Hendrik/xgboost
1
0
Fork 0
Code Issues Pull Requests Packages Projects Releases Wiki Activity

[jvm-packages] XGBoost Spark integration refactor (#3387)

Browse Source 
* add back train method but mark as deprecated

* add back train method but mark as deprecated

* fix scalastyle error

* fix scalastyle error

* [jvm-packages] XGBoost Spark integration refactor. (#3313)

* XGBoost Spark integration refactor.

* Make corresponding update for xgboost4j-example

* Address comments.

* [jvm-packages] Refactor XGBoost-Spark params to make it compatible with both XGBoost and Spark MLLib (#3326)

* Refactor XGBoost-Spark params to make it compatible with both XGBoost and Spark MLLib

* Fix extra space.

* [jvm-packages] XGBoost Spark supports ranking with group data. (#3369)

* XGBoost Spark supports ranking with group data.

* Use Iterator.duplicate to prevent OOM.

* Update CheckpointManagerSuite.scala

* Resolve conflicts
This commit is contained in:
Yanbo Liang
2018-06-18 15:39:18 -07:00
committed by Nan Zhu
parent e6696337e4
commit 2c4359e914
34 changed files with 1921 additions and 2173 deletions
Download Patch File Download Diff File Expand all files Collapse all files

75
jvm-packages/xgboost4j-spark/src/test/resources/rank-demo-0.txt.train
View File

@@ -1,75 +0,0 @@
0 1:985.574005058 2:320.223538037 3:0.621236086198
0 1:1010.52917943 2:635.535543082 3:2.14984030531
0 1:1012.91900422 2:132.387300057 3:0.488761066665
0 1:990.829194034 2:135.102081162 3:0.747701610673
0 1:1007.05103629 2:154.289183562 3:0.464118249201
0 1:994.9573036 2:317.483732878 3:0.0313685555674
0 1:987.8071541 2:731.349178363 3:0.244616944245
1 1:10.0349544469 2:2.29750906143 3:36.4949974282
0 1:9.92953881383 2:5.39134047297 3:120.041297548
0 1:10.0909866713 2:9.06191026312 3:138.807825798
1 1:10.2090970614 2:0.0784495944448 3:58.207703565
0 1:9.85695905893 2:9.99500727713 3:56.8610243778
1 1:10.0805758547 2:0.0410805760559 3:222.102302076
0 1:10.1209914486 2:9.9729127088 3:171.888238763
0 1:10.0331939798 2:0.853339303793 3:311.181328375
0 1:9.93901762951 2:2.72757449146 3:78.4859514413
0 1:10.0752365346 2:9.18695328235 3:49.8520256553
1 1:10.0456548902 2:0.270936043122 3:123.462958597
0 1:10.0568923673 2:0.82997113263 3:44.9391426001
0 1:9.8214143472 2:0.277538931578 3:15.4217659578
0 1:9.95258604431 2:8.69564346094 3:255.513470671
0 1:9.91934976357 2:7.72809741413 3:82.171591817
0 1:10.043239582 2:8.64168255553 3:38.9657919329
1 1:10.0236147929 2:0.0496662263659 3:4.40889812286
1 1:1001.85585324 2:3.75646886071 3:0.0179224994842
0 1:1014.25578571 2:0.285765311201 3:0.510329864983
1 1:1002.81422786 2:9.77676280375 3:0.433705951912
1 1:998.072711553 2:2.82100686538 3:0.889829076909
0 1:1003.77395036 2:2.55916592114 3:0.0359402151496
1 1:10.0807877782 2:4.98513959013 3:47.5266363559
0 1:10.0015013081 2:9.94302478763 3:78.3697486277
1 1:10.0441936789 2:0.305091816635 3:56.8213984987
0 1:9.94257106618 2:7.23909568913 3:442.463339039
1 1:9.86479307916 2:6.41701315844 3:55.1365304834
0 1:10.0428628516 2:9.98466447697 3:0.391632812588
0 1:9.94445884566 2:9.99970945878 3:260.438436534
1 1:9.84641392823 2:225.78051312 3:1.00525978847
1 1:9.86907690608 2:26.8971083147 3:0.577959255991
0 1:10.0177314626 2:0.110585342313 3:2.30545043031
0 1:10.0688190907 2:412.023866234 3:1.22421542264
0 1:10.1251769646 2:13.8212202925 3:0.129171734504
0 1:10.0840758802 2:407.359097187 3:0.477000870705
0 1:10.1007458705 2:987.183625145 3:0.149385677415
0 1:9.86472656059 2:169.559640615 3:0.147221652519
0 1:9.94207419238 2:507.290053755 3:0.41996207214
0 1:9.9671005502 2:1.62610457716 3:0.408173666788
0 1:1010.57126596 2:9.06673707562 3:0.672092284372
0 1:1001.6718262 2:9.53203990055 3:4.7364050044
0 1:995.777341384 2:4.43847316256 3:2.07229073634
0 1:1002.95701386 2:5.51711016665 3:1.24294450546
0 1:1016.0988238 2:0.626468941906 3:0.105627919134
0 1:1013.67571419 2:0.042315529666 3:0.717619310322
1 1:994.747747892 2:6.01989364024 3:0.772910130015
1 1:991.654593872 2:7.35575736952 3:1.19822091548
0 1:1008.47101732 2:8.28240754909 3:0.229582481359
0 1:1000.81975227 2:1.52448354056 3:0.096441660362
0 1:10.0900922344 2:322.656649307 3:57.8149073088
1 1:10.0868337371 2:2.88652339174 3:54.8865514572
0 1:10.0988984137 2:979.483832657 3:52.6809830901
0 1:9.97678959238 2:665.770979738 3:481.069628909
0 1:9.78554312773 2:257.309358658 3:47.7324475232
0 1:10.0985967566 2:935.896512941 3:138.937052808
0 1:10.0522252319 2:876.376299607 3:6.00373510669
1 1:9.88065229501 2:9.99979825653 3:0.0674603696149
0 1:10.0483244098 2:0.0653852316381 3:0.130679349938
1 1:9.99685215607 2:1.76602542774 3:0.2551321159
0 1:9.99750159428 2:1.01591534436 3:0.145445506504
1 1:9.97380908941 2:0.940048645571 3:0.411805696316
0 1:9.99977678382 2:6.91329929641 3:5.57858201258
0 1:978.876096381 2:933.775364741 3:0.579170824236
0 1:998.381016406 2:220.940470582 3:2.01491778565
0 1:987.917644594 2:8.74667873567 3:0.364006099758
0 1:1000.20994892 2:25.2945450565 3:3.5684398964
0 1:1014.57141264 2:675.593540733 3:0.164174055535
0 1:998.867283535 2:765.452750642 3:0.818425293238

10
jvm-packages/xgboost4j-spark/src/test/resources/rank-demo-0.txt.train.group
View File

@@ -1,10 +0,0 @@
7
7
10
5
7
10
10
7
6
6

74
jvm-packages/xgboost4j-spark/src/test/resources/rank-demo-1.txt.train
View File

@@ -1,74 +0,0 @@
0 1:10.2143092481 2:273.576539531 3:137.111774354
0 1:10.0366658918 2:842.469052609 3:2.32134375927
0 1:10.1281202091 2:395.654057342 3:35.4184893063
0 1:10.1443721289 2:960.058461049 3:272.887070637
0 1:10.1353234784 2:535.51304462 3:2.15393842032
1 1:10.0451640374 2:216.733858424 3:55.6533298016
1 1:9.94254592171 2:44.5985537358 3:304.614176871
0 1:10.1319257181 2:613.545504487 3:5.42391587912
0 1:1020.63622468 2:997.476744201 3:0.509425590461
0 1:986.304585519 2:822.669937965 3:0.605133561808
1 1:1012.66863221 2:26.7185759069 3:0.0875458784828
0 1:995.387656321 2:81.8540176995 3:0.691999430068
0 1:1020.6587198 2:848.826964547 3:0.540159430526
1 1:1003.81573853 2:379.84350931 3:0.0083682925194
0 1:1021.60921516 2:641.376951467 3:1.12339054807
0 1:1000.17585041 2:122.107138713 3:1.09906375372
1 1:987.64802348 2:5.98448541152 3:0.124241987204
1 1:9.94610136583 2:346.114985897 3:0.387708236565
0 1:9.96812192337 2:313.278109696 3:0.00863026595671
0 1:10.0181739194 2:36.7378924562 3:2.92179879835
0 1:9.89000102695 2:164.273723971 3:0.685222591968
0 1:10.1555212436 2:320.451459462 3:2.01341536261
0 1:10.0085727613 2:999.767117646 3:0.462294934168
1 1:9.93099658724 2:5.17478203909 3:0.213855205032
0 1:10.0629454957 2:663.088181857 3:0.049022351462
0 1:10.1109732417 2:734.904569784 3:1.6998450094
0 1:1006.6015266 2:505.023453703 3:1.90870566777
0 1:991.865769489 2:245.437343115 3:0.475109744256
0 1:998.682734072 2:950.041057232 3:1.9256314201
0 1:1005.02207209 2:2.9619314197 3:0.0517146822357
0 1:1002.54526214 2:860.562681899 3:0.915687092848
0 1:1000.38847359 2:808.416525088 3:0.209690673808
1 1:992.557818382 2:373.889409453 3:0.107571728577
0 1:1002.07722137 2:997.329626371 3:1.06504260496
0 1:1000.40504333 2:949.832139189 3:0.539159980327
0 1:10.1460179902 2:8.86082969819 3:135.953842715
1 1:9.98529296553 2:2.87366448495 3:1.74249892194
0 1:9.88942676744 2:9.4031821056 3:149.473066381
1 1:10.0192953341 2:1.99685737576 3:1.79502473397
0 1:10.0110654379 2:8.13112593726 3:87.7765628103
0 1:997.148677047 2:733.936190093 3:1.49298494242
0 1:1008.70465919 2:957.121652078 3:0.217414013634
1 1:997.356154278 2:541.599587807 3:0.100855972216
0 1:999.615897283 2:943.700501824 3:0.862874175879
1 1:997.36859077 2:0.200859940848 3:0.13601892182
0 1:10.0423255624 2:1.73855202168 3:0.956695338485
1 1:9.88440755486 2:9.9994600678 3:0.305080529665
0 1:10.0891026412 2:3.28031719474 3:0.364450973697
0 1:9.90078644258 2:8.77839663617 3:0.456660574479
1 1:9.79380029711 2:8.77220326156 3:0.527292005175
0 1:9.93613887011 2:9.76270841268 3:1.40865693823
0 1:10.0009239007 2:7.29056178263 3:0.498015866607
0 1:9.96603319905 2:5.12498000925 3:0.517492532783
0 1:10.0923827222 2:2.76652583955 3:1.56571226159
1 1:10.0983782035 2:587.788120694 3:0.031756483687
1 1:9.91397225464 2:994.527496819 3:3.72092164978
0 1:10.1057472738 2:2.92894440088 3:0.683506438532
0 1:10.1014053354 2:959.082038017 3:1.07039624129
0 1:10.1433253044 2:322.515119317 3:0.51408278993
1 1:9.82832510699 2:637.104433908 3:0.250272776427
0 1:1000.49729075 2:2.75336888111 3:0.576634423274
1 1:984.90338088 2:0.0295435794035 3:1.26273339929
0 1:1001.53811442 2:4.64164410861 3:0.0293389959504
1 1:995.875898395 2:5.08223403205 3:0.382330566779
0 1:996.405937252 2:6.26395190757 3:0.453645816611
0 1:10.0165140779 2:340.126072514 3:0.220794603312
0 1:9.93482824816 2:951.672000448 3:0.124406293612
0 1:10.1700278554 2:0.0140985961008 3:0.252452256311
0 1:9.99825079542 2:950.382643896 3:0.875382402062
0 1:9.87316410028 2:686.788257829 3:0.215886999825
0 1:10.2893240654 2:89.3947931451 3:0.569578232133
0 1:9.98689192703 2:0.430107535413 3:2.99869831728
0 1:10.1365175107 2:972.279245093 3:0.0865099386744
0 1:9.90744703306 2:50.810461183 3:3.00863325197

10
jvm-packages/xgboost4j-spark/src/test/resources/rank-demo-1.txt.train.group
View File

@@ -1,10 +0,0 @@
8
9
9
9
5
5
9
6
5
9

10
jvm-packages/xgboost4j-spark/src/test/resources/rank-demo.txt.test.group
View File

@@ -1,10 +0,0 @@
7
5
9
6
6
8
7
6
5
7

66
jvm-packages/xgboost4j-spark/src/test/resources/rank.test.csv Normal file
View File

@@ -0,0 +1,66 @@
0,10.0229017899,7.30178495562,0.118115020017,1
0,9.93639621859,9.93102159291,0.0435030004396,1
0,10.1301737265,0.00411765220572,2.4165878053,1
1,9.87828587087,0.608588414992,0.111262590883,1
0,10.1373430048,0.47764012225,0.991553052194,1
0,10.0523814718,4.72152505167,0.672978832666,1
0,10.0449715742,8.40373928536,0.384457573667,1
1,996.398498791,941.976309154,0.230269231292,2
0,1005.11269468,900.093680877,0.265031528873,2
0,997.160349441,891.331101688,2.19362017313,2
0,993.754139031,44.8000165317,1.03868009875,2
1,994.831299184,241.959208453,0.667631827024,2
0,995.948333283,7.94326917112,0.750490877118,3
0,989.733981273,7.52077625436,0.0126335967282,3
0,1003.54086516,6.48177510564,1.19441696788,3
0,996.56177804,9.71959812613,1.33082465111,3
0,1005.61382467,0.234339369309,1.17987797356,3
1,980.215758708,6.85554542926,2.63965085259,3
1,987.776408872,2.23354609991,0.841885278028,3
0,1006.54260396,8.12142049834,2.26639471174,3
0,1009.87927639,6.40028519044,0.775155669615,3
0,9.95006244393,928.76896718,234.948458244,4
1,10.0749152258,255.294574476,62.9728604166,4
1,10.1916541988,312.682867085,92.299413677,4
0,9.95646724484,742.263188416,53.3310473654,4
0,9.86211293222,996.237023866,2.00760301168,4
1,9.91801019468,303.971783709,50.3147230679,4
0,996.983996934,9.52188222766,1.33588120981,5
0,995.704388126,9.49260524915,0.908498516541,5
0,987.86480767,0.0870786716821,0.108859297837,5
0,1000.99561307,2.85272694575,0.171134518956,5
0,1011.05508066,7.55336771768,1.04950084825,5
1,985.52199365,0.763305780608,1.7402424375,5
0,10.0430321467,813.185427181,4.97728254185,6
0,10.0812334228,258.297288417,0.127477670549,6
0,9.84210504292,887.205815261,0.991689193955,6
1,9.94625332613,0.298622762132,0.147881353231,6
0,9.97800659954,727.619819757,0.0718361141866,6
1,9.8037938472,957.385549617,0.0618862028941,6
0,10.0880634741,185.024638577,1.7028095095,6
0,9.98630799154,109.10631473,0.681117359751,6
0,9.91671416638,166.248076588,122.538291094,7
0,10.1206910464,88.1539468531,141.189859069,7
1,10.1767160518,1.02960996847,172.02256237,7
0,9.93025147233,391.196641942,58.040338247,7
0,9.84850936037,474.63346537,17.5627875397,7
1,9.8162731343,61.9199554213,30.6740972851,7
0,10.0403482984,987.50416929,73.0472906209,7
1,997.019228359,133.294717663,0.0572254083186,8
0,973.303999107,1.79080888849,0.100478717048,8
0,1008.28808825,342.282350685,0.409806485495,8
0,1014.55621524,0.680510407082,0.929530602495,8
1,1012.74370325,823.105266455,0.0894693730585,8
0,1003.63554038,727.334432075,0.58206275756,8
0,10.1560432436,740.35938307,11.6823378533,9
0,9.83949099701,512.828227154,138.206666681,9
1,10.1837395682,179.287126088,185.479062365,9
1,9.9761881495,12.1093388336,9.1264604171,9
1,9.77402180766,318.561317743,80.6005221355,9
0,1011.15705381,0.215825852155,1.34429667906,10
0,1005.60353229,727.202346126,1.47146041005,10
1,1013.93702961,58.7312725205,0.421041560754,10
0,1004.86813074,757.693204258,0.566055205344,10
0,999.996324692,813.12386828,0.864428279513,10
0,996.55255931,918.760056995,0.43365051974,10
1,1004.1394132,464.371823646,0.312492288321,10
1 0 10.0229017899 7.30178495562 0.118115020017 1
2 0 9.93639621859 9.93102159291 0.0435030004396 1
3 0 10.1301737265 0.00411765220572 2.4165878053 1
4 1 9.87828587087 0.608588414992 0.111262590883 1
5 0 10.1373430048 0.47764012225 0.991553052194 1
6 0 10.0523814718 4.72152505167 0.672978832666 1
7 0 10.0449715742 8.40373928536 0.384457573667 1
8 1 996.398498791 941.976309154 0.230269231292 2
9 0 1005.11269468 900.093680877 0.265031528873 2
10 0 997.160349441 891.331101688 2.19362017313 2
11 0 993.754139031 44.8000165317 1.03868009875 2
12 1 994.831299184 241.959208453 0.667631827024 2
13 0 995.948333283 7.94326917112 0.750490877118 3
14 0 989.733981273 7.52077625436 0.0126335967282 3
15 0 1003.54086516 6.48177510564 1.19441696788 3
16 0 996.56177804 9.71959812613 1.33082465111 3
17 0 1005.61382467 0.234339369309 1.17987797356 3
18 1 980.215758708 6.85554542926 2.63965085259 3
19 1 987.776408872 2.23354609991 0.841885278028 3
20 0 1006.54260396 8.12142049834 2.26639471174 3
21 0 1009.87927639 6.40028519044 0.775155669615 3
22 0 9.95006244393 928.76896718 234.948458244 4
23 1 10.0749152258 255.294574476 62.9728604166 4
24 1 10.1916541988 312.682867085 92.299413677 4
25 0 9.95646724484 742.263188416 53.3310473654 4
26 0 9.86211293222 996.237023866 2.00760301168 4
27 1 9.91801019468 303.971783709 50.3147230679 4
28 0 996.983996934 9.52188222766 1.33588120981 5
29 0 995.704388126 9.49260524915 0.908498516541 5
30 0 987.86480767 0.0870786716821 0.108859297837 5
31 0 1000.99561307 2.85272694575 0.171134518956 5
32 0 1011.05508066 7.55336771768 1.04950084825 5
33 1 985.52199365 0.763305780608 1.7402424375 5
34 0 10.0430321467 813.185427181 4.97728254185 6
35 0 10.0812334228 258.297288417 0.127477670549 6
36 0 9.84210504292 887.205815261 0.991689193955 6
37 1 9.94625332613 0.298622762132 0.147881353231 6
38 0 9.97800659954 727.619819757 0.0718361141866 6
39 1 9.8037938472 957.385549617 0.0618862028941 6
40 0 10.0880634741 185.024638577 1.7028095095 6
41 0 9.98630799154 109.10631473 0.681117359751 6
42 0 9.91671416638 166.248076588 122.538291094 7
43 0 10.1206910464 88.1539468531 141.189859069 7
44 1 10.1767160518 1.02960996847 172.02256237 7
45 0 9.93025147233 391.196641942 58.040338247 7
46 0 9.84850936037 474.63346537 17.5627875397 7
47 1 9.8162731343 61.9199554213 30.6740972851 7
48 0 10.0403482984 987.50416929 73.0472906209 7
49 1 997.019228359 133.294717663 0.0572254083186 8
50 0 973.303999107 1.79080888849 0.100478717048 8
51 0 1008.28808825 342.282350685 0.409806485495 8
52 0 1014.55621524 0.680510407082 0.929530602495 8
53 1 1012.74370325 823.105266455 0.0894693730585 8
54 0 1003.63554038 727.334432075 0.58206275756 8
55 0 10.1560432436 740.35938307 11.6823378533 9
56 0 9.83949099701 512.828227154 138.206666681 9
57 1 10.1837395682 179.287126088 185.479062365 9
58 1 9.9761881495 12.1093388336 9.1264604171 9
59 1 9.77402180766 318.561317743 80.6005221355 9
60 0 1011.15705381 0.215825852155 1.34429667906 10
61 0 1005.60353229 727.202346126 1.47146041005 10
62 1 1013.93702961 58.7312725205 0.421041560754 10
63 0 1004.86813074 757.693204258 0.566055205344 10
64 0 999.996324692 813.12386828 0.864428279513 10
65 0 996.55255931 918.760056995 0.43365051974 10
66 1 1004.1394132 464.371823646 0.312492288321 10

0
jvm-packages/xgboost4j-spark/src/test/resources/rank-demo.txt.test → jvm-packages/xgboost4j-spark/src/test/resources/rank.test.txt
View File

149
jvm-packages/xgboost4j-spark/src/test/resources/rank.train.csv Normal file
View File

@@ -0,0 +1,149 @@
0,985.574005058,320.223538037,0.621236086198,1
0,1010.52917943,635.535543082,2.14984030531,1
0,1012.91900422,132.387300057,0.488761066665,1
0,990.829194034,135.102081162,0.747701610673,1
0,1007.05103629,154.289183562,0.464118249201,1
0,994.9573036,317.483732878,0.0313685555674,1
0,987.8071541,731.349178363,0.244616944245,1
1,10.0349544469,2.29750906143,36.4949974282,2
0,9.92953881383,5.39134047297,120.041297548,2
0,10.0909866713,9.06191026312,138.807825798,2
1,10.2090970614,0.0784495944448,58.207703565,2
0,9.85695905893,9.99500727713,56.8610243778,2
1,10.0805758547,0.0410805760559,222.102302076,2
0,10.1209914486,9.9729127088,171.888238763,2
0,10.0331939798,0.853339303793,311.181328375,3
0,9.93901762951,2.72757449146,78.4859514413,3
0,10.0752365346,9.18695328235,49.8520256553,3
1,10.0456548902,0.270936043122,123.462958597,3
0,10.0568923673,0.82997113263,44.9391426001,3
0,9.8214143472,0.277538931578,15.4217659578,3
0,9.95258604431,8.69564346094,255.513470671,3
0,9.91934976357,7.72809741413,82.171591817,3
0,10.043239582,8.64168255553,38.9657919329,3
1,10.0236147929,0.0496662263659,4.40889812286,3
1,1001.85585324,3.75646886071,0.0179224994842,4
0,1014.25578571,0.285765311201,0.510329864983,4
1,1002.81422786,9.77676280375,0.433705951912,4
1,998.072711553,2.82100686538,0.889829076909,4
0,1003.77395036,2.55916592114,0.0359402151496,4
1,10.0807877782,4.98513959013,47.5266363559,5
0,10.0015013081,9.94302478763,78.3697486277,5
1,10.0441936789,0.305091816635,56.8213984987,5
0,9.94257106618,7.23909568913,442.463339039,5
1,9.86479307916,6.41701315844,55.1365304834,5
0,10.0428628516,9.98466447697,0.391632812588,5
0,9.94445884566,9.99970945878,260.438436534,5
1,9.84641392823,225.78051312,1.00525978847,6
1,9.86907690608,26.8971083147,0.577959255991,6
0,10.0177314626,0.110585342313,2.30545043031,6
0,10.0688190907,412.023866234,1.22421542264,6
0,10.1251769646,13.8212202925,0.129171734504,6
0,10.0840758802,407.359097187,0.477000870705,6
0,10.1007458705,987.183625145,0.149385677415,6
0,9.86472656059,169.559640615,0.147221652519,6
0,9.94207419238,507.290053755,0.41996207214,6
0,9.9671005502,1.62610457716,0.408173666788,6
0,1010.57126596,9.06673707562,0.672092284372,7
0,1001.6718262,9.53203990055,4.7364050044,7
0,995.777341384,4.43847316256,2.07229073634,7
0,1002.95701386,5.51711016665,1.24294450546,7
0,1016.0988238,0.626468941906,0.105627919134,7
0,1013.67571419,0.042315529666,0.717619310322,7
1,994.747747892,6.01989364024,0.772910130015,7
1,991.654593872,7.35575736952,1.19822091548,7
0,1008.47101732,8.28240754909,0.229582481359,7
0,1000.81975227,1.52448354056,0.096441660362,7
0,10.0900922344,322.656649307,57.8149073088,8
1,10.0868337371,2.88652339174,54.8865514572,8
0,10.0988984137,979.483832657,52.6809830901,8
0,9.97678959238,665.770979738,481.069628909,8
0,9.78554312773,257.309358658,47.7324475232,8
0,10.0985967566,935.896512941,138.937052808,8
0,10.0522252319,876.376299607,6.00373510669,8
1,9.88065229501,9.99979825653,0.0674603696149,9
0,10.0483244098,0.0653852316381,0.130679349938,9
1,9.99685215607,1.76602542774,0.2551321159,9
0,9.99750159428,1.01591534436,0.145445506504,9
1,9.97380908941,0.940048645571,0.411805696316,9
0,9.99977678382,6.91329929641,5.57858201258,9
0,978.876096381,933.775364741,0.579170824236,10
0,998.381016406,220.940470582,2.01491778565,10
0,987.917644594,8.74667873567,0.364006099758,10
0,1000.20994892,25.2945450565,3.5684398964,10
0,1014.57141264,675.593540733,0.164174055535,10
0,998.867283535,765.452750642,0.818425293238,10
0,10.2143092481,273.576539531,137.111774354,11
0,10.0366658918,842.469052609,2.32134375927,11
0,10.1281202091,395.654057342,35.4184893063,11
0,10.1443721289,960.058461049,272.887070637,11
0,10.1353234784,535.51304462,2.15393842032,11
1,10.0451640374,216.733858424,55.6533298016,11
1,9.94254592171,44.5985537358,304.614176871,11
0,10.1319257181,613.545504487,5.42391587912,11
0,1020.63622468,997.476744201,0.509425590461,12
0,986.304585519,822.669937965,0.605133561808,12
1,1012.66863221,26.7185759069,0.0875458784828,12
0,995.387656321,81.8540176995,0.691999430068,12
0,1020.6587198,848.826964547,0.540159430526,12
1,1003.81573853,379.84350931,0.0083682925194,12
0,1021.60921516,641.376951467,1.12339054807,12
0,1000.17585041,122.107138713,1.09906375372,12
1,987.64802348,5.98448541152,0.124241987204,12
1,9.94610136583,346.114985897,0.387708236565,13
0,9.96812192337,313.278109696,0.00863026595671,13
0,10.0181739194,36.7378924562,2.92179879835,13
0,9.89000102695,164.273723971,0.685222591968,13
0,10.1555212436,320.451459462,2.01341536261,13
0,10.0085727613,999.767117646,0.462294934168,13
1,9.93099658724,5.17478203909,0.213855205032,13
0,10.0629454957,663.088181857,0.049022351462,13
0,10.1109732417,734.904569784,1.6998450094,13
0,1006.6015266,505.023453703,1.90870566777,14
0,991.865769489,245.437343115,0.475109744256,14
0,998.682734072,950.041057232,1.9256314201,14
0,1005.02207209,2.9619314197,0.0517146822357,14
0,1002.54526214,860.562681899,0.915687092848,14
0,1000.38847359,808.416525088,0.209690673808,14
1,992.557818382,373.889409453,0.107571728577,14
0,1002.07722137,997.329626371,1.06504260496,14
0,1000.40504333,949.832139189,0.539159980327,14
0,10.1460179902,8.86082969819,135.953842715,15
1,9.98529296553,2.87366448495,1.74249892194,15
0,9.88942676744,9.4031821056,149.473066381,15
1,10.0192953341,1.99685737576,1.79502473397,15
0,10.0110654379,8.13112593726,87.7765628103,15
0,997.148677047,733.936190093,1.49298494242,16
0,1008.70465919,957.121652078,0.217414013634,16
1,997.356154278,541.599587807,0.100855972216,16
0,999.615897283,943.700501824,0.862874175879,16
1,997.36859077,0.200859940848,0.13601892182,16
0,10.0423255624,1.73855202168,0.956695338485,17
1,9.88440755486,9.9994600678,0.305080529665,17
0,10.0891026412,3.28031719474,0.364450973697,17
0,9.90078644258,8.77839663617,0.456660574479,17
1,9.79380029711,8.77220326156,0.527292005175,17
0,9.93613887011,9.76270841268,1.40865693823,17
0,10.0009239007,7.29056178263,0.498015866607,17
0,9.96603319905,5.12498000925,0.517492532783,17
0,10.0923827222,2.76652583955,1.56571226159,17
1,10.0983782035,587.788120694,0.031756483687,18
1,9.91397225464,994.527496819,3.72092164978,18
0,10.1057472738,2.92894440088,0.683506438532,18
0,10.1014053354,959.082038017,1.07039624129,18
0,10.1433253044,322.515119317,0.51408278993,18
1,9.82832510699,637.104433908,0.250272776427,18
0,1000.49729075,2.75336888111,0.576634423274,19
1,984.90338088,0.0295435794035,1.26273339929,19
0,1001.53811442,4.64164410861,0.0293389959504,19
1,995.875898395,5.08223403205,0.382330566779,19
0,996.405937252,6.26395190757,0.453645816611,19
0,10.0165140779,340.126072514,0.220794603312,20
0,9.93482824816,951.672000448,0.124406293612,20
0,10.1700278554,0.0140985961008,0.252452256311,20
0,9.99825079542,950.382643896,0.875382402062,20
0,9.87316410028,686.788257829,0.215886999825,20
0,10.2893240654,89.3947931451,0.569578232133,20
0,9.98689192703,0.430107535413,2.99869831728,20
0,10.1365175107,972.279245093,0.0865099386744,20
0,9.90744703306,50.810461183,3.00863325197,20
1 0 985.574005058 320.223538037 0.621236086198 1
2 0 1010.52917943 635.535543082 2.14984030531 1
3 0 1012.91900422 132.387300057 0.488761066665 1
4 0 990.829194034 135.102081162 0.747701610673 1
5 0 1007.05103629 154.289183562 0.464118249201 1
6 0 994.9573036 317.483732878 0.0313685555674 1
7 0 987.8071541 731.349178363 0.244616944245 1
8 1 10.0349544469 2.29750906143 36.4949974282 2
9 0 9.92953881383 5.39134047297 120.041297548 2
10 0 10.0909866713 9.06191026312 138.807825798 2
11 1 10.2090970614 0.0784495944448 58.207703565 2
12 0 9.85695905893 9.99500727713 56.8610243778 2
13 1 10.0805758547 0.0410805760559 222.102302076 2
14 0 10.1209914486 9.9729127088 171.888238763 2
15 0 10.0331939798 0.853339303793 311.181328375 3
16 0 9.93901762951 2.72757449146 78.4859514413 3
17 0 10.0752365346 9.18695328235 49.8520256553 3
18 1 10.0456548902 0.270936043122 123.462958597 3
19 0 10.0568923673 0.82997113263 44.9391426001 3
20 0 9.8214143472 0.277538931578 15.4217659578 3
21 0 9.95258604431 8.69564346094 255.513470671 3
22 0 9.91934976357 7.72809741413 82.171591817 3
23 0 10.043239582 8.64168255553 38.9657919329 3
24 1 10.0236147929 0.0496662263659 4.40889812286 3
25 1 1001.85585324 3.75646886071 0.0179224994842 4
26 0 1014.25578571 0.285765311201 0.510329864983 4
27 1 1002.81422786 9.77676280375 0.433705951912 4
28 1 998.072711553 2.82100686538 0.889829076909 4
29 0 1003.77395036 2.55916592114 0.0359402151496 4
30 1 10.0807877782 4.98513959013 47.5266363559 5
31 0 10.0015013081 9.94302478763 78.3697486277 5
32 1 10.0441936789 0.305091816635 56.8213984987 5
33 0 9.94257106618 7.23909568913 442.463339039 5
34 1 9.86479307916 6.41701315844 55.1365304834 5
35 0 10.0428628516 9.98466447697 0.391632812588 5
36 0 9.94445884566 9.99970945878 260.438436534 5
37 1 9.84641392823 225.78051312 1.00525978847 6
38 1 9.86907690608 26.8971083147 0.577959255991 6
39 0 10.0177314626 0.110585342313 2.30545043031 6
40 0 10.0688190907 412.023866234 1.22421542264 6
41 0 10.1251769646 13.8212202925 0.129171734504 6
42 0 10.0840758802 407.359097187 0.477000870705 6
43 0 10.1007458705 987.183625145 0.149385677415 6
44 0 9.86472656059 169.559640615 0.147221652519 6
45 0 9.94207419238 507.290053755 0.41996207214 6
46 0 9.9671005502 1.62610457716 0.408173666788 6
47 0 1010.57126596 9.06673707562 0.672092284372 7
48 0 1001.6718262 9.53203990055 4.7364050044 7
49 0 995.777341384 4.43847316256 2.07229073634 7
50 0 1002.95701386 5.51711016665 1.24294450546 7
51 0 1016.0988238 0.626468941906 0.105627919134 7
52 0 1013.67571419 0.042315529666 0.717619310322 7
53 1 994.747747892 6.01989364024 0.772910130015 7
54 1 991.654593872 7.35575736952 1.19822091548 7
55 0 1008.47101732 8.28240754909 0.229582481359 7
56 0 1000.81975227 1.52448354056 0.096441660362 7
57 0 10.0900922344 322.656649307 57.8149073088 8
58 1 10.0868337371 2.88652339174 54.8865514572 8
59 0 10.0988984137 979.483832657 52.6809830901 8
60 0 9.97678959238 665.770979738 481.069628909 8
61 0 9.78554312773 257.309358658 47.7324475232 8
62 0 10.0985967566 935.896512941 138.937052808 8
63 0 10.0522252319 876.376299607 6.00373510669 8
64 1 9.88065229501 9.99979825653 0.0674603696149 9
65 0 10.0483244098 0.0653852316381 0.130679349938 9
66 1 9.99685215607 1.76602542774 0.2551321159 9
67 0 9.99750159428 1.01591534436 0.145445506504 9
68 1 9.97380908941 0.940048645571 0.411805696316 9
69 0 9.99977678382 6.91329929641 5.57858201258 9
70 0 978.876096381 933.775364741 0.579170824236 10
71 0 998.381016406 220.940470582 2.01491778565 10
72 0 987.917644594 8.74667873567 0.364006099758 10
73 0 1000.20994892 25.2945450565 3.5684398964 10
74 0 1014.57141264 675.593540733 0.164174055535 10
75 0 998.867283535 765.452750642 0.818425293238 10
76 0 10.2143092481 273.576539531 137.111774354 11
77 0 10.0366658918 842.469052609 2.32134375927 11
78 0 10.1281202091 395.654057342 35.4184893063 11
79 0 10.1443721289 960.058461049 272.887070637 11
80 0 10.1353234784 535.51304462 2.15393842032 11
81 1 10.0451640374 216.733858424 55.6533298016 11
82 1 9.94254592171 44.5985537358 304.614176871 11
83 0 10.1319257181 613.545504487 5.42391587912 11
84 0 1020.63622468 997.476744201 0.509425590461 12
85 0 986.304585519 822.669937965 0.605133561808 12
86 1 1012.66863221 26.7185759069 0.0875458784828 12
87 0 995.387656321 81.8540176995 0.691999430068 12
88 0 1020.6587198 848.826964547 0.540159430526 12
89 1 1003.81573853 379.84350931 0.0083682925194 12
90 0 1021.60921516 641.376951467 1.12339054807 12
91 0 1000.17585041 122.107138713 1.09906375372 12
92 1 987.64802348 5.98448541152 0.124241987204 12
93 1 9.94610136583 346.114985897 0.387708236565 13
94 0 9.96812192337 313.278109696 0.00863026595671 13
95 0 10.0181739194 36.7378924562 2.92179879835 13
96 0 9.89000102695 164.273723971 0.685222591968 13
97 0 10.1555212436 320.451459462 2.01341536261 13
98 0 10.0085727613 999.767117646 0.462294934168 13
99 1 9.93099658724 5.17478203909 0.213855205032 13
100 0 10.0629454957 663.088181857 0.049022351462 13
101 0 10.1109732417 734.904569784 1.6998450094 13
102 0 1006.6015266 505.023453703 1.90870566777 14
103 0 991.865769489 245.437343115 0.475109744256 14
104 0 998.682734072 950.041057232 1.9256314201 14
105 0 1005.02207209 2.9619314197 0.0517146822357 14
106 0 1002.54526214 860.562681899 0.915687092848 14
107 0 1000.38847359 808.416525088 0.209690673808 14
108 1 992.557818382 373.889409453 0.107571728577 14
109 0 1002.07722137 997.329626371 1.06504260496 14
110 0 1000.40504333 949.832139189 0.539159980327 14
111 0 10.1460179902 8.86082969819 135.953842715 15
112 1 9.98529296553 2.87366448495 1.74249892194 15
113 0 9.88942676744 9.4031821056 149.473066381 15
114 1 10.0192953341 1.99685737576 1.79502473397 15
115 0 10.0110654379 8.13112593726 87.7765628103 15
116 0 997.148677047 733.936190093 1.49298494242 16
117 0 1008.70465919 957.121652078 0.217414013634 16
118 1 997.356154278 541.599587807 0.100855972216 16
119 0 999.615897283 943.700501824 0.862874175879 16
120 1 997.36859077 0.200859940848 0.13601892182 16
121 0 10.0423255624 1.73855202168 0.956695338485 17
122 1 9.88440755486 9.9994600678 0.305080529665 17
123 0 10.0891026412 3.28031719474 0.364450973697 17
124 0 9.90078644258 8.77839663617 0.456660574479 17
125 1 9.79380029711 8.77220326156 0.527292005175 17
126 0 9.93613887011 9.76270841268 1.40865693823 17
127 0 10.0009239007 7.29056178263 0.498015866607 17
128 0 9.96603319905 5.12498000925 0.517492532783 17
129 0 10.0923827222 2.76652583955 1.56571226159 17
130 1 10.0983782035 587.788120694 0.031756483687 18
131 1 9.91397225464 994.527496819 3.72092164978 18
132 0 10.1057472738 2.92894440088 0.683506438532 18
133 0 10.1014053354 959.082038017 1.07039624129 18
134 0 10.1433253044 322.515119317 0.51408278993 18
135 1 9.82832510699 637.104433908 0.250272776427 18
136 0 1000.49729075 2.75336888111 0.576634423274 19
137 1 984.90338088 0.0295435794035 1.26273339929 19
138 0 1001.53811442 4.64164410861 0.0293389959504 19
139 1 995.875898395 5.08223403205 0.382330566779 19
140 0 996.405937252 6.26395190757 0.453645816611 19
141 0 10.0165140779 340.126072514 0.220794603312 20
142 0 9.93482824816 951.672000448 0.124406293612 20
143 0 10.1700278554 0.0140985961008 0.252452256311 20
144 0 9.99825079542 950.382643896 0.875382402062 20
145 0 9.87316410028 686.788257829 0.215886999825 20
146 0 10.2893240654 89.3947931451 0.569578232133 20
147 0 9.98689192703 0.430107535413 2.99869831728 20
148 0 10.1365175107 972.279245093 0.0865099386744 20
149 0 9.90744703306 50.810461183 3.00863325197 20