codekingpro/portable-devtools
114k
1// Copyright 2009 The Go Authors. All rights reserved.2// Use of this source code is governed by a BSD-style3// license that can be found in the LICENSE file.4 5package rand6 7import (8 "math"9)10 11/*12 * Normal distribution13 *14 * See "The Ziggurat Method for Generating Random Variables"15 * (Marsaglia & Tsang, 2000)16 * http://www.jstatsoft.org/v05/i08/paper [pdf]17 */18 19const (20 rn = 3.44261985589921)22 23func absInt32(i int32) uint32 {24 if i < 0 {25 return uint32(-i)26 }27 return uint32(i)28}29 30// NormFloat64 returns a normally distributed float64 in31// the range -math.MaxFloat64 through +math.MaxFloat64 inclusive,32// with standard normal distribution (mean = 0, stddev = 1).33// To produce a different normal distribution, callers can34// adjust the output using:35//36// sample = NormFloat64() * desiredStdDev + desiredMean37func (r *Rand) NormFloat64() float64 {38 for {39 u := r.Uint64()40 j := int32(u) // Possibly negative41 i := u >> 32 & 0x7F42 x := float64(j) * float64(wn[i])43 if absInt32(j) < kn[i] {44 // This case should be hit better than 99% of the time.45 return x46 }47 48 if i == 0 {49 // This extra work is only required for the base strip.50 for {51 x = -math.Log(r.Float64()) * (1.0 / rn)52 y := -math.Log(r.Float64())53 if y+y >= x*x {54 break55 }56 }57 if j > 0 {58 return rn + x59 }60 return -rn - x61 }62 if fn[i]+float32(r.Float64())*(fn[i-1]-fn[i]) < float32(math.Exp(-.5*x*x)) {63 return x64 }65 }66}67 68var kn = [128]uint32{69 0x76ad2212, 0x0, 0x600f1b53, 0x6ce447a6, 0x725b46a2,70 0x7560051d, 0x774921eb, 0x789a25bd, 0x799045c3, 0x7a4bce5d,71 0x7adf629f, 0x7b5682a6, 0x7bb8a8c6, 0x7c0ae722, 0x7c50cce7,72 0x7c8cec5b, 0x7cc12cd6, 0x7ceefed2, 0x7d177e0b, 0x7d3b8883,73 0x7d5bce6c, 0x7d78dd64, 0x7d932886, 0x7dab0e57, 0x7dc0dd30,74 0x7dd4d688, 0x7de73185, 0x7df81cea, 0x7e07c0a3, 0x7e163efa,75 0x7e23b587, 0x7e303dfd, 0x7e3beec2, 0x7e46db77, 0x7e51155d,76 0x7e5aabb3, 0x7e63abf7, 0x7e6c222c, 0x7e741906, 0x7e7b9a18,77 0x7e82adfa, 0x7e895c63, 0x7e8fac4b, 0x7e95a3fb, 0x7e9b4924,78 0x7ea0a0ef, 0x7ea5b00d, 0x7eaa7ac3, 0x7eaf04f3, 0x7eb3522a,79 0x7eb765a5, 0x7ebb4259, 0x7ebeeafd, 0x7ec2620a, 0x7ec5a9c4,80 0x7ec8c441, 0x7ecbb365, 0x7ece78ed, 0x7ed11671, 0x7ed38d62,81 0x7ed5df12, 0x7ed80cb4, 0x7eda175c, 0x7edc0005, 0x7eddc78e,82 0x7edf6ebf, 0x7ee0f647, 0x7ee25ebe, 0x7ee3a8a9, 0x7ee4d473,83 0x7ee5e276, 0x7ee6d2f5, 0x7ee7a620, 0x7ee85c10, 0x7ee8f4cd,84 0x7ee97047, 0x7ee9ce59, 0x7eea0eca, 0x7eea3147, 0x7eea3568,85 0x7eea1aab, 0x7ee9e071, 0x7ee98602, 0x7ee90a88, 0x7ee86d08,86 0x7ee7ac6a, 0x7ee6c769, 0x7ee5bc9c, 0x7ee48a67, 0x7ee32efc,87 0x7ee1a857, 0x7edff42f, 0x7ede0ffa, 0x7edbf8d9, 0x7ed9ab94,88 0x7ed7248d, 0x7ed45fae, 0x7ed1585c, 0x7ece095f, 0x7eca6ccb,89 0x7ec67be2, 0x7ec22eee, 0x7ebd7d1a, 0x7eb85c35, 0x7eb2c075,90 0x7eac9c20, 0x7ea5df27, 0x7e9e769f, 0x7e964c16, 0x7e8d44ba,91 0x7e834033, 0x7e781728, 0x7e6b9933, 0x7e5d8a1a, 0x7e4d9ded,92 0x7e3b737a, 0x7e268c2f, 0x7e0e3ff5, 0x7df1aa5d, 0x7dcf8c72,93 0x7da61a1e, 0x7d72a0fb, 0x7d30e097, 0x7cd9b4ab, 0x7c600f1a,94 0x7ba90bdc, 0x7a722176, 0x77d664e5,95}96var wn = [128]float32{97 1.7290405e-09, 1.2680929e-10, 1.6897518e-10, 1.9862688e-10,98 2.2232431e-10, 2.4244937e-10, 2.601613e-10, 2.7611988e-10,99 2.9073963e-10, 3.042997e-10, 3.1699796e-10, 3.289802e-10,100 3.4035738e-10, 3.5121603e-10, 3.616251e-10, 3.7164058e-10,101 3.8130857e-10, 3.9066758e-10, 3.9975012e-10, 4.08584e-10,102 4.1719309e-10, 4.2559822e-10, 4.338176e-10, 4.418672e-10,103 4.497613e-10, 4.5751258e-10, 4.651324e-10, 4.7263105e-10,104 4.8001775e-10, 4.87301e-10, 4.944885e-10, 5.015873e-10,105 5.0860405e-10, 5.155446e-10, 5.2241467e-10, 5.2921934e-10,106 5.359635e-10, 5.426517e-10, 5.4928817e-10, 5.5587696e-10,107 5.624219e-10, 5.6892646e-10, 5.753941e-10, 5.818282e-10,108 5.882317e-10, 5.946077e-10, 6.00959e-10, 6.072884e-10,109 6.135985e-10, 6.19892e-10, 6.2617134e-10, 6.3243905e-10,110 6.386974e-10, 6.449488e-10, 6.511956e-10, 6.5744005e-10,111 6.6368433e-10, 6.699307e-10, 6.7618144e-10, 6.824387e-10,112 6.8870465e-10, 6.949815e-10, 7.012715e-10, 7.075768e-10,113 7.1389966e-10, 7.202424e-10, 7.266073e-10, 7.329966e-10,114 7.394128e-10, 7.4585826e-10, 7.5233547e-10, 7.58847e-10,115 7.653954e-10, 7.719835e-10, 7.7861395e-10, 7.852897e-10,116 7.920138e-10, 7.987892e-10, 8.0561924e-10, 8.125073e-10,117 8.194569e-10, 8.2647167e-10, 8.3355556e-10, 8.407127e-10,118 8.479473e-10, 8.55264e-10, 8.6266755e-10, 8.7016316e-10,119 8.777562e-10, 8.8545243e-10, 8.932582e-10, 9.0117996e-10,120 9.09225e-10, 9.174008e-10, 9.2571584e-10, 9.341788e-10,121 9.427997e-10, 9.515889e-10, 9.605579e-10, 9.697193e-10,122 9.790869e-10, 9.88676e-10, 9.985036e-10, 1.0085882e-09,123 1.0189509e-09, 1.0296151e-09, 1.0406069e-09, 1.0519566e-09,124 1.063698e-09, 1.0758702e-09, 1.0885183e-09, 1.1016947e-09,125 1.1154611e-09, 1.1298902e-09, 1.1450696e-09, 1.1611052e-09,126 1.1781276e-09, 1.1962995e-09, 1.2158287e-09, 1.2369856e-09,127 1.2601323e-09, 1.2857697e-09, 1.3146202e-09, 1.347784e-09,128 1.3870636e-09, 1.4357403e-09, 1.5008659e-09, 1.6030948e-09,129}130var fn = [128]float32{131 1, 0.9635997, 0.9362827, 0.9130436, 0.89228165, 0.87324303,132 0.8555006, 0.8387836, 0.8229072, 0.8077383, 0.793177,133 0.7791461, 0.7655842, 0.7524416, 0.73967725, 0.7272569,134 0.7151515, 0.7033361, 0.69178915, 0.68049186, 0.6694277,135 0.658582, 0.6479418, 0.63749546, 0.6272325, 0.6171434,136 0.6072195, 0.5974532, 0.58783704, 0.5783647, 0.56903,137 0.5598274, 0.5507518, 0.54179835, 0.5329627, 0.52424055,138 0.5156282, 0.50712204, 0.49871865, 0.49041483, 0.48220766,139 0.4740943, 0.46607214, 0.4581387, 0.45029163, 0.44252872,140 0.43484783, 0.427247, 0.41972435, 0.41227803, 0.40490642,141 0.39760786, 0.3903808, 0.3832238, 0.37613547, 0.36911446,142 0.3621595, 0.35526937, 0.34844297, 0.34167916, 0.33497685,143 0.3283351, 0.3217529, 0.3152294, 0.30876362, 0.30235484,144 0.29600215, 0.28970486, 0.2834622, 0.2772735, 0.27113807,145 0.2650553, 0.25902456, 0.2530453, 0.24711695, 0.241239,146 0.23541094, 0.22963232, 0.2239027, 0.21822165, 0.21258877,147 0.20700371, 0.20146611, 0.19597565, 0.19053204, 0.18513499,148 0.17978427, 0.17447963, 0.1692209, 0.16400786, 0.15884037,149 0.15371831, 0.14864157, 0.14361008, 0.13862377, 0.13368265,150 0.12878671, 0.12393598, 0.119130544, 0.11437051, 0.10965602,151 0.104987256, 0.10036444, 0.095787846, 0.0912578, 0.08677467,152 0.0823389, 0.077950984, 0.073611505, 0.06932112, 0.06508058,153 0.06089077, 0.056752663, 0.0526674, 0.048636295, 0.044660863,154 0.040742867, 0.03688439, 0.033087887, 0.029356318,155 0.025693292, 0.022103304, 0.018592102, 0.015167298,156 0.011839478, 0.008624485, 0.005548995, 0.0026696292,157}158 