2
* Licensed to the Apache Software Foundation (ASF) under one or more
3
* contributor license agreements. See the NOTICE file distributed with
4
* this work for additional information regarding copyright ownership.
5
* The ASF licenses this file to You under the Apache License, Version 2.0
6
* (the "License"); you may not use this file except in compliance with
7
* the License. You may obtain a copy of the License at
9
* http://www.apache.org/licenses/LICENSE-2.0
11
* Unless required by applicable law or agreed to in writing, software
12
* distributed under the License is distributed on an "AS IS" BASIS,
13
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14
* See the License for the specific language governing permissions and
15
* limitations under the License.
17
package org.apache.commons.math.random;
19
import static org.junit.Assert.assertEquals;
20
import static org.junit.Assert.assertTrue;
22
import org.apache.commons.math.stat.descriptive.SummaryStatistics;
23
import org.junit.Test;
25
public class MersenneTwisterTest {
28
public void testGaussian() {
29
MersenneTwister mt = new MersenneTwister(42853252100l);
30
SummaryStatistics sample = new SummaryStatistics();
31
for (int i = 0; i < 1000; ++i) {
32
sample.addValue(mt.nextGaussian());
34
assertEquals(0.0, sample.getMean(), 0.005);
35
assertEquals(1.0, sample.getStandardDeviation(), 0.025);
39
public void testDouble() {
40
MersenneTwister mt = new MersenneTwister(195357343514l);
41
SummaryStatistics sample = new SummaryStatistics();
42
for (int i = 0; i < 1000; ++i) {
43
sample.addValue(mt.nextDouble());
45
assertEquals(0.5, sample.getMean(), 0.02);
46
assertEquals(1.0 / (2.0 * Math.sqrt(3.0)),
47
sample.getStandardDeviation(),
52
public void testFloat() {
53
MersenneTwister mt = new MersenneTwister(4442733263l);
54
SummaryStatistics sample = new SummaryStatistics();
55
for (int i = 0; i < 1000; ++i) {
56
sample.addValue(mt.nextFloat());
58
assertEquals(0.5, sample.getMean(), 0.01);
59
assertEquals(1.0 / (2.0 * Math.sqrt(3.0)),
60
sample.getStandardDeviation(),
64
@Test(expected=java.lang.IllegalArgumentException.class)
65
public void testNextIntNeg() {
66
new MersenneTwister(1).nextInt(-1);
70
public void testNextIntN() {
71
MersenneTwister mt = new MersenneTwister(0x12b8a7412bb25el);
72
for (int n = 1; n < 20; ++n) {
73
int[] count = new int[n];
74
for (int k = 0; k < 10000; ++k) {
75
int l = mt.nextInt(n);
80
for (int i = 0; i < n; ++i) {
81
assertTrue(n * count[i] > 8600);
82
assertTrue(n * count[i] < 11200);
88
public void testNextInt() {
89
MersenneTwister mt = new MersenneTwister(new int[] { 1, 2, 3, 4, 5 });
91
for (int k = 0; k < 10000; ++k) {
92
if (mt.nextInt() >= 0) {
98
assertTrue(Math.abs(walk) < 120);
102
public void testNextLong() {
103
MersenneTwister mt = new MersenneTwister(12345);
105
for (int k = 0; k < 10000; ++k) {
106
if (mt.nextLong() >= 0) {
112
assertTrue(Math.abs(walk) < 50);
116
public void testNexBoolean() {
117
MersenneTwister mt = new MersenneTwister(76342);
119
for (int k = 0; k < 10000; ++k) {
120
if (mt.nextBoolean()) {
126
assertTrue(Math.abs(walk) < 250);
130
public void testNexBytes() {
131
MersenneTwister mt = new MersenneTwister(0);
132
int[] count = new int[256];
133
byte[] bytes = new byte[10];
134
for (int k = 0; k < 100000; ++k) {
136
for (byte b : bytes) {
140
int min = Integer.MAX_VALUE;
141
int max = Integer.MIN_VALUE;
142
for (int c : count) {
143
min = Math.min(min, c);
144
max = Math.max(max, c);
146
int expected = (100000 * bytes.length) / count.length;
147
assertTrue((expected - 200) < min);
148
assertTrue(max < (expected + 200));
152
public void testMakotoNishimura() {
153
MersenneTwister mt = new MersenneTwister(new int[] {0x123, 0x234, 0x345, 0x456});
155
1067595299l, 955945823l, 477289528l, 4107218783l, 4228976476l, 3344332714l, 3355579695l, 227628506l,
156
810200273l, 2591290167l, 2560260675l, 3242736208l, 646746669l, 1479517882l, 4245472273l, 1143372638l,
157
3863670494l, 3221021970l, 1773610557l, 1138697238l, 1421897700l, 1269916527l, 2859934041l, 1764463362l,
158
3874892047l, 3965319921l, 72549643l, 2383988930l, 2600218693l, 3237492380l, 2792901476l, 725331109l,
159
605841842l, 271258942l, 715137098l, 3297999536l, 1322965544l, 4229579109l, 1395091102l, 3735697720l,
160
2101727825l, 3730287744l, 2950434330l, 1661921839l, 2895579582l, 2370511479l, 1004092106l, 2247096681l,
161
2111242379l, 3237345263l, 4082424759l, 219785033l, 2454039889l, 3709582971l, 835606218l, 2411949883l,
162
2735205030l, 756421180l, 2175209704l, 1873865952l, 2762534237l, 4161807854l, 3351099340l, 181129879l,
163
3269891896l, 776029799l, 2218161979l, 3001745796l, 1866825872l, 2133627728l, 34862734l, 1191934573l,
164
3102311354l, 2916517763l, 1012402762l, 2184831317l, 4257399449l, 2899497138l, 3818095062l, 3030756734l,
165
1282161629l, 420003642l, 2326421477l, 2741455717l, 1278020671l, 3744179621l, 271777016l, 2626330018l,
166
2560563991l, 3055977700l, 4233527566l, 1228397661l, 3595579322l, 1077915006l, 2395931898l, 1851927286l,
167
3013683506l, 1999971931l, 3006888962l, 1049781534l, 1488758959l, 3491776230l, 104418065l, 2448267297l,
168
3075614115l, 3872332600l, 891912190l, 3936547759l, 2269180963l, 2633455084l, 1047636807l, 2604612377l,
169
2709305729l, 1952216715l, 207593580l, 2849898034l, 670771757l, 2210471108l, 467711165l, 263046873l,
170
3569667915l, 1042291111l, 3863517079l, 1464270005l, 2758321352l, 3790799816l, 2301278724l, 3106281430l,
171
7974801l, 2792461636l, 555991332l, 621766759l, 1322453093l, 853629228l, 686962251l, 1455120532l,
172
957753161l, 1802033300l, 1021534190l, 3486047311l, 1902128914l, 3701138056l, 4176424663l, 1795608698l,
173
560858864l, 3737752754l, 3141170998l, 1553553385l, 3367807274l, 711546358l, 2475125503l, 262969859l,
174
251416325l, 2980076994l, 1806565895l, 969527843l, 3529327173l, 2736343040l, 2987196734l, 1649016367l,
175
2206175811l, 3048174801l, 3662503553l, 3138851612l, 2660143804l, 1663017612l, 1816683231l, 411916003l,
176
3887461314l, 2347044079l, 1015311755l, 1203592432l, 2170947766l, 2569420716l, 813872093l, 1105387678l,
177
1431142475l, 220570551l, 4243632715l, 4179591855l, 2607469131l, 3090613241l, 282341803l, 1734241730l,
178
1391822177l, 1001254810l, 827927915l, 1886687171l, 3935097347l, 2631788714l, 3905163266l, 110554195l,
179
2447955646l, 3717202975l, 3304793075l, 3739614479l, 3059127468l, 953919171l, 2590123714l, 1132511021l,
180
3795593679l, 2788030429l, 982155079l, 3472349556l, 859942552l, 2681007391l, 2299624053l, 647443547l,
181
233600422l, 608168955l, 3689327453l, 1849778220l, 1608438222l, 3968158357l, 2692977776l, 2851872572l,
182
246750393l, 3582818628l, 3329652309l, 4036366910l, 1012970930l, 950780808l, 3959768744l, 2538550045l,
183
191422718l, 2658142375l, 3276369011l, 2927737484l, 1234200027l, 1920815603l, 3536074689l, 1535612501l,
184
2184142071l, 3276955054l, 428488088l, 2378411984l, 4059769550l, 3913744741l, 2732139246l, 64369859l,
185
3755670074l, 842839565l, 2819894466l, 2414718973l, 1010060670l, 1839715346l, 2410311136l, 152774329l,
186
3485009480l, 4102101512l, 2852724304l, 879944024l, 1785007662l, 2748284463l, 1354768064l, 3267784736l,
187
2269127717l, 3001240761l, 3179796763l, 895723219l, 865924942l, 4291570937l, 89355264l, 1471026971l,
188
4114180745l, 3201939751l, 2867476999l, 2460866060l, 3603874571l, 2238880432l, 3308416168l, 2072246611l,
189
2755653839l, 3773737248l, 1709066580l, 4282731467l, 2746170170l, 2832568330l, 433439009l, 3175778732l,
190
26248366l, 2551382801l, 183214346l, 3893339516l, 1928168445l, 1337157619l, 3429096554l, 3275170900l,
191
1782047316l, 4264403756l, 1876594403l, 4289659572l, 3223834894l, 1728705513l, 4068244734l, 2867840287l,
192
1147798696l, 302879820l, 1730407747l, 1923824407l, 1180597908l, 1569786639l, 198796327l, 560793173l,
193
2107345620l, 2705990316l, 3448772106l, 3678374155l, 758635715l, 884524671l, 486356516l, 1774865603l,
194
3881226226l, 2635213607l, 1181121587l, 1508809820l, 3178988241l, 1594193633l, 1235154121l, 326117244l,
195
2304031425l, 937054774l, 2687415945l, 3192389340l, 2003740439l, 1823766188l, 2759543402l, 10067710l,
196
1533252662l, 4132494984l, 82378136l, 420615890l, 3467563163l, 541562091l, 3535949864l, 2277319197l,
197
3330822853l, 3215654174l, 4113831979l, 4204996991l, 2162248333l, 3255093522l, 2219088909l, 2978279037l,
198
255818579l, 2859348628l, 3097280311l, 2569721123l, 1861951120l, 2907080079l, 2719467166l, 998319094l,
199
2521935127l, 2404125338l, 259456032l, 2086860995l, 1839848496l, 1893547357l, 2527997525l, 1489393124l,
200
2860855349l, 76448234l, 2264934035l, 744914583l, 2586791259l, 1385380501l, 66529922l, 1819103258l,
201
1899300332l, 2098173828l, 1793831094l, 276463159l, 360132945l, 4178212058l, 595015228l, 177071838l,
202
2800080290l, 1573557746l, 1548998935l, 378454223l, 1460534296l, 1116274283l, 3112385063l, 3709761796l,
203
827999348l, 3580042847l, 1913901014l, 614021289l, 4278528023l, 1905177404l, 45407939l, 3298183234l,
204
1184848810l, 3644926330l, 3923635459l, 1627046213l, 3677876759l, 969772772l, 1160524753l, 1522441192l,
205
452369933l, 1527502551l, 832490847l, 1003299676l, 1071381111l, 2891255476l, 973747308l, 4086897108l,
206
1847554542l, 3895651598l, 2227820339l, 1621250941l, 2881344691l, 3583565821l, 3510404498l, 849362119l,
207
862871471l, 797858058l, 2867774932l, 2821282612l, 3272403146l, 3997979905l, 209178708l, 1805135652l,
208
6783381l, 2823361423l, 792580494l, 4263749770l, 776439581l, 3798193823l, 2853444094l, 2729507474l,
209
1071873341l, 1329010206l, 1289336450l, 3327680758l, 2011491779l, 80157208l, 922428856l, 1158943220l,
210
1667230961l, 2461022820l, 2608845159l, 387516115l, 3345351910l, 1495629111l, 4098154157l, 3156649613l,
211
3525698599l, 4134908037l, 446713264l, 2137537399l, 3617403512l, 813966752l, 1157943946l, 3734692965l,
212
1680301658l, 3180398473l, 3509854711l, 2228114612l, 1008102291l, 486805123l, 863791847l, 3189125290l,
213
1050308116l, 3777341526l, 4291726501l, 844061465l, 1347461791l, 2826481581l, 745465012l, 2055805750l,
214
4260209475l, 2386693097l, 2980646741l, 447229436l, 2077782664l, 1232942813l, 4023002732l, 1399011509l,
215
3140569849l, 2579909222l, 3794857471l, 900758066l, 2887199683l, 1720257997l, 3367494931l, 2668921229l,
216
955539029l, 3818726432l, 1105704962l, 3889207255l, 2277369307l, 2746484505l, 1761846513l, 2413916784l,
217
2685127085l, 4240257943l, 1166726899l, 4215215715l, 3082092067l, 3960461946l, 1663304043l, 2087473241l,
218
4162589986l, 2507310778l, 1579665506l, 767234210l, 970676017l, 492207530l, 1441679602l, 1314785090l,
219
3262202570l, 3417091742l, 1561989210l, 3011406780l, 1146609202l, 3262321040l, 1374872171l, 1634688712l,
220
1280458888l, 2230023982l, 419323804l, 3262899800l, 39783310l, 1641619040l, 1700368658l, 2207946628l,
221
2571300939l, 2424079766l, 780290914l, 2715195096l, 3390957695l, 163151474l, 2309534542l, 1860018424l,
222
555755123l, 280320104l, 1604831083l, 2713022383l, 1728987441l, 3639955502l, 623065489l, 3828630947l,
223
4275479050l, 3516347383l, 2343951195l, 2430677756l, 635534992l, 3868699749l, 808442435l, 3070644069l,
224
4282166003l, 2093181383l, 2023555632l, 1568662086l, 3422372620l, 4134522350l, 3016979543l, 3259320234l,
225
2888030729l, 3185253876l, 4258779643l, 1267304371l, 1022517473l, 815943045l, 929020012l, 2995251018l,
226
3371283296l, 3608029049l, 2018485115l, 122123397l, 2810669150l, 1411365618l, 1238391329l, 1186786476l,
227
3155969091l, 2242941310l, 1765554882l, 279121160l, 4279838515l, 1641578514l, 3796324015l, 13351065l,
228
103516986l, 1609694427l, 551411743l, 2493771609l, 1316337047l, 3932650856l, 4189700203l, 463397996l,
229
2937735066l, 1855616529l, 2626847990l, 55091862l, 3823351211l, 753448970l, 4045045500l, 1274127772l,
230
1124182256l, 92039808l, 2126345552l, 425973257l, 386287896l, 2589870191l, 1987762798l, 4084826973l,
231
2172456685l, 3366583455l, 3602966653l, 2378803535l, 2901764433l, 3716929006l, 3710159000l, 2653449155l,
232
3469742630l, 3096444476l, 3932564653l, 2595257433l, 318974657l, 3146202484l, 853571438l, 144400272l,
233
3768408841l, 782634401l, 2161109003l, 570039522l, 1886241521l, 14249488l, 2230804228l, 1604941699l,
234
3928713335l, 3921942509l, 2155806892l, 134366254l, 430507376l, 1924011722l, 276713377l, 196481886l,
235
3614810992l, 1610021185l, 1785757066l, 851346168l, 3761148643l, 2918835642l, 3364422385l, 3012284466l,
236
3735958851l, 2643153892l, 3778608231l, 1164289832l, 205853021l, 2876112231l, 3503398282l, 3078397001l,
237
3472037921l, 1748894853l, 2740861475l, 316056182l, 1660426908l, 168885906l, 956005527l, 3984354789l,
238
566521563l, 1001109523l, 1216710575l, 2952284757l, 3834433081l, 3842608301l, 2467352408l, 3974441264l,
239
3256601745l, 1409353924l, 1329904859l, 2307560293l, 3125217879l, 3622920184l, 3832785684l, 3882365951l,
240
2308537115l, 2659155028l, 1450441945l, 3532257603l, 3186324194l, 1225603425l, 1124246549l, 175808705l,
241
3009142319l, 2796710159l, 3651990107l, 160762750l, 1902254979l, 1698648476l, 1134980669l, 497144426l,
242
3302689335l, 4057485630l, 3603530763l, 4087252587l, 427812652l, 286876201l, 823134128l, 1627554964l,
243
3745564327l, 2589226092l, 4202024494l, 62878473l, 3275585894l, 3987124064l, 2791777159l, 1916869511l,
244
2585861905l, 1375038919l, 1403421920l, 60249114l, 3811870450l, 3021498009l, 2612993202l, 528933105l,
245
2757361321l, 3341402964l, 2621861700l, 273128190l, 4015252178l, 3094781002l, 1621621288l, 2337611177l,
246
1796718448l, 1258965619l, 4241913140l, 2138560392l, 3022190223l, 4174180924l, 450094611l, 3274724580l,
247
617150026l, 2704660665l, 1469700689l, 1341616587l, 356715071l, 1188789960l, 2278869135l, 1766569160l,
248
2795896635l, 57824704l, 2893496380l, 1235723989l, 1630694347l, 3927960522l, 428891364l, 1814070806l,
249
2287999787l, 4125941184l, 3968103889l, 3548724050l, 1025597707l, 1404281500l, 2002212197l, 92429143l,
250
2313943944l, 2403086080l, 3006180634l, 3561981764l, 1671860914l, 1768520622l, 1803542985l, 844848113l,
251
3006139921l, 1410888995l, 1157749833l, 2125704913l, 1789979528l, 1799263423l, 741157179l, 2405862309l,
252
767040434l, 2655241390l, 3663420179l, 2172009096l, 2511931187l, 1680542666l, 231857466l, 1154981000l,
253
157168255l, 1454112128l, 3505872099l, 1929775046l, 2309422350l, 2143329496l, 2960716902l, 407610648l,
254
2938108129l, 2581749599l, 538837155l, 2342628867l, 430543915l, 740188568l, 1937713272l, 3315215132l,
255
2085587024l, 4030765687l, 766054429l, 3517641839l, 689721775l, 1294158986l, 1753287754l, 4202601348l,
256
1974852792l, 33459103l, 3568087535l, 3144677435l, 1686130825l, 4134943013l, 3005738435l, 3599293386l,
257
426570142l, 754104406l, 3660892564l, 1964545167l, 829466833l, 821587464l, 1746693036l, 1006492428l,
258
1595312919l, 1256599985l, 1024482560l, 1897312280l, 2902903201l, 691790057l, 1037515867l, 3176831208l,
259
1968401055l, 2173506824l, 1089055278l, 1748401123l, 2941380082l, 968412354l, 1818753861l, 2973200866l,
260
3875951774l, 1119354008l, 3988604139l, 1647155589l, 2232450826l, 3486058011l, 3655784043l, 3759258462l,
261
847163678l, 1082052057l, 989516446l, 2871541755l, 3196311070l, 3929963078l, 658187585l, 3664944641l,
262
2175149170l, 2203709147l, 2756014689l, 2456473919l, 3890267390l, 1293787864l, 2830347984l, 3059280931l,
263
4158802520l, 1561677400l, 2586570938l, 783570352l, 1355506163l, 31495586l, 3789437343l, 3340549429l,
264
2092501630l, 896419368l, 671715824l, 3530450081l, 3603554138l, 1055991716l, 3442308219l, 1499434728l,
265
3130288473l, 3639507000l, 17769680l, 2259741420l, 487032199l, 4227143402l, 3693771256l, 1880482820l,
266
3924810796l, 381462353l, 4017855991l, 2452034943l, 2736680833l, 2209866385l, 2128986379l, 437874044l,
267
595759426l, 641721026l, 1636065708l, 3899136933l, 629879088l, 3591174506l, 351984326l, 2638783544l,
268
2348444281l, 2341604660l, 2123933692l, 143443325l, 1525942256l, 364660499l, 599149312l, 939093251l,
269
1523003209l, 106601097l, 376589484l, 1346282236l, 1297387043l, 764598052l, 3741218111l, 933457002l,
270
1886424424l, 3219631016l, 525405256l, 3014235619l, 323149677l, 2038881721l, 4100129043l, 2851715101l,
271
2984028078l, 1888574695l, 2014194741l, 3515193880l, 4180573530l, 3461824363l, 2641995497l, 3179230245l,
272
2902294983l, 2217320456l, 4040852155l, 1784656905l, 3311906931l, 87498458l, 2752971818l, 2635474297l,
273
2831215366l, 3682231106l, 2920043893l, 3772929704l, 2816374944l, 309949752l, 2383758854l, 154870719l,
274
385111597l, 1191604312l, 1840700563l, 872191186l, 2925548701l, 1310412747l, 2102066999l, 1504727249l,
275
3574298750l, 1191230036l, 3330575266l, 3180292097l, 3539347721l, 681369118l, 3305125752l, 3648233597l,
276
950049240l, 4173257693l, 1760124957l, 512151405l, 681175196l, 580563018l, 1169662867l, 4015033554l,
277
2687781101l, 699691603l, 2673494188l, 1137221356l, 123599888l, 472658308l, 1053598179l, 1012713758l,
278
3481064843l, 3759461013l, 3981457956l, 3830587662l, 1877191791l, 3650996736l, 988064871l, 3515461600l,
279
4089077232l, 2225147448l, 1249609188l, 2643151863l, 3896204135l, 2416995901l, 1397735321l, 3460025646l
281
double[] refDouble = {
282
0.76275443, 0.99000644, 0.98670464, 0.10143112, 0.27933125, 0.69867227, 0.94218740, 0.03427201,
283
0.78842173, 0.28180608, 0.92179002, 0.20785655, 0.54534773, 0.69644020, 0.38107718, 0.23978165,
284
0.65286910, 0.07514568, 0.22765211, 0.94872929, 0.74557914, 0.62664415, 0.54708246, 0.90959343,
285
0.42043116, 0.86334511, 0.19189126, 0.14718544, 0.70259889, 0.63426346, 0.77408121, 0.04531601,
286
0.04605807, 0.88595519, 0.69398270, 0.05377184, 0.61711170, 0.05565708, 0.10133577, 0.41500776,
287
0.91810699, 0.22320679, 0.23353705, 0.92871862, 0.98897234, 0.19786706, 0.80558809, 0.06961067,
288
0.55840445, 0.90479405, 0.63288060, 0.95009721, 0.54948447, 0.20645042, 0.45000959, 0.87050869,
289
0.70806991, 0.19406895, 0.79286390, 0.49332866, 0.78483914, 0.75145146, 0.12341941, 0.42030252,
290
0.16728160, 0.59906494, 0.37575460, 0.97815160, 0.39815952, 0.43595080, 0.04952478, 0.33917805,
291
0.76509902, 0.61034321, 0.90654701, 0.92915732, 0.85365931, 0.18812377, 0.65913428, 0.28814566,
292
0.59476081, 0.27835931, 0.60722542, 0.68310435, 0.69387186, 0.03699800, 0.65897714, 0.17527003,
293
0.02889304, 0.86777366, 0.12352068, 0.91439461, 0.32022990, 0.44445731, 0.34903686, 0.74639273,
294
0.65918367, 0.92492794, 0.31872642, 0.77749724, 0.85413832, 0.76385624, 0.32744211, 0.91326300,
295
0.27458185, 0.22190155, 0.19865383, 0.31227402, 0.85321225, 0.84243342, 0.78544200, 0.71854080,
296
0.92503892, 0.82703064, 0.88306297, 0.47284073, 0.70059042, 0.48003761, 0.38671694, 0.60465770,
297
0.41747204, 0.47163243, 0.72750808, 0.65830223, 0.10955369, 0.64215401, 0.23456345, 0.95944940,
298
0.72822249, 0.40888451, 0.69980355, 0.26677428, 0.57333635, 0.39791582, 0.85377858, 0.76962816,
299
0.72004885, 0.90903087, 0.51376506, 0.37732665, 0.12691640, 0.71249738, 0.81217908, 0.37037313,
300
0.32772374, 0.14238259, 0.05614811, 0.74363008, 0.39773267, 0.94859135, 0.31452454, 0.11730313,
301
0.62962618, 0.33334237, 0.45547255, 0.10089665, 0.56550662, 0.60539371, 0.16027624, 0.13245301,
302
0.60959939, 0.04671662, 0.99356286, 0.57660859, 0.40269560, 0.45274629, 0.06699735, 0.85064246,
303
0.87742744, 0.54508392, 0.87242982, 0.29321385, 0.67660627, 0.68230715, 0.79052073, 0.48592054,
304
0.25186266, 0.93769755, 0.28565487, 0.47219067, 0.99054882, 0.13155240, 0.47110470, 0.98556600,
305
0.84397623, 0.12875246, 0.90953202, 0.49129015, 0.23792727, 0.79481194, 0.44337770, 0.96564297,
306
0.67749118, 0.55684872, 0.27286897, 0.79538393, 0.61965356, 0.22487929, 0.02226018, 0.49248200,
307
0.42247006, 0.91797788, 0.99250134, 0.23449967, 0.52531508, 0.10246337, 0.78685622, 0.34310922,
308
0.89892996, 0.40454552, 0.68608407, 0.30752487, 0.83601319, 0.54956031, 0.63777550, 0.82199797,
309
0.24890696, 0.48801123, 0.48661910, 0.51223987, 0.32969635, 0.31075073, 0.21393155, 0.73453207,
310
0.15565705, 0.58584522, 0.28976728, 0.97621478, 0.61498701, 0.23891470, 0.28518540, 0.46809591,
311
0.18371914, 0.37597910, 0.13492176, 0.66849449, 0.82811466, 0.56240330, 0.37548956, 0.27562998,
312
0.27521910, 0.74096121, 0.77176757, 0.13748143, 0.99747138, 0.92504502, 0.09175241, 0.21389176,
313
0.21766512, 0.31183245, 0.23271221, 0.21207367, 0.57903312, 0.77523344, 0.13242613, 0.31037988,
314
0.01204835, 0.71652949, 0.84487594, 0.14982178, 0.57423142, 0.45677888, 0.48420169, 0.53465428,
315
0.52667473, 0.46880526, 0.49849733, 0.05670710, 0.79022476, 0.03872047, 0.21697212, 0.20443086,
316
0.28949326, 0.81678186, 0.87629474, 0.92297064, 0.27373097, 0.84625273, 0.51505586, 0.00582792,
317
0.33295971, 0.91848412, 0.92537226, 0.91760033, 0.07541125, 0.71745848, 0.61158698, 0.00941650,
318
0.03135554, 0.71527471, 0.24821915, 0.63636652, 0.86159918, 0.26450229, 0.60160194, 0.35557725,
319
0.24477500, 0.07186456, 0.51757096, 0.62120362, 0.97981062, 0.69954667, 0.21065616, 0.13382753,
320
0.27693186, 0.59644095, 0.71500764, 0.04110751, 0.95730081, 0.91600724, 0.47704678, 0.26183479,
321
0.34706971, 0.07545431, 0.29398385, 0.93236070, 0.60486023, 0.48015011, 0.08870451, 0.45548581,
322
0.91872718, 0.38142712, 0.10668643, 0.01397541, 0.04520355, 0.93822273, 0.18011940, 0.57577277,
323
0.91427606, 0.30911399, 0.95853475, 0.23611214, 0.69619891, 0.69601980, 0.76765372, 0.58515930,
324
0.49479057, 0.11288752, 0.97187699, 0.32095365, 0.57563608, 0.40760618, 0.78703383, 0.43261152,
325
0.90877651, 0.84686346, 0.10599030, 0.72872803, 0.19315490, 0.66152912, 0.10210518, 0.06257876,
326
0.47950688, 0.47062066, 0.72701157, 0.48915116, 0.66110261, 0.60170685, 0.24516994, 0.12726050,
327
0.03451185, 0.90864994, 0.83494878, 0.94800035, 0.91035206, 0.14480751, 0.88458997, 0.53498312,
328
0.15963215, 0.55378627, 0.35171349, 0.28719791, 0.09097957, 0.00667896, 0.32309622, 0.87561479,
329
0.42534520, 0.91748977, 0.73908457, 0.41793223, 0.99279792, 0.87908370, 0.28458072, 0.59132853,
330
0.98672190, 0.28547393, 0.09452165, 0.89910674, 0.53681109, 0.37931425, 0.62683489, 0.56609740,
331
0.24801549, 0.52948179, 0.98328855, 0.66403523, 0.55523786, 0.75886666, 0.84784685, 0.86829981,
332
0.71448906, 0.84670080, 0.43922919, 0.20771016, 0.64157936, 0.25664246, 0.73055695, 0.86395782,
333
0.65852932, 0.99061803, 0.40280575, 0.39146298, 0.07291005, 0.97200603, 0.20555729, 0.59616495,
334
0.08138254, 0.45796388, 0.33681125, 0.33989127, 0.18717090, 0.53545811, 0.60550838, 0.86520709,
335
0.34290701, 0.72743276, 0.73023855, 0.34195926, 0.65019733, 0.02765254, 0.72575740, 0.32709576,
336
0.03420866, 0.26061893, 0.56997511, 0.28439072, 0.84422744, 0.77637570, 0.55982168, 0.06720327,
337
0.58449067, 0.71657369, 0.15819609, 0.58042821, 0.07947911, 0.40193792, 0.11376012, 0.88762938,
338
0.67532159, 0.71223735, 0.27829114, 0.04806073, 0.21144026, 0.58830274, 0.04140071, 0.43215628,
339
0.12952729, 0.94668759, 0.87391019, 0.98382450, 0.27750768, 0.90849647, 0.90962737, 0.59269720,
340
0.96102026, 0.49544979, 0.32007095, 0.62585546, 0.03119821, 0.85953001, 0.22017528, 0.05834068,
341
0.80731217, 0.53799961, 0.74166948, 0.77426600, 0.43938444, 0.54862081, 0.58575513, 0.15886492,
342
0.73214332, 0.11649057, 0.77463977, 0.85788827, 0.17061997, 0.66838056, 0.96076133, 0.07949296,
343
0.68521946, 0.89986254, 0.05667410, 0.12741385, 0.83470977, 0.63969104, 0.46612929, 0.10200126,
344
0.01194925, 0.10476340, 0.90285217, 0.31221221, 0.32980614, 0.46041971, 0.52024973, 0.05425470,
345
0.28330912, 0.60426543, 0.00598243, 0.97244013, 0.21135841, 0.78561597, 0.78428734, 0.63422849,
346
0.32909934, 0.44771136, 0.27380750, 0.14966697, 0.18156268, 0.65686758, 0.28726350, 0.97074787,
347
0.63676171, 0.96649494, 0.24526295, 0.08297372, 0.54257548, 0.03166785, 0.33735355, 0.15946671,
348
0.02102971, 0.46228045, 0.11892296, 0.33408336, 0.29875681, 0.29847692, 0.73767569, 0.02080745,
349
0.62980060, 0.08082293, 0.22993106, 0.25031439, 0.87787525, 0.45150053, 0.13673441, 0.63407612,
350
0.97907688, 0.52241942, 0.50580158, 0.06273902, 0.05270283, 0.77031811, 0.05113352, 0.24393329,
351
0.75036441, 0.37436336, 0.22877652, 0.59975358, 0.85707591, 0.88691457, 0.85547165, 0.36641027,
352
0.58720133, 0.45462835, 0.09243817, 0.32981586, 0.07820411, 0.25421519, 0.36004706, 0.60092307,
353
0.46192412, 0.36758683, 0.98424170, 0.08019934, 0.68594024, 0.45826386, 0.29962317, 0.79365413,
354
0.89231296, 0.49478547, 0.87645944, 0.23590734, 0.28106737, 0.75026285, 0.08136314, 0.79582424,
355
0.76010628, 0.82792971, 0.27947652, 0.72482861, 0.82191216, 0.46171689, 0.79189752, 0.96043686,
356
0.51609668, 0.88995725, 0.28998963, 0.55191845, 0.03934737, 0.83033700, 0.49553013, 0.98009549,
357
0.19017594, 0.98347750, 0.33452066, 0.87144372, 0.72106301, 0.71272114, 0.71465963, 0.88361677,
358
0.85571283, 0.73782329, 0.20920458, 0.34855153, 0.46766817, 0.02780062, 0.74898344, 0.03680650,
359
0.44866557, 0.77426312, 0.91025891, 0.25195236, 0.87319953, 0.63265037, 0.25552148, 0.27422476,
360
0.95217406, 0.39281839, 0.66441573, 0.09158900, 0.94515992, 0.07800798, 0.02507888, 0.39901462,
361
0.17382573, 0.12141278, 0.85502334, 0.19902911, 0.02160210, 0.44460522, 0.14688742, 0.68020336,
362
0.71323733, 0.60922473, 0.95400380, 0.99611159, 0.90897777, 0.41073520, 0.66206647, 0.32064685,
363
0.62805003, 0.50677209, 0.52690101, 0.87473387, 0.73918362, 0.39826974, 0.43683919, 0.80459118,
364
0.32422684, 0.01958019, 0.95319576, 0.98326137, 0.83931735, 0.69060863, 0.33671416, 0.68062550,
365
0.65152380, 0.33392969, 0.03451730, 0.95227244, 0.68200635, 0.85074171, 0.64721009, 0.51234433,
366
0.73402047, 0.00969637, 0.93835057, 0.80803854, 0.31485260, 0.20089527, 0.01323282, 0.59933780,
367
0.31584602, 0.20209563, 0.33754800, 0.68604181, 0.24443049, 0.19952227, 0.78162632, 0.10336988,
368
0.11360736, 0.23536740, 0.23262256, 0.67803776, 0.48749791, 0.74658435, 0.92156640, 0.56706407,
369
0.36683221, 0.99157136, 0.23421374, 0.45183767, 0.91609720, 0.85573315, 0.37706276, 0.77042618,
370
0.30891908, 0.40709595, 0.06944866, 0.61342849, 0.88817388, 0.58734506, 0.98711323, 0.14744128,
371
0.63242656, 0.87704136, 0.68347125, 0.84446569, 0.43265239, 0.25146321, 0.04130111, 0.34259839,
372
0.92697368, 0.40878778, 0.56990338, 0.76204273, 0.19820348, 0.66314909, 0.02482844, 0.06669207,
373
0.50205581, 0.26084093, 0.65139159, 0.41650223, 0.09733904, 0.56344203, 0.62651696, 0.67332139,
374
0.58037374, 0.47258086, 0.21010758, 0.05713135, 0.89390629, 0.10781246, 0.32037450, 0.07628388,
375
0.34227964, 0.42190597, 0.58201860, 0.77363549, 0.49595133, 0.86031236, 0.83906769, 0.81098161,
376
0.26694195, 0.14215941, 0.88210306, 0.53634237, 0.12090720, 0.82480459, 0.75930318, 0.31847147,
377
0.92768077, 0.01037616, 0.56201727, 0.88107122, 0.35925856, 0.85860762, 0.61109408, 0.70408301,
378
0.58434977, 0.92192494, 0.62667915, 0.75988365, 0.06858761, 0.36156496, 0.58057195, 0.13636150,
379
0.57719713, 0.59340255, 0.63530602, 0.22976282, 0.71915530, 0.41162531, 0.63979565, 0.09931342,
380
0.79344045, 0.10893790, 0.84450224, 0.23122236, 0.99485593, 0.73637397, 0.17276368, 0.13357764,
381
0.74965804, 0.64991737, 0.61990341, 0.41523170, 0.05878239, 0.05687301, 0.05497131, 0.42868366,
382
0.42571090, 0.25810502, 0.89642955, 0.30439758, 0.39310223, 0.11357431, 0.04288255, 0.23397550,
383
0.11200634, 0.85621396, 0.89733974, 0.37508865, 0.42077265, 0.68597384, 0.72781399, 0.19296476,
384
0.61699087, 0.31667128, 0.67756410, 0.00177323, 0.05725176, 0.79474693, 0.18885238, 0.06724856,
385
0.68193156, 0.42202167, 0.22082041, 0.28554673, 0.64995708, 0.87851940, 0.29124547, 0.61009521,
386
0.87374537, 0.05743712, 0.69902994, 0.81925115, 0.45653873, 0.37236821, 0.31118709, 0.52734307,
387
0.39672836, 0.38185294, 0.30163915, 0.17374510, 0.04913278, 0.90404879, 0.25742801, 0.58266467,
388
0.97663209, 0.79823377, 0.36437958, 0.15206043, 0.26529938, 0.22690047, 0.05839021, 0.84721160,
389
0.18622435, 0.37809403, 0.55706977, 0.49828704, 0.47659049, 0.24289680, 0.88477595, 0.07807463,
390
0.56245739, 0.73490635, 0.21099431, 0.13164942, 0.75840044, 0.66877037, 0.28988183, 0.44046090,
391
0.24967434, 0.80048356, 0.26029740, 0.30416821, 0.64151867, 0.52067892, 0.12880774, 0.85465381,
392
0.02690525, 0.19149288, 0.49630295, 0.79682619, 0.43566145, 0.00288078, 0.81484193, 0.03763639,
393
0.68529083, 0.01339574, 0.38405386, 0.30537067, 0.22994703, 0.44000045, 0.27217985, 0.53831243,
394
0.02870435, 0.86282045, 0.61831306, 0.09164956, 0.25609707, 0.07445781, 0.72185784, 0.90058883,
395
0.30070608, 0.94476583, 0.56822213, 0.21933909, 0.96772793, 0.80063440, 0.26307906, 0.31183306,
396
0.16501252, 0.55436179, 0.68562285, 0.23829083, 0.86511559, 0.57868991, 0.81888344, 0.20126869,
397
0.93172350, 0.66028129, 0.21786948, 0.78515828, 0.10262106, 0.35390326, 0.79303876, 0.63427924,
398
0.90479631, 0.31024934, 0.60635447, 0.56198079, 0.63573813, 0.91854197, 0.99701497, 0.83085849,
399
0.31692291, 0.01925964, 0.97446405, 0.98751283, 0.60944293, 0.13751018, 0.69519957, 0.68956636,
400
0.56969015, 0.46440193, 0.88341765, 0.36754434, 0.89223647, 0.39786427, 0.85055280, 0.12749961,
401
0.79452122, 0.89449784, 0.14567830, 0.45716830, 0.74822309, 0.28200437, 0.42546044, 0.17464886,
402
0.68308746, 0.65496587, 0.52935411, 0.12736159, 0.61523955, 0.81590528, 0.63107864, 0.39786553,
403
0.20102294, 0.53292914, 0.75485590, 0.59847044, 0.32861691, 0.12125866, 0.58917183, 0.07638293,
404
0.86845380, 0.29192617, 0.03989733, 0.52180460, 0.32503407, 0.64071852, 0.69516575, 0.74254998,
405
0.54587026, 0.48713246, 0.32920155, 0.08719954, 0.63497059, 0.54328459, 0.64178757, 0.45583809,
406
0.70694291, 0.85212760, 0.86074305, 0.33163422, 0.85739792, 0.59908488, 0.74566046, 0.72157152
409
for (int i = 0; i < refInt.length; ++i) {
410
int r = mt.nextInt();
411
assertEquals(refInt[i], (r & 0x7fffffffl) | ((r < 0) ? 0x80000000l : 0x0l));
414
for (int i = 0; i < refDouble.length; ++i) {
415
int r = mt.nextInt();
416
assertEquals(refDouble[i],
417
((r & 0x7fffffffl) | ((r < 0) ? 0x80000000l : 0x0l)) / 4294967296.0,