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interval2.ml
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(* ========================================================================== *)
(* A simple OCaml interval library *)
(* https://github.com/monadius/ocaml_simple_interval *)
(* *)
(* Author: Alexey Solovyev *)
(* https://github.com/monadius *)
(* *)
(* This file is distributed under the terms of the MIT license *)
(* ========================================================================== *)
open Num
let u_float = ldexp 1.0 (-53)
let eta_float = ldexp 1.0 (-1074)
let phi_float = u_float *. (1.0 +. 2.0 *. u_float)
let inv_u_float = 1.0 /. u_float
let bound1_float = 0.5 *. (eta_float /. (u_float *. u_float))
let bound2_float = eta_float /. u_float
let min_float2 = 2.0 *. min_float
let _ = assert (min_float = 0.5 *. (1.0 /. u_float) *. eta_float)
let _ = assert (min_float2 = ldexp 1.0 (-1021))
let _ = assert (bound1_float = ldexp 1.0 (-969))
let _ = assert (bound2_float = ldexp 1.0 (-1021))
(* fsucc and fpred from the RZBM09 paper *)
(* Algorithm 2 *)
let fsucc x =
let c = abs_float x in
if c >= bound1_float then
x +. phi_float *. c
else if c < bound2_float then
x +. eta_float
else
let y = inv_u_float *. x in
let e = phi_float *. abs_float y in
(y +. e) *. u_float
let fpred x =
let c = abs_float x in
if c >= bound1_float then
x -. phi_float *. c
else if c < bound2_float then
x -. eta_float
else
let y = inv_u_float *. x in
let e = phi_float *. abs_float y in
(y -. e) *. u_float
let is_finite x = neg_infinity < x && x < infinity
let num_of_float x =
if x = 0. then Int 0
else if is_finite x then
begin
let m, e = frexp x in
let t = Int64.of_float (ldexp m 53) in
num_of_big_int (Big_int.big_int_of_int64 t) */ (Int 2 **/ Int (e - 53))
end
else
failwith (Printf.sprintf "num_of_float: %e" x)
(* Returns the integer binary logarithm of big_int *)
(* Returns -1 for non-positive numbers *)
let log2_big_int_simple =
let rec log2 acc k =
if Big_int.sign_big_int k <= 0 then acc
else log2 (acc + 1) (Big_int.shift_right_big_int k 1) in
log2 (-1)
let log2_big_int =
let p = 32 in
let u = Big_int.power_int_positive_int 2 p in
let rec log2 acc k =
if Big_int.ge_big_int k u then
log2 (acc + p) (Big_int.shift_right_big_int k p)
else
acc + log2_big_int_simple k in
log2 0
(* Returns the integer binary logarithm of the absolute value of num *)
let log2_num r =
let log2 r = log2_big_int (big_int_of_num (floor_num r)) in
let r = abs_num r in
if r </ Int 1 then
let t = -log2 (Int 1 // r) in
if (Int 2 **/ Int t) =/ r then t else t - 1
else log2 r
let float_of_pos_num_lo r =
assert (sign_num r >= 0);
if sign_num r = 0 then 0.0
else begin
let n = log2_num r in
let k = min (n + 1074) 52 in
if k < 0 then 0.0
else
let m = big_int_of_num (floor_num ((Int 2 **/ Int (k - n)) */ r)) in
let f = Int64.to_float (Big_int.int64_of_big_int m) in
let x = ldexp f (n - k) in
if x = infinity then max_float else x
end
let float_of_pos_num_hi r =
assert (sign_num r >= 0);
if sign_num r = 0 then 0.0
else begin
let n = log2_num r in
let k = min (n + 1074) 52 in
if k < 0 then ldexp 1.0 (-1074)
else
let t = (Int 2 **/ Int (k - n)) */ r in
let m0 = floor_num t in
let m = if t =/ m0 then big_int_of_num m0
else Big_int.succ_big_int (big_int_of_num m0) in
let f = Int64.to_float (Big_int.int64_of_big_int m) in
ldexp f (n - k)
end
let float_of_num_lo r =
if sign_num r < 0 then
-.float_of_pos_num_hi (minus_num r)
else
float_of_pos_num_lo r
let float_of_num_hi r =
if sign_num r < 0 then
-.float_of_pos_num_lo (minus_num r)
else
float_of_pos_num_hi r
let round_hi z r =
if z = neg_infinity then -.max_float
else if z = infinity then z
else
let rz = num_of_float z in
if compare_num rz r >= 0 then z else fsucc z
let round_lo z r =
if z = infinity then max_float
else if z = neg_infinity then z
else
let rz = num_of_float z in
if compare_num rz r <= 0 then z else fpred z
(* Correctly rounded fadd_low and fadd_high operations from JInterval *)
let fadd_low x y =
let z = x +. y in
if z = infinity then max_float
else
if y < z -. x || x < z -. y then fpred z else z
let fadd_high x y =
let z = x +. y in
if z = neg_infinity then -.max_float
else
if z -. x < y || z -. y < x then fsucc z else z
let fsub_low x y = fadd_low x (-.y)
let fsub_high x y = fadd_high x (-.y)
(* Correctly rounded fmul_low and fmul_high are based on results from
S. Boldo's formal verification of Dekker algorithm *)
let factor = ldexp 1. 27 +. 1.
let max_product = fpred (ldexp 1. 1021)
let min_product = fsucc (ldexp 1. (-969))
let max_factor = ldexp 1. 995
let two_product_err x y xy =
let px = x *. factor in
let qx = x -. px in
let hx = px +. qx in
let tx = x -. hx in
let py = y *. factor in
let qy = y -. py in
let hy = py +. qy in
let ty = y -. hy in
let r2 = hx *. hy -. xy in
let r2 = r2 +. hx *. ty in
let r2 = r2 +. hy *. tx in
r2 +. tx *. ty
let fmul_low x y =
if x = 0. || y = 0. then 0.
else
let z = x *. y in
let az = abs_float z in
if abs_float x <= max_factor && abs_float y <= max_factor
&& min_product <= az && az <= max_product then
begin
let r = two_product_err x y z in
if r >= 0. then z else fpred z
end
else if z = infinity then max_float
else if z = neg_infinity then z
else
let r = num_of_float x */ num_of_float y in
round_lo z r
let fmul_high x y =
if x = 0. || y = 0. then 0.
else
let z = x *. y in
let az = abs_float z in
if abs_float x <= max_factor && abs_float y <= max_factor
&& min_product <= az && az <= max_product then
begin
let r = two_product_err x y z in
if r <= 0. then z else fsucc z
end
else if z = neg_infinity then -.max_float
else if z = infinity then z
else
let r = num_of_float x */ num_of_float y in
round_hi z r
let fdiv_low_pos x y =
assert (x >= 0. && y > 0.);
let z = x /. y in
if z = infinity then max_float
else if z = 0. then 0.
else
if fmul_high y z <= x then z else fpred z
let fdiv_high_pos x y =
assert (x >= 0. && y > 0.);
let z = x /. y in
if z = infinity then infinity
else if z = 0. then
if x = 0. then 0. else eta_float
else
if x <= fmul_low y z then z else fsucc z
let fdiv_low x y =
if x >= 0. then
if y >= 0. then
fdiv_low_pos x y
else
-.fdiv_high_pos x (-.y)
else
if y <= 0. then
fdiv_low_pos (-.x) (-.y)
else
-.fdiv_high_pos (-.x) y
let fdiv_high x y =
if x >= 0. then
if y >= 0. then
fdiv_high_pos x y
else
-.fdiv_low_pos x (-.y)
else
if y <= 0. then
fdiv_high_pos (-.x) (-.y)
else
-.fdiv_low_pos (-.x) y
let sqr_product_err x xx =
let px = x *. factor in
let qx = x -. px in
let hx = px +. qx in
let tx = x -. hx in
let r2 = hx *. hx -. xx in
let r2 = r2 +. hx *. tx in
let r2 = r2 +. hx *. tx in
r2 +. tx *. tx
let fsqr_low x =
let z = x *. x in
if min_product <= z && z <= max_product then
let r = sqr_product_err x z in
if r >= 0. then z else fpred z
else if z = 0. then 0.
else if z = infinity then max_float
else
let t = num_of_float x in
let r = t */ t in
round_lo z r
let fsqr_high x =
let z = x *. x in
if min_product <= z && z <= max_product then
let r = sqr_product_err x z in
if r <= 0. then z else fsucc z
else if z = 0. then
if x = 0. then 0. else eta_float
else if z = infinity then z
else
let t = num_of_float x in
let r = t */ t in
round_hi z r
let fsqrt_low x =
if x < 0. then nan
else if x = infinity then max_float
else
let z = sqrt x in
if fsqr_high z <= x then z else fpred z
let fsqrt_high x =
if x < 0. then nan
else if x = infinity then infinity
else
let z = sqrt x in
if fsqr_low z >= x then z else fsucc z
(* We assume that x^0 = 1 for any x *)
let fpown_low x n =
match n with
| 0 -> 1.
| 1 -> x
| 2 -> fsqr_low x
| n when x = 0. -> if n < 0 then nan else 0.
| n when is_finite x ->
let r = num_of_float x **/ Int n in
float_of_num_lo r
| _ -> begin
if x = infinity then
if n < 0 then 0. else max_float
else if n land 1 = 0 then 0.
else neg_infinity
end
let fpown_high x n =
match n with
| 0 -> 1.
| 1 -> x
| 2 -> fsqr_high x
| n when x = 0. -> if n < 0 then nan else 0.
| n when is_finite x ->
let r = num_of_float x **/ Int n in
float_of_num_hi r
| _ -> begin
if x = infinity then infinity
else if n land 1 = 1 then 0.0
else infinity
end
let fexp_low x =
let r = exp x in
if r = infinity then max_float
else if r > 0. then fpred r
else 0.
let fexp_high x = fsucc (exp x)
let flog_low x =
if x = 1. then 0.
else
let r = log x in
if r = infinity then max_float
else fpred r
let flog_high x =
if x = 1. then 0.
else
let r = log x in
if r = neg_infinity then -.max_float
else fsucc r
(* Interval type and functions *)
(* [0, +infinity] contains all finite positive numbers, etc. *)
(* [+infinity, -infinity] represents the only valid empty interval *)
type interval = {
low : float;
high : float
}
let empty_interval = {low = infinity; high = neg_infinity}
let entire_interval = {low = neg_infinity; high = infinity}
let zero_interval = {low = 0.0; high = 0.0}
let one_interval = {low = 1.0; high = 1.0}
let is_empty {low; high} = (low = infinity && high = neg_infinity)
let is_entire {low; high} = (low = neg_infinity && high = infinity)
let is_valid ({low; high} as v) =
(low <= high && low < infinity && neg_infinity < high) || is_empty v
let make_interval a b = {low = a; high = b}
let mid_i {low = a; high = b} =
if a = neg_infinity then
if b = infinity then 0. else -.max_float
else if b = infinity then max_float
else
let m = 0.5 *. (a +. b) in
if m = infinity || m = neg_infinity then
0.5 *. a +. 0.5 *. b
else m
let neg_i {low = a; high = b} = {
low = -.b;
high = -.a;
}
let abs_i ({low = a; high = b} as v) =
if 0. <= a || is_empty v then v
else if b <= 0. then
{low = -.b; high = -.a}
else
{low = 0.; high = max (-.a) b}
let max_ii ({low = a; high = b} as v) ({low = c; high = d} as w) =
if is_empty v || is_empty w then empty_interval
else {
low = if a <= c then c else a;
high = if b <= d then d else b;
}
let min_ii ({low = a; high = b} as v) ({low = c; high = d} as w) =
if is_empty v || is_empty w then empty_interval
else {
low = if a <= c then a else c;
high = if b <= d then b else d;
}
let add_ii ({low = a; high = b} as v) ({low = c; high = d} as w) =
if is_empty v || is_empty w then empty_interval
else {
low = fadd_low a c;
high = fadd_high b d
}
let add_id ({low = a; high = b} as v) c =
if is_empty v then empty_interval
else {
low = fadd_low a c;
high = fadd_high b c;
}
let add_di c ({low = a; high = b} as v) =
if is_empty v then empty_interval
else {
low = fadd_low c a;
high = fadd_high c b;
}
let sub_ii ({low = a; high = b} as v) ({low = c; high = d} as w) =
if is_empty v || is_empty w then empty_interval
else {
low = fsub_low a d;
high = fsub_high b c;
}
let sub_id ({low = a; high = b} as v) c =
if is_empty v then empty_interval
else {
low = fsub_low a c;
high = fsub_high b c;
}
let sub_di c ({low = a; high = b} as v) =
if is_empty v then empty_interval
else {
low = fsub_low c b;
high = fsub_high c a;
}
let mul_ii ({low = a; high = b} as v) ({low = c; high = d} as w) =
if is_empty v || is_empty w then empty_interval
else if a >= 0.0 then {
low = (if c >= 0.0 then fmul_low a c else fmul_low b c);
high = (if d >= 0.0 then fmul_high b d else fmul_high a d);
}
else if b <= 0.0 then {
low = (if d <= 0.0 then fmul_low b d else fmul_low a d);
high = (if c <= 0.0 then fmul_high a c else fmul_high b c);
}
else if c >= 0.0 then {
low = fmul_low a d;
high = fmul_high b d;
}
else if d <= 0.0 then {
low = fmul_low b c;
high = fmul_high a c;
}
else {
low = min (fmul_low a d) (fmul_low b c);
high = max (fmul_high a c) (fmul_high b d);
}
let mul_id ({low = a; high = b} as v) c =
if is_empty v then empty_interval
else if c > 0.0 then {
low = fmul_low a c;
high = fmul_high b c;
}
else if c < 0.0 then {
low = fmul_low b c;
high = fmul_high a c;
}
else if c = 0.0 then {
low = 0.0;
high = 0.0;
}
else {
low = nan;
high = nan;
}
let mul_di c i = mul_id i c
let div_ii ({low = a; high = b} as v) ({low = c; high = d} as w) =
if is_empty v || is_empty w || (c = 0. && d = 0.) then
empty_interval
else if c > 0.0 then {
low = (if a >= 0.0 then fdiv_low a d else fdiv_low a c);
high = (if b <= 0.0 then fdiv_high b d else fdiv_high b c);
}
else if d < 0.0 then {
low = (if b <= 0.0 then fdiv_low b c else fdiv_low b d);
high = (if a >= 0.0 then fdiv_high a c else fdiv_high a d);
}
else if a = 0. && b = 0. then zero_interval
else if c = 0. then {
low = (if a >= 0. then fdiv_low a d else neg_infinity);
high = (if b <= 0. then fdiv_high b d else infinity);
}
else if d = 0. then {
low = (if b <= 0. then fdiv_low b c else neg_infinity);
high = (if a >= 0. then fdiv_high a c else infinity);
}
else entire_interval
let div_id ({low = a; high = b} as v) c =
if is_empty v then empty_interval
else if c > 0.0 then {
low = fdiv_low a c;
high = fdiv_high b c;
}
else if c < 0.0 then {
low = fdiv_low b c;
high = fdiv_high a c;
}
else empty_interval
let div_di a w =
if is_finite a then div_ii {low = a; high = a} w
else {low = nan; high = nan}
let inv_i ({low = a; high = b} as v) =
if is_empty v then empty_interval
else if 0. < a || b < 0. then {
low = fdiv_low 1. b;
high = fdiv_high 1. a;
}
else if a = 0. then begin
if b = 0. then empty_interval
else {
low = fdiv_low 1. b;
high = infinity;
}
end
else if b = 0. then {
low = neg_infinity;
high = fdiv_high 1. a;
}
else entire_interval
let sqrt_i ({low = a; high = b} as v) =
if b < 0. || is_empty v then empty_interval
else {
low = if a <= 0. then 0. else fsqrt_low a;
high = fsqrt_high b;
}
let sqr_i ({low = a; high = b} as v) =
if is_empty v then empty_interval
else if a >= 0. then
{low = fsqr_low a; high = fsqr_high b}
else if b <= 0. then
{low = fsqr_low b; high = fsqr_high a}
else
let t = max (-.a) b in
{low = 0.; high = fsqr_high t}
let pown_i ({low = a; high = b} as v) n =
if is_empty v then empty_interval
else
match n with
| 0 -> one_interval
| 1 -> v
| 2 -> sqr_i v
| -1 -> inv_i v
| n when (n land 1 = 1) -> begin
if n > 0 then
{low = fpown_low a n; high = fpown_high b n}
else begin
if a = 0. && b = 0. then empty_interval
else if a >= 0. then {
low = fpown_low b n;
high = if a = 0. then infinity else fpown_high a n;
}
else if b <= 0. then {
low = if b = 0. then neg_infinity else fpown_low b n;
high = fpown_high a n;
}
else entire_interval
end
end
| _ -> begin
if n > 0 then begin
if a >= 0. then
{low = fpown_low a n; high = fpown_high b n}
else if b <= 0. then
{low = fpown_low b n; high = fpown_high a n}
else
let t = max (-.a) b in
{low = 0.; high = fpown_high t n}
end
else begin
if a = 0. && b = 0. then empty_interval
else if a >= 0. then {
low = fpown_low b n;
high = if a = 0. then infinity else fpown_high a n;
}
else if b <= 0. then {
low = fpown_low a n;
high = if b = 0. then infinity else fpown_high b n;
}
else {
low = fpown_low (max (-.a) b) n;
high = infinity;
}
end
end
let exp_i ({low = a; high = b} as v) =
if is_empty v then empty_interval
else {
low = fexp_low a;
high = fexp_high b;
}
let log_i ({low = a; high = b} as v) =
if b < 0. || is_empty v then empty_interval
else {
low = if a <= 0. then neg_infinity else flog_low a;
high = flog_high b;
}
let sin_i {low = a; high = b} =
failwith "sin_i: Not implemented"
let cos_i {low = a; high = b} =
failwith "cos_i: Not implemented"