out for code explosion---lift1 and lift2 need to be macros
  ;; in order to properly handle recursive definitions, but take care
  ;; not to use any expressions inside the lift1 and lift2 syntax.
  ;; If you do, they will be duplicated several times.
  (define-syntax lift1
    (syntax-rules ()
      ((lift1 ndf f df)
         ((struct deriv (dx x xbar))
          (make-deriv dx (f x) (mul (df x) xbar)))
         (x (ndf x))))))
  (define-syntax lift2
    (syntax-rules ()
      ((lift2 ndf f dfdx dfdy)
       (lambda (xx yy)
         (match xx
           ((struct deriv (dx x xbar))
            (match yy
              ((struct deriv (dy y ybar))
                 ((= dx dy)
                  (make-deriv dx (f x y) (add (mul (dfdx x y) xbar)
                                              (mul (dfdy x y) ybar))))
                 ((> dx dy)
                  (make-deriv dx (f x yy) (mul (dfdx x yy) xbar)))
                  (make-deriv dy (f xx y) (mul (dfdy xx y) ybar)))))
              (y (make-deriv dx (f x y) (mul (dfdx x y) xbar)))))
            (match yy
              ((struct deriv (dy y ybar))
               (make-deriv dy (f x y) (mul (dfdy x y) ybar)))
              (y (ndf x y)))))))))
  (define my-+
      (() 0)
      ((x) x)
      ((x y) (add x y))
      ((x y . zs)
       (apply my-+ (add x y) zs))))
  (define my--
      ((x) (negate x))
      ((x y) (sub x y))
      ((x . ys)
       (sub x (apply my-+ ys)))))
  (define my-*
      (() 1)
      ((x) x)
      ((x y) (mul x y))
      ((x y . zs)
       (apply my-* (mul x y) zs))))
  (define my-/
      ((x) (invert x))
      ((x y) (div x y))
      ((x . ys)
       (div x (apply my-* ys)))))
  (define add
    (let ((dadddarg (lambda (x y) 1)))
      (lift2 + add dadddarg dadddarg)))
  (define negate
    (let ((Dneg (lambda (x) -1)))
      (lift1 - negate Dneg)))
  (define sub
    (let ((dsubdx (lambda (x y) 1))
          (dsubdy (lambda (x y) -1)))
      (lift2 - sub dsubdx dsubdy)))
  (define mul
    (let ((dmuldx (lambda (x y) y))
          (dmuldy (lambda (x y) x)))
      (lift2 * mul dmuldx dmuldy)))
  (define invert
    (let ((Dinvert (lambda (x)
                     (invert (negate (mul x x))))))
      (lift1 / invert Dinvert)))
  (define div
    (let ((ddivdx (lambda (x y) (invert y)))
          (ddivdy (lambda (x y) (negate (div x (mul y y))))))
      (lift2 / div ddivdx ddivdy)))
  (define-syntax lift-comp
    (syntax-rules ()
      ((lift-comp ndcomp comp)
       (lambda (xx yy)
         (match xx
           ((struct deriv (_ x _))
            (comp x yy))
           (x (match yy
                ((struct deriv (_ y _))
                 (comp x y))
                (y (ndcomp x y)))))))))
  (define =2 (lift-comp = =2))
  (define my-=
      ((x y) (=2 x y))
      ((x y . zs)
       (and (=2 x y) (apply my-= y zs)))))
  (define <2 (lift-comp < <2))
  (define my-<
      ((x y) (<2 x y))
      ((x y . zs)
       (and (<2 x y) (apply my-< y zs)))))
  (define >2 (lift-comp > >2))
  (define my->
      ((x y) (>2 x y))
      ((x y . zs) (and (>2 x y) (apply my-> y zs)))))
  (define <=2 (lift-comp <= <=2))
  (define my-<=
      ((x y) (<=2 x y))
      ((x y . zs) (and (<=2 x y) (apply my-<= y zs)))))
  (define >=2 (lift-comp >= >=2))
  (define my->=
      ((x y) (>=2 x y))
      ((x y . zs) (and (>=2 x y) (apply my->= y zs)))))
  (define-syntax lift-pred
    (syntax-rules ()
      ((lift-pred ndp p)
       (lambda (x)
         (match x
           ((struct deriv (_ x _))
            (p x))
           (x (ndp x)))))))
  (define my-zero? (lift-pred zero? my-zero?))
  (define my-positive? (lift-pred positive? my-positive?))
  (define my-negative? (lift-pred negative? my-negative?))
  (define my-odd? (lift-pred odd? my-odd?))
  (define my-even? (lift-pred even? my-even?))
  (define my-abs
    (let ((Dabs (lambda (x)
                  (when (my-zero? x)
                    (raise-mismatch-error 'abs "no derivative at zero" x))
                  (if (my-negative? x)
      (lift1 abs my-abs Dabs)))
  (define my-exp (lift1 exp my-exp my-exp))
  (define my-log (lift1 log my-log invert))
  (define my-sin (lift1 sin my-sin my-cos))
  (define my-cos
    (let ((Dcos (lambda (x) (negate (my-sin x)))))
      (lift1 cos my-cos Dcos)))
  (define my-tan
    (let ((Dtan (lambda (x)
                  (let ((cos-x (my-cos x)))
                    (invert (mul cos-x cos-x))))))
      (lift1 tan my-tan Dtan)))
  (define my-asin
    (let ((Dasin (lambda (x) (invert (my-sqrt (sub 1 (mul x x)))))))
      (lift1 asin my-asin Dasin)))
  (define my-acos
    (let ((Dacos (lambda (x) (negate (invert (my-sqrt (sub 1 (mul x x))))))))
      (lift1 acos my-acos Dacos)))
  (define atan1
    (let ((Datan1 (lambda (x) (invert (add 1 (mul x x))))))
      (lift1 atan atan1 Datan1)))
  (define atan2
    (let ((datan2dy (lambda (y x) (div x (add (mul x x) (mul y y)))))
          (datan2dx (lambda (y x) (negate (div y (add (mul x x) (mul y y)))))))
      (lift2 atan atan2 datan2dy datan2dx)))
  (define my-atan
      ((x) (atan1 x))
      ((y x) (atan2 y x))))
  (define my-sqrt
    (let ((Dsqrt (lambda (x) (div 1/2 (my-sqrt x)))))
      (lift1 sqrt my-sqrt Dsqrt)))
  (define my-expt
    (let ((dexptdx (lambda (x y) (mul y (my-expt x (sub y 1)))))
          (dexptdy (lambda (x y) (mul (my-log x) (my-expt x y)))))
      (lift2 expt my-expt dexptdx dexptdy))))