constantine/helpers/prng_unsafe.nim

214 lines
7.1 KiB
Nim

# Constantine
# Copyright (c) 2018-2019 Status Research & Development GmbH
# Copyright (c) 2020-Present Mamy André-Ratsimbazafy
# Licensed and distributed under either of
# * MIT license (license terms in the root directory or at http://opensource.org/licenses/MIT).
# * Apache v2 license (license terms in the root directory or at http://www.apache.org/licenses/LICENSE-2.0).
# at your option. This file may not be copied, modified, or distributed except according to those terms.
import
../constantine/arithmetic/bigints,
../constantine/config/[common, curves],
../constantine/elliptic/[ec_weierstrass_affine, ec_weierstrass_projective]
# ############################################################
#
# Pseudo-Random Number Generator
# Unsafe: for testing and benchmarking purposes
#
# ############################################################
#
# Our field elements for elliptic curve cryptography
# are in the 2^256~2^512 range.
# For pairings, with embedding degrees of 12 to 48
# We would need 12~48 field elements per point on the curve
#
# The recommendation by Vigna at http://prng.di.unimi.it
# is to have a period of t^2 if we need t values (i.e. about 2^1024)
# but also that for all practical purposes 2^256 period is enough
#
# We use 2^512 to cover the range the base field elements
type RngState* = object
## This is the state of a Xoshiro512** PRNG
## Unsafe: for testing and benchmarking purposes only
s: array[8, uint64]
func splitMix64(state: var uint64): uint64 =
state += 0x9e3779b97f4a7c15'u64
result = state
result = (result xor (result shr 30)) * 0xbf58476d1ce4e5b9'u64
result = (result xor (result shr 27)) * 0xbf58476d1ce4e5b9'u64
result = result xor (result shr 31)
func seed*(rng: var RngState, x: SomeInteger) =
## Seed the random number generator with a fixed seed
var sm64 = uint64(x)
rng.s[0] = splitMix64(sm64)
rng.s[1] = splitMix64(sm64)
rng.s[2] = splitMix64(sm64)
rng.s[3] = splitMix64(sm64)
rng.s[4] = splitMix64(sm64)
rng.s[5] = splitMix64(sm64)
rng.s[6] = splitMix64(sm64)
rng.s[7] = splitMix64(sm64)
func rotl(x: uint64, k: static int): uint64 {.inline.} =
return (x shl k) or (x shr (64 - k))
template `^=`(x: var uint64, y: uint64) =
x = x xor y
func next(rng: var RngState): uint64 =
## Compute a random uint64 from the input state
## using xoshiro512** algorithm by Vigna et al
## State is updated.
result = rotl(rng.s[1] * 5, 7) * 9
let t = rng.s[1] shl 11
rng.s[2] ^= rng.s[0];
rng.s[5] ^= rng.s[1];
rng.s[1] ^= rng.s[2];
rng.s[7] ^= rng.s[3];
rng.s[3] ^= rng.s[4];
rng.s[4] ^= rng.s[5];
rng.s[0] ^= rng.s[6];
rng.s[6] ^= rng.s[7];
rng.s[6] ^= t;
rng.s[7] = rotl(rng.s[7], 21);
# BigInts and Fields
# ------------------------------------------------------------
func random_unsafe[T](rng: var RngState, a: var T, C: static Curve) =
## Recursively initialize a BigInt (part of a field) or Field element
## Unsafe: for testing and benchmarking purposes only
when T is BigInt:
var reduced, unreduced{.noInit.}: T
for i in 0 ..< unreduced.limbs.len:
unreduced.limbs[i] = SecretWord(rng.next())
# Note: a simple modulo will be biaised but it's simple and "fast"
reduced.reduce(unreduced, C.Mod)
a.montyResidue(reduced, C.Mod, C.getR2modP(), C.getNegInvModWord(), C.canUseNoCarryMontyMul())
else:
for field in fields(a):
rng.random_unsafe(field, C)
func random_unsafe(rng: var RngState, a: var BigInt) =
## Initialize a standalone BigInt
for i in 0 ..< a.limbs.len:
a.limbs[i] = SecretWord(rng.next())
# Elliptic curves
# ------------------------------------------------------------
func random_unsafe[F](rng: var RngState, a: var ECP_SWei_Proj[F]) =
## Initialize a random curve point with Z coordinate == 1
## Unsafe: for testing and benchmarking purposes only
var fieldElem {.noInit.}: F
var success = CtFalse
while not bool(success):
# Euler's criterion: there are (p-1)/2 squares in a field with modulus `p`
# so we have a probability of ~0.5 to get a good point
rng.random_unsafe(fieldElem, F.C)
success = trySetFromCoordX(a, fieldElem)
func random_unsafe_with_randZ[F](rng: var RngState, a: var ECP_SWei_Proj[F]) =
## Initialize a random curve point with Z coordinate being random
## Unsafe: for testing and benchmarking purposes only
var Z{.noInit.}: F
rng.random_unsafe(Z, F.C) # If Z is zero, X will be zero and that will be an infinity point
var fieldElem {.noInit.}: F
var success = CtFalse
while not bool(success):
rng.random_unsafe(fieldElem, F.C)
success = trySetFromCoordsXandZ(a, fieldElem, Z)
# Integer ranges
# ------------------------------------------------------------
func random_unsafe*(rng: var RngState, maxExclusive: uint32): uint32 =
## Generate a random integer in 0 ..< maxExclusive
## Uses an unbiaised generation method
## See Lemire's algorithm modified by Melissa O'Neill
## https://www.pcg-random.org/posts/bounded-rands.html
let max = maxExclusive
var x = uint32 rng.next()
var m = x.uint64 * max.uint64
var l = uint32 m
if l < max:
var t = not(max) + 1 # -max
if t >= max:
t -= max
if t >= max:
t = t mod max
while l < t:
x = uint32 rng.next()
m = x.uint64 * max.uint64
l = uint32 m
return uint32(m shr 32)
# Generic over any supported type
# ------------------------------------------------------------
func sample_unsafe*[T](rng: var RngState, src: openarray[T]): T =
## Return a random sample from an array
result = src[rng.random_unsafe(uint32 src.len)]
func random_unsafe*[T: SomeInteger](rng: var RngState, inclRange: Slice[T]): T =
## Return a random integer in the given range.
## The range bounds must fit in an int32.
let maxExclusive = inclRange.b + 1 - inclRange.a
result = T(rng.random_unsafe(uint32 maxExclusive))
result += inclRange.a
func random_unsafe*(rng: var RngState, T: typedesc): T =
## Create a random Field or Extension Field or Curve Element
## Unsafe: for testing and benchmarking purposes only
when T is ECP_SWei_Proj:
rng.random_unsafe(result)
elif T is SomeNumber:
cast[T](rng.next()) # TODO: Rely on casting integer actually converting in C (i.e. uint64->uint32 is valid)
elif T is BigInt:
rng.random_unsafe(result)
else: # Fields
rng.random_unsafe(result, T.C)
func random_unsafe_with_randZ*(rng: var RngState, T: typedesc[ECP_SWei_Proj]): T =
## Create a random curve element with a random Z coordinate
## Unsafe: for testing and benchmarking purposes only
rng.random_unsafe_with_randZ(result)
# Sanity checks
# ------------------------------------------------------------
when isMainModule:
import std/[tables, times]
var rng: RngState
let timeSeed = uint32(getTime().toUnix() and (1'i64 shl 32 - 1)) # unixTime mod 2^32
rng.seed(timeSeed)
echo "prng_sanity_checks xoshiro512** seed: ", timeSeed
proc test[T](s: Slice[T]) =
var c = initCountTable[int]()
for _ in 0 ..< 1_000_000:
c.inc(rng.random_unsafe(s))
echo "1'000'000 pseudo-random outputs from ", s.a, " to ", s.b, " (incl): ", c
test(0..1)
test(0..2)
test(1..52)
test(-10..10)