# 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)