;;;; math-utils.scm -*- Scheme -*- ;;;; Kon Lovett, Oct '21 ;;;; Kon Lovett, Feb '24 ;;;; some from utilities.lisp ;;;; Issues ;; ;; - Recast as functor ;; ;; - Use error correcting & pairwise - see fp-utils (module math-utils (;export log-with-base log/base coprime? pairwise-coprime? fxcoprime? compound-interest simple-interest binomial cross-ratio chinum *chinum sqr square cub cube avg *average average average* least-squares trapezoid euclidian-distance manhattan-distance @prec to-places prod summ big-pi big-sigma fibonacci/approximate fibonacci *fibonacci fibonacci/memo *fibonacci/memo ;factorial/approximate factorial *factorial factorial/memo *factorial/memo factorial- factorial+ *factorial- *factorial+ factorial-/memo factorial+/memo *factorial-/memo *factorial+/memo harmonic *harmonic harmonic/memo *harmonic/memo) (import scheme) (import (chicken base)) (import (chicken fixnum)) (import (chicken type)) (import (only miscmacros define-syntax-rule)) (import memoize) (define-type real (or integer ratnum float)) (define-type point (pair number number)) (define-type points (list-of point)) ;FIXME cannot state purity w/ `->' for argument or result type (: log-with-base (real -> (real -> real))) (: log/base (real -> (real -> real))) (: fxcoprime? (fixnum fixnum -> boolean)) (: coprime? (integer #!rest integer -> boolean)) (: pairwise-coprime? (integer #!rest integer -> boolean)) (: simple-interest (real real #!optional real -> real)) (: compound-interest (real real real #!optional real -> real)) (: binomial (integer integer -> integer)) (: cross-ratio (number number number number -> number)) (: chinum (number -> fixnum)) (: square (number -> number)) (: cube (number -> number)) (: *average ((list-of number) -> number)) (: average (#!rest number -> number)) ;@list :: (list-of (or number @list)) (: average* (#!rest (or number list) -> number)) (: least-squares (points -> number number)) (: trapezoid ((number -> number) number number -> (fixnum -> number))) (: euclidian-distance (number number number number -> number)) (: manhattan-distance (number number number number -> number)) (: @prec (fixnum number #!optional (number -> number) -> number)) (: fibonacci/approximate (integer -> real)) (: *fibonacci (integer -> integer)) (: fibonacci (integer -> integer)) (: *fibonacci/memo (integer -> integer)) (: fibonacci/memo (integer -> integer)) (: *factorial (integer -> integer)) (: factorial (integer -> integer)) (: *factorial/memo (integer -> integer)) (: factorial/memo (integer -> integer)) #; ;diverges quickly (: factorial/approximate (integer -> integer)) ;real (not integer) due to use as Pochhammer function (: *factorial- (real integer -> real)) (: *factorial+ (real integer -> real)) (: factorial- (real integer -> real)) (: factorial+ (real integer -> real)) (: *factorial-/memo (real integer -> real)) (: *factorial+/memo (real integer -> real)) (: factorial-/memo (real integer -> real)) (: factorial+/memo (real integer -> real)) (: *harmonic (integer -> real)) (: harmonic (integer -> real)) (: *harmonic/memo (integer -> real)) (: harmonic/memo (integer -> real)) ;; (define-inline (xy x y) (cons x y)) (define-inline (xy-x p) (car p)) (define-inline (xy-y p) (cdr p)) (define-inline (check-integer loc obj) (assert (integer? obj) loc "bad argument type - not an integer" obj) obj ) (define-inline (check-real loc obj) (assert (real? obj) loc "bad argument type - not an real" obj) obj ) (define-inline (check-number loc obj) (assert (number? obj) loc "bad argument type - not an number" obj) obj ) #; ;FIXME -inline vs -syntax-rule (define-syntax-rule (check-integer-range loc s e) (when (> (check-integer loc s) (check-integer loc e)) (error loc "bounds mismatch" s e)) ) (define-inline (any func . args) (let loop ((args args)) (and (not (null? args)) (or (func (car args)) (loop (cdr args)))) ) ) (define (andmap func . args) (or (apply any null? args) (and (apply func (map car args)) (apply andmap func (map cdr args)))) ) (define-inline (reduce* f s l) ;(foldl (cut f <> <>) s l) (let loop ((l l) (s s) (len 0)) (if (null? l) (values s len) (loop (cdr l) (f s (car l)) (fx+ 1 len)) ) ) ) ;; #;(define-constant E (exp 1)) (define-constant SQRT5 (sqrt 5)) (define-constant 1/SQRT5 (/ SQRT5)) (define-constant MID1+SQRT5 (/ (+ 1 SQRT5) 2)) (define-constant MID1-SQRT5 (/ (- 1 SQRT5) 2)) ;from mathh.scm (define (log-with-base b) (let ((lnb (log b))) (lambda (a) (/ (log a ) lnb)) ) ) (define log/base log-with-base) #; ;1/2 the speed of `coprime?', d'uh (define (fxcoprime? a b) (or (fx= a b) (if (fx< a b) (fxcoprime? b a) (or (and (fx= 1 b) (or (fx= 2 a) (fx= 3 a))) (let ((2b (fx+ b b))) (if (and (fx< b a) (fx< a 2b)) (fxcoprime? b (fx- 2b a)) (let ((3b (fx+ b 2b))) (cond ((fx> a 3b) (fxcoprime? (fx- a 2b) b)) ((and (fx< 2b a) (fx< a 3b)) (fxcoprime? b (fx- a 2b))) (else (and (not (fx= 0 b)) (not (fx= 0 (fxrem a b)))) ) ) ) ) ) ) ) ) ) (define (fxcoprime? a b) (fx= 1 (fxgcd a b))) (define (coprime? a . bs) (= 1 (apply gcd a bs))) ;math egg ;math egg (define (pairwise-coprime? a . bs) (or (null? bs) (and (andmap (cut coprime? a <>) bs) (apply pairwise-coprime? bs))) ) ;rate is per time period units, freq & perd must be in same time units (define (simple-interest rate time #!optional (prin 1)) (* prin (+ 1 (* rate time))) ) (define (compound-interest rate freq time #!optional (prin 1)) (* prin (expt (+ 1 (/ rate freq)) (* freq time))) ) (define (binomial n k) (cond ((zero? (check-integer 'binomial k)) 1) ((= (check-integer 'binomial n) k) 1) (else (+ (binomial (- n 1) (- k 1)) (binomial (- n 1) k)))) ) (define (cross-ratio a b c d) (/ (* (- a c) (- b d)) (* (- a d) (- b c))) ) ;FIXME handle complex (a'la `signum'?) (define-syntax-rule (*chinum n) (if (even? n) 1 -1)) ;(expt -1 n) (define (chinum n) (*chinum n)) (define-syntax-rule (sqr x) (* x x)) (define-syntax-rule (cub x) (* x x x)) (define (square n) (sqr n)) (define (cube n) (cub n)) (define-syntax-rule (avg ?n0 ...) (/ (+ ?n0 ...) (length ?n0 ...))) (define (*average ls) (receive (s l) (reduce* + 0 ls) (if (fx= 0 l) 0 (/ s l)) ) ) (define average (case-lambda (() 0) ((a b) (/ (+ a b) 2)) (r (*average r)) ) ) (define (average* . nums) (*average (flatten nums))) ;returns slope+intercept m b such that y ~= m * x + b ;FIXME take f s e i, f(n) where s <= n <= e & n' = n+1 (define (least-squares points) (do ((points points (cdr points)) (sigma-x 0 (+ sigma-x (caar points))) ;(point-x (car points)) (sigma-y 0 (+ sigma-y (cdar points))) ;(point-y (car points)) (sigma-x-squared 0 (+ sigma-x-squared (sqr (caar points)))) (sigma-xy 0 (+ sigma-xy (* (caar points) (cdar points)))) (count 0 (fx+ count 1)) ) ((null? points) (let* ((m (/ (- (* count sigma-xy) (* sigma-x sigma-y)) (- (* count sigma-x-squared) (* sigma-x sigma-x)))) (b (/ (- sigma-y (* m sigma-x)) count))) (values m b))) ) ) ;trapezoid rule for area. returns function taking "precision" (define (trapezoid f a b) (let ((b-a (- b a))) (lambda (n) (let ((dx (/ b-a n))) (define (l i sum) (if (fx>= i n) (* sum dx) (let ((a (+ a (* i dx)))) (l (fx+ i 1) (+ sum (f a)))))) (l 1 (/ (+ (f a) (f b)) 2)) ) ) ) ) (define (euclidian-distance x1 y1 x2 y2) (sqrt (+ (sqr (- x2 x1)) (sqr (- y2 y1))))) (define (manhattan-distance x1 y1 x2 y2) (+ (abs (- x2 x1)) (abs (- y2 y1)))) (define (@prec p n #!optional (r truncate)) (let ((f (expt 10 p))) (/ (r (* n f)) f)) ) (define-syntax-rule (to-places ?prec (?clip ?expr)) (@prec ?prec ?expr ?clip)) ;; ;NOTE Limit (end) is exclusive. (: range-last-index (real real -> real)) (: **factorial-/memo (real real -> real)) (: **factorial+/memo (real real -> real)) ;(define (range-last-index s e) (- (+ s (- e s)) 1)) ;(define (range-last-index s e) (- (+ s (floor (- e s))) 1)) ;(define (range-last-index s e) (+ s (- (floor e) (floor s)))) ;(define (range-last-index s e) (+ s (floor (- e s)))) (define (range-last-index s e) ;(assert (< s e)) (let loop ((k s)) (if (<= e k) #;k (- k 1) (loop (+ k 1))) ) ) (define-syntax-rule (range-collect ?f ?v ?s ?d ?e ?i ?arg1 ...) (let ((f ?f) (e ?e) (d ?d)) (let loop ((?v ?s) (a ?i)) (if (<= e ?v) a (loop (+ ?v d) (f a ?arg1 ...))) ) ) ) ; rep - : (summ x (...) (- ...)) ; rep / : (prod x (...) (/ ...)) (define-syntax prod (syntax-rules () ((prod ?v () ?arg1 ...) (prod ?v (1) ?arg1 ...)) ((prod ?v (?s) ?arg1 ...) (prod ?v (?s +inf.0) ?arg1 ...)) ((prod ?v (?s ?e) ?arg1 ...) (prod ?v (?s ?e 1) ?arg1 ...)) ((prod ?v (?s ?e ?i) ?arg1 ...) (range-collect * ?v ?s ?i ?e 1 ?arg1 ...) ) ) ) (define-syntax summ (syntax-rules () ((summ ?v () ?arg1 ...) (summ ?v (1) ?arg1 ...)) ((summ ?v (?s) ?arg1 ...) (summ ?v (?s +inf.0) ?arg1 ...)) ((summ ?v (?s ?e) ?arg1 ...) (summ ?v (?s ?e 1) ?arg1 ...)) ((summ ?v (?s ?e ?i) ?arg1 ...) (range-collect + ?v ?s ?i ?e 0 ?arg1 ...) ) ) ) (define-syntax coll-rng (syntax-rules (identity) ;short-circuit common pattern ((coll-rng ?f ?i identity ?s ?e) (range-collect ?f k ?s 1 ?e ?i k) ) ;has next-value generator (or unrecognized "identity") ((coll-rng ?f ?i ?g ?s ?e) (let ((g ?g)) (range-collect ?f k ?s 1 ?e ?i (g k)) ) ) ) ) (define-syntax-rule (big-pi ?g ?s ?e) (coll-rng * 1 ?g ?s ?e)) (define-syntax-rule (big-sigma ?g ?s ?e) (coll-rng + 0 ?g ?s ?e)) ;; Series ; Fibonacci ;approximate! error (f* -f) grows > 1 @ n=71 (define (fibonacci/approximate n) (cond ((zero? (check-integer 'fibonacci/approximate n)) 0) ;assumes successor operation is in the "direction" of the parameter ((negative? n) (- (fibonacci/approximate (- n))) ) (else (- (* 1/SQRT5 (expt MID1+SQRT5 n)) (* 1/SQRT5 (expt MID1-SQRT5 n))) ) ) ) (define (*fibonacci n) (cond ((zero? n) 0) ;assumes successor operation is in the "direction" of the parameter ((negative? n) (- (fibonacci (- n))) ) (else (let loop ((a 1) (b 1) (n n)) (if (<= n 2) b (loop b (+ a b) (- n 1)) ) ) ) ) ) (define (fibonacci n) (*fibonacci (check-integer 'fibonacci n))) (define *fibonacci/memo (memoize (lambda (n) (cond ((zero? n) 0) ((= 1 n) 1) (else (+ (*fibonacci/memo (- n 1)) (*fibonacci/memo (- n 2)))) ) ) ) ) (define (fibonacci/memo n) (*fibonacci/memo (check-integer 'fibonacci/memo n))) ; Factorial #; ;w/o "large" float, or rational expt, diverges at 18! (= 1..17 !), (define (factorial/approximate n) (check-integer 'factorial/approximate n) (inexact->exact (round (expt E (big-sigma log 1 (+ n 1))))) ) (define (*factorial n) (big-pi identity 1 (+ n 1))) (define (factorial n) (*factorial (check-integer 'factorial n))) (define *factorial/memo (memoize (lambda (n) (cond ((or (zero? n) (= 1 n)) 1) (else (* n (*factorial/memo (- n 1)))) ) ) ) ) (define (factorial/memo n) (*factorial/memo (check-integer 'factorial/memo n))) ; Factorial- Factorial+ (define (*factorial- a fall) (big-pi identity (- a (- fall 1)) (+ a 1))) ;order! (define (*factorial+ a rise) (big-pi identity a (+ a rise))) (define (factorial- a fall) (*factorial- (check-real 'factorial- a) (check-integer 'factorial- fall)) ) (define (factorial+ a rise) (*factorial+ (check-real 'factorial+ a) (check-integer 'factorial+ rise)) ) (cond-expand (factorial±/memo (define factorial-/memo factorial-) (define factorial+/memo factorial+) (define *factorial-/memo *factorial-) (define *factorial+/memo *factorial+) ) (else (define **factorial-/memo (memoize (lambda (s k) (print "**-! " s " " k) (if (<= k s) 1 (* k (**factorial-/memo s (- k 1)))) ) ) ) (define **factorial+/memo (memoize (lambda (s k) (print "**+! " s " " k) (if (<= k s) 1 (* k (**factorial+/memo s (- k 1)))) ) ) ) (define (*factorial-/memo a fall) (let ((s (- a (- fall 1)))) ;order! (**factorial-/memo s (range-last-index s (+ a 1))) ) ) (define (*factorial+/memo a rise) (**factorial+/memo a (range-last-index a (+ a rise))) ) (define (factorial-/memo a fall) (*factorial-/memo (check-real 'factorial-/memo a) (check-real 'factorial-/memo fall)) ) (define (factorial+/memo a rise) (*factorial+/memo (check-real 'factorial+/memo a) (check-real 'factorial+/memo rise)) ) ) ) ;cond-expand factorial±/memo ; Harmonic ; 1/1 + 1/2 + ... + 1/n + 1/n+1 (define (*harmonic n) (big-sigma / 1 (+ n 1))) (define (harmonic n) (*harmonic (check-integer 'harmonic n))) (define **harmonic/memo (memoize (lambda (n) (let ((n (- n 1))) (if (zero? n) 0 (+ (/ n) (**harmonic/memo n))) ) ) ) ) (define (*harmonic/memo n) (**harmonic/memo (+ n 1))) (define (harmonic/memo n) (*harmonic/memo (check-integer 'harmonic/memo n))) ) ;math-utils