add biased random range api

This commit is contained in:
Josh Wolfe 2018-11-21 18:24:14 -05:00
parent 1924ffa67d
commit 49b49618d2

View File

@ -57,6 +57,23 @@ pub const Random = struct {
return @bitCast(T, unsigned_result);
}
/// Constant-time implementation off ::uintLessThan.
/// The results of this function may be biased.
pub fn uintLessThanBiased(r: *Random, comptime T: type, less_than: T) T {
assert(T.is_signed == false);
assert(0 < less_than);
// Small is typically u32
const Small = @IntType(false, @divTrunc(T.bit_count + 31, 32) * 32);
// Large is typically u64
const Large = @IntType(false, Small.bit_count * 2);
// adapted from:
// http://www.pcg-random.org/posts/bounded-rands.html
// "Integer Multiplication (Biased)"
var x: Small = r.int(Small);
var m: Large = Large(x) * Large(less_than);
return @intCast(T, m >> Small.bit_count);
}
/// Returns an evenly distributed random unsigned integer `0 <= i < less_than`.
/// This function assumes that the underlying ::fillFn produces evenly distributed values.
/// Within this assumption, the runtime of this function is exponentially distributed.
@ -64,8 +81,7 @@ pub const Random = struct {
/// the runtime of this function would technically be unbounded.
/// However, if ::fillFn is backed by any evenly distributed pseudo random number generator,
/// this function is guaranteed to return.
/// If you need deterministic runtime bounds, consider instead using `r.int(T) % less_than`,
/// which will usually be biased toward smaller values.
/// If you need deterministic runtime bounds, use `::uintLessThanBiased`.
pub fn uintLessThan(r: *Random, comptime T: type, less_than: T) T {
assert(T.is_signed == false);
assert(0 < less_than);
@ -101,6 +117,16 @@ pub const Random = struct {
return @intCast(T, m >> Small.bit_count);
}
/// Constant-time implementation off ::uintAtMost.
/// The results of this function may be biased.
pub fn uintAtMostBiased(r: *Random, comptime T: type, at_most: T) T {
assert(T.is_signed == false);
if (at_most == maxInt(T)) {
// have the full range
return r.int(T);
}
return r.uintLessThanBiased(T, at_most + 1);
}
/// Returns an evenly distributed random unsigned integer `0 <= i <= at_most`.
/// See ::uintLessThan, which this function uses in most cases,
/// for commentary on the runtime of this function.
@ -113,6 +139,22 @@ pub const Random = struct {
return r.uintLessThan(T, at_most + 1);
}
/// Constant-time implementation off ::intRangeLessThan.
/// The results of this function may be biased.
pub fn intRangeLessThanBiased(r: *Random, comptime T: type, at_least: T, less_than: T) T {
assert(at_least < less_than);
if (T.is_signed) {
// Two's complement makes this math pretty easy.
const UnsignedT = @IntType(false, T.bit_count);
const lo = @bitCast(UnsignedT, at_least);
const hi = @bitCast(UnsignedT, less_than);
const result = lo +% r.uintLessThanBiased(UnsignedT, hi -% lo);
return @bitCast(T, result);
} else {
// The signed implementation would work fine, but we can use stricter arithmetic operators here.
return at_least + r.uintLessThanBiased(T, less_than - at_least);
}
}
/// Returns an evenly distributed random integer `at_least <= i < less_than`.
/// See ::uintLessThan, which this function uses in most cases,
/// for commentary on the runtime of this function.
@ -131,6 +173,22 @@ pub const Random = struct {
}
}
/// Constant-time implementation off ::intRangeAtMostBiased.
/// The results of this function may be biased.
pub fn intRangeAtMostBiased(r: *Random, comptime T: type, at_least: T, at_most: T) T {
assert(at_least <= at_most);
if (T.is_signed) {
// Two's complement makes this math pretty easy.
const UnsignedT = @IntType(false, T.bit_count);
const lo = @bitCast(UnsignedT, at_least);
const hi = @bitCast(UnsignedT, at_most);
const result = lo +% r.uintAtMostBiased(UnsignedT, hi -% lo);
return @bitCast(T, result);
} else {
// The signed implementation would work fine, but we can use stricter arithmetic operators here.
return at_least + r.uintAtMostBiased(T, at_most - at_least);
}
}
/// Returns an evenly distributed random integer `at_least <= i <= at_most`.
/// See ::uintLessThan, which this function uses in most cases,
/// for commentary on the runtime of this function.
@ -149,15 +207,11 @@ pub const Random = struct {
}
}
/// Return a random integer/boolean type.
/// TODO: deprecated. use ::boolean or ::int instead.
pub fn scalar(r: *Random, comptime T: type) T {
if (T == bool) return r.boolean();
return r.int(T);
return if (T == bool) r.boolean() else r.int(T);
}
/// Return a random integer with even distribution between `start`
/// inclusive and `end` exclusive. `start` must be less than `end`.
/// TODO: deprecated. renamed to ::intRangeLessThan
pub fn range(r: *Random, comptime T: type, start: T, end: T) T {
return r.intRangeLessThan(T, start, end);
@ -373,6 +427,8 @@ fn testRandomIntAtMost() void {
assert(r.random.intRangeAtMost(i3, -4, -1) == -1);
r.next_value = 0xff;
assert(r.random.intRangeAtMost(i3, -2, 1) == 1);
assert(r.random.uintAtMost(u0, 0) == 0);
}
// Generator to extend 64-bit seed values into longer sequences.
@ -884,12 +940,16 @@ test "Random range" {
}
fn testRange(r: *Random, start: i8, end: i8) void {
testRangeBias(r, start, end, true);
testRangeBias(r, start, end, false);
}
fn testRangeBias(r: *Random, start: i8, end: i8, biased: bool) void {
const count = @intCast(usize, i32(end) - i32(start));
var values_buffer = []bool{false} ** 0x100;
const values = values_buffer[0..count];
var i: usize = 0;
while (i < count) {
const value: i32 = r.intRangeLessThan(i8, start, end);
const value: i32 = if (biased) r.intRangeLessThanBiased(i8, start, end) else r.intRangeLessThan(i8, start, end);
const index = @intCast(usize, value - start);
if (!values[index]) {
i += 1;