Add completed DROID scorer training and validation loss visualizations

1,000 training loss records and 20 validation loss records over 10,000 steps, with combined and separate PNG plots, source metrics, and summary.

scorer/pi05_droid/2026-10-20/README.md

@@ -0,0 +1,34 @@
+# DROID scorer — training and validation loss
+
+Completed on 2026-10-20 (UTC), with 10,000 training steps, 8 GPUs, and global batch size 256.
+
+## Training and validation
+
+![Training and validation loss](loss.png)
+
+The combined plot uses a logarithmic MSE axis. All 1,000 training records and 20 validation records are included, without additional smoothing.
+
+## Training loss
+
+![Training loss](train_loss.png)
+
+Training loss is the mean minibatch MSE over each 10-step logging window; it is not an evaluation of the full training split.
+
+## Validation loss
+
+![Validation loss](validation_loss.png)
+
+Validation MSE is evaluated every 500 steps on 901,441 validation frames.
+
+| Metric | Value |
+| --- | ---: |
+| Best validation step | 9500 |
+| Best validation MSE | 0.001527715 |
+| MAE at best validation step | 0.025565561 |
+| Spearman at best validation step | 0.554516 |
+| Final training MSE | 0.001103317 |
+| Final validation MSE | 0.001599511 |
+
+Files: [original metrics.csv](metrics.csv) · [summary.json](summary.json).
+
+Source: `outputs/scorer/pi05_droid/metrics.csv`. This is a visualization of the completed training run.

scorer/pi05_droid/2026-10-20/metrics.csv

@@ -0,0 +1,1001 @@
+step,train_loss,val_loss,val_mae,val_spearman,val_count,elapsed_seconds,world_size,global_batch_size,per_rank_batch_size,actual_batch_size
+10,0.059324663676670754,,,,,0.8045424558222294,8,256,32,256
+20,0.006235761361313053,,,,,0.9539844170212746,8,256,32,256
+30,0.002470898147294065,,,,,1.0512687712907791,8,256,32,256
+40,0.002008069960720604,,,,,1.164720993489027,8,256,32,256
+50,0.0010703738495067227,,,,,1.2961799204349518,8,256,32,256
+60,0.0013604405088699424,,,,,1.364932406693697,8,256,32,256
+70,0.0021421481207653413,,,,,1.498667761683464,8,256,32,256
+80,0.00225896307892981,,,,,1.604259766638279,8,256,32,256
+90,0.0015649684086383787,,,,,1.7381524182856083,8,256,32,256
+100,0.0012898730739834719,,,,,1.8801553770899773,8,256,32,256
+110,0.000945150184634258,,,,,1.9913243278861046,8,256,32,256
+120,0.0011179792938492028,,,,,2.1639121025800705,8,256,32,256
+130,0.001039490621042205,,,,,2.3026105612516403,8,256,32,256
+140,0.001022192851996806,,,,,2.4049537628889084,8,256,32,256
+150,0.001484318930124573,,,,,2.6328504383563995,8,256,32,256
+160,0.0011192002159077675,,,,,2.794874954968691,8,256,32,256
+170,0.0025680860577267594,,,,,2.8933930285274982,8,256,32,256
+180,0.0018929711764940293,,,,,3.0365363471210003,8,256,32,256
+190,0.0009462469090067316,,,,,3.156373154371977,8,256,32,256
+200,0.0016181424423848511,,,,,3.350240882486105,8,256,32,256
+210,0.0017654590739766718,,,,,3.4929754622280598,8,256,32,256
+220,0.002268649600591743,,,,,3.5914605297148228,8,256,32,256
+230,0.0015220822788251098,,,,,3.72229565680027,8,256,32,256
+240,0.0012584478663484333,,,,,3.8207635655999184,8,256,32,256
+250,0.0023748341693135442,,,,,4.009890977293253,8,256,32,256
+260,0.0011486192106531234,,,,,4.1511790081858635,8,256,32,256
+270,0.0008326436043716967,,,,,4.218893397599459,8,256,32,256
+280,0.002197789744241163,,,,,4.3484344817698,8,256,32,256
+290,0.0016934526815020946,,,,,4.496693562716246,8,256,32,256
+300,0.0009275423693907214,,,,,4.618693515658379,8,256,32,256
+310,0.0021895848967687925,,,,,4.729457747191191,8,256,32,256
+320,0.0014887750443449478,,,,,4.874102089554071,8,256,32,256
+330,0.0018093442587996833,,,,,5.16151176020503,8,256,32,256
+340,0.0012298121640924365,,,,,5.3385731764137745,8,256,32,256
+350,0.0008457631465716986,,,,,5.486880600452423,8,256,32,256
+360,0.0013982976619445254,,,,,5.5980700477957726,8,256,32,256
+370,0.0010469646160345292,,,,,5.732222821563482,8,256,32,256
+380,0.0007050667703879298,,,,,5.834791392087936,8,256,32,256
+390,0.0014111541808233597,,,,,5.992613546550274,8,256,32,256
+400,0.0018464424039848382,,,,,6.067046225070953,8,256,32,256
+410,0.0015716746493126266,,,,,6.186138737946749,8,256,32,256
+420,0.002212075577699579,,,,,6.314690638333559,8,256,32,256
+430,0.0018919883332273457,,,,,6.382426809519529,8,256,32,256
+440,0.0012406001398630906,,,,,6.511285785585642,8,256,32,256
+450,0.0011626156967395219,,,,,6.659381121397018,8,256,32,256
+460,0.0016087615797005129,,,,,6.824372328817844,8,256,32,256
+470,0.0016223354359681252,,,,,6.944462336599827,8,256,32,256
+480,0.0014152279938571156,,,,,7.03469443321228,8,256,32,256
+490,0.000740862985549029,,,,,7.139006957411766,8,256,32,256
+500,0.0005580851347986027,0.0020986179081469492,0.027117585313764764,0.33118957586602354,901441,7.269439108669758,8,256,32,256
+510,0.0005880075210370706,,,,,62.576695781201124,8,256,32,256
+520,0.0007532592069765087,,,,,62.77198028191924,8,256,32,256
+530,0.0006986851687543095,,,,,62.9202668517828,8,256,32,256
+540,0.0007903573028670508,,,,,63.0230859182775,8,256,32,256
+550,0.0010550858678470831,,,,,63.19972226768732,8,256,32,256
+560,0.0009367238482809626,,,,,63.25360031425953,8,256,32,256
+570,0.0015070352841576097,,,,,63.528717298060656,8,256,32,256
+580,0.0016649209326715208,,,,,63.68924905732274,8,256,32,256
+590,0.0017845266946096671,,,,,63.7669519521296,8,256,32,256
+600,0.0011974322695095907,,,,,63.912824138998985,8,256,32,256
+610,0.0010256215929985047,,,,,64.04443844780326,8,256,32,256
+620,0.001619473167374963,,,,,64.18445761874318,8,256,32,256
+630,0.0013934687362052501,,,,,64.32512667030096,8,256,32,256
+640,0.0012127324607718037,,,,,64.38129588216543,8,256,32,256
+650,0.001930104043276515,,,,,64.53187743574381,8,256,32,256
+660,0.0015186816573987017,,,,,64.68278177827597,8,256,32,256
+670,0.0016096830866445088,,,,,64.78522829711437,8,256,32,256
+680,0.0011335116792906773,,,,,64.89815640449524,8,256,32,256
+690,0.0008464357850243686,,,,,65.022265791893,8,256,32,256
+700,0.0012244262845342746,,,,,65.1013755351305,8,256,32,256
+710,0.0010353106903494337,,,,,65.28170558810234,8,256,32,256
+720,0.0008143975617713294,,,,,65.45765621587634,8,256,32,256
+730,0.0006091074668802321,,,,,65.58008597418666,8,256,32,256
+740,0.0009234694520273478,,,,,65.74358605965972,8,256,32,256
+750,0.001211779614095576,,,,,65.80505188554525,8,256,32,256
+760,0.0013817775001371047,,,,,65.99890859052539,8,256,32,256
+770,0.0016461356928630267,,,,,66.15847416222095,8,256,32,256
+780,0.0025687830930110067,,,,,66.26726981252432,8,256,32,256
+790,0.0010746232175733895,,,,,66.46329754218459,8,256,32,256
+800,0.00044161813566461204,,,,,66.58488288894296,8,256,32,256
+810,0.0008619457716122269,,,,,66.76673055440187,8,256,32,256
+820,0.0007689681855481467,,,,,66.92368615046144,8,256,32,256
+830,0.0005362218922527973,,,,,66.99910343065858,8,256,32,256
+840,0.001539425722148735,,,,,67.13428754732013,8,256,32,256
+850,0.0012783666257746517,,,,,67.26174214482307,8,256,32,256
+860,0.0014207074815203668,,,,,67.3370505347848,8,256,32,256
+870,0.0009540901715809014,,,,,67.47034201025963,8,256,32,256
+880,0.0006245623930226429,,,,,67.52929571270943,8,256,32,256
+890,0.001248025552558829,,,,,67.69722367823124,8,256,32,256
+900,0.0012991915111342678,,,,,67.82015332952142,8,256,32,256
+910,0.0011610780355113092,,,,,68.0134264677763,8,256,32,256
+920,0.0013371157849178417,,,,,68.14026968926191,8,256,32,256
+930,0.0010426534394355259,,,,,68.26331015303731,8,256,32,256
+940,0.0013774987935903482,,,,,68.33707823604345,8,256,32,256
+950,0.0016556038233829895,,,,,68.46275569871068,8,256,32,256
+960,0.0019679284625453873,,,,,68.53080876916647,8,256,32,256
+970,0.0008623469246231252,,,,,68.67292902618647,8,256,32,256
+980,0.0007217293001303915,,,,,68.83050679787993,8,256,32,256
+990,0.0004829440949833952,,,,,68.8955583050847,8,256,32,256
+1000,0.002560384915159375,0.0019456119782421209,0.03243524950365535,0.42903635249935496,901441,69.11603912711143,8,256,32,256
+1010,0.0019234065774071496,,,,,121.2719582170248,8,256,32,256
+1020,0.0015317451288865414,,,,,121.37054631486535,8,256,32,256
+1030,0.001153729031648254,,,,,121.55354155227542,8,256,32,256
+1040,0.0010730435456935083,,,,,121.6255310550332,8,256,32,256
+1050,0.0007023436968665919,,,,,121.81152813509107,8,256,32,256
+1060,0.0006691790158583899,,,,,121.94191759079695,8,256,32,256
+1070,0.0008552428975235671,,,,,122.00754925981164,8,256,32,256
+1080,0.002150200086180121,,,,,122.1631502173841,8,256,32,256
+1090,0.0018575178222818068,,,,,122.31349310651422,8,256,32,256
+1100,0.001135686294946936,,,,,122.60719041898847,8,256,32,256
+1110,0.00167240885530191,,,,,122.8036396317184,8,256,32,256
+1120,0.0020257697491615546,,,,,123.00856031104922,8,256,32,256
+1130,0.0037217591365333647,,,,,123.12669117003679,8,256,32,256
+1140,0.001886049682070734,,,,,123.26713145524263,8,256,32,256
+1150,0.0015304762757295976,,,,,123.37313546612859,8,256,32,256
+1160,0.0011965884528763126,,,,,123.57886564731598,8,256,32,256
+1170,0.0011027372242097045,,,,,123.70221683382988,8,256,32,256
+1180,0.001905359121155925,,,,,123.82859422266483,8,256,32,256
+1190,0.0010386350921180564,,,,,123.95148750394583,8,256,32,256
+1200,0.0007857355816668132,,,,,124.05714749917388,8,256,32,256
+1210,0.0010931009572232142,,,,,124.17389796301723,8,256,32,256
+1220,0.000959556712405174,,,,,124.30977470055223,8,256,32,256
+1230,0.0007279635039594723,,,,,124.37619390711188,8,256,32,256
+1240,0.0006265077399802976,,,,,124.50451884418726,8,256,32,256
+1250,0.0006439395525376313,,,,,124.63752346485853,8,256,32,256
+1260,0.001703727564017754,,,,,124.8219021782279,8,256,32,256
+1270,0.000977671214059228,,,,,124.98474218696356,8,256,32,256
+1280,0.0005558736629609484,,,,,125.08046217635274,8,256,32,256
+1290,0.0009612435460439883,,,,,125.18627170100808,8,256,32,256
+1300,0.0007753735513688298,,,,,125.32299107685685,8,256,32,256
+1310,0.0006199321327585494,,,,,125.41967684775591,8,256,32,256
+1320,0.0015025414923002245,,,,,125.53597339615226,8,256,32,256
+1330,0.0018035301221971168,,,,,125.66319319978356,8,256,32,256
+1340,0.0029543853685026988,,,,,125.78535345569253,8,256,32,256
+1350,0.0021346244458982254,,,,,125.91355969756842,8,256,32,256
+1360,0.0007869038792705397,,,,,125.97848285734653,8,256,32,256
+1370,0.0008547416135115781,,,,,126.11131075397134,8,256,32,256
+1380,0.0009984460903069703,,,,,126.24651017785072,8,256,32,256
+1390,0.0008456453166218125,,,,,126.31970013678074,8,256,32,256
+1400,0.0005874997408682247,,,,,126.50029906257987,8,256,32,256
+1410,0.00048572150353720644,,,,,126.7069343701005,8,256,32,256
+1420,0.0010116590327015728,,,,,126.81366840004921,8,256,32,256
+1430,0.0008607037008914631,,,,,126.96834188327193,8,256,32,256
+1440,0.0007090930286722142,,,,,127.06807307898998,8,256,32,256
+1450,0.0007904248301201733,,,,,127.23978604376316,8,256,32,256
+1460,0.0006805498898756924,,,,,127.35377337411046,8,256,32,256
+1470,0.0006805196851928485,,,,,127.44431324675679,8,256,32,256
+1480,0.0008654353910969803,,,,,127.62506392970681,8,256,32,256
+1490,0.0007714349609159399,,,,,127.7814565859735,8,256,32,256
+1500,0.0007065043204420362,0.0017568753070435338,0.025031821122756204,0.49029242272533025,901441,127.87522649765015,8,256,32,256
+1510,0.0007963245250721229,,,,,179.09666593000293,8,256,32,256
+1520,0.0006473269633715973,,,,,179.20027075335383,8,256,32,256
+1530,0.0006320007258182158,,,,,179.51519322767854,8,256,32,256
+1540,0.000898850908561144,,,,,179.70052524283528,8,256,32,256
+1550,0.0012079908756277291,,,,,179.86052296310663,8,256,32,256
+1560,0.0011905357005161932,,,,,179.975986327976,8,256,32,256
+1570,0.0017253382407943717,,,,,180.11970227211714,8,256,32,256
+1580,0.0010244766999676358,,,,,180.2278993651271,8,256,32,256
+1590,0.0012950278189236997,,,,,180.35877531021833,8,256,32,256
+1600,0.001304151264412212,,,,,180.43045450374484,8,256,32,256
+1610,0.002312320972123416,,,,,180.54923252388835,8,256,32,256
+1620,0.003724577782122651,,,,,180.6861336901784,8,256,32,256
+1630,0.004560540457168827,,,,,180.79445127770305,8,256,32,256
+1640,0.002157650513254339,,,,,180.97280365601182,8,256,32,256
+1650,0.0011163261347974184,,,,,181.09191512316465,8,256,32,256
+1660,0.0006324163861791022,,,,,181.20688535273075,8,256,32,256
+1670,0.0005119000887134461,,,,,181.34136122092605,8,256,32,256
+1680,0.0004355151893832954,,,,,181.41942562162876,8,256,32,256
+1690,0.007013693162298296,,,,,181.6174602471292,8,256,32,256
+1700,0.003398025866772514,,,,,181.72750163078308,8,256,32,256
+1710,0.0012059817352565005,,,,,181.78770270571113,8,256,32,256
+1720,0.0014153761763736838,,,,,181.93265742063522,8,256,32,256
+1730,0.00145372735496494,,,,,182.0818055458367,8,256,32,256
+1740,0.000883731309659197,,,,,182.25723660364747,8,256,32,256
+1750,0.001969660033864784,,,,,182.46083229407668,8,256,32,256
+1760,0.0025391838666109835,,,,,182.56454736366868,8,256,32,256
+1770,0.0017565994123287965,,,,,182.66998068988323,8,256,32,256
+1780,0.0015197732638625894,,,,,182.7940773665905,8,256,32,256
+1790,0.0016882156349311117,,,,,182.87553759291768,8,256,32,256
+1800,0.0010611262183374492,,,,,183.07533768564463,8,256,32,256
+1810,0.0007227478618005989,,,,,183.28573458269238,8,256,32,256
+1820,0.00048279191069013907,,,,,183.34784178808331,8,256,32,256
+1830,0.00047052087156771447,,,,,183.55367105081677,8,256,32,256
+1840,0.0004773770973770297,,,,,183.6543134264648,8,256,32,256
+1850,0.0014866657598759047,,,,,183.94891834631562,8,256,32,256
+1860,0.0012462800044886536,,,,,184.11143910512328,8,256,32,256
+1870,0.0012356447841739282,,,,,184.17517026886344,8,256,32,256
+1880,0.001158659585416899,,,,,184.3040041476488,8,256,32,256
+1890,0.0008482366898533656,,,,,184.44023383408785,8,256,32,256
+1900,0.0010738605014921632,,,,,184.54510454833508,8,256,32,256
+1910,0.0013860187398677226,,,,,184.71542796865106,8,256,32,256
+1920,0.001654897666958277,,,,,184.7864375412464,8,256,32,256
+1930,0.0007795844470820157,,,,,184.90573818609118,8,256,32,256
+1940,0.0009095334189623827,,,,,185.10281318053603,8,256,32,256
+1950,0.0013399727544310736,,,,,185.23228241875768,8,256,32,256
+1960,0.0007807379293808481,,,,,185.39286263659596,8,256,32,256
+1970,0.000978539324751182,,,,,185.5390400327742,8,256,32,256
+1980,0.0018473388052370864,,,,,185.62002463266253,8,256,32,256
+1990,0.010606087506312178,,,,,185.89314118772745,8,256,32,256
+2000,0.014106523818918503,0.0021301182815559494,0.03147757409549648,0.4369228338517888,901441,186.15343929827213,8,256,32,256
+2010,0.002227313318871893,,,,,237.7217057198286,8,256,32,256
+2020,0.0011913071382878115,,,,,237.85883628204465,8,256,32,256
+2030,0.0006605815822695149,,,,,238.04916086792946,8,256,32,256
+2040,0.0004356699144409504,,,,,238.31537341326475,8,256,32,256
+2050,0.0007884259472120903,,,,,238.58590299263597,8,256,32,256
+2060,0.00231912965173251,,,,,238.64925529062748,8,256,32,256
+2070,0.002215468552458333,,,,,238.85899659991264,8,256,32,256
+2080,0.0017509785975562409,,,,,238.91654068604112,8,256,32,256
+2090,0.0011260332001256756,,,,,239.14583830162883,8,256,32,256
+2100,0.0008448341319308384,,,,,239.28150990605354,8,256,32,256
+2110,0.0012102158874768066,,,,,239.51740545779467,8,256,32,256
+2120,0.0012538532817416125,,,,,239.79160599410534,8,256,32,256
+2130,0.0009116387598623987,,,,,239.93241997808218,8,256,32,256
+2140,0.000494865718883375,,,,,240.15111793205142,8,256,32,256
+2150,0.0011618881444519502,,,,,240.31121150404215,8,256,32,256
+2160,0.0012203965674416396,,,,,240.5454870350659,8,256,32,256
+2170,0.0016488000110257417,,,,,240.660441134125,8,256,32,256
+2180,0.0011280736405751667,,,,,240.80268013104796,8,256,32,256
+2190,0.000888936346018454,,,,,241.01622353866696,8,256,32,256
+2200,0.0010005683550843969,,,,,241.24158402904868,8,256,32,256
+2210,0.0011564445409021572,,,,,241.38029570505023,8,256,32,256
+2220,0.0018475852601113729,,,,,241.59939665347338,8,256,32,256
+2230,0.0013058500353508862,,,,,241.7175484932959,8,256,32,256
+2240,0.0012243763245351146,,,,,241.92848986387253,8,256,32,256
+2250,0.0021288898315106053,,,,,242.03306445106864,8,256,32,256
+2260,0.0017193028616020456,,,,,242.2152891792357,8,256,32,256
+2270,0.000638893605719204,,,,,242.3474528864026,8,256,32,256
+2280,0.0015766986029120745,,,,,242.50107076391578,8,256,32,256
+2290,0.001311582973357872,,,,,242.63321406394243,8,256,32,256
+2300,0.0010391852607426698,,,,,242.82837510854006,8,256,32,256
+2310,0.0010982038191286847,,,,,243.03614138439298,8,256,32,256
+2320,0.0009627890063711675,,,,,243.157376088202,8,256,32,256
+2330,0.0012085099580872339,,,,,243.32504777610302,8,256,32,256
+2340,0.0010366178552430939,,,,,243.46352953836322,8,256,32,256
+2350,0.0014447210407524836,,,,,243.57640751823783,8,256,32,256
+2360,0.001029909186399891,,,,,243.78844925761223,8,256,32,256
+2370,0.0010283526866260218,,,,,244.01552679762244,8,256,32,256
+2380,0.002005957893561572,,,,,244.11501345410943,8,256,32,256
+2390,0.0017006782298267353,,,,,244.2163784466684,8,256,32,256
+2400,0.0012707464411505498,,,,,244.28060687705874,8,256,32,256
+2410,0.0027546516099391737,,,,,244.4342819340527,8,256,32,256
+2420,0.0016625411946733948,,,,,244.55729304626584,8,256,32,256
+2430,0.000704014886287041,,,,,244.62658604979515,8,256,32,256
+2440,0.000985791026687366,,,,,244.7705553136766,8,256,32,256
+2450,0.0009915278107655468,,,,,244.89868528023362,8,256,32,256
+2460,0.0006652606905845459,,,,,244.9655142761767,8,256,32,256
+2470,0.0011377846936738933,,,,,245.11143166199327,8,256,32,256
+2480,0.0017922195522260154,,,,,245.17913211882114,8,256,32,256
+2490,0.0013414033961453241,,,,,245.30127445608377,8,256,32,256
+2500,0.0010372800519689918,0.0016537109025424595,0.02692487476188532,0.5002389859391095,901441,245.46737127006054,8,256,32,256
+2510,0.000785977573832497,,,,,297.77081959322095,8,256,32,256
+2520,0.001132490665622754,,,,,297.89778693020344,8,256,32,256
+2530,0.0013892066937842174,,,,,298.08405250683427,8,256,32,256
+2540,0.0019931786009692587,,,,,298.1541892066598,8,256,32,256
+2550,0.0016707735478121322,,,,,298.33496671169996,8,256,32,256
+2560,0.0011924023907340596,,,,,298.5032847300172,8,256,32,256
+2570,0.0015225818489852827,,,,,298.6007516011596,8,256,32,256
+2580,0.002033345150266541,,,,,298.7363840378821,8,256,32,256
+2590,0.0030243614073697245,,,,,298.80268193408847,8,256,32,256
+2600,0.002850471051715431,,,,,298.9909569956362,8,256,32,256
+2610,0.001997975492849946,,,,,299.10722547769547,8,256,32,256
+2620,0.001223587031563511,,,,,299.20724238827825,8,256,32,256
+2630,0.0009402284700627206,,,,,299.3724819421768,8,256,32,256
+2640,0.0009929927782650338,,,,,299.43327755481005,8,256,32,256
+2650,0.0024717726424569263,,,,,299.6101576946676,8,256,32,256
+2660,0.0036527663465676596,,,,,299.74378326535225,8,256,32,256
+2670,0.0056064083750243295,,,,,299.86204320192337,8,256,32,256
+2680,0.0021970355097437277,,,,,300.03218426927924,8,256,32,256
+2690,0.0013694181223399937,,,,,300.20553781837225,8,256,32,256
+2700,0.000826249426609138,,,,,300.37067759409547,8,256,32,256
+2710,0.0010330307908589021,,,,,300.54796943441033,8,256,32,256
+2720,0.001097466553983395,,,,,300.72841695323586,8,256,32,256
+2730,0.001638163968527806,,,,,300.82495018467307,8,256,32,256
+2740,0.001501428933988791,,,,,300.9718110449612,8,256,32,256
+2750,0.001369398039241787,,,,,301.20164516940713,8,256,32,256
+2760,0.0009625341444916558,,,,,301.37981597706676,8,256,32,256
+2770,0.000838579466289957,,,,,301.53233725577593,8,256,32,256
+2780,0.0012746843036438803,,,,,301.72333194315434,8,256,32,256
+2790,0.001161038521604496,,,,,301.90583880245686,8,256,32,256
+2800,0.0010026137228123845,,,,,302.0436575189233,8,256,32,256
+2810,0.0009175941107969265,,,,,302.2380844242871,8,256,32,256
+2820,0.0009095234345295466,,,,,302.3682810366154,8,256,32,256
+2830,0.001068835334808682,,,,,302.4817696586251,8,256,32,256
+2840,0.0006827729997894494,,,,,302.629043571651,8,256,32,256
+2850,0.0005445540191431064,,,,,302.7573423050344,8,256,32,256
+2860,0.0007091645293257898,,,,,302.87354020774364,8,256,32,256
+2870,0.0012321854432229885,,,,,303.0704860165715,8,256,32,256
+2880,0.0012211246546939946,,,,,303.2901439219713,8,256,32,256
+2890,0.0008294673723867163,,,,,303.51459173858166,8,256,32,256
+2900,0.0011700431092322105,,,,,303.6947819702327,8,256,32,256
+2910,0.0012954165438713971,,,,,303.75833696499467,8,256,32,256
+2920,0.0011769924607506256,,,,,303.9204997420311,8,256,32,256
+2930,0.0010030824407294859,,,,,304.0484216399491,8,256,32,256
+2940,0.0014955313607060816,,,,,304.1244124919176,8,256,32,256
+2950,0.0010035772760602414,,,,,304.3183736167848,8,256,32,256
+2960,0.0006923338063643314,,,,,304.41221521794796,8,256,32,256
+2970,0.0013301990878971993,,,,,304.546015009284,8,256,32,256
+2980,0.0014394675901712617,,,,,304.6703009456396,8,256,32,256
+2990,0.0014963964153139387,,,,,304.75823397934437,8,256,32,256
+3000,0.001357264736725483,0.001645110391202276,0.026780592648125996,0.46868816152723325,901441,304.86556381359696,8,256,32,256
+3010,0.0009085549194423947,,,,,357.63894725590944,8,256,32,256
+3020,0.0008284103238111129,,,,,357.7021770104766,8,256,32,256
+3030,0.0009862186379905324,,,,,357.860508993268,8,256,32,256
+3040,0.0011752258567867102,,,,,357.91937401518226,8,256,32,256
+3050,0.0011072513829276432,,,,,358.12995018437505,8,256,32,256
+3060,0.0008602304886153433,,,,,358.29230691865087,8,256,32,256
+3070,0.000550919826127938,,,,,358.45333236828446,8,256,32,256
+3080,0.0018865890437155032,,,,,358.56975926831365,8,256,32,256
+3090,0.0017380001336277928,,,,,358.7010324038565,8,256,32,256
+3100,0.0007243442109029274,,,,,358.78216000273824,8,256,32,256
+3110,0.0012838672333600697,,,,,358.9047151990235,8,256,32,256
+3120,0.0010130391452548792,,,,,359.0075687356293,8,256,32,256
+3130,0.0022023059165803714,,,,,359.13069865480065,8,256,32,256
+3140,0.0016069964134658222,,,,,359.26551716402173,8,256,32,256
+3150,0.001527544020791538,,,,,359.331292681396,8,256,32,256
+3160,0.001303798957815161,,,,,359.4769774787128,8,256,32,256
+3170,0.0010566705597739201,,,,,359.6084978431463,8,256,32,256
+3180,0.0008468261858070036,,,,,359.872255474329,8,256,32,256
+3190,0.0007191321565187536,,,,,360.0421219691634,8,256,32,256
+3200,0.0008082089734671172,,,,,360.11364759877324,8,256,32,256
+3210,0.001352398534800159,,,,,360.29301546886563,8,256,32,256
+3220,0.0011292932882497552,,,,,360.4291988648474,8,256,32,256
+3230,0.0007001731679338264,,,,,360.5732995867729,8,256,32,256
+3240,0.0016486634878674522,,,,,360.8019453883171,8,256,32,256
+3250,0.0019804032766842284,,,,,361.0182733759284,8,256,32,256
+3260,0.001922682471195003,,,,,361.2462761849165,8,256,32,256
+3270,0.0012267705271369778,,,,,361.4101190827787,8,256,32,256
+3280,0.0007688201174460118,,,,,361.5900656245649,8,256,32,256
+3290,0.0006754922384061502,,,,,361.7350323870778,8,256,32,256
+3300,0.0004667473229346797,,,,,361.8952071927488,8,256,32,256
+3310,0.0003481952640868258,,,,,362.01499619334936,8,256,32,256
+3320,0.0007202692866485449,,,,,362.1549529582262,8,256,32,256
+3330,0.0008217515765863937,,,,,362.31643510237336,8,256,32,256
+3340,0.0009799012332223356,,,,,362.41125716269016,8,256,32,256
+3350,0.0011378958515706472,,,,,362.5654160641134,8,256,32,256
+3360,0.0011145664153445977,,,,,362.63527623564005,8,256,32,256
+3370,0.002369754874962382,,,,,362.82224378734827,8,256,32,256
+3380,0.001657565376808634,,,,,362.97420002892613,8,256,32,256
+3390,0.0011280165985226632,,,,,363.0850453823805,8,256,32,256
+3400,0.0013526134745916352,,,,,363.23844719305634,8,256,32,256
+3410,0.0007183114728832151,,,,,363.405325345695,8,256,32,256
+3420,0.00045987687408342024,,,,,363.56963857263327,8,256,32,256
+3430,0.0006354097598887165,,,,,363.67826484516263,8,256,32,256
+3440,0.0006677904668322299,,,,,363.74696508422494,8,256,32,256
+3450,0.0005911539490625727,,,,,363.9335531704128,8,256,32,256
+3460,0.000752127070336428,,,,,364.115522608161,8,256,32,256
+3470,0.0008680293327415711,,,,,364.19637543335557,8,256,32,256
+3480,0.0006961880519156694,,,,,364.31961054727435,8,256,32,256
+3490,0.0007089677648764337,,,,,364.4516116678715,8,256,32,256
+3500,0.0006732984958944144,0.0016588798261993661,0.025430996261809263,0.4977570946383461,901441,364.5203127935529,8,256,32,256
+3510,0.0007848582579754293,,,,,417.9980634711683,8,256,32,256
+3520,0.0008453820319118677,,,,,418.1011666171253,8,256,32,256
+3530,0.0009253314365196275,,,,,418.21605333313346,8,256,32,256
+3540,0.0011915596625840408,,,,,418.3433145210147,8,256,32,256
+3550,0.0013613175025966485,,,,,418.421213068068,8,256,32,256
+3560,0.0011725533953722334,,,,,418.5470626652241,8,256,32,256
+3570,0.0009582017530192389,,,,,418.70858899503946,8,256,32,256
+3580,0.0010257288005959709,,,,,418.81694162636995,8,256,32,256
+3590,0.0009205924863636028,,,,,418.9420446306467,8,256,32,256
+3600,0.0007802749521943042,,,,,419.0080485455692,8,256,32,256
+3610,0.003025812970736297,,,,,419.14735936000943,8,256,32,256
+3620,0.002206252782707452,,,,,419.2866932936013,8,256,32,256
+3630,0.0007746591301838635,,,,,419.35013819113374,8,256,32,256
+3640,0.0012509206222603097,,,,,419.55010921508074,8,256,32,256
+3650,0.00100598150092992,,,,,419.67358304932714,8,256,32,256
+3660,0.000999331460116082,,,,,419.7606134004891,8,256,32,256
+3670,0.001013244245768874,,,,,419.90221624076366,8,256,32,256
+3680,0.0010483655500138412,,,,,419.9731025621295,8,256,32,256
+3690,0.004431309171195608,,,,,420.2536671310663,8,256,32,256
+3700,0.0026939204122754744,,,,,420.4223561398685,8,256,32,256
+3710,0.0009217877621267689,,,,,420.65408354997635,8,256,32,256
+3720,0.0011676707021251787,,,,,420.8239633999765,8,256,32,256
+3730,0.001081124552365509,,,,,420.9548367783427,8,256,32,256
+3740,0.0011636900784651517,,,,,421.06403410434723,8,256,32,256
+3750,0.0008177452138625086,,,,,421.2488855831325,8,256,32,256
+3760,0.0007653835707969847,,,,,421.35159699618816,8,256,32,256
+3770,0.000883648364833789,,,,,421.6129470206797,8,256,32,256
+3780,0.0017158742077299394,,,,,421.79424633458257,8,256,32,256
+3790,0.0027515433219377885,,,,,421.9338340424001,8,256,32,256
+3800,0.002045207106129965,,,,,422.0289059281349,8,256,32,256
+3810,0.0013930182954936753,,,,,422.16187807917595,8,256,32,256
+3820,0.0020761029350978787,,,,,422.26498271897435,8,256,32,256
+3830,0.0012796440325473668,,,,,422.3903763182461,8,256,32,256
+3840,0.0007459494270733557,,,,,422.4585413187742,8,256,32,256
+3850,0.001149944126882474,,,,,422.5891677848995,8,256,32,256
+3860,0.0010542498625000008,,,,,422.73645351454616,8,256,32,256
+3870,0.000733353406394599,,,,,422.83486038446426,8,256,32,256
+3880,0.006489149736262334,,,,,422.9695667438209,8,256,32,256
+3890,0.0060541565781022655,,,,,423.09094750508666,8,256,32,256
+3900,0.0006864510502055055,,,,,423.18219320103526,8,256,32,256
+3910,0.001688891356025124,,,,,423.31333704665303,8,256,32,256
+3920,0.0011388499258828233,,,,,423.37592324987054,8,256,32,256
+3930,0.0025283316455897873,,,,,423.52560179680586,8,256,32,256
+3940,0.0019402091129450127,,,,,423.6875567883253,8,256,32,256
+3950,0.0013321794642251917,,,,,423.797748696059,8,256,32,256
+3960,0.0007232824606035138,,,,,423.93458838388324,8,256,32,256
+3970,0.0006417637599952286,,,,,424.06614511832595,8,256,32,256
+3980,0.0007631636432051892,,,,,424.1736659184098,8,256,32,256
+3990,0.0013399174356891308,,,,,424.32398111373186,8,256,32,256
+4000,0.0014361982051923406,0.0016423920227688312,0.02444228799249663,0.514524597558923,901441,424.393242072314,8,256,32,256
+4010,0.0008395214586926159,,,,,478.1744068823755,8,256,32,256
+4020,0.00069592754371115,,,,,478.2957073636353,8,256,32,256
+4030,0.0005376757613703376,,,,,478.360113248229,8,256,32,256
+4040,0.0007740770002783393,,,,,478.507592394948,8,256,32,256
+4050,0.0008823383008348173,,,,,478.65286972373724,8,256,32,256
+4060,0.0010776955277833622,,,,,478.7935084104538,8,256,32,256
+4070,0.0011164429379277863,,,,,478.9864020906389,8,256,32,256
+4080,0.001132842219885788,,,,,479.1128716133535,8,256,32,256
+4090,0.0008264409130788408,,,,,479.2074619606137,8,256,32,256
+4100,0.0012374278081551892,,,,,479.36692175641656,8,256,32,256
+4110,0.0016773352479503955,,,,,479.45681906864047,8,256,32,256
+4120,0.0009343949841422727,,,,,479.5766912512481,8,256,32,256
+4130,0.0006481487085693516,,,,,479.7235492989421,8,256,32,256
+4140,0.0014172387927828822,,,,,479.8126683868468,8,256,32,256
+4150,0.0010892332713410724,,,,,479.9920337125659,8,256,32,256
+4160,0.0011398787053622072,,,,,480.0662168189883,8,256,32,256
+4170,0.0011140791924844962,,,,,480.25034154579043,8,256,32,256
+4180,0.0010848176814761245,,,,,480.3989296257496,8,256,32,256
+4190,0.0011395332228858023,,,,,480.45391245931387,8,256,32,256
+4200,0.001133233059954364,,,,,480.60721142962575,8,256,32,256
+4210,0.0010546828649239614,,,,,480.7331282608211,8,256,32,256
+4220,0.0012661816210311372,,,,,480.8002212308347,8,256,32,256
+4230,0.001518281463359017,,,,,481.06615886837244,8,256,32,256
+4240,0.0012854814805905335,,,,,481.28000336140394,8,256,32,256
+4250,0.0013969040810479783,,,,,481.52418314293027,8,256,32,256
+4260,0.0012558895850816043,,,,,481.6880681440234,8,256,32,256
+4270,0.0010133151423360686,,,,,481.7962977588177,8,256,32,256
+4280,0.0008737925185414497,,,,,481.92148933187127,8,256,32,256
+4290,0.000752339528844459,,,,,482.050368912518,8,256,32,256
+4300,0.0008527096561010694,,,,,482.16838789731264,8,256,32,256
+4310,0.0006780016872653504,,,,,482.31399554014206,8,256,32,256
+4320,0.0006733244139468297,,,,,482.3756583966315,8,256,32,256
+4330,0.0007698735138546908,,,,,482.59337282925844,8,256,32,256
+4340,0.0011005157943145606,,,,,482.877183098346,8,256,32,256
+4350,0.0027365318994270636,,,,,483.0030752159655,8,256,32,256
+4360,0.001545617343072081,,,,,483.1192631646991,8,256,32,256
+4370,0.0007727085670921951,,,,,483.258895650506,8,256,32,256
+4380,0.0008478162428218639,,,,,483.4132143333554,8,256,32,256
+4390,0.002081486345741723,,,,,483.5713694766164,8,256,32,256
+4400,0.001513840750703821,,,,,483.773614179343,8,256,32,256
+4410,0.0014182290789904073,,,,,483.87292075902224,8,256,32,256
+4420,0.0010850001290236833,,,,,484.00167773664,8,256,32,256
+4430,0.0006011586730892305,,,,,484.1091083176434,8,256,32,256
+4440,0.001371438800197211,,,,,484.2935391999781,8,256,32,256
+4450,0.0012580901922774502,,,,,484.4084246009588,8,256,32,256
+4460,0.0013594738113170024,,,,,484.5299594812095,8,256,32,256
+4470,0.0017809388889872934,,,,,484.67449371889234,8,256,32,256
+4480,0.0015635071340511786,,,,,484.7504797130823,8,256,32,256
+4490,0.001539964093535673,,,,,484.9317901097238,8,256,32,256
+4500,0.0010518894090637333,0.0016797609321102167,0.02753923606355112,0.496237425344319,901441,485.121341265738,8,256,32,256
+4510,0.000719139450302464,,,,,537.9868099540472,8,256,32,256
+4520,0.0010644113935995847,,,,,538.1868463605642,8,256,32,256
+4530,0.001446428391864174,,,,,538.3691630326211,8,256,32,256
+4540,0.0037103437061887234,,,,,538.4303921945393,8,256,32,256
+4550,0.0021082933599245735,,,,,538.6669907532632,8,256,32,256
+4560,0.0018818248150637372,,,,,538.905443597585,8,256,32,256
+4570,0.0008488745635986561,,,,,539.061795771122,8,256,32,256
+4580,0.0010991636178005137,,,,,539.2320176251233,8,256,32,256
+4590,0.001638629757144372,,,,,539.3044834397733,8,256,32,256
+4600,0.000979724454373354,,,,,539.5398241318762,8,256,32,256
+4610,0.0006801298512073117,,,,,539.7065829709172,8,256,32,256
+4620,0.0008283906070573721,,,,,539.8320795223117,8,256,32,256
+4630,0.0008422247192356735,,,,,540.0437340587378,8,256,32,256
+4640,0.0009209989195369417,,,,,540.1570297628641,8,256,32,256
+4650,0.001378908894912456,,,,,540.2765612751245,8,256,32,256
+4660,0.0015170654041867238,,,,,540.4368814229965,8,256,32,256
+4670,0.0014136313831841108,,,,,540.5054299049079,8,256,32,256
+4680,0.0016422677996160927,,,,,540.6967528909445,8,256,32,256
+4690,0.0014417436614166945,,,,,540.8359319120646,8,256,32,256
+4700,0.0013461343216476962,,,,,541.0276771187782,8,256,32,256
+4710,0.0026943337488773977,,,,,541.24767447263,8,256,32,256
+4720,0.0028928681043908,,,,,541.3721800260246,8,256,32,256
+4730,0.0007703340714215301,,,,,541.4710601456463,8,256,32,256
+4740,0.0017732960837747668,,,,,541.5967068448663,8,256,32,256
+4750,0.0014472777485934785,,,,,541.6883498802781,8,256,32,256
+4760,0.0011813471144705545,,,,,541.8749555423856,8,256,32,256
+4770,0.000832894384075189,,,,,542.1011768095195,8,256,32,256
+4780,0.0008424045037827455,,,,,542.2620371133089,8,256,32,256
+4790,0.0008317547682963778,,,,,542.4478882923722,8,256,32,256
+4800,0.0010293834064214024,,,,,542.6369848251343,8,256,32,256
+4810,0.000671341556153493,,,,,542.7691499181092,8,256,32,256
+4820,0.0010556553779679234,,,,,542.8927936069667,8,256,32,256
+4830,0.001806759303144645,,,,,542.959310323,8,256,32,256
+4840,0.002546603365772171,,,,,543.1241076812148,8,256,32,256
+4850,0.0023515872664574998,,,,,543.2669035717845,8,256,32,256
+4860,0.0010606579471641453,,,,,543.4676971621811,8,256,32,256
+4870,0.0016488505061715841,,,,,543.6036128215492,8,256,32,256
+4880,0.0018445276269630994,,,,,543.7695161215961,8,256,32,256
+4890,0.0012997894737054594,,,,,543.8708495311439,8,256,32,256
+4900,0.0011461419806437334,,,,,544.0120107792318,8,256,32,256
+4910,0.0008430812849837821,,,,,544.1748991124332,8,256,32,256
+4920,0.0009932649532856884,,,,,544.3322978168726,8,256,32,256
+4930,0.00107721999338537,,,,,544.4638054445386,8,256,32,256
+4940,0.0007652377573322156,,,,,544.546516623348,8,256,32,256
+4950,0.0011694623079165467,,,,,544.7437760271132,8,256,32,256
+4960,0.0014158247071463848,,,,,544.8315338268876,8,256,32,256
+4970,0.0007239012113132049,,,,,544.9490493945777,8,256,32,256
+4980,0.0007646459846000653,,,,,545.0786466188729,8,256,32,256
+4990,0.0010241813160973834,,,,,545.2154335826635,8,256,32,256
+5000,0.0007068334154610057,0.001622389405046031,0.024152942654328984,0.5227712656188,901441,545.3850976862013,8,256,32,256
+5010,0.0006636856471232023,,,,,600.5932085886598,8,256,32,256
+5020,0.0010144222145754612,,,,,600.667714882642,8,256,32,256
+5030,0.001722924293790129,,,,,600.8302644975483,8,256,32,256
+5040,0.0015535624963376904,,,,,600.9249561205506,8,256,32,256
+5050,0.0006440766219384386,,,,,601.0763085968792,8,256,32,256
+5060,0.0005511068484338466,,,,,601.2143302336335,8,256,32,256
+5070,0.0005398478111601435,,,,,601.3162020742893,8,256,32,256
+5080,0.0009045309176144656,,,,,601.444229554385,8,256,32,256
+5090,0.0010904563390795375,,,,,601.5871418975294,8,256,32,256
+5100,0.001767836417639046,,,,,601.6468252725899,8,256,32,256
+5110,0.0010413240845082328,,,,,601.832345020026,8,256,32,256
+5120,0.0007339007572227275,,,,,601.9023203775287,8,256,32,256
+5130,0.0011564236265257932,,,,,602.0502564199269,8,256,32,256
+5140,0.0013223706282587955,,,,,602.1946995295584,8,256,32,256
+5150,0.0019977680556621637,,,,,602.4151977039874,8,256,32,256
+5160,0.0013729977818002226,,,,,602.5770015902817,8,256,32,256
+5170,0.0011460647303465521,,,,,602.731203302741,8,256,32,256
+5180,0.0010388130427600117,,,,,602.9142523817718,8,256,32,256
+5190,0.0012598270055605098,,,,,603.0851140841842,8,256,32,256
+5200,0.0011749949320801535,,,,,603.1929984018207,8,256,32,256
+5210,0.0012972919113963144,,,,,603.3486501574516,8,256,32,256
+5220,0.0008712392076631658,,,,,603.4966321699321,8,256,32,256
+5230,0.00045940159507154024,,,,,603.763963624835,8,256,32,256
+5240,0.0006762357549632725,,,,,603.8829616867006,8,256,32,256
+5250,0.0005791240277176257,,,,,604.0983921959996,8,256,32,256
+5260,0.00039088261819415494,,,,,604.1623885706067,8,256,32,256
+5270,0.0008910229817047366,,,,,604.3304212167859,8,256,32,256
+5280,0.001038974504263024,,,,,604.429288353771,8,256,32,256
+5290,0.0008614107231551315,,,,,604.5420802049339,8,256,32,256
+5300,0.0007357074959145393,,,,,604.6707751266658,8,256,32,256
+5310,0.0007546420205471804,,,,,604.7334529310465,8,256,32,256
+5320,0.0014688394123368198,,,,,604.9651188254356,8,256,32,256
+5330,0.0009884731676720548,,,,,605.1176296360791,8,256,32,256
+5340,0.0006319830339634791,,,,,605.2207406423986,8,256,32,256
+5350,0.0013072825293420464,,,,,605.382232312113,8,256,32,256
+5360,0.001394878913924913,,,,,605.4786033332348,8,256,32,256
+5370,0.0012371145581710151,,,,,605.5809717066586,8,256,32,256
+5380,0.0010026719795860118,,,,,605.7171064913273,8,256,32,256
+5390,0.0016690183711034479,,,,,605.7867928184569,8,256,32,256
+5400,0.000814193866608548,,,,,605.9698053896427,8,256,32,256
+5410,0.0007862730968554388,,,,,606.1158718764782,8,256,32,256
+5420,0.0012399021923556574,,,,,606.2014239430428,8,256,32,256
+5430,0.0014847120339254616,,,,,606.3953271210194,8,256,32,256
+5440,0.0015809216150955764,,,,,606.4874584041536,8,256,32,256
+5450,0.0008470828262943542,,,,,606.5980894006789,8,256,32,256
+5460,0.0007075363831972936,,,,,606.7196826189756,8,256,32,256
+5470,0.0004086137692866032,,,,,606.8494497053325,8,256,32,256
+5480,0.0010703978783567435,,,,,606.9660618118942,8,256,32,256
+5490,0.0012963954544829904,,,,,607.084299761802,8,256,32,256
+5500,0.001954613691850682,0.0015924494748868821,0.026263379812096574,0.5538405094962243,901441,607.145942311734,8,256,32,256
+5510,0.0013070501727270312,,,,,662.3090945407748,8,256,32,256
+5520,0.0012345166880550096,,,,,662.3787123449147,8,256,32,256
+5530,0.0014960026455810294,,,,,662.5839675031602,8,256,32,256
+5540,0.001030942699253501,,,,,662.7354075200856,8,256,32,256
+5550,0.0008277304346847814,,,,,662.8069534897804,8,256,32,256
+5560,0.0006310720244073309,,,,,662.9945919215679,8,256,32,256
+5570,0.0005579894839684129,,,,,663.1191262789071,8,256,32,256
+5580,0.00055661603983026,,,,,663.1990840658545,8,256,32,256
+5590,0.0024354770794161595,,,,,663.3442066162825,8,256,32,256
+5600,0.002228123326131026,,,,,663.4081494808197,8,256,32,256
+5610,0.0013801662546029548,,,,,663.5857861377299,8,256,32,256
+5620,0.0010953498751405278,,,,,663.8053244017065,8,256,32,256
+5630,0.000997821076089167,,,,,663.8991432338953,8,256,32,256
+5640,0.0009744134222273715,,,,,664.0640506967902,8,256,32,256
+5650,0.0010101729447342222,,,,,664.244429256767,8,256,32,256
+5660,0.0012451140042685437,,,,,664.3169949650764,8,256,32,256
+5670,0.001497672018740559,,,,,664.4655566066504,8,256,32,256
+5680,0.0012847597456129734,,,,,664.5259774401784,8,256,32,256
+5690,0.0027964645239990206,,,,,664.7172781974077,8,256,32,256
+5700,0.0020338043352239763,,,,,664.8613389059901,8,256,32,256
+5710,0.0014013316635100637,,,,,664.9342238418758,8,256,32,256
+5720,0.0011902539088623598,,,,,665.0659969300032,8,256,32,256
+5730,0.0008774489939241903,,,,,665.2066774070263,8,256,32,256
+5740,0.0007700762802414829,,,,,665.2825139164925,8,256,32,256
+5750,0.0006839870642579626,,,,,665.4182390384376,8,256,32,256
+5760,0.0006141243997262791,,,,,665.5358878448606,8,256,32,256
+5770,0.0008302148402435705,,,,,665.6260915361345,8,256,32,256
+5780,0.0009210425825585844,,,,,665.7645480372012,8,256,32,256
+5790,0.0011321347315970342,,,,,665.8996641002595,8,256,32,256
+5800,0.0013137637426552829,,,,,666.087305419147,8,256,32,256
+5810,0.001002214702020865,,,,,666.2485560588539,8,256,32,256
+5820,0.0005437628100480651,,,,,666.4462881758809,8,256,32,256
+5830,0.0005459432180941803,,,,,666.6183805949986,8,256,32,256
+5840,0.0005292143683618633,,,,,666.7249091528356,8,256,32,256
+5850,0.0002213520928307844,,,,,667.0223693139851,8,256,32,256
+5860,0.0007347696932811232,,,,,667.2416285760701,8,256,32,256
+5870,0.0009809040959225968,,,,,667.5097328163683,8,256,32,256
+5880,0.0018767400026263204,,,,,667.6119533143938,8,256,32,256
+5890,0.001675422147673089,,,,,667.7623867504299,8,256,32,256
+5900,0.0008677386220369953,,,,,667.8753698170185,8,256,32,256
+5910,0.0007732228090389981,,,,,668.019106362015,8,256,32,256
+5920,0.0008154875482432544,,,,,668.1400597505271,8,256,32,256
+5930,0.0007797150841724942,,,,,668.2431873381138,8,256,32,256
+5940,0.0006779331151847146,,,,,668.3851015418768,8,256,32,256
+5950,0.0006152532030682778,,,,,668.4416911937296,8,256,32,256
+5960,0.0011007990138750755,,,,,668.5748505331576,8,256,32,256
+5970,0.0011707802070304752,,,,,668.710955567658,8,256,32,256
+5980,0.0015906022519629915,,,,,668.76725455001,8,256,32,256
+5990,0.0013060813347692602,,,,,668.9088847897947,8,256,32,256
+6000,0.0009681152578195906,0.0017895230358580773,0.02822297042465574,0.538902786621638,901441,668.9697094894946,8,256,32,256
+6010,0.0010355837439419702,,,,,720.9342971071601,8,256,32,256
+6020,0.0016819818036310607,,,,,721.0824114345014,8,256,32,256
+6030,0.004051451374107273,,,,,721.1547904983163,8,256,32,256
+6040,0.0014050453126401407,,,,,721.3428534865379,8,256,32,256
+6050,0.0007520600076531992,,,,,721.5261724069715,8,256,32,256
+6060,0.0011334659830026794,,,,,721.639467831701,8,256,32,256
+6070,0.0008111008773994399,,,,,721.7747074328363,8,256,32,256
+6080,0.0006741990971931954,,,,,721.8624962121248,8,256,32,256
+6090,0.001274343302611669,,,,,722.0748668573797,8,256,32,256
+6100,0.0009075725334696472,,,,,722.1933907046914,8,256,32,256
+6110,0.0005508802063559415,,,,,722.2590196579695,8,256,32,256
+6120,0.001051926795116742,,,,,722.4314461387694,8,256,32,256
+6130,0.0009563139774400042,,,,,722.569454036653,8,256,32,256
+6140,0.0004693417757152929,,,,,722.6336894519627,8,256,32,256
+6150,0.0010038925232947805,,,,,722.7601159363985,8,256,32,256
+6160,0.001327466125439969,,,,,722.8238369561732,8,256,32,256
+6170,0.0028011427959427236,,,,,722.9517359398305,8,256,32,256
+6180,0.0021541358408285307,,,,,723.0771395117044,8,256,32,256
+6190,0.0009176080406177789,,,,,723.152229513973,8,256,32,256
+6200,0.0014696738828206435,,,,,723.328591004014,8,256,32,256
+6210,0.0011776191870012554,,,,,723.5117654725909,8,256,32,256
+6220,0.0007505544963350985,,,,,723.5874624215066,8,256,32,256
+6230,0.002398355627519777,,,,,723.7427546009421,8,256,32,256
+6240,0.0029603349255921787,,,,,723.8013133145869,8,256,32,256
+6250,0.0015922672719170805,,,,,723.9752978608012,8,256,32,256
+6260,0.0015679830015869812,,,,,724.1008366830647,8,256,32,256
+6270,0.0016109005831822288,,,,,724.1732008978724,8,256,32,256
+6280,0.0025304835937276947,,,,,724.2913969792426,8,256,32,256
+6290,0.0028738631204760167,,,,,724.4310392737389,8,256,32,256
+6300,0.0024338806288142223,,,,,724.6017543710768,8,256,32,256
+6310,0.0016366421681595967,,,,,724.7687210962176,8,256,32,256
+6320,0.0008105514129056246,,,,,724.8800371736288,8,256,32,256
+6330,0.0044981076911426495,,,,,725.0346146039665,8,256,32,256
+6340,0.0028385466241161337,,,,,725.2352254986763,8,256,32,256
+6350,0.0007254216820001602,,,,,725.2898476906121,8,256,32,256
+6360,0.0006805551101933816,,,,,725.4361004829407,8,256,32,256
+6370,0.0019479807802781578,,,,,725.5562440827489,8,256,32,256
+6380,0.005094908880710136,,,,,725.6828019693494,8,256,32,256
+6390,0.0030441913557297086,,,,,725.8009446188807,8,256,32,256
+6400,0.0019574860289139906,,,,,725.862938053906,8,256,32,256
+6410,0.004030685401812661,,,,,725.9905458055437,8,256,32,256
+6420,0.002222657394304406,,,,,726.1185666806996,8,256,32,256
+6430,0.0010420279770187336,,,,,726.1953408196568,8,256,32,256
+6440,0.0013803570393065457,,,,,726.3527666591108,8,256,32,256
+6450,0.0014308344274468255,,,,,726.4885031320155,8,256,32,256
+6460,0.0009395845834660576,,,,,726.5571258030832,8,256,32,256
+6470,0.0017961900164664257,,,,,726.7252320945263,8,256,32,256
+6480,0.002012999884755118,,,,,726.8459825441241,8,256,32,256
+6490,0.0009287024407967692,,,,,726.9513964019716,8,256,32,256
+6500,0.001223561133883777,0.0016555425415677265,0.028145736687564423,0.5061791201598349,901441,727.0962650477886,8,256,32,256
+6510,0.0017471991523052566,,,,,777.3360639102757,8,256,32,256
+6520,0.0005919609850025154,,,,,777.4506346993148,8,256,32,256
+6530,0.0005852944475918775,,,,,777.5965654067695,8,256,32,256
+6540,0.001839006788941333,,,,,777.6662865057588,8,256,32,256
+6550,0.001631030145654222,,,,,777.8046804629266,8,256,32,256
+6560,0.0017164806158689316,,,,,777.8682150356472,8,256,32,256
+6570,0.0016950740031461465,,,,,777.9991666451097,8,256,32,256
+6580,0.0011875292759214063,,,,,778.1178762502968,8,256,32,256
+6590,0.0011289538440905744,,,,,778.1826630048454,8,256,32,256
+6600,0.001198522309641703,,,,,778.3188328891993,8,256,32,256
+6610,0.001040873259989894,,,,,778.4428798891604,8,256,32,256
+6620,0.0006165685637824936,,,,,778.5358981862664,8,256,32,256
+6630,0.001774409045901848,,,,,778.6774041764438,8,256,32,256
+6640,0.0021041845160652884,,,,,778.7495097070932,8,256,32,256
+6650,0.001948991605604533,,,,,779.0178906731308,8,256,32,256
+6660,0.0015693469755206023,,,,,779.1446026004851,8,256,32,256
+6670,0.0011745302552299108,,,,,779.2057533487678,8,256,32,256
+6680,0.001447319072758546,,,,,779.3462310433388,8,256,32,256
+6690,0.0012522031625849194,,,,,779.47300568223,8,256,32,256
+6700,0.0008950048562837764,,,,,779.5629507042468,8,256,32,256
+6710,0.0013273828268211218,,,,,779.6912682913244,8,256,32,256
+6720,0.00130890086038562,,,,,779.7885251417756,8,256,32,256
+6730,0.0012668791601754491,,,,,780.0337903872132,8,256,32,256
+6740,0.0010730146521382266,,,,,780.2178318575025,8,256,32,256
+6750,0.0007607939322042511,,,,,780.4044337049127,8,256,32,256
+6760,0.0021371966788137796,,,,,780.5068168267608,8,256,32,256
+6770,0.0022165888294694014,,,,,780.6336963772774,8,256,32,256
+6780,0.0012063771133398403,,,,,780.7602393627167,8,256,32,256
+6790,0.0007546184653620003,,,,,780.9467454850674,8,256,32,256
+6800,0.00046239469102147266,,,,,781.091156322509,8,256,32,256
+6810,0.0012381148397253127,,,,,781.3538335263729,8,256,32,256
+6820,0.0010078292794787557,,,,,781.5486387610435,8,256,32,256
+6830,0.0014821392702287993,,,,,781.7204745188355,8,256,32,256
+6840,0.001795210345517262,,,,,781.8804060481489,8,256,32,256
+6850,0.001542554887055303,,,,,782.0347591340542,8,256,32,256
+6860,0.0010453597984451334,,,,,782.102469034493,8,256,32,256
+6870,0.000976770518172998,,,,,782.2582519762218,8,256,32,256
+6880,0.0008898802971089026,,,,,782.3188399784267,8,256,32,256
+6890,0.0007037114250124432,,,,,782.6027195826173,8,256,32,256
+6900,0.000699807918681472,,,,,782.8647291660309,8,256,32,256
+6910,0.0006287579415584332,,,,,783.0262113325298,8,256,32,256
+6920,0.000812885840787203,,,,,783.1662577949464,8,256,32,256
+6930,0.0008557853328966303,,,,,783.292302776128,8,256,32,256
+6940,0.00045805944409949007,,,,,783.3541890904307,8,256,32,256
+6950,0.001630650373408571,,,,,783.4954157061875,8,256,32,256
+6960,0.0022380667833203916,,,,,783.5682626664639,8,256,32,256
+6970,0.0009481608005444287,,,,,783.6825709678233,8,256,32,256
+6980,0.0013332363560039084,,,,,783.8063814416528,8,256,32,256
+6990,0.002094013046371401,,,,,783.864921785891,8,256,32,256
+7000,0.0011766490919399076,0.0015397834762960617,0.02414200123858783,0.5440786453210573,901441,784.0069569610059,8,256,32,256
+7010,0.001041193457058398,,,,,834.2151212990284,8,256,32,256
+7020,0.0013614842744573252,,,,,834.2740155085921,8,256,32,256
+7030,0.0011224535272049252,,,,,834.4722742214799,8,256,32,256
+7040,0.0008203974251955515,,,,,834.5401460491121,8,256,32,256
+7050,0.0010710276761528802,,,,,834.6570357121527,8,256,32,256
+7060,0.0008862405597028555,,,,,834.7940911091864,8,256,32,256
+7070,0.0006921252155734692,,,,,834.88324508816,8,256,32,256
+7080,0.0005559880159125896,,,,,835.0150153413415,8,256,32,256
+7090,0.0005723982907511527,,,,,835.1631765142083,8,256,32,256
+7100,0.0010231495896732667,,,,,835.3226008825004,8,256,32,256
+7110,0.0013955247104604496,,,,,835.4223316460848,8,256,32,256
+7120,0.0010340214714233298,,,,,835.4862115606666,8,256,32,256
+7130,0.001002433829489746,,,,,835.6511588804424,8,256,32,256
+7140,0.0006941377840121276,,,,,835.7779367528856,8,256,32,256
+7150,0.00045633649569936096,,,,,835.8345006592572,8,256,32,256
+7160,0.0006315469130640849,,,,,835.982501424849,8,256,32,256
+7170,0.0008013853002921678,,,,,836.1255592741072,8,256,32,256
+7180,0.003230090078432113,,,,,836.1885425038636,8,256,32,256
+7190,0.0018924166011856868,,,,,836.3784894496202,8,256,32,256
+7200,0.0008645155703561613,,,,,836.5554089657962,8,256,32,256
+7210,0.00112404422761756,,,,,836.6584246344864,8,256,32,256
+7220,0.0010744072111265267,,,,,836.7957808561623,8,256,32,256
+7230,0.0011473065624159062,,,,,836.8611611612141,8,256,32,256
+7240,0.0012073603400494903,,,,,836.9910119697452,8,256,32,256
+7250,0.00113010628556367,,,,,837.1303761564195,8,256,32,256
+7260,0.0004975515588739654,,,,,837.2347869127989,8,256,32,256
+7270,0.0008962508309195982,,,,,837.4406804479659,8,256,32,256
+7280,0.0010862270519282902,,,,,837.5583342090249,8,256,32,256
+7290,0.0009587659165845253,,,,,837.7164962999523,8,256,32,256
+7300,0.0011213098023290513,,,,,837.8676978349686,8,256,32,256
+7310,0.0015341947811975843,,,,,837.941054072231,8,256,32,256
+7320,0.0010614151255140315,,,,,838.0846839956939,8,256,32,256
+7330,0.001051777864631731,,,,,838.2107454836369,8,256,32,256
+7340,0.0014827862818492577,,,,,838.2948864027858,8,256,32,256
+7350,0.0021680901165382236,,,,,838.4768119603395,8,256,32,256
+7360,0.0019328942784341053,,,,,838.5459715388715,8,256,32,256
+7370,0.00135536545622017,,,,,838.672089856118,8,256,32,256
+7380,0.0009685201759566553,,,,,838.8259969390929,8,256,32,256
+7390,0.0009462862573855091,,,,,839.1238840669394,8,256,32,256
+7400,0.0007233958323922707,,,,,839.2234992682934,8,256,32,256
+7410,0.0006931611700565554,,,,,839.3628854490817,8,256,32,256
+7420,0.0013379079246078618,,,,,839.4983132258058,8,256,32,256
+7430,0.000852681005562772,,,,,839.5992236584425,8,256,32,256
+7440,0.0006295939332630951,,,,,839.6884167678654,8,256,32,256
+7450,0.0010050576707726576,,,,,839.9490515775979,8,256,32,256
+7460,0.0007801352217938984,,,,,840.1173280477524,8,256,32,256
+7470,0.000630940467453911,,,,,840.1987856477499,8,256,32,256
+7480,0.000459288928686874,,,,,840.3682571388781,8,256,32,256
+7490,0.00045549139849754283,,,,,840.6225340813398,8,256,32,256
+7500,0.0009029313394421478,0.0015380444913576994,0.02471914999776698,0.5593538056614696,901441,840.6827562451363,8,256,32,256
+7510,0.0007104290798451984,,,,,885.267610643059,8,256,32,256
+7520,0.0006861259473225801,,,,,885.3309846967459,8,256,32,256
+7530,0.001109678983266349,,,,,885.4734439216554,8,256,32,256
+7540,0.0009952116342901718,,,,,885.6070844493806,8,256,32,256
+7550,0.0011483598023914964,,,,,885.748195618391,8,256,32,256
+7560,0.0007968013633217197,,,,,885.8572271093726,8,256,32,256
+7570,0.0006279473469476216,,,,,886.0050882175565,8,256,32,256
+7580,0.0008076400412392104,,,,,886.0731187276542,8,256,32,256
+7590,0.0009570399703079602,,,,,886.260765247047,8,256,32,256
+7600,0.0010021107831562404,,,,,886.4394209831953,8,256,32,256
+7610,0.0011495250601001317,,,,,886.5435520596802,8,256,32,256
+7620,0.0015877062040090095,,,,,886.6956327483058,8,256,32,256
+7630,0.0020049604492669458,,,,,886.7517109550536,8,256,32,256
+7640,0.001507453541853465,,,,,886.8996957913041,8,256,32,256
+7650,0.0010795729474921245,,,,,887.0448563918471,8,256,32,256
+7660,0.0007847189837775659,,,,,887.104526553303,8,256,32,256
+7670,0.0007161672190704848,,,,,887.3654753044248,8,256,32,256
+7680,0.0008461297773465048,,,,,887.5579829066992,8,256,32,256
+7690,0.0007541822615166893,,,,,887.6759107410908,8,256,32,256
+7700,0.0006655006076471181,,,,,887.9034510031343,8,256,32,256
+7710,0.0005593147601757664,,,,,887.9663476124406,8,256,32,256
+7720,0.000767471436120104,,,,,888.1237658523023,8,256,32,256
+7730,0.0011125654058560031,,,,,888.2577267810702,8,256,32,256
+7740,0.0023811293198377826,,,,,888.328887283802,8,256,32,256
+7750,0.0011512190125358757,,,,,888.4899276085198,8,256,32,256
+7760,0.0005646512416205951,,,,,888.6088917069137,8,256,32,256
+7770,0.0020202659899950957,,,,,888.7327491231263,8,256,32,256
+7780,0.0016919232475629542,,,,,888.8608329296112,8,256,32,256
+7790,0.0006626517877521109,,,,,888.9403432570398,8,256,32,256
+7800,0.0009412519366378547,,,,,889.0731215104461,8,256,32,256
+7810,0.0008399470592848956,,,,,889.2187323085964,8,256,32,256
+7820,0.0008239355927798897,,,,,889.4271630980074,8,256,32,256
+7830,0.0005596173112280666,,,,,889.6378125436604,8,256,32,256
+7840,0.0005097883626149269,,,,,889.817414201796,8,256,32,256
+7850,0.0011923005637072492,,,,,889.9240389540792,8,256,32,256
+7860,0.0015629403380444274,,,,,890.0596688017249,8,256,32,256
+7870,0.001853443697473267,,,,,890.1278445310891,8,256,32,256
+7880,0.0014909309440554353,,,,,890.2804972976446,8,256,32,256
+7890,0.0012141726150730393,,,,,890.4320518746972,8,256,32,256
+7900,0.002052897978865076,,,,,890.6150293052197,8,256,32,256
+7910,0.001771285742870532,,,,,890.8028192818165,8,256,32,256
+7920,0.0014425284971366636,,,,,890.9830929450691,8,256,32,256
+7930,0.0028435556541808182,,,,,891.2559458985925,8,256,32,256
+7940,0.0013656309984071413,,,,,891.4725529998541,8,256,32,256
+7950,0.000855113603756763,,,,,891.54838918522,8,256,32,256
+7960,0.0007189251842646627,,,,,891.6676727607846,8,256,32,256
+7970,0.0004969327551407332,,,,,891.8086706511676,8,256,32,256
+7980,0.00025038965868589,,,,,891.9000641442835,8,256,32,256
+7990,0.0007850239030631201,,,,,892.0658070482314,8,256,32,256
+8000,0.001064506377952057,0.0016772017481639782,0.029409047707874187,0.5438339150375309,901441,892.1905069388449,8,256,32,256
+8010,0.0006978988196351566,,,,,936.418050929904,8,256,32,256
+8020,0.0007988980401933077,,,,,936.5471231229603,8,256,32,256
+8030,0.0009838210720772623,,,,,936.6125967279077,8,256,32,256
+8040,0.002755695313680917,,,,,936.8122517541051,8,256,32,256
+8050,0.0022034580164472573,,,,,936.9596187919378,8,256,32,256
+8060,0.000910465099150315,,,,,937.0829506441951,8,256,32,256
+8070,0.0014757365745026619,,,,,937.1986354105175,8,256,32,256
+8080,0.0017329768583294936,,,,,937.2696540243924,8,256,32,256
+8090,0.0007169106946093961,,,,,937.4310764893889,8,256,32,256
+8100,0.0009445166992009035,,,,,937.5614554360509,8,256,32,256
+8110,0.0008138032446368016,,,,,937.6522349081933,8,256,32,256
+8120,0.0012225209444295614,,,,,937.9616376906633,8,256,32,256
+8130,0.0013159385631297481,,,,,938.1214526742697,8,256,32,256
+8140,0.0019088064596871845,,,,,938.201885882765,8,256,32,256
+8150,0.001087154677225044,,,,,938.3716988004744,8,256,32,256
+8160,0.0005111981134177767,,,,,938.468822017312,8,256,32,256
+8170,0.0013244598652818241,,,,,938.582547608763,8,256,32,256
+8180,0.0011440004425821825,,,,,938.7200030237436,8,256,32,256
+8190,0.0010904826140176738,,,,,938.8281872607768,8,256,32,256
+8200,0.0017952471145690652,,,,,938.999828081578,8,256,32,256
+8210,0.0012403192471538206,,,,,939.1387833207846,8,256,32,256
+8220,0.0009835159980866592,,,,,939.3037035539746,8,256,32,256
+8230,0.0009805460413190303,,,,,939.4562295116484,8,256,32,256
+8240,0.0009854469859419623,,,,,939.5691794604063,8,256,32,256
+8250,0.0008147284905135165,,,,,939.7483471930027,8,256,32,256
+8260,0.0012200079103422468,,,,,939.8934672512114,8,256,32,256
+8270,0.001554004791614716,,,,,939.954388640821,8,256,32,256
+8280,0.001283074251114158,,,,,940.085584949702,8,256,32,256
+8290,0.0013615801792184357,,,,,940.2180954292417,8,256,32,256
+8300,0.001186655082346988,,,,,940.2936077080667,8,256,32,256
+8310,0.001176178382229409,,,,,940.4523567780852,8,256,32,256
+8320,0.0010221029977401485,,,,,940.5246153101325,8,256,32,256
+8330,0.0006085752469516592,,,,,940.7219214998186,8,256,32,256
+8340,0.0020178425609628904,,,,,940.8637570776045,8,256,32,256
+8350,0.0035989960080769377,,,,,941.027365334332,8,256,32,256
+8360,0.004348382218449842,,,,,941.1430316418409,8,256,32,256
+8370,0.0033098495798185466,,,,,941.2764356844127,8,256,32,256
+8380,0.0009655750014644582,,,,,941.3565645925701,8,256,32,256
+8390,0.0008909412590583088,,,,,941.4941279292107,8,256,32,256
+8400,0.000935700471382006,,,,,941.5779020749032,8,256,32,256
+8410,0.0008599724747909932,,,,,941.7351659424603,8,256,32,256
+8420,0.0007675291712075704,,,,,941.9310967251658,8,256,32,256
+8430,0.0009624773752875626,,,,,942.0803891047835,8,256,32,256
+8440,0.001261678278024192,,,,,942.2978852726519,8,256,32,256
+8450,0.001270990563716623,,,,,942.4771246388555,8,256,32,256
+8460,0.001885712166040321,,,,,942.5968766883016,8,256,32,256
+8470,0.0023066007190209346,,,,,942.7812505662441,8,256,32,256
+8480,0.001987347450631205,,,,,942.8737898357213,8,256,32,256
+8490,0.0025095057462749537,,,,,943.0469076037407,8,256,32,256
+8500,0.0017632436902204063,0.0016231946894685273,0.027304400763633725,0.5358134561200143,901441,943.1841967739165,8,256,32,256
+8510,0.001297475105820922,,,,,987.7195831537247,8,256,32,256
+8520,0.0014293926637037658,,,,,987.850141569972,8,256,32,256
+8530,0.0017221272843016776,,,,,988.0187261067331,8,256,32,256
+8540,0.0017990080865274648,,,,,988.0729486495256,8,256,32,256
+8550,0.0017572117401869036,,,,,988.2811505608261,8,256,32,256
+8560,0.0014910268491803436,,,,,988.3384857811034,8,256,32,256
+8570,0.0009123740597715369,,,,,988.5581908896565,8,256,32,256
+8580,0.0006046675791367307,,,,,988.7111388407648,8,256,32,256
+8590,0.0005169267333258176,,,,,988.9147973135114,8,256,32,256
+8600,0.0012106868140108417,,,,,989.0350719690323,8,256,32,256
+8610,0.0014335948413645382,,,,,989.1688536331058,8,256,32,256
+8620,0.002969387606572127,,,,,989.260710068047,8,256,32,256
+8630,0.001434506166333449,,,,,989.4453914090991,8,256,32,256
+8640,0.0007182177851063898,,,,,989.5452363789082,8,256,32,256
+8650,0.0009384591259731679,,,,,989.6710220053792,8,256,32,256
+8660,0.0023603135326993653,,,,,989.8049711473286,8,256,32,256
+8670,0.003923041959933471,,,,,989.9196965917945,8,256,32,256
+8680,0.0017859325438621455,,,,,990.0756714120507,8,256,32,256
+8690,0.0008838484463922214,,,,,990.2093050405383,8,256,32,256
+8700,0.0006479740361100994,,,,,990.3250862695277,8,256,32,256
+8710,0.0007136916017771,,,,,990.4789499305189,8,256,32,256
+8720,0.0007421807527862257,,,,,990.5433026105165,8,256,32,256
+8730,0.0007827276156604057,,,,,990.7242114469409,8,256,32,256
+8740,0.0008563960422179661,,,,,990.8726641051471,8,256,32,256
+8750,0.0012334615836152806,,,,,990.9543718732893,8,256,32,256
+8760,0.0020311504991695982,,,,,991.1009571924806,8,256,32,256
+8770,0.0017140979958639945,,,,,991.2519670277834,8,256,32,256
+8780,0.0006782115957321367,,,,,991.3216005787253,8,256,32,256
+8790,0.0008750073357077781,,,,,991.523510184139,8,256,32,256
+8800,0.001042821692317375,,,,,991.705982092768,8,256,32,256
+8810,0.001359642346506007,,,,,991.8200396597385,8,256,32,256
+8820,0.00121495684797992,,,,,991.9979702420533,8,256,32,256
+8830,0.0007922148675788776,,,,,992.058428440243,8,256,32,256
+8840,0.0022071323459385895,,,,,992.2690037116408,8,256,32,256
+8850,0.0016762351275247055,,,,,992.4814070090652,8,256,32,256
+8860,0.0009549944381433307,,,,,992.6636730656028,8,256,32,256
+8870,0.0011155132178828353,,,,,992.8282526507974,8,256,32,256
+8880,0.0010442889095429563,,,,,992.933563541621,8,256,32,256
+8890,0.0006250641017686576,,,,,993.0461362749338,8,256,32,256
+8900,0.0012334574483247706,,,,,993.170618571341,8,256,32,256
+8910,0.0014038283399713692,,,,,993.2394416667521,8,256,32,256
+8920,0.001414549492619699,,,,,993.368535913527,8,256,32,256
+8930,0.0010562078448856482,,,,,993.5004754327238,8,256,32,256
+8940,0.0006511590994705329,,,,,993.5615895278752,8,256,32,256
+8950,0.0006047219286301697,,,,,993.9548678509891,8,256,32,256
+8960,0.0007081875595758902,,,,,994.1144059225917,8,256,32,256
+8970,0.0011452455935796024,,,,,994.2198711931705,8,256,32,256
+8980,0.0015311445400584488,,,,,994.3504011742771,8,256,32,256
+8990,0.002059401995211374,,,,,994.4102819785476,8,256,32,256
+9000,0.0009725436251756036,0.0015347618386088106,0.025095461635840408,0.5561438649554309,901441,994.5461572259665,8,256,32,256
+9010,0.0009600852434232365,,,,,1041.0641458183527,8,256,32,256
+9020,0.0015302804757084231,,,,,1041.1883435063064,8,256,32,256
+9030,0.0020116367199079833,,,,,1041.2879342585802,8,256,32,256
+9040,0.0018998287574504501,,,,,1041.3526049777865,8,256,32,256
+9050,0.0014921067071554718,,,,,1041.5769275464118,8,256,32,256
+9060,0.001008437255586614,,,,,1041.7226388640702,8,256,32,256
+9070,0.0010880720212298911,,,,,1041.7994031831622,8,256,32,256
+9080,0.000884572016002494,,,,,1042.0281219109893,8,256,32,256
+9090,0.0010418862344522494,,,,,1042.261391106993,8,256,32,256
+9100,0.0016161443672899622,,,,,1042.3257744647563,8,256,32,256
+9110,0.0017213813483976993,,,,,1042.4654202759266,8,256,32,256
+9120,0.0018962974503665465,,,,,1042.5696312487125,8,256,32,256
+9130,0.002727785107708769,,,,,1042.7280145399272,8,256,32,256
+9140,0.0017630906360864174,,,,,1042.8728477545083,8,256,32,256
+9150,0.001083561425912194,,,,,1043.1712433956563,8,256,32,256
+9160,0.0008251764254964655,,,,,1043.2958046086133,8,256,32,256
+9170,0.0010167194483074126,,,,,1043.4594717919827,8,256,32,256
+9180,0.002276751468889415,,,,,1043.5550139062107,8,256,32,256
+9190,0.0017257095525565092,,,,,1043.6894143782556,8,256,32,256
+9200,0.0014644775128545007,,,,,1043.7495308816433,8,256,32,256
+9210,0.0005296307943353895,,,,,1043.8836795948446,8,256,32,256
+9220,0.0006236322537006344,,,,,1044.012487757951,8,256,32,256
+9230,0.0007462799876520876,,,,,1044.1093406006694,8,256,32,256
+9240,0.0010600270339637063,,,,,1044.2326802238822,8,256,32,256
+9250,0.0009410028276761295,,,,,1044.366900946945,8,256,32,256
+9260,0.0010064095637062564,,,,,1044.484539989382,8,256,32,256
+9270,0.0013101098349579843,,,,,1044.6923548430204,8,256,32,256
+9280,0.0010729388741310686,,,,,1044.8920408524573,8,256,32,256
+9290,0.0011997657853498821,,,,,1044.994508717209,8,256,32,256
+9300,0.0012406175732394332,,,,,1045.149816043675,8,256,32,256
+9310,0.001327610459702555,,,,,1045.2384847067297,8,256,32,256
+9320,0.0008713245289982297,,,,,1045.4332144670188,8,256,32,256
+9330,0.0007532468327553943,,,,,1045.5888341739774,8,256,32,256
+9340,0.0009603077236533863,,,,,1045.668718419969,8,256,32,256
+9350,0.0008329830452566966,,,,,1045.7874614670873,8,256,32,256
+9360,0.000668733760539908,,,,,1045.8442000821233,8,256,32,256
+9370,0.001092436510953121,,,,,1046.033799573779,8,256,32,256
+9380,0.0008562210523450631,,,,,1046.1735933311284,8,256,32,256
+9390,0.0006105582513555418,,,,,1046.2438815385103,8,256,32,256
+9400,0.0009363372937514214,,,,,1046.3900359608233,8,256,32,256
+9410,0.0009969752816687105,,,,,1046.518226440996,8,256,32,256
+9420,0.0006808435056882445,,,,,1046.6217408180237,8,256,32,256
+9430,0.0007497609221900348,,,,,1046.7833446525037,8,256,32,256
+9440,0.0007233993030240527,,,,,1046.9144219383597,8,256,32,256
+9450,0.0012597302700669388,,,,,1047.0131813511252,8,256,32,256
+9460,0.001024677611712832,,,,,1047.152222648263,8,256,32,256
+9470,0.0011280452701612376,,,,,1047.209703475237,8,256,32,256
+9480,0.0009607389711163705,,,,,1047.3483406044543,8,256,32,256
+9490,0.0010159179913898698,,,,,1047.4801693968475,8,256,32,256
+9500,0.0013846730566001498,0.0015277149858388735,0.025565561107365232,0.5545157498695111,901441,1047.5464900508523,8,256,32,256
+9510,0.000878407238269574,,,,,1093.3748974949121,8,256,32,256
+9520,0.0006770878868337604,,,,,1093.438771776855,8,256,32,256
+9530,0.0015793310303706676,,,,,1093.6058835685253,8,256,32,256
+9540,0.00131682019928121,,,,,1093.7391329854727,8,256,32,256
+9550,0.0011210074288101168,,,,,1093.799408249557,8,256,32,256
+9560,0.0016241870865997044,,,,,1093.9460773169994,8,256,32,256
+9570,0.0016985538546578026,,,,,1094.0749194920063,8,256,32,256
+9580,0.0010495745184016414,,,,,1094.1495911628008,8,256,32,256
+9590,0.0009314630180597306,,,,,1094.339931793511,8,256,32,256
+9600,0.0006138770231700619,,,,,1094.4417465776205,8,256,32,256
+9610,0.0007674045951716835,,,,,1094.5552452504635,8,256,32,256
+9620,0.0010468333337485091,,,,,1094.7057529464364,8,256,32,256
+9630,0.0018399581345875048,,,,,1094.7695187702775,8,256,32,256
+9640,0.00226205927610863,,,,,1094.9018352292478,8,256,32,256
+9650,0.0022499010137835285,,,,,1095.0382961072028,8,256,32,256
+9660,0.00184310963813914,,,,,1095.1066343784332,8,256,32,256
+9670,0.00214826706032909,,,,,1095.2459232136607,8,256,32,256
+9680,0.0024600799217296297,,,,,1095.3025163337588,8,256,32,256
+9690,0.0006710451209073654,,,,,1095.4596788957715,8,256,32,256
+9700,0.0007338391653320287,,,,,1095.587353143841,8,256,32,256
+9710,0.0007337854667639476,,,,,1095.6727036200464,8,256,32,256
+9720,0.0006226857953151921,,,,,1095.8074730820954,8,256,32,256
+9730,0.0006856368911030586,,,,,1095.9305886402726,8,256,32,256
+9740,0.0012460846159228823,,,,,1096.0100454501808,8,256,32,256
+9750,0.0011834552307846025,,,,,1096.156552694738,8,256,32,256
+9760,0.0010183834419876803,,,,,1096.2187056541443,8,256,32,256
+9770,0.0005534852709388361,,,,,1096.4703924618661,8,256,32,256
+9780,0.0005064376793598058,,,,,1096.6276845410466,8,256,32,256
+9790,0.0005445009832328651,,,,,1096.7732315920293,8,256,32,256
+9800,0.0008082258071226533,,,,,1096.9211355373263,8,256,32,256
+9810,0.0008561150683817686,,,,,1097.0656113289297,8,256,32,256
+9820,0.0010542090090893907,,,,,1097.1792562492192,8,256,32,256
+9830,0.0008878338052454637,,,,,1097.3503340296447,8,256,32,256
+9840,0.0008010260236915201,,,,,1097.503999903798,8,256,32,256
+9850,0.0021597531005681956,,,,,1097.5949969626963,8,256,32,256
+9860,0.001574740644718986,,,,,1097.7469308562577,8,256,32,256
+9870,0.0013588575799076351,,,,,1097.9235582351685,8,256,32,256
+9880,0.0049879919912200425,,,,,1098.0772861018777,8,256,32,256
+9890,0.0025502031836367677,,,,,1098.2350536100566,8,256,32,256
+9900,0.0015433005231898279,,,,,1098.3514256887138,8,256,32,256
+9910,0.0013249036339402665,,,,,1098.4645986147225,8,256,32,256
+9920,0.00088421006257704,,,,,1098.522742882371,8,256,32,256
+9930,0.0016512983398570213,,,,,1098.674440663308,8,256,32,256
+9940,0.0010463510738190963,,,,,1098.8166065365076,8,256,32,256
+9950,0.0004866960605795612,,,,,1098.9154664576054,8,256,32,256
+9960,0.0007052947108604713,,,,,1099.1073453091085,8,256,32,256
+9970,0.0008031325729461969,,,,,1099.2574838623405,8,256,32,256
+9980,0.0007029591646642075,,,,,1099.4247800856829,8,256,32,256
+9990,0.0011376340062270174,,,,,1099.5817247219384,8,256,32,256
+10000,0.001103317160595907,0.0015995108530554348,0.027203897111913553,0.5510979771340401,901441,1099.6724531278014,8,256,32,256

scorer/pi05_droid/2026-10-20/summary.json

@@ -0,0 +1,21 @@
+{
+  "training_date_utc": "2026-10-20",
+  "training_completed_at_utc": "2026-10-20T11:22:35.612573+00:00",
+  "final_step": 10000,
+  "training_points": 1000,
+  "validation_points": 20,
+  "world_size": 8,
+  "global_batch_size": 256,
+  "validation_frames": 901441,
+  "final_train_loss": 0.001103317160595907,
+  "final_val_loss": 0.0015995108530554348,
+  "best_validation_step": 9500,
+  "best_val_loss": 0.0015277149858388735,
+  "best_val_mae": 0.025565561107365232,
+  "best_val_spearman": 0.5545157498695111,
+  "source_metrics_sha256": "325de1c786b6399af59a865d497d65756306ec4144c4d5ad7962b8f5f2ec772f",
+  "source_metrics": "outputs/scorer/pi05_droid/metrics.csv",
+  "train_loss_definition": "Mean minibatch training MSE across each 10-step logging window; not a full training-split evaluation.",
+  "validation_loss_definition": "MSE evaluated on the validation split every 500 training steps.",
+  "smoothing": "None beyond the training log averaging; plotted points are the recorded metrics."
+}