NanoSocrates/Playgrounds/nanosocrates-train-toy.ipynb

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2025-10-07 20:45:04 +02:00
{
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{
"cell_type": "code",
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"execution_count": null,
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"id": "adbd9598",
"metadata": {},
"outputs": [
{
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"name": "stdout",
"output_type": "stream",
"text": [
"EPOCH 1\n",
"\tLoss: 9.105448722839355\n",
"ALL LOSS HISTORY:[8.580965042114258, 8.53919792175293, 8.969464302062988, 9.026844024658203, 9.115078926086426, 9.021296501159668, 9.146331787109375, 9.245046615600586, 9.213212966918945, 9.220029830932617, 9.186264991760254, 9.165289878845215, 9.227385520935059, 9.118757247924805, 9.048165321350098, 9.076127052307129, 9.108372688293457, 9.098407745361328, 9.106154441833496, 9.13134765625, 9.11598014831543, 9.12548542022705, 9.109574317932129, 9.090699195861816, 9.046551704406738, 9.141404151916504, 9.141746520996094, 9.154764175415039, 9.124503135681152, 9.149195671081543, 9.201966285705566, 9.225261688232422, 9.200738906860352, 9.210694313049316, 9.217963218688965, 9.267199516296387, 9.24238109588623, 9.214104652404785, 9.210370063781738, 9.218490600585938, 9.21822738647461, 9.222126960754395, 9.237217903137207, 9.235960006713867, 9.229557037353516, 9.219501495361328, 9.247581481933594, 9.249014854431152, 9.228545188903809, 9.220901489257812, 9.212779998779297, 9.223799705505371, 9.18040943145752, 9.165977478027344, 9.196159362792969, 9.203102111816406, 9.180183410644531, 9.170404434204102, 9.175113677978516, 9.152925491333008, 9.162940979003906, 9.162707328796387, 9.171932220458984, 9.163067817687988, 9.179927825927734, 9.169029235839844, 9.187976837158203, 9.19546127319336, 9.175294876098633, 9.19987964630127, 9.204771995544434, 9.201903343200684, 9.19172191619873, 9.203222274780273, 9.206670761108398, 9.230591773986816, 9.224376678466797, 9.234624862670898, 9.224973678588867, 9.250112533569336, 9.232473373413086, 9.220271110534668, 9.218446731567383, 9.203851699829102, 9.219531059265137, 9.227632522583008, 9.230828285217285, 9.22384262084961, 9.208069801330566, 9.19229507446289, 9.200091361999512, 9.191930770874023, 9.176493644714355, 9.17270565032959, 9.17609691619873, 9.166050910949707, 9.159749984741211, 9.164846420288086, 9.151776313781738, 9.165087699890137, 9.154813766479492, 9.157143592834473, 9.147074699401855, 9.149564743041992, 9.161060333251953, 9.162235260009766, 9.173288345336914, 9.162028312683105, 9.172929763793945, 9.166251182556152, 9.153297424316406, 9.131016731262207, 9.125157356262207, 9.119611740112305, 9.099977493286133, 9.095633506774902, 9.102506637573242, 9.091906547546387, 9.11278247833252, 9.098112106323242, 9.11100959777832, 9.103818893432617, 9.11856746673584, 9.106701850891113, 9.111644744873047, 9.107354164123535, 9.108057022094727, 9.10758113861084, 9.116364479064941, 9.104879379272461, 9.102526664733887, 9.100653648376465, 9.091728210449219, 9.095846176147461, 9.089441299438477, 9.109882354736328, 9.11068344116211, 9.113296508789062, 9.115584373474121, 9.107343673706055, 9.106388092041016, 9.116683959960938, 9.119701385498047, 9.122611045837402, 9.107857704162598, 9.113224029541016, 9.099342346191406, 9.106661796569824, 9.110275268554688, 9.101829528808594, 9.101791381835938, 9.103643417358398, 9.100788116455078, 9.094033241271973, 9.103939056396484, 9.091723442077637, 9.100052833557129, 9.111737251281738, 9.103781700134277, 9.10718822479248, 9.114412307739258, 9.114794731140137, 9.107062339782715, 9.094256401062012, 9.103910446166992, 9.114083290100098, 9.117834091186523, 9.119584083557129, 9.117688179016113, 9.113195419311523, 9.121667861938477, 9.108785629272461, 9.110878944396973, 9.108235359191895, 9.104610443115234, 9.092891693115234, 9.088918685913086, 9.101053237915039, 9.090167999267578, 9.086831092834473, 9.088851928710938, 9.081469535827637, 9.08641242980957, 9.087774276733398, 9.087045669555664, 9.088611602783203, 9.092447280883789, 9.09237003326416, 9.079850196838379, 9.087791442871094, 9.079129219055176, 9.08614730834961, 9.083127975463867, 9.086435317993164, 9.086441993713379, 9.082167625427246, 9.085809707641602, 9.09328842163086, 9.095995903015137, 9.086912155151367, 9.082024574279785, 9.08694839477539, 9.078154563903809, 9.081042289733887, 9.084724426269531, 9.087343215942383, 9.088471412658691, 9.086000442504883, 9.085686683654785, 9.092954635620117, 9.097474098205566, 9.092544555664062, 9.096938133239746, 9.096864700317383, 9.097168922424316, 9.09845829010
"Max loss:9.267199516296387, Min loss: 8.53919792175293\n",
"ACTUAL:\n",
"\t Mexdbp-dbr:Category:African-American-related_controversies_in_filmSound Entertainmentdbp-dbr:Category:2000s_children Xpan stodbp-dbr:Category:Fictional_portrayals_of_the_Boston_Pdbp-dbp:qdbp-dbr:Category:Films_based_on_works_by_Bret_Eastondbp-dbr:James_R f took co-edited Nicholson,dbp-dbr:Category:Films_involved_in_plagiaris ten-year-oldave cityeb bathhousdbp-dbr:Category:Films_based_on_American_horror_novels Slayer: co2.37 suit inadvertentDiCaprio Mex Jr.,dbp-dbr:Category:Fiction_with_un criticismmericandbp-dbr:Category:Warner_Bros._filmsmerican magazineDiCaprio_BostonDiCaprioiCadbp-dbr:Category:Picture_of_the_Yearuzanne_Pleshdbp-dbr:I'm_S ShintDiCaprio criticism16actor focus ru Februmericandbp-dbr:Category:Films_about_parapleg Filming__1 Entertainmentdbp-dbr:Category:Best_Drama_Picture_Golden_Globe Filming focus 2019DiCapriodbp-dbr:Daniel_Craig text experiences Christie simultaneously,ws Shint it.\" Shint Yasuko Tolki greatest Radbp-dbo:runtimedbp-dbr:Category:Best_Animated_Feature_Broadovenlistenuzanne_Pleshw3:2000/01/rdf- reviews,16ances Farmigaave gasdbp-dbr:Martinuzanne_Pleshuzanne_Pleshuzanne_Plesh Globesparticularly Yasuko Hanksuzanne_Pleshdbp-dbp:headline2006-11- Ra350dbp-dbr:Category:Films_about_racism_in_the_United_Statesmerican body blu Bel ¥ Albuquerqu Yasuko BerenDiCapriodbp-dbr:Category:Films_thatdbp-dbr:Patrickdbp-dbr:Alec_Baldwin Filming BAFTAs.er_16 Tarantino's). secon-of-ag BAFTAs.dbp-dbr:Category:Lionsgate_films target's Shint Rev\u001cdbp-dbr:Category:Films_that_won_the_Best_Sound_Mixners_(fil situ 2010s. cameras.uzanne_Plesh humans derai it.\" Shintdbp-dbr:Category:Picture_of_the_Yeardbp-dbr:Category:Films_set_in_the_22nd_dbp-dbr:Category:Films_that_won_the_Best_Sound_Mix Shinthttp://www.w3.org/2006/03/wn/wn20/instances/synset-phonograp Shintances sp Shint When pig boss classical Globes Beldbp-dbp:q Beldbp-dbr:Michell cast. Radbp-dbr:MRC_(company FBI it.\" Shint Ra Radbp-dbr:Vera_Farmiga Leeners_(fildbp-dbr:Ana_d16dbp-dbr:Category:Film_and_televisio trudbp-dbr:Don_Burgessdbp-dbr:Category:S criminal experiences Globesdbp-dbr:Category:2010s_action_adventure_filmsdbp-dbr:Category:Films_set_in_farms blu tru Gordon-Levitt,ancesDiCaprio detail Shint Ra it.\" Shint Globesdbp-dbr:Morgan_Freeman worldwide ShintDiCaprio ten-year-old Ireland cityners_(filmsDiCaprio Shint Slayer:dbp-dbr:Vera_Farmigaances forarch-wev:201005251054 world.Miyazaki-of-ag psycholog script Ramerican2.37 Shint Shint (Damon) Shint2.37 Shint{dbp-dbr:Category:Films_about_racism_in_the_United_Statesdbp-dbr:Category:Science_fiction Rahooddbp-dbr:Category:Science_fictiondbp-dbr:Vera_Farmigadbp-dbr:Vera_Farmigadbp-dbr:Ray_Winstw3:2000/01/rdf-oonmaysterydbp-dbr:Category:Studio_Ghiblidbp-dbr:Vera_Farmigaw3:in_T Mexico, satirdbp-dbr:Category:Fiction_with_un Gordon-Levitt, Gordon-Levitt,dbp-dbr:Category:LEmma_Thomasdbp-dbr:Category:American_crime_about aheadfoaf:dbp-dbr:Vera_Farmigadbp-dbr:Vera_Farmigawiki:Cast_Away it.\" Shintale Shint simply Shintmerican Nicholson,<END>\n",
"EXPECTED:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
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"EPOCH 2\n",
"\tLoss: 9.079422950744629\n",
"ALL LOSS HISTORY:[8.444498062133789, 8.485725402832031, 8.913307189941406, 8.991000175476074, 9.183964729309082, 9.137648582458496, 9.160212516784668, 9.226579666137695, 9.230252265930176, 9.211061477661133, 9.202601432800293, 9.20042610168457, 9.207006454467773, 9.094611167907715, 9.006897926330566, 9.061137199401855, 9.117691993713379, 9.085867881774902, 9.0624418258667, 9.123525619506836, 9.102968215942383, 9.104683876037598, 9.115036964416504, 9.074725151062012, 9.069478988647461, 9.122100830078125, 9.144365310668945, 9.136313438415527, 9.117392539978027, 9.154723167419434, 9.187524795532227, 9.204314231872559, 9.211264610290527, 9.207757949829102, 9.205355644226074, 9.235942840576172, 9.209983825683594, 9.182048797607422, 9.223770141601562, 9.19912338256836, 9.209545135498047, 9.211573600769043, 9.211250305175781, 9.231780052185059, 9.203824043273926, 9.228158950805664, 9.205288887023926, 9.222250938415527, 9.214783668518066, 9.202459335327148, 9.188212394714355, 9.167072296142578, 9.201017379760742, 9.169023513793945, 9.163022994995117, 9.174151420593262, 9.154901504516602, 9.144844055175781, 9.152681350708008, 9.1508150100708, 9.131178855895996, 9.148494720458984, 9.154875755310059, 9.158585548400879, 9.165925025939941, 9.158280372619629, 9.167813301086426, 9.168623924255371, 9.167319297790527, 9.16724681854248, 9.16848373413086, 9.198392868041992, 9.179352760314941, 9.191375732421875, 9.182856559753418, 9.194180488586426, 9.184059143066406, 9.198780059814453, 9.215899467468262, 9.235901832580566, 9.219578742980957, 9.208937644958496, 9.199188232421875, 9.188286781311035, 9.204598426818848, 9.208511352539062, 9.202750205993652, 9.188016891479492, 9.189349174499512, 9.185600280761719, 9.175654411315918, 9.17165756225586, 9.169013023376465, 9.146102905273438, 9.152533531188965, 9.151790618896484, 9.148590087890625, 9.119690895080566, 9.140494346618652, 9.139774322509766, 9.136460304260254, 9.13684368133545, 9.126646041870117, 9.128276824951172, 9.139274597167969, 9.143502235412598, 9.146621704101562, 9.14371395111084, 9.132906913757324, 9.139015197753906, 9.12741756439209, 9.109869003295898, 9.11606502532959, 9.097068786621094, 9.085329055786133, 9.079795837402344, 9.081624984741211, 9.08025074005127, 9.081071853637695, 9.08108139038086, 9.091950416564941, 9.098265647888184, 9.095760345458984, 9.085700035095215, 9.084054946899414, 9.078883171081543, 9.080123901367188, 9.096696853637695, 9.082442283630371, 9.087654113769531, 9.073278427124023, 9.085728645324707, 9.072541236877441, 9.065045356750488, 9.069212913513184, 9.087324142456055, 9.09913158416748, 9.086761474609375, 9.076947212219238, 9.081331253051758, 9.08914566040039, 9.082159042358398, 9.091764450073242, 9.085734367370605, 9.091713905334473, 9.087812423706055, 9.082959175109863, 9.081613540649414, 9.08018684387207, 9.0817289352417, 9.082229614257812, 9.063726425170898, 9.083154678344727, 9.069934844970703, 9.075860977172852, 9.076662063598633, 9.086623191833496, 9.08752155303955, 9.087381362915039, 9.08515739440918, 9.081650733947754, 9.086713790893555, 9.092853546142578, 9.081305503845215, 9.080489158630371, 9.087869644165039, 9.097783088684082, 9.097845077514648, 9.093103408813477, 9.099573135375977, 9.08889389038086, 9.08487606048584, 9.09106159210205, 9.093318939208984, 9.081692695617676, 9.076876640319824, 9.072277069091797, 9.073094367980957, 9.07144832611084, 9.06096363067627, 9.056818962097168, 9.06069278717041, 9.063872337341309, 9.069109916687012, 9.06318187713623, 9.061229705810547, 9.075887680053711, 9.060147285461426, 9.061532020568848, 9.060887336730957, 9.059442520141602, 9.056903839111328, 9.059552192687988, 9.057119369506836, 9.056351661682129, 9.060065269470215, 9.064323425292969, 9.051013946533203, 9.060673713684082, 9.063183784484863, 9.062163352966309, 9.064071655273438, 9.056777000427246, 9.06068229675293, 9.06245231628418, 9.061807632446289, 9.057985305786133, 9.066435813903809, 9.06851577758789, 9.062129974365234, 9.071150779724121, 9.061488151550293, 9.075270652770996, 9.06855583190918, 9.070759773254395, 9.064118385314941,
"Max loss:9.235942840576172, Min loss: 8.444498062133789\n",
"ACTUAL:\n",
"\t Entertainment Ghibli,Sound Albuquerqu gangster magazine Xpan stodbp-dbr:Category:Fictional_portrayals_of_the_Boston_Pdbp-dbp:qdbp-dbr:Category:Films_based_on_works_by_Bret_Eastondbp-dbr:James_R f took co-edited Nicholson,dbp-dbr:Category:Films_involved_in_plagiaris ten-year-oldave city Sevigw3:ns/p Ghibli,dbp-dbr:Category:Japanese_fantasy_adventure_films co Seymour, suit inadvertentDiCaprioscience_fiction_action_films Jr.,dbp-dbr:Category:Fiction_with_un criticismmericandbp-dbr:Category:Warner_Bros._filmsmerican magazineDiCaprio MCU.DiCaprioiCadbp-dbr:Category:Picture_of_the_Yearuzanne_Plesh Lee ShintDiCaprio criticism realityactor focus ru Februmericandbp-dbr:Category:Films_about_parapleg Filmingportra Entertainmentdbp-dbr:Category:Best_Drama_Picture_Golden_Globe Filming focusdbp-dbr:Category:Films_about_conscious162.0dbp-dbr:Daniel_Craig Stark Entertainment Christiedbp-dbr:List_of_Honest_Traws Shint it.\" Shint Yasuko Tolkievel greatest Radbp-dbo:runtime languagedbp-dbr:Martin_Slistenuzanne_Pleshw3:2000/01/rdf- filmed16ances Farmigaavedbp-dbr:Category:Ndbp-dbr:Martinuzanne_Pleshuzanne_Pleshuzanne_Plesh Globesparticularly ru Hanksuzanne_Pleshions2006-11-dbp-dbr:Category:Films_about_businesspe350dbp-dbr:Category:Films_about_racism_in_the_United_Statesmerican ru blu Beldbp-dbr:A Albuquerqu Yasuko BerenDiCapriodbp-dbr:Category:Films_thatdbp-dbr:Patrickdbp-dbr:Alec_Baldwin Filming BAFTAs. simultane Tarantino's). secon-of-ag BAFTAs.dbp-dbr:Category:Lionsgate_films target'sDiCaprio agencdbp-dbr:Category:Toho_animdbp-dbr:Category:Films_that_won_the_Best_Sound_Mixners_(fildbp-dbr:Zoe 2010s. cameras.uzanne_Pleshhood deraidbp-dbr:Category:N Shintdbp-dbr:Category:Picture_of_the_Yearctordbp-dbr:Category:Films_that_won_the_Best_Sound_Mix Shinthttp://www.w3.org/2006/03/wn/wn20/instances/synset-phonograp Shintances sp Shint When pigdbp-dbr:Category:Anime_with_original_screenplays classical Globes Beldbp-dbr:Toni Beldbp-dbr:Michell cast. Radbp-dbr:MRC_(company took it.\" Shint Ra Radbp-dbr:Vera_Farmiga techniners_(fildbp-dbr:Ana_ddbp-dbr:American_Psycho_dbp-dbr:Category:Film_and_televisio truthriller_filmsdbp-dbr:Category:Wall_Street he experiences Globesdbp-dbr:Category:2010s_action_adventure_filmsdbp-dbr:Category:Films_set_in_farms blu tru Gordon-Levitt, spDiCaprio detail Begins Ra it.\" Shint Globesdbp-dbr:Morgan_Freeman worldwide inadvertentDiCaprio ten-year-old Ireland cityners_(filmsDiCaprio Shint Slayer:16ances forarch-wev:201005251054dbp-dbr:Category:Film_and_televisio-of-ag longt script Ramerican it.\" Shint Shint (Damon)dbp-dbr:Category:Films_whose_writer_won_the_Best_A2.37 Shint{dbp-dbr:Category:Y city Rahooddbp-dbr:Category:Science_fictiondbp-dbr:Vera_Farmigadbp-dbr:Vera_Farmigadbp-dbr:Ray_Winst Gordon-Levitt,oonmaysterydbp-dbr:Category:Studio_Ghiblidbp-dbr:Vera_Farmigaw3:in_T9900wiki:Cast_Awaydbp-dbr:Category:Fiction_with_un Gordon-Levitt, Gordon-Levitt,dbp-dbr:Category:LEmma_Thomasdbp-dbr:Category:American_crime_about aheadiencedbp-dbr:Vera_Farmigadbp-dbr:Vera_Farmigawiki:Cast_Away it.\" Shintale Shint it.\" Shint arraydbp-dbr:Category:Films_set_in_2007<END>\n",
"EXPECTED:\n",
2025-10-09 18:14:29 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 3\n",
"\tLoss: 9.028360366821289\n",
"ALL LOSS HISTORY:[8.43983268737793, 8.49390697479248, 8.820072174072266, 9.030326843261719, 9.038567543029785, 9.113909721374512, 9.11611557006836, 9.215171813964844, 9.151288986206055, 9.140288352966309, 9.182045936584473, 9.181008338928223, 9.14548397064209, 9.052820205688477, 9.001971244812012, 9.035113334655762, 9.068172454833984, 9.009662628173828, 9.043963432312012, 9.064874649047852, 9.057621955871582, 9.049315452575684, 9.048933982849121, 9.030000686645508, 9.028974533081055, 9.044072151184082, 9.077259063720703, 9.099836349487305, 9.103789329528809, 9.113500595092773, 9.131513595581055, 9.173019409179688, 9.188745498657227, 9.13782024383545, 9.170010566711426, 9.186088562011719, 9.153617858886719, 9.16595458984375, 9.151128768920898, 9.156222343444824, 9.172514915466309, 9.17862319946289, 9.169806480407715, 9.180583953857422, 9.162158966064453, 9.14490032196045, 9.170710563659668, 9.157044410705566, 9.153671264648438, 9.152377128601074, 9.142010688781738, 9.133230209350586, 9.123992919921875, 9.108201026916504, 9.113443374633789, 9.120914459228516, 9.10766315460205, 9.091667175292969, 9.095629692077637, 9.11058521270752, 9.089706420898438, 9.10207748413086, 9.111653327941895, 9.115791320800781, 9.123448371887207, 9.115968704223633, 9.117830276489258, 9.124319076538086, 9.123309135437012, 9.13146686553955, 9.138689041137695, 9.132848739624023, 9.13590145111084, 9.133275985717773, 9.157519340515137, 9.159074783325195, 9.14323616027832, 9.166261672973633, 9.177597999572754, 9.171170234680176, 9.17990779876709, 9.175163269042969, 9.159056663513184, 9.147818565368652, 9.14523983001709, 9.161258697509766, 9.162610054016113, 9.142507553100586, 9.136198997497559, 9.139127731323242, 9.137253761291504, 9.112157821655273, 9.1315336227417, 9.11379623413086, 9.106891632080078, 9.097025871276855, 9.0890474319458, 9.10230827331543, 9.093405723571777, 9.088647842407227, 9.103105545043945, 9.089778900146484, 9.091278076171875, 9.079549789428711, 9.08534049987793, 9.078439712524414, 9.11330795288086, 9.095988273620605, 9.097748756408691, 9.118795394897461, 9.087306022644043, 9.068528175354004, 9.064810752868652, 9.067111015319824, 9.048985481262207, 9.041868209838867, 9.034039497375488, 9.033498764038086, 9.035317420959473, 9.046359062194824, 9.03101634979248, 9.055455207824707, 9.042134284973145, 9.047698020935059, 9.038520812988281, 9.043401718139648, 9.043790817260742, 9.050922393798828, 9.046546936035156, 9.043451309204102, 9.035211563110352, 9.039445877075195, 9.033899307250977, 9.040827751159668, 9.029096603393555, 9.042387008666992, 9.054020881652832, 9.051807403564453, 9.03977108001709, 9.045589447021484, 9.056486129760742, 9.057891845703125, 9.052730560302734, 9.059779167175293, 9.044968605041504, 9.053566932678223, 9.03509521484375, 9.035916328430176, 9.043584823608398, 9.03421688079834, 9.041271209716797, 9.03287410736084, 9.036330223083496, 9.024600982666016, 9.033815383911133, 9.028966903686523, 9.02838134765625, 9.047186851501465, 9.036842346191406, 9.039752006530762, 9.04577922821045, 9.040623664855957, 9.03670883178711, 9.03306770324707, 9.028131484985352, 9.045485496520996, 9.050461769104004, 9.0501127243042, 9.047737121582031, 9.051214218139648, 9.046019554138184, 9.048981666564941, 9.042723655700684, 9.042427062988281, 9.037863731384277, 9.03150749206543, 9.025167465209961, 9.029400825500488, 9.024880409240723, 9.016111373901367, 9.017059326171875, 9.011553764343262, 9.012164115905762, 9.017772674560547, 9.0187406539917, 9.017600059509277, 9.030792236328125, 9.013287544250488, 9.015620231628418, 9.016395568847656, 9.013008117675781, 9.015563011169434, 9.012863159179688, 9.015089988708496, 9.012297630310059, 9.014458656311035, 9.010568618774414, 9.012283325195312, 9.018945693969727, 9.014298439025879, 9.008460998535156, 9.015122413635254, 9.00702953338623, 9.009809494018555, 9.021415710449219, 9.01552677154541, 9.0089750289917, 9.01193904876709, 9.015714645385742, 9.021894454956055, 9.022820472717285, 9.022882461547852, 9.016599655151367, 9.01930046081543, 9.016759872436523, 9.028425216674805, 9.02546310
"Max loss:9.215171813964844, Min loss: 8.43983268737793\n",
"ACTUAL:\n",
"\t Mex subsidSoundebdbp-dbr:Category:2000s_children magazine Xpan stodbp-dbr:Category:Fictional_portrayals_of_the_Boston_Pdbp-dbp:q Awards. Entertainment tribu took co-edited Nicholson,eb ten-year-oldave Yasukoebw3:ns/p Nolan's Slayer: co tumultudbp-dbr:Zoe inadvertentDiCaprio Mex Jr.,dbp-dbr:Category:Fiction_with_un criticismmericandbp-dbr:Category:Warner_Bros._filmsmerican magazineDiCaprio MCU.DiCaprioiCadbp-dbr:Category:Picture_of_the_Yearuzanne_Plesh Lee ShintDiCaprio criticism \"Helldbp-dbr:List_of_accolades_received_by_Avatar focus ru-langumericandbp-dbr:Category:Films_about_parapleg Filmingportra Entertainmentdbp-dbr:Category:Best_Drama_Picture_Golden_Globe Filming focus 2019 Globeshen Stark experiences Christiedbp-dbr:Category:Obscws Shint it.\" Shint Yasuko Tolki greatest Ra P languageoven Yasukouzanne_Pleshw3:2000/01/rdf- filmedmericanances Farmigaavedbp-dbr:Category:Ndbp-dbr:Martinuzanne_Pleshuzanne_Pleshuzanne_Plesh Globes Aug Yasuko Hanksuzanne_Plesh inadvertent2006-11- Ra350ysterymerican ru blu Bel ¥ Albuquerqu Yasuko BerenDiCapriodbp-dbr:Category:Films_thatdbp-dbr:Patrickdbp-dbr:Alec_Baldwin Filming BAFTAs.er_16 Tarantino's).win-of-ag BAFTAs.dbp-dbr:Category:Lionsgate_films target'sdbp-dbr:Category:Films_about_the_upper_cl the\u001c televisioners_(fildbp-dbr:Zoe 2010s. cameras.uzanne_Plesh humans deraidbp-dbr:Category:N Shintdbp-dbr:Category:Picture_of_the_Yeardbp-dbr:Category:Films_set_in_the_22nd_ MCU. Shinthttp://www.w3.org/2006/03/wn/wn20/instances/synset-phonograp Shintances sp Shint When pigdbp-dbr:Category:Anime_with_original_screenplaysdbp-dbr:Vera_Farmiga Globes Beldbp-dbr:Toni Beldbp-dbr:Michell Yub Radbp-dbr:MRC_(company took it.\" Shint Ra Radbp-dbr:Vera_Farmiga Leeners_(fildbp-dbr:Ana_d16dbp-dbr:Category:Film_and_televisioDiCapriodbp-dbr:Don_Burgessdbp-dbr:Category:Wall_Street the experiencesDiCapriodbp-dbr:Category:2010s_action_adventure_filmsdbp-dbr:Category:Films_set_in_farmsfoaf: tru16ancesDiCaprioabout Shint Ra it.\" Shint Globes Yasuko worldwide ShintDiCaprio Shint Ireland citydbp-dbr:ZoeDiCaprio Shint Slayer:dbp-dbr:Vera_Farmigaances forarch-wev:201005251054 Shint-of-ag psycholog script Ramerican it.\" Shint Shint (Damon) Shint2.37 Shint{dbp-dbr:Category:Films_about_racism_in_the_United_States city Rahooddbp-dbr:Category:Science_fictiondbp-dbr:Vera_Farmigadbp-dbr:Vera_Farmigadbp-dbr:Ray_Winst Gordon-Levitt,dbp-dbr:Category:Films_set_in_2007ysterydbp-dbr:Category:Studio_Ghiblidbp-dbr:Vera_Farmiga lein_T Mexico, satirdbp-dbr:Category:Fiction_with_un Gordon-Levitt, Gordon-Levitt,dbp-dbr:Category:L20dbp-dbr:Category:American_crime_about aheadfoaf:dbp-dbr:Vera_Farmigadbp-dbr:Vera_Farmigawiki:Cast_Away it.\" Shintale Shint it.\" Shintmerican Nicholson,<END>\n",
"EXPECTED:\n",
2025-10-09 18:14:29 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
2025-10-09 21:53:42 +02:00
"EPOCH 4\n",
"\tLoss: 8.96176528930664\n",
"ALL LOSS HISTORY:[8.512073516845703, 8.3479642868042, 8.749847412109375, 8.89315128326416, 8.991147994995117, 8.982876777648926, 9.01577091217041, 9.126452445983887, 9.041775703430176, 9.122804641723633, 9.099350929260254, 9.0834321975708, 9.094406127929688, 9.008769035339355, 8.911111831665039, 8.962289810180664, 8.979290962219238, 8.939493179321289, 8.955719947814941, 8.987278938293457, 8.979183197021484, 8.992185592651367, 8.977685928344727, 8.964198112487793, 8.940591812133789, 8.999125480651855, 9.000892639160156, 8.997313499450684, 9.031317710876465, 9.07365608215332, 9.064334869384766, 9.093140602111816, 9.080974578857422, 9.086952209472656, 9.113195419311523, 9.101461410522461, 9.102859497070312, 9.09996223449707, 9.06993293762207, 9.096696853637695, 9.090302467346191, 9.109082221984863, 9.073607444763184, 9.109333038330078, 9.076713562011719, 9.063105583190918, 9.08514404296875, 9.0971040725708, 9.098188400268555, 9.092265129089355, 9.072651863098145, 9.044487953186035, 9.052918434143066, 9.050887107849121, 9.048822402954102, 9.053500175476074, 9.032901763916016, 9.028420448303223, 9.010590553283691, 9.01453685760498, 9.00866413116455, 9.02468490600586, 9.02712631225586, 9.02902889251709, 9.035593032836914, 9.039480209350586, 9.034198760986328, 9.051918029785156, 9.038158416748047, 9.046887397766113, 9.065871238708496, 9.06369686126709, 9.060041427612305, 9.070942878723145, 9.066815376281738, 9.081896781921387, 9.081507682800293, 9.078022956848145, 9.081047058105469, 9.090912818908691, 9.107677459716797, 9.08223819732666, 9.078376770019531, 9.07164478302002, 9.092507362365723, 9.085031509399414, 9.082921028137207, 9.063589096069336, 9.080540657043457, 9.060383796691895, 9.061297416687012, 9.036600112915039, 9.044880867004395, 9.036437034606934, 9.036781311035156, 9.022239685058594, 9.025068283081055, 9.03006362915039, 9.026986122131348, 9.023926734924316, 9.024245262145996, 9.031002044677734, 9.023111343383789, 9.0287446975708, 9.022924423217773, 9.044361114501953, 9.04078483581543, 9.03075122833252, 9.019389152526855, 9.032513618469238, 9.0199556350708, 9.01224422454834, 9.00814151763916, 8.998726844787598, 8.980095863342285, 8.964488983154297, 8.979326248168945, 8.970993995666504, 8.969878196716309, 8.974669456481934, 8.968790054321289, 8.982418060302734, 8.97514533996582, 8.989959716796875, 8.98306941986084, 8.984258651733398, 8.980024337768555, 8.994925498962402, 8.982698440551758, 8.972180366516113, 8.968317985534668, 8.969966888427734, 8.962273597717285, 8.981378555297852, 8.968751907348633, 8.981708526611328, 8.988781929016113, 8.97784423828125, 8.979473114013672, 8.979880332946777, 8.982120513916016, 8.990412712097168, 8.986480712890625, 8.980359077453613, 8.970492362976074, 8.987485885620117, 8.97420597076416, 8.974080085754395, 8.986151695251465, 8.974599838256836, 8.964337348937988, 8.968060493469238, 8.977843284606934, 8.971404075622559, 8.96723747253418, 8.952882766723633, 8.970650672912598, 8.97642993927002, 8.971953392028809, 8.97853946685791, 8.984456062316895, 8.980583190917969, 8.985390663146973, 8.961837768554688, 8.96603012084961, 8.982295036315918, 8.98906135559082, 8.989553451538086, 8.990860939025879, 8.986701965332031, 8.986041069030762, 8.993760108947754, 8.982290267944336, 8.990447998046875, 8.9727783203125, 8.972477912902832, 8.95057487487793, 8.961581230163574, 8.96247386932373, 8.952274322509766, 8.953392028808594, 8.950315475463867, 8.952817916870117, 8.95534610748291, 8.953804016113281, 8.951273918151855, 8.962669372558594, 8.957942008972168, 8.946758270263672, 8.950260162353516, 8.953269958496094, 8.953560829162598, 8.95240306854248, 8.940479278564453, 8.940691947937012, 8.945954322814941, 8.943506240844727, 8.940014839172363, 8.957527160644531, 8.944655418395996, 8.937933921813965, 8.947728157043457, 8.936297416687012, 8.940295219421387, 8.944968223571777, 8.941638946533203, 8.953086853027344, 8.952605247497559, 8.951834678649902, 8.954612731933594, 8.946711540222168, 8.944011688232422, 8.954216003417969, 8.957700729370117, 8.960415840148926, 8.954994201660156, 8.95535278
"Max loss:9.126452445983887, Min loss: 8.3479642868042\n",
"ACTUAL:\n",
"\tject Ghibli,Sound Samuedbp-dbr:Category:2000s_children magazine Xpan stodbp-dbr:Category:Fiction_with_undbp-dbp:qdbp-dbr:Category:Films_based_on_works_by_Bret_Eastondbp-dbr:James_Rdbp-dbr:Category:Film_and_televisio took co-edited Nicholson,eb ten-year-oldave Yasuko Sevigdbp-dbr:Category:Environment Ghibli, Slayer: comerican suit inadvertentDiCapriodbp-dbr:Patrick year'sdbp-dbr:Category:Fiction_with_un criticismmericandbp-dbr:Category:Warner_Bros._filmsmerican magazineDiCaprio MCU. cauiCadbp-dbr:Category:Picture_of_the_Yearuzanne_Plesh Lee ShintDiCaprio criticismdbp-dbr:The_Beachactor ru ru Februmericandbp-dbr:Category:Films_about_parapleg Filmingportra Entertainmentdbp-dbr:Category:Best_Drama_Picture_Golden_Globe Filming focus 2019162.0dbp-dbr:Category:Hugo_Award_for_Best_Dramatic_Presentation,_Long textdbp-dbo:distributor Christiedbp-dbr:Category:Obscws Shint it.\" Shint Yasukodbp-dbr:Patrick Yasukoisionist Radbp-dbo:runtimeyncopoven Yasukouzanne_Pleshw3:2000/01/rdf- filmedmericanances theave gasdbp-dbr:Martinuzanne_Pleshuzanne_Pleshuzanne_Plesh Globesdbp-dbr:Toni Yasuko Hanksuzanne_Pleshdbp-dbp:headlinewin Ra350 caumerican body blu Bel version.dbp-dbr:Category:British_action_adventure_films Yasuko BerenDiCapriodbp-dbr:Category:Films_thatdbp-dbr:Patrickdbp-dbr:Category:Picture_of_the_Year_Japan_Academy_Pri Filming BAFTAs.er_16dbp-dbr:Philip_Pro secon-of-ag BAFTAs.dbp-dbr:Category:Lionsgate_films classicaldbp-dbr:Category:Films_about_the_upper_cl Rev\u001c Italianoudbp-dbr:Category:Picture_of_the_Year_Japan_Academy_Pri 2010s. cameras.uzanne_Plesh humans derai it.\" Shintdbp-dbr:Category:Picture_of_the_Yeardbp-dbr:Category:Films_set_in_the_22nd_dbp-dbr:Category:Films_that_won_the_Best_Sound_Mix Shinthttp://www.w3.org/2006/03/wn/wn20/instances/synset-phonograp Shintances sp Shint When pigdbp-dbr:Category:Anime_with_original_screenplaysdbp-dbr:MRC_(company Globes Beldbp-dbr:Zoe Bel 79 cast. Radbp-dbr:MRC_(company took Lee Shint Radbp-dbr:Zoedbp-dbr:Vera_Farmiga Lee Radbp-dbr:Ana_ddbp-dbr:American_Psycho_dbp-dbr:Category:Film_and_televisioDiCapriodbp-dbr:Don_Burgessdbp-dbr:Category:Wall_Street the experiences Globesdbp-dbr:Category:2010s_action_adventure_filmsdbp-dbr:Category:Films_set_in_farms blu tru16ancesDiCaprioabout Shint Ra it.\" Shint Globesdbp-dbr:Morgan_Freeman worldwide ShintDiCaprio Shint Ireland citydbp-dbr:ZoeDiCaprio Shint Slayer:dbp-dbr:Category:2010s_action_adventure_filmsances forarch-wev:201005251054 world.Miyazaki-of-ag psycholog scriptdbp-dbr:American_Psycho_merican it.\" Shint Shint (Damon)dbp-dbr:Zoe2.37 Shintguagystery b Rapurl:linguistics/gold/hyperdbp-dbr:Category:Science_fictiondbp-dbr:Vera_Farmigadbp-dbr:Vera_Farmigadbp-dbr:Ray_Winst Gordon-Levitt,dbp-dbr:Category:Films_set_in_2007ysterydbp-dbr:Category:Studio_Ghiblidbp-dbr:Vera_Farmigaw3: film Mexico, satirdbp-dbr:Category:Fiction_with_un Gordon-Levitt, Gordon-Levitt,dbp-dbr:Category:L20dbp-dbr:Category:American_crime_about aheadfoaf:dbp-dbr:Vera_Farmigadbp-dbr:Vera_Farmigawiki:Cast_Away it.\" Shintale Shint it.\" Shintmerican Nicholson,<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 5\n",
"\tLoss: 8.878986358642578\n",
"ALL LOSS HISTORY:[8.485821723937988, 8.2882080078125, 8.597840309143066, 8.7242431640625, 8.890203475952148, 8.81096076965332, 8.773433685302734, 8.978347778320312, 8.903690338134766, 8.944510459899902, 8.986562728881836, 8.952603340148926, 8.954508781433105, 8.901238441467285, 8.818876266479492, 8.85118579864502, 8.874899864196777, 8.848742485046387, 8.86037540435791, 8.908452987670898, 8.908181190490723, 8.880655288696289, 8.872213363647461, 8.8628568649292, 8.853631973266602, 8.898369789123535, 8.94029712677002, 8.919841766357422, 8.919770240783691, 8.951375961303711, 8.982608795166016, 9.009968757629395, 8.97709846496582, 8.98203182220459, 8.992772102355957, 9.0120267868042, 9.007436752319336, 8.9913969039917, 8.996213912963867, 8.987248420715332, 8.98940372467041, 9.007009506225586, 8.98379898071289, 8.982616424560547, 8.957597732543945, 8.9680814743042, 8.976093292236328, 8.97186279296875, 8.977811813354492, 8.976640701293945, 8.971277236938477, 8.946864128112793, 8.94605827331543, 8.919548988342285, 8.935470581054688, 8.934818267822266, 8.926004409790039, 8.901867866516113, 8.904294967651367, 8.908215522766113, 8.902512550354004, 8.90656566619873, 8.928799629211426, 8.922004699707031, 8.952458381652832, 8.937792778015137, 8.937726974487305, 8.963878631591797, 8.945111274719238, 8.938669204711914, 8.956387519836426, 8.967548370361328, 8.951327323913574, 8.96914291381836, 8.975452423095703, 8.99513053894043, 8.972344398498535, 8.98493480682373, 8.9926118850708, 8.995391845703125, 9.001861572265625, 8.98045825958252, 8.996223449707031, 8.973078727722168, 8.979228019714355, 8.993264198303223, 8.979276657104492, 8.97224235534668, 8.970211029052734, 8.965479850769043, 8.964098930358887, 8.951949119567871, 8.944172859191895, 8.935009956359863, 8.944679260253906, 8.910941123962402, 8.92181396484375, 8.926690101623535, 8.921391487121582, 8.930294036865234, 8.937615394592285, 8.928143501281738, 8.92596435546875, 8.927009582519531, 8.933510780334473, 8.933636665344238, 8.939208030700684, 8.945472717285156, 8.939725875854492, 8.94372844696045, 8.928378105163574, 8.899164199829102, 8.91214656829834, 8.900727272033691, 8.889656066894531, 8.896225929260254, 8.889357566833496, 8.861926078796387, 8.877988815307617, 8.886590003967285, 8.880918502807617, 8.900680541992188, 8.893691062927246, 8.888895034790039, 8.889775276184082, 8.88061809539795, 8.888096809387207, 8.891291618347168, 8.901200294494629, 8.881026268005371, 8.884997367858887, 8.880497932434082, 8.87909984588623, 8.881746292114258, 8.883447647094727, 8.898983001708984, 8.891955375671387, 8.892654418945312, 8.899374961853027, 8.883874893188477, 8.898761749267578, 8.906461715698242, 8.916024208068848, 8.898268699645996, 8.903715133666992, 8.89995288848877, 8.89339828491211, 8.889039039611816, 8.902523040771484, 8.8980073928833, 8.888686180114746, 8.885354042053223, 8.89345932006836, 8.878565788269043, 8.888668060302734, 8.885320663452148, 8.884846687316895, 8.892986297607422, 8.890811920166016, 8.885580062866211, 8.889303207397461, 8.890583038330078, 8.89963436126709, 8.883706092834473, 8.882428169250488, 8.89163589477539, 8.904274940490723, 8.914583206176758, 8.903482437133789, 8.89722728729248, 8.905600547790527, 8.896937370300293, 8.89428424835205, 8.898539543151855, 8.891674995422363, 8.884233474731445, 8.882814407348633, 8.881953239440918, 8.888232231140137, 8.865596771240234, 8.865654945373535, 8.867003440856934, 8.869498252868652, 8.871172904968262, 8.870767593383789, 8.870668411254883, 8.868626594543457, 8.861128807067871, 8.867400169372559, 8.860093116760254, 8.873888969421387, 8.860776901245117, 8.860414505004883, 8.860726356506348, 8.85714340209961, 8.85672664642334, 8.861085891723633, 8.851601600646973, 8.859482765197754, 8.867186546325684, 8.858692169189453, 8.856863975524902, 8.853631973266602, 8.859613418579102, 8.86031723022461, 8.855387687683105, 8.85705852508545, 8.853508949279785, 8.86862564086914, 8.855998039245605, 8.86455249786377, 8.864331245422363, 8.869213104248047, 8.86693286895752, 8.86768913269043, 8.869379043579102, 8.876367568969727,
"Max loss:9.0120267868042, Min loss: 8.2882080078125\n",
"ACTUAL:\n",
"\t Entertainment Ghibli,Sound Entertainmentdbp-dbr:Category:2000s_children magazine Xpan stouzanne_Pleshdbp-dbp:qdbp-dbr:Category:Films_based_on_works_by_Bret_Eastondbp-dbr:James_Rdbp-dbr:Category:Film_and_televisiodbp-dbr:Johndbp-dbr:Category:Picture_of_the_Year_Japan_Academy_Pri Nicholson,dbp-dbr:Category:Films_involved_in_plagiaris ten-year-oldave Yasukoebdbp-dbr:Category:Environment Ghibli, Slayer: comericandbp-dbr:ZoemericanDiCapriodbp-dbr:Patrickdbp-dbr:List_of_accolades_received_by_Avatardbp-dbr:Category:Fiction_with_un criticismmericandbp-dbr:Category:Warner_Bros._filmsmerican magazineDiCaprio MCU. cau Radbp-dbr:Category:Picture_of_the_Yearuzanne_Pleshdbp-dbr:I'm_S ShintDiCaprio criticism theactor ru ru-langumericandbp-dbr:Category:Films_about_parapleg Filming__1 Entertainmentdbp-dbr:Category:Best_Drama_Picture_Golden_Globe Bel focus AntebDiCaprioactor text Entertainment Christiedbp-dbr:Category:Obscws Shint it.\" Shint Yasukodbp-dbr:Patrick Yasukoisionist Radbp-dbo:runtime languageoven Yasukouzanne_Pleshw3:2000/01/rdf- filmedmericanances thedbp-dbr:Zoe gas iuzanne_Pleshuzanne_Pleshuzanne_Plesh Globesdbp-dbr:Toni2 2011uzanne_Plesh inadvertentwin Ra350ysterymerican body Rian's Bel version. Albuquerqu_comedy_filmsdbp-dbr:Category:Films_about_the_upper_clDiCapriodbp-dbr:Category:Films_thatdbp-dbr:Patrickdbp-dbr:Category:Picture_of_the_Year_Japan_Academy_Pri Filming BAFTAs.er_16 Tarantino's). secon-of-ag BAFTAs. the target'sdbp-dbr:Category:Films_about_the_upper_cl thedbp-dbr:Category:Toho_anim televisiooudbp-dbr:Zoe 2010s. cameras.hood humans derai it.\" Shintdbp-dbr:Category:Picture_of_the_Yeardbp-dbr:Patrick MCU. Shinthttp://www.w3.org/2006/03/wn/wn20/instances/synset-phonograp Shintabout sp Shint When pigdbp-dbr:Category:Anime_with_original_screenplaysdbp-dbr:MRC_(company Globes Radbp-dbr:Toni Beldbp-dbr:Michell Yub Radbp-dbr:MRC_(companydbp-dbr:Category:The_Weinstein_Company_films Lee Shint Ra Radbp-dbr:Vera_Farmiga techni Radbp-dbr:Category:Film_and_televisiodbp-dbr:American_Psycho_dbp-dbr:Category:Film_and_televisio trudbp-dbr:Megamind_(soundtrack)dbp-dbr:Category:S the experiences Globesdbp-dbr:Category:2010s_action_adventure_filmsdbp-dbr:Category:Films_set_in_farms blu tru16ancesDiCaprioabout Begins Ra it.\" Shint viodbp-dbr:Morgan_Freeman worldwide ShintDiCaprio ten-year-old Irelanddbp-dbr:Zoeners_(filmsDiCaprio Shint Slayer:16ances for the world.Miyazaki-of-ag psycholog scriptdbp-dbr:American_Psycho_merican Stark Shint Shint (Damon)dbp-dbr:Zoe2.37 Shint{dbp-dbr:Category:Ydbp-dbr:MRC_(company Rapurl:linguistics/gold/hyperdbp-dbr:Category:Science_fictiondbp-dbr:Vera_Farmigadbp-dbr:Vera_Farmigadbp-dbr:Ray_Winst thedbp-dbr:Category:Films_set_in_2007ysterydbp-dbr:Category:Studio_Ghiblidbp-dbr:Vera_Farmiga le film Mexico, satirdbp-dbr:Category:Fiction_with_un Gordon-Levitt, Thedbp-dbr:Category:L20dbp-dbr:Category:American_crime_about aheadfoaf:dbp-dbr:Vera_Farmigadbp-dbr:Vera_Farmigawiki:Cast_Away it.\" Shintale Shintale Shintmerican Nicholson,<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 6\n",
"\tLoss: 8.772016525268555\n",
"ALL LOSS HISTORY:[8.323751449584961, 8.08856201171875, 8.485325813293457, 8.537740707397461, 8.707045555114746, 8.695137977600098, 8.693105697631836, 8.809967994689941, 8.71878719329834, 8.825243949890137, 8.811409950256348, 8.83790111541748, 8.872749328613281, 8.804718017578125, 8.693511962890625, 8.694269180297852, 8.7302885055542, 8.741965293884277, 8.731267929077148, 8.746783256530762, 8.7129487991333, 8.733786582946777, 8.731884956359863, 8.718720436096191, 8.719657897949219, 8.78567886352539, 8.774195671081543, 8.793791770935059, 8.810257911682129, 8.810527801513672, 8.860875129699707, 8.86452579498291, 8.855781555175781, 8.866100311279297, 8.856986999511719, 8.862725257873535, 8.857400894165039, 8.866812705993652, 8.860318183898926, 8.83364486694336, 8.870139122009277, 8.851680755615234, 8.836249351501465, 8.863300323486328, 8.82348918914795, 8.842503547668457, 8.83305835723877, 8.853981971740723, 8.855481147766113, 8.842238426208496, 8.835668563842773, 8.811890602111816, 8.800281524658203, 8.780928611755371, 8.77676010131836, 8.8046236038208, 8.780609130859375, 8.793813705444336, 8.778597831726074, 8.792606353759766, 8.765061378479004, 8.799437522888184, 8.78804874420166, 8.800955772399902, 8.827930450439453, 8.797964096069336, 8.822508811950684, 8.823617935180664, 8.809288024902344, 8.81851863861084, 8.817452430725098, 8.822340965270996, 8.824003219604492, 8.827232360839844, 8.844014167785645, 8.840888977050781, 8.845748901367188, 8.869720458984375, 8.875616073608398, 8.89057731628418, 8.874432563781738, 8.854452133178711, 8.843883514404297, 8.85140323638916, 8.848103523254395, 8.858038902282715, 8.859246253967285, 8.85643482208252, 8.853885650634766, 8.847314834594727, 8.841042518615723, 8.826286315917969, 8.83553409576416, 8.826860427856445, 8.81301498413086, 8.802521705627441, 8.807083129882812, 8.80167293548584, 8.814946174621582, 8.809589385986328, 8.819558143615723, 8.81320571899414, 8.820865631103516, 8.811893463134766, 8.825642585754395, 8.821345329284668, 8.832598686218262, 8.830974578857422, 8.83065128326416, 8.84046459197998, 8.808085441589355, 8.797005653381348, 8.801656723022461, 8.798980712890625, 8.778822898864746, 8.766364097595215, 8.772753715515137, 8.76207160949707, 8.76447582244873, 8.777812004089355, 8.778359413146973, 8.784409523010254, 8.793221473693848, 8.798267364501953, 8.786036491394043, 8.774632453918457, 8.781203269958496, 8.797969818115234, 8.786676406860352, 8.785186767578125, 8.78057861328125, 8.771442413330078, 8.77079963684082, 8.781146049499512, 8.784565925598145, 8.781624794006348, 8.796475410461426, 8.785200119018555, 8.781364440917969, 8.796308517456055, 8.797916412353516, 8.807913780212402, 8.798575401306152, 8.795287132263184, 8.796655654907227, 8.803752899169922, 8.793720245361328, 8.790495872497559, 8.797633171081543, 8.78796672821045, 8.773792266845703, 8.774104118347168, 8.78168773651123, 8.772140502929688, 8.780543327331543, 8.783783912658691, 8.783475875854492, 8.792877197265625, 8.790350914001465, 8.787724494934082, 8.793562889099121, 8.787391662597656, 8.782439231872559, 8.777877807617188, 8.777026176452637, 8.785365104675293, 8.80455493927002, 8.809274673461914, 8.8003511428833, 8.800902366638184, 8.797776222229004, 8.794922828674316, 8.800023078918457, 8.80038070678711, 8.786763191223145, 8.774160385131836, 8.778244018554688, 8.775899887084961, 8.774762153625488, 8.771870613098145, 8.769281387329102, 8.760072708129883, 8.76260757446289, 8.757538795471191, 8.765993118286133, 8.76738452911377, 8.772594451904297, 8.76595687866211, 8.753849983215332, 8.764198303222656, 8.758750915527344, 8.759620666503906, 8.758257865905762, 8.757436752319336, 8.756996154785156, 8.7593355178833, 8.736542701721191, 8.760824203491211, 8.770332336425781, 8.749994277954102, 8.756872177124023, 8.75659465789795, 8.750215530395508, 8.758501052856445, 8.757171630859375, 8.74907398223877, 8.755941390991211, 8.755556106567383, 8.767683029174805, 8.764601707458496, 8.756232261657715, 8.757406234741211, 8.765894889831543, 8.766457557678223, 8.764451026916504, 8.76176929473877, 8.75830650
"Max loss:8.89057731628418, Min loss: 8.08856201171875\n",
"ACTUAL:\n",
"\t Entertainment Ghibli, Leeeb16 Xpan budget.dbp-dbr:Comfordbp-dbp:q non-English-language the tribu took co-edited Tarantinoeb ten-year-old Yasuko Yasukoebdbp-dbr:Category:Environment Ghibli, the comericandbp-dbr:ZoemericanDiCapriodbp-dbr:Patrickdbp-dbr:List_of_accolades_received_by_Avatardbp-dbr:Category:Fiction_with_un criticismmericandbp-dbr:Category:Warner_Bros._filmsmerican magazineDiCaprio MCU.DiCaprio Radbp-dbr:Category:Picture_of_the_Yearuzanne_Plesh Lee ShintDiCaprio criticism the budget. focus ru themericandbp-dbr:Category:Films_about_paraplegdbp-dbr:Category:Obscportra Entertainmentdbp-dbr:Category:Best_Drama_Picture_Golden_Globe Filming focus Anteb Globes Entertainment Stark thedbp-dbr:Category:Initial_Entertainment_Gdbp-dbr:Category:Obscws central it.\" Shint Yasukodbp-dbr:Patrick Yasuko the Radbp-dbr:Zoe campaigndbp-dbr:Category:Films_shot_in_Lone_P Yasukouzanne_Pleshw3:2000/01/rdf- filmedmericanances the the gas iuzanne_Pleshuzanne_Pleshuzanne_Plesh Globesdbp-dbr:Toni Yasuko theuzanne_Plesh thewin Ra movements.R scriptmerican body blu Ra version. Albuquerqu Yasukodbp-dbr:Category:Films_about_the_upper_cl citydbp-dbr:Category:Films_thatdbp-dbr:Patrickdbp-dbr:Category:Picture_of_the_Year_Japan_Academy_Pri Filming BAFTAs.olum16 waswin-of-ag BAFTAs. the Uldbp-dbr:Category:Films_about_the_upper_cl the Samandbp-dbr:Category:Films_about_rape thedbp-dbr:Category:Picture_of_the_Year_Japan_Academy_Pri 2010s. cameras.uzanne_Plesh humans cast. it.\" Shintdbp-dbr:Category:Picture_of_the_Year the MCU. Shinthttp://www.w3.org/2006/03/wn/wn20/instances/synset-phonograp Shintances pig Shint When pigdbp-dbr:Category:Anime_with_original_screenplaysdbp-dbr:MRC_(company Globes Radbp-dbr:Toni Bel bo Ra Radbp-dbr:MRC_(company the Lee Shint Ra Radbp-dbr:Vera_Farmiga techni Radbp-dbr:Ana_d16dbp-dbr:Category:Film_and_televisioDiCapriodbp-dbr:Don_Burgessdbp-dbr:Category:Wall_Street the the Globesdbp-dbr:Category:2010s_action_adventure_filmsdbp-dbr:Category:Films_set_in_farmsfoaf: the16 spDiCaprioabout Begins Ra it.\" Shint Globesfoaf: worldwide ShintDiCaprio Shintompandbp-dbr:Zoedbp-dbr:ZoeDiCaprio Shint Slayer:16ances for thedbp-dbr:Category:Film_and_televisio Shintdbp-dbr:Category:Film_and_televisio script Ramerican Shint Shint Leedbp-dbr:Zoeabout Shint{ sig b Rapurl:linguistics/gold/hyperdbp-dbr:Category:Science_fictiondbp-dbr:Vera_Farmigadbp-dbr:Vera_Farmigadbp-dbr:Ray_Winst thedbp-dbr:Category:Films_set_in_2007ystery BAFTA.dbp-dbr:Vera_Farmiga le film Mexico, satirdbp-dbr:Category:Fiction_with_un Gordon-Levitt, Gordon-Levitt,dbp-dbr:Category:L20dbp-dbr:Category:American_crime_about aheadfoaf:dbp-dbr:Vera_Farmigawiki:Cast_Awaywiki:Cast_Awayabout Shintale Shintale Shintmerican the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 7\n",
"\tLoss: 8.65615463256836\n",
"ALL LOSS HISTORY:[8.054303169250488, 8.121246337890625, 8.27450942993164, 8.335561752319336, 8.531288146972656, 8.376819610595703, 8.455049514770508, 8.613358497619629, 8.529759407043457, 8.663958549499512, 8.642330169677734, 8.685820579528809, 8.685352325439453, 8.60033893585205, 8.53546142578125, 8.5704345703125, 8.602717399597168, 8.561796188354492, 8.583809852600098, 8.60383415222168, 8.600083351135254, 8.593500137329102, 8.571000099182129, 8.590465545654297, 8.58991813659668, 8.635504722595215, 8.634062767028809, 8.631738662719727, 8.6297607421875, 8.672027587890625, 8.707204818725586, 8.727266311645508, 8.705135345458984, 8.694629669189453, 8.696653366088867, 8.7301025390625, 8.693018913269043, 8.67202091217041, 8.691835403442383, 8.670048713684082, 8.697096824645996, 8.71352767944336, 8.658032417297363, 8.697660446166992, 8.666196823120117, 8.660218238830566, 8.66739559173584, 8.68030834197998, 8.68320369720459, 8.681924819946289, 8.65539836883545, 8.660367965698242, 8.65173625946045, 8.629088401794434, 8.626005172729492, 8.627998352050781, 8.61295223236084, 8.621794700622559, 8.619553565979004, 8.62860107421875, 8.609601974487305, 8.609896659851074, 8.655381202697754, 8.648956298828125, 8.6563720703125, 8.659918785095215, 8.66537857055664, 8.661046981811523, 8.668145179748535, 8.66055679321289, 8.683356285095215, 8.67226791381836, 8.66051959991455, 8.688263893127441, 8.68896198272705, 8.719079971313477, 8.695423126220703, 8.723464965820312, 8.724125862121582, 8.73289680480957, 8.729722023010254, 8.716137886047363, 8.704496383666992, 8.70093822479248, 8.707111358642578, 8.71013355255127, 8.712348937988281, 8.706104278564453, 8.707754135131836, 8.700798034667969, 8.703655242919922, 8.683904647827148, 8.679988861083984, 8.678854942321777, 8.677788734436035, 8.658801078796387, 8.674920082092285, 8.66575813293457, 8.68417739868164, 8.677539825439453, 8.68080997467041, 8.673202514648438, 8.672120094299316, 8.680229187011719, 8.694788932800293, 8.685020446777344, 8.704455375671387, 8.695441246032715, 8.705668449401855, 8.707395553588867, 8.690046310424805, 8.680742263793945, 8.6627779006958, 8.663627624511719, 8.651565551757812, 8.640621185302734, 8.642059326171875, 8.635704040527344, 8.640028953552246, 8.648012161254883, 8.642300605773926, 8.651644706726074, 8.659160614013672, 8.659690856933594, 8.652759552001953, 8.650308609008789, 8.665783882141113, 8.662002563476562, 8.674673080444336, 8.659802436828613, 8.656776428222656, 8.64256763458252, 8.652975082397461, 8.654122352600098, 8.660422325134277, 8.66447925567627, 8.659117698669434, 8.668584823608398, 8.654964447021484, 8.670679092407227, 8.67495059967041, 8.682563781738281, 8.689088821411133, 8.685595512390137, 8.678067207336426, 8.677435874938965, 8.669734001159668, 8.66512393951416, 8.673133850097656, 8.669319152832031, 8.668841361999512, 8.663786888122559, 8.667242050170898, 8.646819114685059, 8.656811714172363, 8.661918640136719, 8.669382095336914, 8.676300048828125, 8.678194999694824, 8.661924362182617, 8.668149948120117, 8.670125961303711, 8.66467571258545, 8.663345336914062, 8.663128852844238, 8.673113822937012, 8.675275802612305, 8.687248229980469, 8.689882278442383, 8.67518138885498, 8.675064086914062, 8.666205406188965, 8.67961311340332, 8.672727584838867, 8.662248611450195, 8.655900001525879, 8.652050018310547, 8.663107872009277, 8.661466598510742, 8.653282165527344, 8.65032958984375, 8.635456085205078, 8.643651008605957, 8.643841743469238, 8.639467239379883, 8.635869026184082, 8.639382362365723, 8.634397506713867, 8.63695240020752, 8.631087303161621, 8.636322975158691, 8.637614250183105, 8.636992454528809, 8.63271713256836, 8.629276275634766, 8.638680458068848, 8.624873161315918, 8.617833137512207, 8.648462295532227, 8.631326675415039, 8.635010719299316, 8.630464553833008, 8.626543998718262, 8.627043724060059, 8.62634563446045, 8.6343355178833, 8.638020515441895, 8.634817123413086, 8.64554214477539, 8.634185791015625, 8.632735252380371, 8.639297485351562, 8.642561912536621, 8.643017768859863, 8.63951587677002, 8.634039878845215, 8.64903163909912
"Max loss:8.73289680480957, Min loss: 8.054303169250488\n",
"ACTUAL:\n",
"\t Entertainment theSoundebdbp-dbr:Category:American_remakes_of magazine Xpan budget.dbp-dbr:Category:Fiction_with_undbp-dbp:qdbp-dbr:Category:Films_based_on_works_by_Bret_Easton thedbp-dbr:Category:Film_and_televisio tookdbp-dbr:Category:Picture_of_the_Year_Japan_Academy_Pri Tarantino som ten-year-old216.0 Yasukoebdbp-dbr:Category:Environment ine the frommericandbp-dbr:Zoemerican Mexdbp-dbr:Patrick cameras.dbp-dbr:Category:Fiction_with_un criticismmerican Dileepmerican magazineDiCaprio MCU. cau Radbp-dbr:Category:Picture_of_the_Yearuzanne_Plesh ShintDiCaprio criticism the budget. thedbp-dbr:MRC_(company themericandbp-dbr:Category:Films_about_parapleg the__1 Entertainment February Filming the Anteb Globes serious? i thedbp-dbr:Category:Initial_Entertainment_Gdbp-dbr:Category:Obscws centralabout Shint Yasukodbp-dbr:Patrick Yasuko the Radbp-dbr:Zoe thedbp-dbr:Martin_S Yasukouzanne_Pleshw3:2000/01/rdf- filmed16ances the thethriller_films iuzanne_Pleshuzanne_Plesh the Globes thedbp-dbr:Toni the the the thewin Ra the scriptmerican the blu Ra version. Albuquerqu_comedy_films the citydbp-dbr:Category:Films_thatdbp-dbr:Patrick thedbp-dbr:List_of_accolades_ cau the the Tarantino's). the-of-ag BAFTAs. the Uldbp-dbr:Category:Films_about_the_upper_cl the Samandbp-dbr:Category:Films_about_rape thedbp-dbr:Zoe 2010s. cameras.uzanne_Plesh humans derai the Shintdbp-dbr:Category:Picture_of_the_Year the MCU. the has Shintances pig the When thedbp-dbp:wdbp-dbr:MRC_(company Globes Radbp-dbr:Toni Bel the Ra Radbp-dbr:MRC_(company the Lee Shint Ra Radbp-dbr:Vera_Farmiga techni Ra thedbp-dbr:American_Psycho_dbp-dbr:Category:Film_and_televisio vio Beginsdbp-dbr:Category:Films_about_rape the theystery_filmsdbp-dbr:Category:2010s_action_adventure_films thefoaf: the the theDiCaprioabout Begins Ra it.\" Shintystery_filmsfoaf: worldwide ShintDiCaprio ten-year-old thedbp-dbr:Zoedbp-dbr:ZoeDiCaprio Shint Slayer: theances for the (2022), releasingdbp-dbr:Category:Film_and_televisio the Ramericanabout Shintfoaf: the theabout Shint theystery the Rapurl:linguistics/gold/hyperdbp-dbr:Category:Picture_of_the_Year_Japan_Academy_Pridbp-dbr:Vera_Farmigadbp-dbr:Vera_Farmigadbp-dbr:Ray_Winst theailystery BAFTA.dbp-dbr:Vera_Farmiga le film the satirdbp-dbr:Category:Fiction_with_un Mex Thedbp-dbr:Category:L20dbp-dbr:Category:American_crime_about aheadfoaf:dbp-dbr:Vera_Farmigawiki:Cast_Awaywiki:Cast_Awayabout Shintalealeale Shintmerican the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 8\n",
"\tLoss: 8.52011489868164\n",
"ALL LOSS HISTORY:[8.094722747802734, 7.807557106018066, 8.107640266418457, 8.013436317443848, 8.191614151000977, 8.146231651306152, 8.176473617553711, 8.35321044921875, 8.361878395080566, 8.40705680847168, 8.452935218811035, 8.47201156616211, 8.529560089111328, 8.45173168182373, 8.395024299621582, 8.365094184875488, 8.374242782592773, 8.384217262268066, 8.40781307220459, 8.4041748046875, 8.399853706359863, 8.414795875549316, 8.411957740783691, 8.402387619018555, 8.402746200561523, 8.458992958068848, 8.474878311157227, 8.45543098449707, 8.465486526489258, 8.492018699645996, 8.548043251037598, 8.579456329345703, 8.50635814666748, 8.519460678100586, 8.530434608459473, 8.564547538757324, 8.516828536987305, 8.513859748840332, 8.494645118713379, 8.508913040161133, 8.531536102294922, 8.51519775390625, 8.51020336151123, 8.489853858947754, 8.475752830505371, 8.488625526428223, 8.485475540161133, 8.477499961853027, 8.484228134155273, 8.49443531036377, 8.502747535705566, 8.455080032348633, 8.450825691223145, 8.451924324035645, 8.444279670715332, 8.45365047454834, 8.440591812133789, 8.44157600402832, 8.447921752929688, 8.47098159790039, 8.429160118103027, 8.444330215454102, 8.449729919433594, 8.478804588317871, 8.485722541809082, 8.486381530761719, 8.496650695800781, 8.492956161499023, 8.495153427124023, 8.48240852355957, 8.484663963317871, 8.499446868896484, 8.494878768920898, 8.49397087097168, 8.51740550994873, 8.534341812133789, 8.524608612060547, 8.534038543701172, 8.544167518615723, 8.559148788452148, 8.567293167114258, 8.53615951538086, 8.543655395507812, 8.533350944519043, 8.533760070800781, 8.534952163696289, 8.543583869934082, 8.544123649597168, 8.521894454956055, 8.536378860473633, 8.525137901306152, 8.510811805725098, 8.524486541748047, 8.510299682617188, 8.507951736450195, 8.510056495666504, 8.507159233093262, 8.51220703125, 8.525518417358398, 8.519433975219727, 8.533544540405273, 8.522601127624512, 8.528806686401367, 8.516622543334961, 8.54284381866455, 8.530782699584961, 8.562280654907227, 8.550414085388184, 8.553751945495605, 8.557953834533691, 8.53931999206543, 8.523550033569336, 8.526795387268066, 8.516489028930664, 8.509628295898438, 8.488362312316895, 8.49646282196045, 8.494272232055664, 8.492521286010742, 8.504898071289062, 8.502494812011719, 8.519325256347656, 8.508843421936035, 8.525097846984863, 8.525971412658691, 8.520325660705566, 8.518462181091309, 8.527544021606445, 8.529960632324219, 8.524749755859375, 8.524097442626953, 8.518613815307617, 8.528162002563477, 8.518523216247559, 8.525017738342285, 8.522358894348145, 8.532443046569824, 8.528753280639648, 8.528828620910645, 8.532331466674805, 8.537721633911133, 8.542457580566406, 8.551860809326172, 8.5388822555542, 8.540724754333496, 8.539336204528809, 8.522659301757812, 8.527393341064453, 8.547033309936523, 8.537745475769043, 8.522971153259277, 8.521245956420898, 8.528324127197266, 8.521617889404297, 8.527543067932129, 8.522650718688965, 8.525520324707031, 8.544319152832031, 8.545434951782227, 8.536447525024414, 8.527660369873047, 8.535402297973633, 8.530599594116211, 8.522980690002441, 8.518848419189453, 8.534539222717285, 8.550896644592285, 8.560067176818848, 8.549833297729492, 8.540691375732422, 8.545472145080566, 8.54367446899414, 8.547074317932129, 8.546759605407715, 8.538257598876953, 8.523394584655762, 8.519412994384766, 8.528090476989746, 8.524568557739258, 8.51919174194336, 8.51228141784668, 8.510666847229004, 8.510773658752441, 8.505860328674316, 8.518253326416016, 8.510170936584473, 8.503711700439453, 8.496566772460938, 8.489812850952148, 8.499951362609863, 8.506850242614746, 8.4977445602417, 8.49687671661377, 8.495478630065918, 8.492677688598633, 8.49777889251709, 8.484992027282715, 8.493478775024414, 8.507020950317383, 8.490194320678711, 8.495634078979492, 8.500290870666504, 8.494362831115723, 8.491927146911621, 8.499869346618652, 8.503802299499512, 8.499916076660156, 8.500948905944824, 8.506717681884766, 8.494941711425781, 8.4971284866333, 8.506739616394043, 8.50876522064209, 8.509782791137695, 8.504354476928711, 8.505043983459473, 8.50
"Max loss:8.579456329345703, Min loss: 7.807557106018066\n",
"ACTUAL:\n",
"\t Entertainment the Lee Entertainment the Thedbp-dbr:Category:Films_set_ budget.dbp-dbr:Category:Fiction_with_unohns non-English-language the the thedbp-dbr:Roy_B Tarantino the ten-year-old the Yasukoebdbp-dbr:Category:Environment i the codbp-dbr:Category:Films_aboudbp-dbr:Zoemerican viodbp-dbr:Patrick cameras. commone. the the the the vio the cau Radbp-dbr:Category:Picture_of_the_Yearuzanne_Plesh Lee Shint vio the theactor the the the the the themerican Entertainment February the the theilli the i the the added the central the Shint highlydbp-dbr:Patrickdbp-dbr:Category:Films_about_f the Ra the the MCU. theuzanne_Plesh Ra filmed the i the the Nat iuzanne_Pleshdbp-dbr:Zoe the Globes the the the the the the the Ra the themerican the the Ra version. the_comedy_films the citydbp-dbr:Category:Films_thatdbp-dbr:Patrick the the BAFTAs. the the the the-of-agdbp-dbr:Category:Fiction_with_unreliable_narrato the Ul version the Samandbp-dbr:Category:Films_about_rape thedbp-dbr:Zoe the the the the the the Shintdbp-dbr:Category:Picture_of_the_Year thedbp-dbr:Reginald_H thedbp-dbr:List_of_accolades_ the the the the When thedbp-dbp:wdbp-dbr:MRC_(company Globes Ra the Bel the the Ra the the the the Ra Ra the the Ra the the the vio Beginsdbp-dbr:Category:Films_about_rape the theystery_films the thefoaf: the the thefoaf:about the Ra the Shintystery_films the worldwide Shint vio a thedbp-dbr:Zoedbp-dbr:MRC_(company vio the i the the for the (2022), releasing the the Ra the the Shint the the the the Shint the the the Rapurl:linguistics/gold/hyperdbp-dbr:Category:Picture_of_the_Year_Japan_Academy_Pridbp-dbr:Vera_Farmigadbp-dbr:MRC_(companydbp-dbr:Ray_Winst thedbp-dbr:Category:Films_set_in_2007 Shore, BAFTA.dbp-dbr:Vera_Farmiga le film the the thefoaf: Thedbp-dbr:Category:L the theabout aheadfoaf:dbp-dbr:Vera_Farmigadbp-dbr:Vera_Farmigawiki:Cast_Awayfoaf:about Shintale the the Shintmerican the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 9\n",
"\tLoss: 8.3861722946167\n",
"ALL LOSS HISTORY:[7.9269185066223145, 7.554001331329346, 7.805421352386475, 7.7473602294921875, 7.908576011657715, 7.836555480957031, 7.883018493652344, 8.148774147033691, 8.065244674682617, 8.258099555969238, 8.226988792419434, 8.272313117980957, 8.300567626953125, 8.222635269165039, 8.190390586853027, 8.162083625793457, 8.197968482971191, 8.167784690856934, 8.164544105529785, 8.235477447509766, 8.210874557495117, 8.20969009399414, 8.207961082458496, 8.186436653137207, 8.231385231018066, 8.28325366973877, 8.314027786254883, 8.277729988098145, 8.284551620483398, 8.296523094177246, 8.345914840698242, 8.365671157836914, 8.341252326965332, 8.340814590454102, 8.339214324951172, 8.360031127929688, 8.316937446594238, 8.306199073791504, 8.304252624511719, 8.314164161682129, 8.330653190612793, 8.3211088180542, 8.317704200744629, 8.305595397949219, 8.277877807617188, 8.2862548828125, 8.275731086730957, 8.287943840026855, 8.288931846618652, 8.294737815856934, 8.287638664245605, 8.264142990112305, 8.254987716674805, 8.246538162231445, 8.232012748718262, 8.261280059814453, 8.251327514648438, 8.222654342651367, 8.252978324890137, 8.258975982666016, 8.237554550170898, 8.254859924316406, 8.27454948425293, 8.285623550415039, 8.289796829223633, 8.291686058044434, 8.306891441345215, 8.289518356323242, 8.301671028137207, 8.289113998413086, 8.306307792663574, 8.298701286315918, 8.308551788330078, 8.315044403076172, 8.327611923217773, 8.3567476272583, 8.348203659057617, 8.35362434387207, 8.361374855041504, 8.387483596801758, 8.375418663024902, 8.376173973083496, 8.351696014404297, 8.348126411437988, 8.369362831115723, 8.369400978088379, 8.374039649963379, 8.361918449401855, 8.361928939819336, 8.36951732635498, 8.356947898864746, 8.337024688720703, 8.346293449401855, 8.33566665649414, 8.339033126831055, 8.330456733703613, 8.351430892944336, 8.34191608428955, 8.356546401977539, 8.343600273132324, 8.3735933303833, 8.35322093963623, 8.363393783569336, 8.350187301635742, 8.375144004821777, 8.381162643432617, 8.391186714172363, 8.395575523376465, 8.389689445495605, 8.395038604736328, 8.384368896484375, 8.363478660583496, 8.374634742736816, 8.36837100982666, 8.348989486694336, 8.339435577392578, 8.347249031066895, 8.335637092590332, 8.347318649291992, 8.344430923461914, 8.35918140411377, 8.351336479187012, 8.353607177734375, 8.37222957611084, 8.366509437561035, 8.372808456420898, 8.364656448364258, 8.379488945007324, 8.380632400512695, 8.378746032714844, 8.380541801452637, 8.381280899047852, 8.37234115600586, 8.376850128173828, 8.379387855529785, 8.383451461791992, 8.38249397277832, 8.37835693359375, 8.385740280151367, 8.38757038116455, 8.389898300170898, 8.4024076461792, 8.406196594238281, 8.394219398498535, 8.395928382873535, 8.405635833740234, 8.388226509094238, 8.38300609588623, 8.396574020385742, 8.39834976196289, 8.395532608032227, 8.374220848083496, 8.37992000579834, 8.38487720489502, 8.383447647094727, 8.382892608642578, 8.385491371154785, 8.398970603942871, 8.390680313110352, 8.387320518493652, 8.394125938415527, 8.38727855682373, 8.38050365447998, 8.380057334899902, 8.386311531066895, 8.385958671569824, 8.406574249267578, 8.418030738830566, 8.4120512008667, 8.394392967224121, 8.403682708740234, 8.40444564819336, 8.404672622680664, 8.407784461975098, 8.392163276672363, 8.387140274047852, 8.381830215454102, 8.385921478271484, 8.391681671142578, 8.375114440917969, 8.379240989685059, 8.365490913391113, 8.371278762817383, 8.3661527633667, 8.363323211669922, 8.368584632873535, 8.368243217468262, 8.348043441772461, 8.355142593383789, 8.351545333862305, 8.3651123046875, 8.35763168334961, 8.35671615600586, 8.359146118164062, 8.35540771484375, 8.35859489440918, 8.343360900878906, 8.355772972106934, 8.362832069396973, 8.359553337097168, 8.352865219116211, 8.361292839050293, 8.353558540344238, 8.354808807373047, 8.359946250915527, 8.366133689880371, 8.362692832946777, 8.365365028381348, 8.379335403442383, 8.361499786376953, 8.36336612701416, 8.357894897460938, 8.3761568069458, 8.370256423950195, 8.369354248046875, 8.358288764953613, 8.3719501
"Max loss:8.418030738830566, Min loss: 7.554001331329346\n",
"ACTUAL:\n",
"\t the the Lee the the Thedbp-dbr:Category:Films_set_ budget.dbp-dbr:Comfornd the the the thedbp-dbr:Category:Picture_of_the_Year_Japan_Academy_Pri the the a the Yasuko a the i the the the Samanmerican vio enginee idbp-dbr:Category:Fiction_with_un i the the the the vio the the the the the the the vio the the the the the the the the the the the the the the theilli the i the the added the central the the Written thedbp-dbr:Category:Films_about_f the Ra the the i theuzanne_Plesh the the the the the the Nat i the the theilli the the the the the the the Ra the the the the the the i the_comedy_films the city the the the the the the the the the the the the Ul version the thedbp-dbr:Category:Films_about_rape thedbp-dbr:Category:Picture_of_the_Year_Japan_Academy_Pri the the the the the the the non-English-language the the the the the the the the When thedbp-dbp:wdbp-dbr:MRC_(company Globes Ra the the the the Ra the the the the Ra the the the Ra the the theystery_films the the the theystery_films the thefoaf: the the thefoaf: i the the the the i the the the vio the thedbp-dbr:Zoe the vio the i the the the the (2022), the the the Ra the the the the the the the the the the the the thedbp-dbr:Category:Picture_of_the_Year_Japan_Academy_PriCast thedbp-dbr:Ray_Winst thedbp-dbr:Category:Films_set_in_2007 Comics BAFTA. i the film the the the the thedbp-dbr:Category:L the iabout aheadfoaf: the the thefoaf:about theale the the the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 10\n",
"\tLoss: 8.252486228942871\n",
"ALL LOSS HISTORY:[7.5948166847229, 7.282846450805664, 7.610655307769775, 7.545628547668457, 7.605672359466553, 7.6553263664245605, 7.613984107971191, 7.843934535980225, 7.789331436157227, 7.991743564605713, 7.998211860656738, 8.049016952514648, 8.032478332519531, 8.027327537536621, 7.975859642028809, 7.965513229370117, 8.007500648498535, 7.96311092376709, 8.004315376281738, 8.019832611083984, 7.984978199005127, 8.0232515335083, 8.022133827209473, 8.000195503234863, 8.052886009216309, 8.080105781555176, 8.126731872558594, 8.078596115112305, 8.084856986999512, 8.120013236999512, 8.170705795288086, 8.192769050598145, 8.143585205078125, 8.161356925964355, 8.125246047973633, 8.142582893371582, 8.108907699584961, 8.131508827209473, 8.101579666137695, 8.117860794067383, 8.114354133605957, 8.11937427520752, 8.118659019470215, 8.092986106872559, 8.07914924621582, 8.070085525512695, 8.070978164672852, 8.064289093017578, 8.07468318939209, 8.081151962280273, 8.0883150100708, 8.060005187988281, 8.065093040466309, 8.047687530517578, 8.052332878112793, 8.057649612426758, 8.032269477844238, 8.031251907348633, 8.04537296295166, 8.05367660522461, 8.033621788024902, 8.051724433898926, 8.077354431152344, 8.097484588623047, 8.107768058776855, 8.096397399902344, 8.11924934387207, 8.110478401184082, 8.101531028747559, 8.096338272094727, 8.117401123046875, 8.106555938720703, 8.130257606506348, 8.125894546508789, 8.142183303833008, 8.162792205810547, 8.17501163482666, 8.173916816711426, 8.184141159057617, 8.195745468139648, 8.198659896850586, 8.179777145385742, 8.176508903503418, 8.168128967285156, 8.177864074707031, 8.183418273925781, 8.182337760925293, 8.173519134521484, 8.19713020324707, 8.174083709716797, 8.181146621704102, 8.169301986694336, 8.180379867553711, 8.166767120361328, 8.167786598205566, 8.16011905670166, 8.158647537231445, 8.163528442382812, 8.172531127929688, 8.183075904846191, 8.192893028259277, 8.197905540466309, 8.204131126403809, 8.205961227416992, 8.20333480834961, 8.210197448730469, 8.233988761901855, 8.224127769470215, 8.22746753692627, 8.241620063781738, 8.212575912475586, 8.207985877990723, 8.200447082519531, 8.208728790283203, 8.198272705078125, 8.182112693786621, 8.191736221313477, 8.177655220031738, 8.185876846313477, 8.185378074645996, 8.186944007873535, 8.20366096496582, 8.202703475952148, 8.218025207519531, 8.224924087524414, 8.209205627441406, 8.223893165588379, 8.22901725769043, 8.232166290283203, 8.220751762390137, 8.215450286865234, 8.216898918151855, 8.217723846435547, 8.238104820251465, 8.239908218383789, 8.227425575256348, 8.23108959197998, 8.218385696411133, 8.231359481811523, 8.23714542388916, 8.246926307678223, 8.262262344360352, 8.256807327270508, 8.250308990478516, 8.259817123413086, 8.249210357666016, 8.2393159866333, 8.241453170776367, 8.254605293273926, 8.25385570526123, 8.244782447814941, 8.239739418029785, 8.233175277709961, 8.246990203857422, 8.240291595458984, 8.233550071716309, 8.244421005249023, 8.258173942565918, 8.246785163879395, 8.242441177368164, 8.235934257507324, 8.2445068359375, 8.242769241333008, 8.229235649108887, 8.246583938598633, 8.25167465209961, 8.255560874938965, 8.265423774719238, 8.26548957824707, 8.258071899414062, 8.260456085205078, 8.26153564453125, 8.25847339630127, 8.262534141540527, 8.249238967895508, 8.247339248657227, 8.244508743286133, 8.241568565368652, 8.23966121673584, 8.23297119140625, 8.23307991027832, 8.218409538269043, 8.228503227233887, 8.225351333618164, 8.223664283752441, 8.231599807739258, 8.227800369262695, 8.214061737060547, 8.20539379119873, 8.204679489135742, 8.219198226928711, 8.210372924804688, 8.216147422790527, 8.208861351013184, 8.210384368896484, 8.212268829345703, 8.196228981018066, 8.20854377746582, 8.21622371673584, 8.208948135375977, 8.207594871520996, 8.214238166809082, 8.214142799377441, 8.213395118713379, 8.213860511779785, 8.216893196105957, 8.22264575958252, 8.225149154663086, 8.23331069946289, 8.219436645507812, 8.215272903442383, 8.215235710144043, 8.228475570678711, 8.221541404724121, 8.223489761352539, 8.221388816833496, 8.22
"Max loss:8.26548957824707, Min loss: 7.282846450805664\n",
"ACTUAL:\n",
"\t the Dark the the the the the i i i the the the thedbp-dbr:Category:Picture_of_the_Year_Japan_Academy_Pri the the a the the a the i the i thedbp-dbr:Zoemerican i i i the i the the the the i the the the the the the the i the the the the the the the the the the the the the the the i the i the the the the central the the i the a the i the the i the a the the the i the the i i i the the the the the the i the the i the the the the the the the i the the theystery_films the the the the the i the the the the the the i i the thedbp-dbr:Category:Films_about_rape the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the theystery_films the the the theystery_films the the the the the the i i the i the the i i the i i the the the the i the i the the the the the the the the the the the the the the the the the the the the the the the the thedbp-dbr:Ray_Winst the i the i i the film the the the the thedbp-dbr:Category:L the iabout thefoaf: the the the theabout thedbp-dbr:MRC_(company the the the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 11\n",
"\tLoss: 8.11262035369873\n",
"ALL LOSS HISTORY:[7.673666954040527, 7.103261470794678, 7.332435607910156, 7.191325664520264, 7.309098720550537, 7.322082996368408, 7.316260814666748, 7.583808422088623, 7.547719478607178, 7.755682468414307, 7.8019185066223145, 7.810781955718994, 7.836633682250977, 7.7946248054504395, 7.782618045806885, 7.731855869293213, 7.787449359893799, 7.76053524017334, 7.818511009216309, 7.838907718658447, 7.807519912719727, 7.8095598220825195, 7.804524898529053, 7.798089504241943, 7.832668304443359, 7.881022930145264, 7.913471221923828, 7.8724751472473145, 7.922685623168945, 7.926999568939209, 7.9726128578186035, 8.00686264038086, 7.9596943855285645, 7.962065696716309, 7.919870376586914, 7.93926477432251, 7.885149002075195, 7.913160800933838, 7.90158224105835, 7.927270412445068, 7.91533899307251, 7.928507328033447, 7.9128241539001465, 7.8921732902526855, 7.8580002784729, 7.871331691741943, 7.84125280380249, 7.883555889129639, 7.8669538497924805, 7.8647308349609375, 7.885194778442383, 7.859261512756348, 7.862738132476807, 7.870767593383789, 7.836363792419434, 7.843275547027588, 7.82726526260376, 7.843563556671143, 7.863600730895996, 7.878221035003662, 7.843174457550049, 7.8559441566467285, 7.857738494873047, 7.889498710632324, 7.909307479858398, 7.913687229156494, 7.923146724700928, 7.923153877258301, 7.9160051345825195, 7.909873962402344, 7.9201812744140625, 7.928928852081299, 7.922399997711182, 7.931707382202148, 7.963236331939697, 7.975721836090088, 7.981386661529541, 7.991044998168945, 8.000134468078613, 8.017086029052734, 8.012123107910156, 8.00514030456543, 7.984976291656494, 7.984799385070801, 7.990543842315674, 7.992899417877197, 8.007148742675781, 8.007428169250488, 8.006651878356934, 7.994528770446777, 8.00173282623291, 7.980294704437256, 7.98089075088501, 7.982610702514648, 7.984800338745117, 7.988571643829346, 7.994319915771484, 8.003262519836426, 8.007197380065918, 8.012728691101074, 8.019979476928711, 8.021347045898438, 8.021327018737793, 8.028335571289062, 8.041193962097168, 8.044417381286621, 8.058701515197754, 8.067839622497559, 8.057441711425781, 8.06411075592041, 8.051473617553711, 8.045316696166992, 8.041688919067383, 8.041932106018066, 8.033875465393066, 8.028877258300781, 8.034249305725098, 8.027507781982422, 8.007453918457031, 8.032732963562012, 8.028973579406738, 8.04810905456543, 8.042165756225586, 8.056906700134277, 8.055573463439941, 8.062244415283203, 8.064168930053711, 8.071660041809082, 8.07832145690918, 8.073887825012207, 8.07025146484375, 8.06861400604248, 8.075114250183105, 8.084327697753906, 8.083090782165527, 8.079174995422363, 8.074995994567871, 8.083282470703125, 8.081892013549805, 8.082036018371582, 8.100824356079102, 8.105420112609863, 8.109161376953125, 8.10492992401123, 8.094751358032227, 8.105786323547363, 8.088866233825684, 8.094624519348145, 8.104620933532715, 8.095230102539062, 8.09758186340332, 8.089494705200195, 8.088153839111328, 8.089059829711914, 8.096065521240234, 8.0823335647583, 8.09300422668457, 8.10211181640625, 8.101609230041504, 8.09333610534668, 8.094833374023438, 8.09378433227539, 8.090775489807129, 8.086780548095703, 8.08761978149414, 8.094536781311035, 8.115514755249023, 8.124326705932617, 8.12170124053955, 8.105921745300293, 8.110092163085938, 8.115488052368164, 8.116738319396973, 8.126014709472656, 8.105801582336426, 8.093244552612305, 8.09040355682373, 8.112677574157715, 8.11136245727539, 8.097187995910645, 8.0810546875, 8.091547012329102, 8.08610725402832, 8.088500022888184, 8.081809997558594, 8.076956748962402, 8.076323509216309, 8.06579875946045, 8.064996719360352, 8.064374923706055, 8.071565628051758, 8.064759254455566, 8.068922996520996, 8.07081127166748, 8.06913948059082, 8.068570137023926, 8.059104919433594, 8.062581062316895, 8.077348709106445, 8.058716773986816, 8.06279468536377, 8.068265914916992, 8.061552047729492, 8.071792602539062, 8.077032089233398, 8.066205024719238, 8.076011657714844, 8.080427169799805, 8.082659721374512, 8.080323219299316, 8.079928398132324, 8.075223922729492, 8.083308219909668, 8.088228225708008, 8.08360767364502, 8.0708465576
"Max loss:8.130245208740234, Min loss: 7.103261470794678\n",
"ACTUAL:\n",
"\t the Dark the i the the film i i i the the the the i the the the the the a the i the i the i the i i i the i the the the the i the the the the the the the i the the the the the the the the the the the the the the the i the i the the i the the the the i the i the i the the i the a i the the i the the i i i the the the the the the i the the i the the the the the the the i the the the i the the the the the i the the the the the the i i the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the i the i the the i the the the the the the i i the i the the i i the i i the the the the i the i the i the the the the the the the the the the the the the the the the the the the the the the the i the i the i i the the the the the the the i the i the the the the the i the the the the the the the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 12\n",
"\tLoss: 7.9882893562316895\n",
"ALL LOSS HISTORY:[7.46942138671875, 6.887978553771973, 7.10053014755249, 6.987492561340332, 7.083395481109619, 7.014708042144775, 7.081969738006592, 7.32961368560791, 7.3327460289001465, 7.5445451736450195, 7.622032165527344, 7.632056713104248, 7.63962984085083, 7.5896382331848145, 7.584567546844482, 7.5622076988220215, 7.555867671966553, 7.557925701141357, 7.609485626220703, 7.614720821380615, 7.6330389976501465, 7.608863830566406, 7.6295671463012695, 7.602311611175537, 7.61898946762085, 7.7212300300598145, 7.7278008460998535, 7.702612400054932, 7.719938278198242, 7.740550518035889, 7.785623550415039, 7.811103343963623, 7.758201599121094, 7.7655720710754395, 7.729007244110107, 7.753647804260254, 7.687739372253418, 7.721126556396484, 7.700142860412598, 7.709065914154053, 7.713438987731934, 7.737527847290039, 7.713554859161377, 7.696566581726074, 7.662933826446533, 7.663845539093018, 7.641213893890381, 7.667196273803711, 7.677148342132568, 7.671494960784912, 7.693779468536377, 7.657970905303955, 7.657171726226807, 7.66623592376709, 7.646109104156494, 7.644381999969482, 7.623282432556152, 7.646298408508301, 7.657354354858398, 7.6766886711120605, 7.633420467376709, 7.687348365783691, 7.69074821472168, 7.711857795715332, 7.724990367889404, 7.720509052276611, 7.731769561767578, 7.742776393890381, 7.732091903686523, 7.7292985916137695, 7.731910228729248, 7.734227657318115, 7.740976810455322, 7.742574214935303, 7.772802829742432, 7.797347068786621, 7.787624835968018, 7.817484378814697, 7.832247734069824, 7.830680847167969, 7.827046871185303, 7.819998264312744, 7.800683975219727, 7.798126220703125, 7.817347049713135, 7.8300580978393555, 7.831072807312012, 7.82744026184082, 7.829934120178223, 7.8301215171813965, 7.826206207275391, 7.802454471588135, 7.813023567199707, 7.826322555541992, 7.809020519256592, 7.809085369110107, 7.820998191833496, 7.816005706787109, 7.841176509857178, 7.842840194702148, 7.850404739379883, 7.848957061767578, 7.858426094055176, 7.873944282531738, 7.877025127410889, 7.888393402099609, 7.903296947479248, 7.902066230773926, 7.906372547149658, 7.912923336029053, 7.8988938331604, 7.889097690582275, 7.8897294998168945, 7.893397808074951, 7.885887622833252, 7.869848728179932, 7.885655879974365, 7.860987663269043, 7.859131813049316, 7.864668369293213, 7.878533363342285, 7.889153957366943, 7.8962721824646, 7.907450199127197, 7.908493518829346, 7.908210754394531, 7.922277927398682, 7.9290289878845215, 7.918281555175781, 7.929623603820801, 7.92586612701416, 7.914146423339844, 7.922281742095947, 7.931452751159668, 7.943571090698242, 7.9374470710754395, 7.928593158721924, 7.931986331939697, 7.931273460388184, 7.942109107971191, 7.946180820465088, 7.962177276611328, 7.972552299499512, 7.958342552185059, 7.954278469085693, 7.964856147766113, 7.939425945281982, 7.953555583953857, 7.955794811248779, 7.958924293518066, 7.94570779800415, 7.939638614654541, 7.94513463973999, 7.9474287033081055, 7.950045108795166, 7.944860935211182, 7.9422078132629395, 7.958250522613525, 7.9628190994262695, 7.951685905456543, 7.95292329788208, 7.953211784362793, 7.941891670227051, 7.943928241729736, 7.946173667907715, 7.95631217956543, 7.975436687469482, 7.9827656745910645, 7.984345436096191, 7.967627048492432, 7.9713897705078125, 7.964205741882324, 7.977456569671631, 7.9828667640686035, 7.965443134307861, 7.956976413726807, 7.956295967102051, 7.964094161987305, 7.970953941345215, 7.953701496124268, 7.9481377601623535, 7.933798789978027, 7.951355457305908, 7.946636199951172, 7.951791286468506, 7.9410247802734375, 7.935877323150635, 7.919954776763916, 7.926458358764648, 7.925577163696289, 7.932322025299072, 7.926371097564697, 7.921588897705078, 7.924837589263916, 7.929632186889648, 7.93142032623291, 7.914403438568115, 7.926558494567871, 7.93280553817749, 7.923819541931152, 7.921797752380371, 7.92828893661499, 7.929679870605469, 7.930428981781006, 7.938187599182129, 7.9362335205078125, 7.941002368927002, 7.93365478515625, 7.945948123931885, 7.9397053718566895, 7.934911251068115, 7.935628414154053, 7.950257778167725, 7.944432735443115,
"Max loss:8.003321647644043, Min loss: 6.887978553771973\n",
"ACTUAL:\n",
"\t the Dark the i the the i i i i i the the the i the the i the the i i i the i the i the i i i i i the the the the i the the the the the the the i the the the the the the the i the the the the the the the i i i the i i the the the the i the i the i the the i the a i i the i the the i i i the the the the the the i the the i i the the the the the the i the the the i the the the the the i the the the the the the i i the the the the the the the the the the the the the the the the the the the the the i the i the the the the the the the the the the the the the the the i the the the the i the i the the i the the the the the i i i the i the the i i the i i the the the the i the i the i the the the i the the the the the the the i the the the the the the the the the the the i the i the i i the the the the the the the i the i the the the the the i the the the the the the the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 13\n",
"\tLoss: 7.854438304901123\n",
"ALL LOSS HISTORY:[7.266667366027832, 6.5728912353515625, 6.8430304527282715, 6.5735578536987305, 6.782077789306641, 6.734741687774658, 6.810301780700684, 7.1232733726501465, 7.063604354858398, 7.270837306976318, 7.351864814758301, 7.364850997924805, 7.390590190887451, 7.410877704620361, 7.368009567260742, 7.345260143280029, 7.365858554840088, 7.364818096160889, 7.398345947265625, 7.407774925231934, 7.4051690101623535, 7.415765285491943, 7.425065517425537, 7.423300266265869, 7.445569038391113, 7.5354743003845215, 7.516684532165527, 7.502422332763672, 7.532337665557861, 7.5387983322143555, 7.596235752105713, 7.59229040145874, 7.5532121658325195, 7.5621113777160645, 7.532983303070068, 7.570497989654541, 7.507432460784912, 7.520960807800293, 7.49507474899292, 7.522860050201416, 7.54404878616333, 7.552123069763184, 7.526793003082275, 7.513383865356445, 7.48106575012207, 7.4758100509643555, 7.449105262756348, 7.473120212554932, 7.490859031677246, 7.479208946228027, 7.478359222412109, 7.456217288970947, 7.453943729400635, 7.461148262023926, 7.46676778793335, 7.444252014160156, 7.438928127288818, 7.456400394439697, 7.487371444702148, 7.500641345977783, 7.459494113922119, 7.484663963317871, 7.504609107971191, 7.516503810882568, 7.544098854064941, 7.538782119750977, 7.545879364013672, 7.565587520599365, 7.543698310852051, 7.534860610961914, 7.554563045501709, 7.5527825355529785, 7.562168121337891, 7.58251953125, 7.575024604797363, 7.618783950805664, 7.630579471588135, 7.648139476776123, 7.6266303062438965, 7.654091835021973, 7.656695365905762, 7.649054527282715, 7.635979175567627, 7.6278157234191895, 7.648913383483887, 7.655550003051758, 7.6611104011535645, 7.657588005065918, 7.661499500274658, 7.66441535949707, 7.669649124145508, 7.637668132781982, 7.651503086090088, 7.658332824707031, 7.644858360290527, 7.65397834777832, 7.660872459411621, 7.6644816398620605, 7.685171604156494, 7.695465087890625, 7.697399139404297, 7.694911956787109, 7.698826313018799, 7.703035354614258, 7.72667932510376, 7.727237224578857, 7.742941379547119, 7.746218204498291, 7.743534564971924, 7.75750732421875, 7.736112594604492, 7.727475643157959, 7.7324910163879395, 7.732296943664551, 7.728947162628174, 7.723284721374512, 7.719550609588623, 7.714725017547607, 7.71953010559082, 7.726314067840576, 7.721161842346191, 7.739984512329102, 7.7359843254089355, 7.757440090179443, 7.751367568969727, 7.763150691986084, 7.765974521636963, 7.782139778137207, 7.782804012298584, 7.7732696533203125, 7.780224800109863, 7.777193069458008, 7.7726874351501465, 7.792869567871094, 7.79833459854126, 7.792499542236328, 7.784251689910889, 7.788736820220947, 7.792521953582764, 7.7977294921875, 7.805086612701416, 7.809540271759033, 7.824458599090576, 7.800900936126709, 7.815135955810547, 7.810965538024902, 7.811830043792725, 7.8013386726379395, 7.822366237640381, 7.819301605224609, 7.806812763214111, 7.809170246124268, 7.797903537750244, 7.801034927368164, 7.808448791503906, 7.803496360778809, 7.8078203201293945, 7.820073127746582, 7.824080467224121, 7.814774513244629, 7.805688858032227, 7.797338962554932, 7.800680160522461, 7.808218479156494, 7.808695316314697, 7.8224945068359375, 7.82730770111084, 7.842050552368164, 7.838254451751709, 7.825229167938232, 7.830410957336426, 7.837300777435303, 7.841719150543213, 7.844171524047852, 7.823633670806885, 7.820869445800781, 7.821148872375488, 7.834504127502441, 7.831395626068115, 7.817017078399658, 7.8068389892578125, 7.805337429046631, 7.810481548309326, 7.80626106262207, 7.809083461761475, 7.80856990814209, 7.795703411102295, 7.784407138824463, 7.782713413238525, 7.786428451538086, 7.801233768463135, 7.78682279586792, 7.795797348022461, 7.784181594848633, 7.784890174865723, 7.789382457733154, 7.783070087432861, 7.790619373321533, 7.8012542724609375, 7.789363384246826, 7.788664817810059, 7.790755748748779, 7.7943925857543945, 7.804893970489502, 7.794780254364014, 7.802412509918213, 7.801870822906494, 7.800209999084473, 7.814565181732178, 7.8128662109375, 7.795339584350586, 7.802812576293945, 7.81234884262085, 7.815148830413818, 7.8
"Max loss:7.874250888824463, Min loss: 6.5728912353515625\n",
"ACTUAL:\n",
"\t the i the i the the i i i i i the the the i the the i the the i i i the i the i the i i i i i the the the the i the the i the the the the i the the the the the the the i the the i the the i the i i i the i i i the the the i the i the i the i i the a i i the i the the i i i the the i the the the i the the i i the the i the the the i the the the i the the the the the i the i the i the the i i the the the the the the the the the the the the the the the the the the the the the i the i the i the the the the i i the the the the the the the i the the the the i the i the the i the the the the the i i i the i i the i i the i i the the the the i the i the i the the the i the the i i the the the i the the the the the the the the the the the i the i the i i the the the the the the the i the i the the i the the i i i the i the the the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 14\n",
"\tLoss: 7.723099231719971\n",
"ALL LOSS HISTORY:[7.26528787612915, 6.402864933013916, 6.60880708694458, 6.3773088455200195, 6.660351753234863, 6.5274224281311035, 6.59269380569458, 6.854763984680176, 6.86284875869751, 7.082759857177734, 7.138014316558838, 7.1689934730529785, 7.208771705627441, 7.198758125305176, 7.176751613616943, 7.141391277313232, 7.188222408294678, 7.14533805847168, 7.185927391052246, 7.224967956542969, 7.233486175537109, 7.240228176116943, 7.236731052398682, 7.262413501739502, 7.283177375793457, 7.328568458557129, 7.3672404289245605, 7.318302631378174, 7.330206394195557, 7.3641815185546875, 7.430566310882568, 7.422423839569092, 7.378454685211182, 7.385018825531006, 7.349524974822998, 7.373334884643555, 7.319803714752197, 7.318492889404297, 7.317643165588379, 7.3329362869262695, 7.360428810119629, 7.360337257385254, 7.346075057983398, 7.310065746307373, 7.272549152374268, 7.274567127227783, 7.2421369552612305, 7.26978063583374, 7.293237686157227, 7.291514873504639, 7.311777114868164, 7.279221534729004, 7.278956413269043, 7.2684502601623535, 7.282988548278809, 7.270000457763672, 7.261618137359619, 7.277417182922363, 7.295379638671875, 7.310288906097412, 7.276627063751221, 7.320727348327637, 7.3166327476501465, 7.345579624176025, 7.365123271942139, 7.369494438171387, 7.3940534591674805, 7.396548271179199, 7.3649749755859375, 7.363909721374512, 7.38013219833374, 7.379527568817139, 7.3795576095581055, 7.401116371154785, 7.429444313049316, 7.45358419418335, 7.459484577178955, 7.461480617523193, 7.478303909301758, 7.498617649078369, 7.479428291320801, 7.4883809089660645, 7.45799446105957, 7.447369575500488, 7.476917743682861, 7.5023088455200195, 7.4916605949401855, 7.481142997741699, 7.498093605041504, 7.502311706542969, 7.497451305389404, 7.47356653213501, 7.495569229125977, 7.485814571380615, 7.480851650238037, 7.482508182525635, 7.495155334472656, 7.504662990570068, 7.522244453430176, 7.528040885925293, 7.533500671386719, 7.544943332672119, 7.54465389251709, 7.5487213134765625, 7.564883232116699, 7.5729265213012695, 7.585751056671143, 7.600043296813965, 7.595034122467041, 7.6128973960876465, 7.579311847686768, 7.589036464691162, 7.589205741882324, 7.586950302124023, 7.57863187789917, 7.5834550857543945, 7.576406955718994, 7.562689304351807, 7.561858654022217, 7.574717998504639, 7.582736015319824, 7.5896100997924805, 7.587852954864502, 7.609490871429443, 7.613373756408691, 7.616507053375244, 7.626992702484131, 7.627474784851074, 7.636303424835205, 7.635364532470703, 7.634164333343506, 7.6352691650390625, 7.635738372802734, 7.650407791137695, 7.660725116729736, 7.647106170654297, 7.646862030029297, 7.643651962280273, 7.644970417022705, 7.653465747833252, 7.669284820556641, 7.6762824058532715, 7.678990840911865, 7.675597190856934, 7.6694536209106445, 7.673442840576172, 7.666684150695801, 7.667300701141357, 7.6752519607543945, 7.691580295562744, 7.662111759185791, 7.667001724243164, 7.661960124969482, 7.671597480773926, 7.667937278747559, 7.660927772521973, 7.6719970703125, 7.683298587799072, 7.680121898651123, 7.674569129943848, 7.675312042236328, 7.663924694061279, 7.667253494262695, 7.667072772979736, 7.667783260345459, 7.6805009841918945, 7.694516658782959, 7.698432445526123, 7.70046854019165, 7.690690517425537, 7.694511413574219, 7.696030139923096, 7.690485954284668, 7.710919380187988, 7.6888203620910645, 7.68501615524292, 7.69267463684082, 7.694440841674805, 7.695174694061279, 7.6824951171875, 7.6760478019714355, 7.66481351852417, 7.6786980628967285, 7.6769938468933105, 7.677396774291992, 7.669253349304199, 7.66357946395874, 7.654609203338623, 7.656893253326416, 7.649268627166748, 7.662364959716797, 7.655519485473633, 7.6595072746276855, 7.652241230010986, 7.647720813751221, 7.651236534118652, 7.6446638107299805, 7.657124042510986, 7.674030780792236, 7.654871940612793, 7.64949893951416, 7.664644241333008, 7.655733585357666, 7.66811466217041, 7.6706085205078125, 7.672671794891357, 7.673470973968506, 7.680872440338135, 7.686447620391846, 7.676839828491211, 7.670456886291504, 7.673028945922852, 7.682032108306885, 7.684445858001
"Max loss:7.745279788970947, Min loss: 6.3773088455200195\n",
"ACTUAL:\n",
"\t the i the i the i i i i i i the the i i the i i i the i i i the i i i i i i i i i the the the the i i i i i the i the i the the the the the i the i the i i the the i the i i i i i i i i i the i the i the i the i i the a i i the i the the i i i the the i the the the i the the i i i i i the the i i the the the i the the the the i i the i the i i the i i the the i the the the the the the the the the the the the the i the the the the i the i the the the the the the i i the the i the i i the i i i the the i the i the the i the the the i the i i i the i i the i i the i i the the the the i the i the i the the the i the i i i i the i i i the the the the the i i i the the i the i the i i the i the the the the the i the i i the i the the i i i the i the the the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 15\n",
"\tLoss: 7.603420257568359\n",
"ALL LOSS HISTORY:[6.975325584411621, 6.287357330322266, 6.430418014526367, 6.166560173034668, 6.364748954772949, 6.27170991897583, 6.344792366027832, 6.6352410316467285, 6.626402378082275, 6.87030553817749, 6.934507846832275, 6.927812099456787, 7.010025978088379, 6.986476421356201, 6.996716499328613, 6.9421305656433105, 6.9758381843566895, 6.967312812805176, 7.012157440185547, 7.043595314025879, 7.022498607635498, 7.042304515838623, 7.04438591003418, 7.066674709320068, 7.112045764923096, 7.157567977905273, 7.187447547912598, 7.134457588195801, 7.177955150604248, 7.189871311187744, 7.255201816558838, 7.261153697967529, 7.200850009918213, 7.209860801696777, 7.160465240478516, 7.157029151916504, 7.131197452545166, 7.1371235847473145, 7.143886566162109, 7.153135776519775, 7.160508155822754, 7.183411598205566, 7.165039539337158, 7.136892795562744, 7.096629619598389, 7.11145544052124, 7.0819597244262695, 7.076953411102295, 7.1059675216674805, 7.113921642303467, 7.135369777679443, 7.102168083190918, 7.100341796875, 7.091082572937012, 7.105828762054443, 7.092398643493652, 7.081350803375244, 7.095459461212158, 7.120688438415527, 7.129079341888428, 7.109682083129883, 7.128912925720215, 7.160676956176758, 7.17001485824585, 7.1781229972839355, 7.194279670715332, 7.219692230224609, 7.209630966186523, 7.198862552642822, 7.189034938812256, 7.209788799285889, 7.205769062042236, 7.222075939178467, 7.22598934173584, 7.247513771057129, 7.277395725250244, 7.296895503997803, 7.309676647186279, 7.303647518157959, 7.32818078994751, 7.321826457977295, 7.3234944343566895, 7.30327844619751, 7.2970356941223145, 7.306758880615234, 7.3274970054626465, 7.331545829772949, 7.327641010284424, 7.334371089935303, 7.344901084899902, 7.340221405029297, 7.310509204864502, 7.327906608581543, 7.333369255065918, 7.33595609664917, 7.330375671386719, 7.339770793914795, 7.359203815460205, 7.365017414093018, 7.376043796539307, 7.384806156158447, 7.376300811767578, 7.390312194824219, 7.400938034057617, 7.40704870223999, 7.410888671875, 7.4390716552734375, 7.438246726989746, 7.442547798156738, 7.449528694152832, 7.431024074554443, 7.432078838348389, 7.435773849487305, 7.437775135040283, 7.423856258392334, 7.435624599456787, 7.42001485824585, 7.412396430969238, 7.411182880401611, 7.4319167137146, 7.427832126617432, 7.443021774291992, 7.441259384155273, 7.471805572509766, 7.469686031341553, 7.484019756317139, 7.476789474487305, 7.473172664642334, 7.488887310028076, 7.4899773597717285, 7.495302200317383, 7.498284339904785, 7.494437217712402, 7.513376712799072, 7.513737201690674, 7.507580280303955, 7.495957374572754, 7.508798599243164, 7.502018928527832, 7.515137672424316, 7.5187458992004395, 7.531722068786621, 7.5397138595581055, 7.526052474975586, 7.5290913581848145, 7.5315165519714355, 7.523167610168457, 7.524665832519531, 7.537482261657715, 7.543002128601074, 7.525364875793457, 7.525331974029541, 7.521405220031738, 7.520885944366455, 7.521172523498535, 7.524988651275635, 7.530092239379883, 7.545238018035889, 7.541223049163818, 7.533807277679443, 7.52193546295166, 7.531027793884277, 7.522900581359863, 7.528256416320801, 7.5277485847473145, 7.536184787750244, 7.550446510314941, 7.563783168792725, 7.569400787353516, 7.557403087615967, 7.5547990798950195, 7.558574676513672, 7.563525199890137, 7.569403171539307, 7.553498268127441, 7.549156665802002, 7.554930210113525, 7.559869289398193, 7.567688465118408, 7.548501968383789, 7.543901443481445, 7.529262542724609, 7.537991046905518, 7.5398054122924805, 7.544478416442871, 7.542295455932617, 7.530230522155762, 7.517081260681152, 7.5147247314453125, 7.520949840545654, 7.528623104095459, 7.5231547355651855, 7.5164055824279785, 7.521308422088623, 7.509023666381836, 7.519466876983643, 7.516891002655029, 7.520391941070557, 7.541821479797363, 7.528810977935791, 7.51848840713501, 7.522818565368652, 7.531607151031494, 7.53687047958374, 7.5352888107299805, 7.538180351257324, 7.534084320068359, 7.544408798217773, 7.557231903076172, 7.543541431427002, 7.533843994140625, 7.542169094085693, 7.553872585296631, 7.548046588897705, 7.5
"Max loss:7.622353553771973, Min loss: 6.166560173034668\n",
"ACTUAL:\n",
"\t the i i i the a i i i i i the the the i i i i i the i i i i i i i i i i i i i the i the the i i the i i i i the i the the the the the i the i i i i i i i the i i i i i i i i i the i i i the i the i i the a i i the i i the i i i the the i the i the i the the i i i i i the i i i the the the i i the i i i i the i the i i i i i i the i the the the the the the the the the i the the the i the the the the i the i i the i i the the i i the the i the i i the i i i the the i the i the the i the the the i the i i i the i i the i i the i i i i the the i the i the i the the the i the the i i i the i i i the the the the the i the i the i i the i the i i the i i the the the the i i i i the i i the i i i the i the the the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 16\n",
"\tLoss: 7.4774675369262695\n",
"ALL LOSS HISTORY:[6.888087272644043, 6.077388763427734, 6.223363399505615, 5.9835052490234375, 6.106332302093506, 6.023102283477783, 6.1767168045043945, 6.4059247970581055, 6.413841724395752, 6.66931676864624, 6.703224182128906, 6.77040433883667, 6.792200565338135, 6.811154842376709, 6.821028232574463, 6.748110771179199, 6.777008056640625, 6.805110931396484, 6.828571319580078, 6.8649187088012695, 6.858272075653076, 6.852684020996094, 6.8779296875, 6.873018741607666, 6.928164005279541, 6.95039176940918, 6.985268592834473, 6.962610721588135, 6.974002361297607, 7.000965595245361, 7.041409969329834, 7.093420505523682, 7.018923759460449, 7.0120110511779785, 6.970700263977051, 6.985393524169922, 6.945115566253662, 6.9642438888549805, 6.946567535400391, 6.978855133056641, 6.986513614654541, 7.001055717468262, 6.971454620361328, 6.944797039031982, 6.919252395629883, 6.919121265411377, 6.899034023284912, 6.903343677520752, 6.932985782623291, 6.9482808113098145, 6.952143669128418, 6.9064741134643555, 6.917234420776367, 6.921070575714111, 6.919285297393799, 6.902925968170166, 6.914284706115723, 6.912018775939941, 6.942957878112793, 6.963672161102295, 6.928371429443359, 6.964095592498779, 6.975899696350098, 7.003135681152344, 7.025906562805176, 7.027199745178223, 7.06893253326416, 7.050302028656006, 7.034977912902832, 7.023794174194336, 7.039430141448975, 7.040128707885742, 7.045290470123291, 7.07025146484375, 7.076101303100586, 7.109659194946289, 7.129158973693848, 7.151608943939209, 7.135688304901123, 7.147946834564209, 7.158318996429443, 7.1664814949035645, 7.13151741027832, 7.12891149520874, 7.1378583908081055, 7.1535964012146, 7.162708282470703, 7.168708801269531, 7.174503803253174, 7.169022560119629, 7.182699680328369, 7.16304874420166, 7.170087814331055, 7.169699192047119, 7.169097423553467, 7.178369522094727, 7.191277027130127, 7.195083141326904, 7.217806816101074, 7.216755390167236, 7.225897789001465, 7.233333587646484, 7.249485492706299, 7.247254371643066, 7.27846097946167, 7.267348289489746, 7.289652347564697, 7.290823936462402, 7.305211544036865, 7.308172225952148, 7.284236907958984, 7.277464866638184, 7.281832695007324, 7.289769649505615, 7.283430576324463, 7.274404048919678, 7.280268669128418, 7.267070293426514, 7.269290924072266, 7.277771949768066, 7.273324012756348, 7.300171375274658, 7.2923479080200195, 7.308590888977051, 7.326811790466309, 7.323260307312012, 7.328436374664307, 7.346828460693359, 7.349943161010742, 7.343806266784668, 7.350833892822266, 7.35313606262207, 7.357405662536621, 7.36697244644165, 7.372284412384033, 7.365294933319092, 7.361155033111572, 7.363638877868652, 7.372357368469238, 7.366775989532471, 7.382798671722412, 7.393001079559326, 7.395193576812744, 7.37870979309082, 7.381586074829102, 7.395165920257568, 7.382630825042725, 7.389575004577637, 7.39495325088501, 7.40097188949585, 7.386857986450195, 7.386194229125977, 7.379385948181152, 7.3923563957214355, 7.392818927764893, 7.390731334686279, 7.3944292068481445, 7.397848129272461, 7.403726577758789, 7.393524169921875, 7.3858489990234375, 7.382465362548828, 7.381618976593018, 7.386584758758545, 7.3935627937316895, 7.401413440704346, 7.41455078125, 7.427875518798828, 7.42660665512085, 7.419765949249268, 7.4162068367004395, 7.422234058380127, 7.43064022064209, 7.438106060028076, 7.421292781829834, 7.410106182098389, 7.420983791351318, 7.4305315017700195, 7.433257579803467, 7.421526908874512, 7.416426181793213, 7.404321670532227, 7.405673027038574, 7.409666061401367, 7.416132926940918, 7.405550479888916, 7.394434452056885, 7.377435684204102, 7.386706352233887, 7.378847122192383, 7.398172378540039, 7.387044429779053, 7.384901523590088, 7.382566928863525, 7.3897552490234375, 7.394181728363037, 7.379286766052246, 7.383843898773193, 7.400670528411865, 7.391021251678467, 7.392104625701904, 7.3962602615356445, 7.393720626831055, 7.397696018218994, 7.402614593505859, 7.398065567016602, 7.4074506759643555, 7.409026622772217, 7.4221272468566895, 7.416867733001709, 7.4039788246154785, 7.412201404571533, 7.423753261566162, 7.42374849319458, 7.41093111
"Max loss:7.499190330505371, Min loss: 5.9835052490234375\n",
"ACTUAL:\n",
"\t i Dark i i i a i i i i i the the i i i i i i the i i i i i i i i i i i i i the i the the i i i i i i i the i i the i i the i the i i i i i i i the i i i i i i i i i the i i i i i i i i i a i i i i i the i i i i the i the i i i i i i i i i i i i i i the i the i i i i i i i the i the i i i i i i i i the the the the the the the the the i the the the i the the the the i the i i i i i the the i i the the i the i i the i i i the the i the i the the i the i i i the i i i the i i the i i i i i i i the the i i i the i the the the i the i i i i the i i i the the the the the i i i the the i the i i i i i i i the the i the i i i i the i the the i i i the i the i the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 17\n",
"\tLoss: 7.363580226898193\n",
"ALL LOSS HISTORY:[6.672764301300049, 5.941339492797852, 6.043321132659912, 5.709665298461914, 5.881717681884766, 5.885721206665039, 5.9360527992248535, 6.158326625823975, 6.139153957366943, 6.440159797668457, 6.5319437980651855, 6.540415287017822, 6.594847679138184, 6.580358028411865, 6.651289939880371, 6.58038330078125, 6.592350006103516, 6.591222763061523, 6.662609100341797, 6.682910919189453, 6.6831841468811035, 6.670191764831543, 6.695376873016357, 6.667312145233154, 6.73356819152832, 6.790008068084717, 6.818155288696289, 6.787754058837891, 6.790177345275879, 6.828127861022949, 6.890448570251465, 6.906655311584473, 6.821332931518555, 6.821562767028809, 6.7944722175598145, 6.798635482788086, 6.752122402191162, 6.7905354499816895, 6.783812522888184, 6.800631523132324, 6.801138401031494, 6.832377910614014, 6.7949538230896, 6.775242805480957, 6.7384562492370605, 6.75307035446167, 6.729136943817139, 6.732901096343994, 6.76548433303833, 6.762734889984131, 6.770936489105225, 6.735321044921875, 6.734715461730957, 6.758193016052246, 6.741031169891357, 6.735655307769775, 6.740392208099365, 6.749156475067139, 6.786973476409912, 6.781542778015137, 6.754541397094727, 6.793191909790039, 6.809169769287109, 6.839760780334473, 6.861246109008789, 6.852761268615723, 6.87751579284668, 6.875658988952637, 6.866450309753418, 6.856934547424316, 6.877535343170166, 6.868750095367432, 6.884472370147705, 6.904491424560547, 6.913430213928223, 6.956485271453857, 6.9590559005737305, 6.975566387176514, 6.990607738494873, 6.995312690734863, 6.996236801147461, 7.000641822814941, 6.961093425750732, 6.975122451782227, 6.973133563995361, 7.003050327301025, 7.003763198852539, 7.010475158691406, 7.027698993682861, 7.0226616859436035, 7.016795635223389, 6.990421295166016, 7.010361671447754, 7.024277210235596, 7.022518157958984, 7.026838779449463, 7.029430866241455, 7.046663284301758, 7.058559894561768, 7.059066295623779, 7.076887607574463, 7.070924282073975, 7.0900654792785645, 7.103835582733154, 7.1104912757873535, 7.111152648925781, 7.139352321624756, 7.144197463989258, 7.148216247558594, 7.149831771850586, 7.133354187011719, 7.129421234130859, 7.1386003494262695, 7.137712478637695, 7.134937286376953, 7.13399076461792, 7.135598659515381, 7.103806972503662, 7.115608215332031, 7.133973598480225, 7.1406569480896, 7.146524429321289, 7.1480021476745605, 7.179441452026367, 7.183077812194824, 7.181096076965332, 7.181257724761963, 7.188599586486816, 7.20409631729126, 7.199590682983398, 7.203118801116943, 7.202067852020264, 7.214331150054932, 7.21960973739624, 7.2256669998168945, 7.222263813018799, 7.208957195281982, 7.219371795654297, 7.224584579467773, 7.2276787757873535, 7.242745399475098, 7.246232986450195, 7.252439022064209, 7.239663124084473, 7.245532989501953, 7.258290767669678, 7.235821723937988, 7.24560546875, 7.256760597229004, 7.263262748718262, 7.2530517578125, 7.242809772491455, 7.244639873504639, 7.252582550048828, 7.261109828948975, 7.246134281158447, 7.254580974578857, 7.25990104675293, 7.274951457977295, 7.267041206359863, 7.250730037689209, 7.251971244812012, 7.250053405761719, 7.249024391174316, 7.252233505249023, 7.270747661590576, 7.282683372497559, 7.294505596160889, 7.290236473083496, 7.280091285705566, 7.290982723236084, 7.2836809158325195, 7.295464515686035, 7.298430919647217, 7.291062831878662, 7.281478404998779, 7.290079116821289, 7.291903018951416, 7.294571876525879, 7.283758640289307, 7.274837017059326, 7.267065048217773, 7.268997669219971, 7.278766632080078, 7.27988338470459, 7.27134370803833, 7.265651226043701, 7.253757476806641, 7.249786853790283, 7.260181427001953, 7.262146472930908, 7.256393909454346, 7.254948616027832, 7.253796100616455, 7.258152961730957, 7.260006427764893, 7.251755237579346, 7.256894111633301, 7.277334690093994, 7.258947849273682, 7.2590460777282715, 7.26720666885376, 7.268845558166504, 7.275702476501465, 7.280389785766602, 7.272409915924072, 7.28217077255249, 7.28598690032959, 7.2932515144348145, 7.2909626960754395, 7.276559829711914, 7.284337043762207, 7.298534870147705, 7.29987096786499, 7.289379119
"Max loss:7.384029865264893, Min loss: 5.709665298461914\n",
"ACTUAL:\n",
"\t i Dark i i i a i i i i i the the i i i i i i the i i i i i i i i i i i i i the i the i i i i i i i i the i i the i i the i the i i i i i i i i i i i i i i i i i the i i i i i i i i i a i i i i i the i i i i the i the i i i i i i i i i i i i i i the i i i i i i i i i the i the i i i i i i i i the i the i the the the the the i the the the i i the the the i i i i i i i the the i i the the i the i i the i i i i the i the i the the i the i i i the i i i the i i the i i i i i i i the the i i i the i the the the i the i i i i the i i i i the i i the i i i i i i the i i i i i i i the the i the i the i i i i i the i i i the i the i the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 18\n",
"\tLoss: 7.25663948059082\n",
"ALL LOSS HISTORY:[6.569708824157715, 5.704968452453613, 5.899425029754639, 5.5232343673706055, 5.718339443206787, 5.632474422454834, 5.704684257507324, 5.924348831176758, 5.947073936462402, 6.271306037902832, 6.306587219238281, 6.3574748039245605, 6.399475574493408, 6.399106502532959, 6.452003479003906, 6.378854274749756, 6.393379211425781, 6.397796630859375, 6.458186149597168, 6.5002617835998535, 6.475889682769775, 6.504105091094971, 6.494102954864502, 6.504167556762695, 6.553586006164551, 6.616635322570801, 6.638652801513672, 6.578702449798584, 6.6323466300964355, 6.651307106018066, 6.7057623863220215, 6.713734149932861, 6.671860218048096, 6.67031192779541, 6.623562335968018, 6.631436347961426, 6.590898036956787, 6.62112283706665, 6.60845422744751, 6.614002227783203, 6.625765800476074, 6.655641078948975, 6.612157821655273, 6.612182140350342, 6.555984020233154, 6.591982841491699, 6.549481391906738, 6.563080310821533, 6.578328609466553, 6.585453987121582, 6.602499485015869, 6.569411754608154, 6.592501163482666, 6.580465793609619, 6.574648857116699, 6.575581073760986, 6.570465087890625, 6.597655773162842, 6.608614444732666, 6.630789756774902, 6.607222557067871, 6.6409912109375, 6.641305923461914, 6.67482328414917, 6.6906232833862305, 6.705081462860107, 6.720573425292969, 6.736565589904785, 6.704552173614502, 6.711784362792969, 6.713662624359131, 6.723438739776611, 6.725748062133789, 6.740938663482666, 6.769432067871094, 6.778759002685547, 6.793086051940918, 6.826197147369385, 6.823297023773193, 6.844107627868652, 6.846539497375488, 6.845317363739014, 6.82208251953125, 6.8242268562316895, 6.839142799377441, 6.847167491912842, 6.854275226593018, 6.860346794128418, 6.8757805824279785, 6.872539043426514, 6.869894981384277, 6.839245319366455, 6.868207931518555, 6.874786376953125, 6.881138324737549, 6.877443313598633, 6.890174865722656, 6.8962321281433105, 6.907520771026611, 6.915887355804443, 6.931670665740967, 6.927170276641846, 6.945051193237305, 6.951207160949707, 6.966558933258057, 6.971410751342773, 6.99669885635376, 6.999178886413574, 7.001857280731201, 7.01230525970459, 6.984651565551758, 6.983658790588379, 6.994133949279785, 6.993974685668945, 6.9944305419921875, 6.999386787414551, 7.006357192993164, 6.969327926635742, 6.982756614685059, 6.989830493927002, 6.999961853027344, 7.011181354522705, 7.013433456420898, 7.02665376663208, 7.043399810791016, 7.041541576385498, 7.05184268951416, 7.069705486297607, 7.05747652053833, 7.064192771911621, 7.071515083312988, 7.072946548461914, 7.076931953430176, 7.083060264587402, 7.1018829345703125, 7.084294319152832, 7.073318004608154, 7.0883355140686035, 7.0882344245910645, 7.0962958335876465, 7.106914520263672, 7.112555503845215, 7.119824409484863, 7.108196258544922, 7.114805221557617, 7.129213809967041, 7.108067989349365, 7.115797519683838, 7.123672962188721, 7.1291046142578125, 7.122007369995117, 7.117345809936523, 7.1086506843566895, 7.116099834442139, 7.125415802001953, 7.11646032333374, 7.120312213897705, 7.134916305541992, 7.141546249389648, 7.126585483551025, 7.119574546813965, 7.1216654777526855, 7.109055995941162, 7.11906099319458, 7.128756046295166, 7.138168811798096, 7.144439697265625, 7.161396503448486, 7.158653259277344, 7.1506123542785645, 7.1628804206848145, 7.1652092933654785, 7.171618938446045, 7.17460823059082, 7.157400131225586, 7.155387878417969, 7.162248611450195, 7.175815582275391, 7.170982360839844, 7.159055709838867, 7.155953407287598, 7.14118766784668, 7.1537370681762695, 7.151430130004883, 7.1554999351501465, 7.14703893661499, 7.1357221603393555, 7.129058837890625, 7.137513637542725, 7.138784408569336, 7.135714530944824, 7.134552001953125, 7.129611015319824, 7.135171413421631, 7.1380109786987305, 7.135585784912109, 7.126357078552246, 7.1375651359558105, 7.1552605628967285, 7.146879196166992, 7.1329545974731445, 7.148983955383301, 7.143899917602539, 7.159714698791504, 7.15365743637085, 7.160897731781006, 7.168586730957031, 7.16113805770874, 7.1737751960754395, 7.169153213500977, 7.158645153045654, 7.165465354919434, 7.172804355621338, 7.176150321960
"Max loss:7.272762298583984, Min loss: 5.5232343673706055\n",
"ACTUAL:\n",
"\t i Dark i i i a i i i i i the the i i i i i i i i i i i i i i i i i i i i the i the the i i i i i i i the i i the i i the i i i i i i i i i the i i i i i i i i i the i i i i i i i i i a i i i i i the i i i i the i the i i i i i i i i i i i i i i i i i i i i i i i i the i the i i i i i i i i the i the the the the the i the i the the the i i i the the i the i i i i i the the i i the i i the i i the i i i i the i the i the the i the i i i the i i i the i i the i i i i i i i the the i i i the i the the the i the i i i i the i i i i the i the i i i i i i i the i i i i the i i the the i the i i i i i i i the i i i the i the i the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 19\n",
"\tLoss: 7.143111228942871\n",
"ALL LOSS HISTORY:[6.448577880859375, 5.5848588943481445, 5.6079535484313965, 5.320947170257568, 5.4785919189453125, 5.351426601409912, 5.473365783691406, 5.8097734451293945, 5.751543998718262, 6.050970077514648, 6.156365871429443, 6.145948886871338, 6.183591365814209, 6.212045192718506, 6.2278828620910645, 6.19627571105957, 6.239506244659424, 6.215518474578857, 6.274251937866211, 6.321194171905518, 6.283326148986816, 6.296288013458252, 6.335718631744385, 6.336501598358154, 6.390013217926025, 6.425908088684082, 6.461666584014893, 6.417418479919434, 6.471827030181885, 6.483132839202881, 6.516804218292236, 6.561731338500977, 6.493473529815674, 6.4904327392578125, 6.442474365234375, 6.458592414855957, 6.406595230102539, 6.448554992675781, 6.4292192459106445, 6.470635414123535, 6.44123649597168, 6.502466678619385, 6.460651397705078, 6.426895618438721, 6.400935649871826, 6.404217720031738, 6.387399673461914, 6.3991827964782715, 6.421386241912842, 6.430965423583984, 6.454192638397217, 6.424370765686035, 6.402440547943115, 6.427713871002197, 6.423639297485352, 6.409796714782715, 6.417586803436279, 6.4171648025512695, 6.448501110076904, 6.453378200531006, 6.446420669555664, 6.488489151000977, 6.4848408699035645, 6.50070858001709, 6.541082859039307, 6.549001693725586, 6.573690891265869, 6.569930553436279, 6.545556545257568, 6.530722618103027, 6.55419921875, 6.568851470947266, 6.571412086486816, 6.588584899902344, 6.624610900878906, 6.6514573097229, 6.6439433097839355, 6.68278694152832, 6.672611236572266, 6.685971260070801, 6.693175315856934, 6.7049736976623535, 6.683319568634033, 6.666910648345947, 6.685304164886475, 6.692146301269531, 6.712006568908691, 6.713066577911377, 6.733687877655029, 6.7351975440979, 6.728494644165039, 6.709784030914307, 6.720985412597656, 6.729068756103516, 6.7275800704956055, 6.7395501136779785, 6.750558853149414, 6.749410629272461, 6.776601314544678, 6.782032012939453, 6.7904486656188965, 6.78526496887207, 6.8061957359313965, 6.806808948516846, 6.830644130706787, 6.837474346160889, 6.8514084815979, 6.855425834655762, 6.868206977844238, 6.874258518218994, 6.855808734893799, 6.8506035804748535, 6.867371559143066, 6.863743305206299, 6.855127811431885, 6.870049953460693, 6.863830089569092, 6.835156440734863, 6.847942352294922, 6.858080863952637, 6.862032413482666, 6.87330436706543, 6.878449440002441, 6.901682376861572, 6.904613494873047, 6.908461093902588, 6.915586471557617, 6.921981334686279, 6.940784454345703, 6.934628963470459, 6.934157848358154, 6.947569370269775, 6.944429397583008, 6.961115837097168, 6.9600090980529785, 6.9599432945251465, 6.95340633392334, 6.955574989318848, 6.956821441650391, 6.97490119934082, 6.969671249389648, 6.986902236938477, 7.001001358032227, 6.980566024780273, 6.994777679443359, 6.989306449890137, 6.979905605316162, 6.9819440841674805, 7.0084547996521, 7.001879692077637, 6.98477029800415, 6.9905781745910645, 6.993096828460693, 6.994844436645508, 6.999704837799072, 6.991573810577393, 6.996206283569336, 7.00598669052124, 7.018120765686035, 7.003397464752197, 6.998495101928711, 6.9928107261657715, 6.996274471282959, 6.992025852203369, 7.0042338371276855, 7.018033981323242, 7.034039497375488, 7.0392889976501465, 7.045684814453125, 7.0309906005859375, 7.03839635848999, 7.046295166015625, 7.0464863777160645, 7.053264617919922, 7.032238960266113, 7.036102771759033, 7.042308807373047, 7.042109489440918, 7.056153774261475, 7.032491683959961, 7.0378594398498535, 7.022114276885986, 7.030693531036377, 7.036912441253662, 7.036000728607178, 7.0257248878479, 7.02465295791626, 7.007939338684082, 7.018637180328369, 7.013219356536865, 7.027708530426025, 7.00872278213501, 7.020407199859619, 7.0138726234436035, 7.01655912399292, 7.017908096313477, 7.011396408081055, 7.026084899902344, 7.046487808227539, 7.022907733917236, 7.028833389282227, 7.037117958068848, 7.035088062286377, 7.037962436676025, 7.047767162322998, 7.04400634765625, 7.04571008682251, 7.048491477966309, 7.060985088348389, 7.046865463256836, 7.0465497970581055, 7.051995754241943, 7.061369895935059, 7.069575309753418, 7.062
"Max loss:7.1634745597839355, Min loss: 5.320947170257568\n",
"ACTUAL:\n",
"\t i Dark i i i a i i i i i the the i i i i i i the i i i i i i i i i i i i i the i the i i i i i i i i the i i the i i the i the i i i i i i i the i i i i i i i i i the i i i i i i i i i a i i i i i the i i i i the i the i i i i i i i i i i i i i i i i i i i i i i i i the i the i i i i i i i i the i i i the the the the the i i the the i i i the the i the i i i i i the the i i the i i the i i the i i i i the i the i the the i the i i i the i i i the i i the i i i i i i i i the i i i the i the the the i the i i i i the i i i i the i the i i i i i i i the i i i i i i i the the i the i i i i i i i the i i i the i the i the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 20\n",
"\tLoss: 7.044167995452881\n",
"ALL LOSS HISTORY:[6.235759258270264, 5.337841987609863, 5.4562811851501465, 5.1054792404174805, 5.295226097106934, 5.204626083374023, 5.324408531188965, 5.538703918457031, 5.575644016265869, 5.850948810577393, 5.902679920196533, 5.9900803565979, 6.009750843048096, 6.048386096954346, 6.047853946685791, 5.997110843658447, 6.054023265838623, 6.0376715660095215, 6.093036651611328, 6.124389171600342, 6.089594841003418, 6.129530429840088, 6.1379714012146, 6.16508150100708, 6.2138590812683105, 6.251072406768799, 6.29223108291626, 6.22817850112915, 6.271771430969238, 6.298452854156494, 6.358614444732666, 6.375304698944092, 6.324676990509033, 6.3163323402404785, 6.2793660163879395, 6.27849817276001, 6.251199245452881, 6.262500762939453, 6.256697654724121, 6.285661697387695, 6.31635046005249, 6.305354595184326, 6.297915458679199, 6.278058052062988, 6.234262943267822, 6.273595333099365, 6.223445892333984, 6.228150844573975, 6.269997596740723, 6.282857894897461, 6.277729511260986, 6.257620811462402, 6.252330303192139, 6.263486385345459, 6.250410079956055, 6.252388954162598, 6.255067825317383, 6.2718586921691895, 6.307555675506592, 6.31137752532959, 6.292430877685547, 6.32063627243042, 6.3364338874816895, 6.367702960968018, 6.368744373321533, 6.387360095977783, 6.4231696128845215, 6.420330047607422, 6.405677795410156, 6.388821601867676, 6.3988776206970215, 6.421816825866699, 6.42953634262085, 6.429938316345215, 6.471281051635742, 6.49846076965332, 6.503109931945801, 6.541021823883057, 6.531670093536377, 6.536566734313965, 6.541720390319824, 6.5603461265563965, 6.535544395446777, 6.524618148803711, 6.539794921875, 6.561235427856445, 6.56790828704834, 6.574199199676514, 6.586620330810547, 6.578239440917969, 6.588632583618164, 6.563107490539551, 6.585809707641602, 6.588232040405273, 6.592801094055176, 6.60014009475708, 6.615433216094971, 6.619880676269531, 6.629693031311035, 6.643542289733887, 6.65050745010376, 6.651191711425781, 6.675021648406982, 6.667174339294434, 6.693810939788818, 6.6932573318481445, 6.723140716552734, 6.734347343444824, 6.737167835235596, 6.728821277618408, 6.723696708679199, 6.7220659255981445, 6.726574420928955, 6.7256293296813965, 6.728379249572754, 6.719855785369873, 6.730519771575928, 6.706401348114014, 6.713804244995117, 6.730828285217285, 6.731978416442871, 6.739124298095703, 6.748446941375732, 6.77742338180542, 6.77829647064209, 6.770697593688965, 6.784782886505127, 6.803801536560059, 6.800364017486572, 6.80967378616333, 6.807703971862793, 6.812174320220947, 6.810719966888428, 6.832128524780273, 6.842258930206299, 6.838824272155762, 6.8342180252075195, 6.833950996398926, 6.834527492523193, 6.8300957679748535, 6.841545104980469, 6.869855880737305, 6.8637189865112305, 6.865190505981445, 6.860049247741699, 6.870401859283447, 6.851504802703857, 6.863050937652588, 6.878971099853516, 6.883692264556885, 6.86124324798584, 6.8642168045043945, 6.862490653991699, 6.872966766357422, 6.871994495391846, 6.863113880157471, 6.876317024230957, 6.884649753570557, 6.890389442443848, 6.884037017822266, 6.875617027282715, 6.8752923011779785, 6.863297939300537, 6.873157978057861, 6.877780914306641, 6.896154403686523, 6.900914669036865, 6.921246528625488, 6.92214298248291, 6.906806468963623, 6.913477897644043, 6.923967361450195, 6.9242048263549805, 6.938610553741455, 6.917764186859131, 6.922738552093506, 6.9213547706604, 6.934293746948242, 6.933387756347656, 6.925498008728027, 6.920914649963379, 6.909893989562988, 6.912902355194092, 6.920444488525391, 6.9215898513793945, 6.920455455780029, 6.90763521194458, 6.894547462463379, 6.900887966156006, 6.900059700012207, 6.9093918800354, 6.900418758392334, 6.906461238861084, 6.907366752624512, 6.901697158813477, 6.913053035736084, 6.902556419372559, 6.918715476989746, 6.930095195770264, 6.912112236022949, 6.910799026489258, 6.916065216064453, 6.916897773742676, 6.922910213470459, 6.930721282958984, 6.9315385818481445, 6.93684720993042, 6.933047771453857, 6.94902229309082, 6.9378838539123535, 6.931360244750977, 6.941076755523682, 6.954220771789551, 6.948548316955566, 6.9539985656
"Max loss:7.056260585784912, Min loss: 5.1054792404174805\n",
"ACTUAL:\n",
"\t i Dark i i i a i i i i i i the i i i i a i the i i i i i i i i i i i i i i i the i i i i i i i i the i i the i i the i the i i i i i i i the i i i i i i i i i the i i i i i i i i i a i i i i i the i i i i the i the i i i i i i i i i i i i i i i i i i i i i i i i the i the i i i i i i i i the i i i the the the the the i the i the i i i the the i i i i i i i the the i i the i i the i i the i i i i the i the i the the i the i i i the i i i the i i the i i i i i i i i the i i i the i the the the i the i i i i the i i i i the i the i i i i i i i the i i i i i i i the the i the i i i i i i i the i i i the i the i the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 21\n",
"\tLoss: 6.9422173500061035\n",
"ALL LOSS HISTORY:[5.99036979675293, 5.1075921058654785, 5.284964084625244, 4.861074447631836, 5.022640228271484, 5.004908084869385, 5.081474781036377, 5.428400039672852, 5.341536998748779, 5.6478590965271, 5.783501625061035, 5.780932903289795, 5.8516130447387695, 5.826481819152832, 5.847525119781494, 5.817760944366455, 5.860828399658203, 5.885027885437012, 5.909571170806885, 5.954727649688721, 5.9419426918029785, 5.9495320320129395, 5.975438594818115, 5.966943264007568, 6.024042129516602, 6.063010215759277, 6.122045993804932, 6.067730903625488, 6.109118938446045, 6.128468036651611, 6.173614978790283, 6.212271690368652, 6.142076015472412, 6.136173725128174, 6.10184383392334, 6.114622592926025, 6.077141284942627, 6.08354377746582, 6.09678316116333, 6.135604381561279, 6.142941951751709, 6.141911029815674, 6.1395745277404785, 6.118569850921631, 6.068632125854492, 6.081887245178223, 6.065478801727295, 6.07689905166626, 6.101473331451416, 6.133869171142578, 6.132697105407715, 6.094240665435791, 6.084433078765869, 6.105183124542236, 6.105008125305176, 6.0948166847229, 6.103285789489746, 6.1025614738464355, 6.13511323928833, 6.15527868270874, 6.128516674041748, 6.166618824005127, 6.176574230194092, 6.223659515380859, 6.239943027496338, 6.242241859436035, 6.265843868255615, 6.2708210945129395, 6.261066436767578, 6.232831954956055, 6.249856472015381, 6.278100967407227, 6.277608394622803, 6.295105934143066, 6.3164801597595215, 6.341256618499756, 6.350957870483398, 6.388444900512695, 6.3867573738098145, 6.401752471923828, 6.403886795043945, 6.413558006286621, 6.388195991516113, 6.390712738037109, 6.394731521606445, 6.416640758514404, 6.43364143371582, 6.425868511199951, 6.432502746582031, 6.440382957458496, 6.448558330535889, 6.430553913116455, 6.435474872589111, 6.45000696182251, 6.456507682800293, 6.452669620513916, 6.46230411529541, 6.480981349945068, 6.504089832305908, 6.507223129272461, 6.522490501403809, 6.51386833190918, 6.524397373199463, 6.528244495391846, 6.563004970550537, 6.552311897277832, 6.579134464263916, 6.601465702056885, 6.588924407958984, 6.601984977722168, 6.584531307220459, 6.581322193145752, 6.594515323638916, 6.601045608520508, 6.588950157165527, 6.5931396484375, 6.6001129150390625, 6.5743184089660645, 6.593430995941162, 6.593833923339844, 6.595060348510742, 6.617543697357178, 6.6063313484191895, 6.640472412109375, 6.643458366394043, 6.65186882019043, 6.664539337158203, 6.665523529052734, 6.67454195022583, 6.67513370513916, 6.6888427734375, 6.6805830001831055, 6.69710636138916, 6.700838088989258, 6.714104652404785, 6.702972412109375, 6.68184757232666, 6.699853897094727, 6.703222274780273, 6.708688259124756, 6.719038963317871, 6.731724739074707, 6.753067493438721, 6.7336530685424805, 6.725550651550293, 6.7502923011779785, 6.7371907234191895, 6.734521389007568, 6.74920129776001, 6.755924224853516, 6.755747318267822, 6.740799903869629, 6.745736122131348, 6.751947402954102, 6.743128776550293, 6.750754356384277, 6.752139568328857, 6.760624885559082, 6.76596212387085, 6.756875514984131, 6.75337553024292, 6.757018089294434, 6.749439239501953, 6.755956649780273, 6.761191368103027, 6.777059078216553, 6.787118911743164, 6.799129009246826, 6.804851531982422, 6.7983527183532715, 6.799076557159424, 6.804919719696045, 6.815329551696777, 6.81381893157959, 6.799887657165527, 6.796286106109619, 6.804134845733643, 6.821078300476074, 6.8209228515625, 6.813523292541504, 6.807496547698975, 6.79652214050293, 6.800443649291992, 6.803747653961182, 6.801919460296631, 6.803755760192871, 6.792855739593506, 6.781578540802002, 6.78031587600708, 6.791995525360107, 6.792771816253662, 6.78726053237915, 6.792663097381592, 6.789814472198486, 6.795713901519775, 6.805611610412598, 6.790416240692139, 6.7959747314453125, 6.815427303314209, 6.804164409637451, 6.8029069900512695, 6.803641319274902, 6.807775497436523, 6.816091537475586, 6.818967342376709, 6.826014995574951, 6.832502365112305, 6.8311767578125, 6.840297698974609, 6.829771995544434, 6.821478843688965, 6.82734489440918, 6.84886360168457, 6.8454365730285645, 6.832088947296143, 6.
"Max loss:6.954782485961914, Min loss: 4.861074447631836\n",
"ACTUAL:\n",
"\t i Dark Knight i i a i i i i i the the i i a i a i the i i i i i i i the i i i i i the i i the i i i i i ind the i i the i i the i i i i i i i i i the i i i i i i i i i the i i i i i i i i i a i i i i i the i i i i the i the i i i i i i i i i i i i i i i i i i i i i i i i the i the i i i i i i i i the i the i the the the the the i i i the i ind the the i i i i i i i i the i i the i i the i i the i i i i the i the i the the i i i the i the i i i the i i the i i i i i i i the the i i i the i the the the i the i i i i the i i i i the i the i i i i i i i the i i i i i i i the the i the i i i i i i i the i i i the i the i the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 22\n",
"\tLoss: 6.846838474273682\n",
"ALL LOSS HISTORY:[5.988055229187012, 4.961155414581299, 4.94629430770874, 4.671542644500732, 4.804603576660156, 4.772118091583252, 4.8999738693237305, 5.098396301269531, 5.137829303741455, 5.466405391693115, 5.579626560211182, 5.539160251617432, 5.600678443908691, 5.627513885498047, 5.7050275802612305, 5.625246047973633, 5.66250467300415, 5.687312602996826, 5.713724136352539, 5.771589279174805, 5.718716144561768, 5.744560718536377, 5.7711710929870605, 5.780267715454102, 5.840238571166992, 5.870112895965576, 5.908461570739746, 5.899819374084473, 5.913863658905029, 5.971095085144043, 6.015593528747559, 6.039521217346191, 5.965063571929932, 5.996845245361328, 5.946723937988281, 5.9435038566589355, 5.903487682342529, 5.914744853973389, 5.93799352645874, 5.943328857421875, 5.963204860687256, 6.000542640686035, 5.984798908233643, 5.935927867889404, 5.90167760848999, 5.922861576080322, 5.897424697875977, 5.9073052406311035, 5.944934844970703, 5.9433417320251465, 5.991471767425537, 5.949867248535156, 5.942986488342285, 5.945850372314453, 5.947242259979248, 5.943636894226074, 5.945043087005615, 5.95529842376709, 5.976317405700684, 6.006648063659668, 5.982874870300293, 6.033170223236084, 6.025949478149414, 6.04835844039917, 6.08630895614624, 6.105197429656982, 6.123824596405029, 6.127767086029053, 6.107970714569092, 6.096447467803955, 6.112064361572266, 6.1244215965271, 6.13513708114624, 6.159881591796875, 6.166200160980225, 6.204246520996094, 6.209480285644531, 6.245736122131348, 6.251920700073242, 6.255609035491943, 6.247885704040527, 6.2804856300354, 6.236847877502441, 6.243509769439697, 6.257284164428711, 6.269434928894043, 6.28851318359375, 6.302741527557373, 6.306100845336914, 6.296875, 6.308012008666992, 6.285982131958008, 6.305688858032227, 6.314481735229492, 6.316400051116943, 6.322174549102783, 6.325100898742676, 6.345180988311768, 6.3657660484313965, 6.363256931304932, 6.381460666656494, 6.369559288024902, 6.390030860900879, 6.400928020477295, 6.411838054656982, 6.425174236297607, 6.4459052085876465, 6.4604268074035645, 6.447324752807617, 6.4689412117004395, 6.4423699378967285, 6.44757080078125, 6.45591926574707, 6.460217475891113, 6.457981586456299, 6.4634809494018555, 6.461941242218018, 6.448737621307373, 6.447712421417236, 6.473361015319824, 6.470485687255859, 6.477453231811523, 6.476385116577148, 6.525001049041748, 6.520885944366455, 6.509880542755127, 6.532167434692383, 6.5349440574646, 6.542688846588135, 6.555263042449951, 6.556100368499756, 6.5629448890686035, 6.559206962585449, 6.579580783843994, 6.575629234313965, 6.581385135650635, 6.5616583824157715, 6.575293064117432, 6.5821051597595215, 6.583098888397217, 6.5967535972595215, 6.619305610656738, 6.619932174682617, 6.611176490783691, 6.6095290184021, 6.624758720397949, 6.6053643226623535, 6.611152648925781, 6.637401103973389, 6.6348652839660645, 6.625864028930664, 6.627835750579834, 6.6198625564575195, 6.634459495544434, 6.623331069946289, 6.630757808685303, 6.632821083068848, 6.653641700744629, 6.651912212371826, 6.641900062561035, 6.633886337280273, 6.6406989097595215, 6.636546611785889, 6.640549659729004, 6.645084857940674, 6.657249450683594, 6.671268463134766, 6.684474468231201, 6.681351184844971, 6.678971767425537, 6.678532600402832, 6.693687438964844, 6.692638397216797, 6.700214385986328, 6.68477201461792, 6.683010578155518, 6.688464641571045, 6.695342540740967, 6.701094150543213, 6.692759037017822, 6.682916641235352, 6.683931350708008, 6.697154998779297, 6.694642543792725, 6.689585208892822, 6.691320896148682, 6.678976058959961, 6.673311710357666, 6.666996479034424, 6.675778865814209, 6.687754154205322, 6.673576354980469, 6.6793413162231445, 6.682860851287842, 6.679498672485352, 6.689699172973633, 6.675578594207764, 6.6880340576171875, 6.705476760864258, 6.693775177001953, 6.6822333335876465, 6.698793411254883, 6.693029403686523, 6.710703372955322, 6.705353736877441, 6.7090067863464355, 6.716598033905029, 6.715580463409424, 6.7412638664245605, 6.724075794219971, 6.71681022644043, 6.727899551391602, 6.731320381164551, 6.746401309967041, 6.7300367
"Max loss:6.86093282699585, Min loss: 4.671542644500732\n",
"ACTUAL:\n",
"\t Dark Dark Knight is a i i i i i the the i i a i a i i wit i i i i i i the i i i i i i i i the i i i i i ind the i i the i i the i the i i i i i i i the i i i i i i i ind the i i i i i i i i i a i i i i i the i i i i the i the i i i i i i i i i i i i i i i the i i i i i i i i the i the i i i i i i i i the i the i the the the i the i the i the i ind the the i the i i i i i the the i i the the i the i i the i i i i the i the i the the i the i i i the i i i the i i the i i i i i a i i the i i i the i the the the i the i i i i the i i ind the i the i i i i i i i the i i i i i i i the the i the i i ind i i i the i ind the i thend the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 23\n",
"\tLoss: 6.744430065155029\n",
"ALL LOSS HISTORY:[5.81983757019043, 4.6237077713012695, 4.754716873168945, 4.478067874908447, 4.624126434326172, 4.526956558227539, 4.6989545822143555, 4.9606404304504395, 4.998759746551514, 5.250518798828125, 5.31640100479126, 5.376256465911865, 5.448290824890137, 5.461215972900391, 5.50294303894043, 5.447052001953125, 5.4735894203186035, 5.495168209075928, 5.5131731033325195, 5.579943656921387, 5.531937599182129, 5.585355758666992, 5.577392578125, 5.611480236053467, 5.641320705413818, 5.711236953735352, 5.73085355758667, 5.730694770812988, 5.749385833740234, 5.776427745819092, 5.831536769866943, 5.858081817626953, 5.786892414093018, 5.811777591705322, 5.753829479217529, 5.777233600616455, 5.728921413421631, 5.768646240234375, 5.765275001525879, 5.789691925048828, 5.802952289581299, 5.817249298095703, 5.798638343811035, 5.773358345031738, 5.749171733856201, 5.7694091796875, 5.719679355621338, 5.7354607582092285, 5.770556926727295, 5.781888008117676, 5.818032741546631, 5.779210567474365, 5.7888383865356445, 5.801133155822754, 5.800526142120361, 5.7914910316467285, 5.787906646728516, 5.8082122802734375, 5.821613311767578, 5.8517279624938965, 5.821145534515381, 5.8656229972839355, 5.870358943939209, 5.9035964012146, 5.936855316162109, 5.935638904571533, 5.963344097137451, 5.974502086639404, 5.972362041473389, 5.943742752075195, 5.958850860595703, 5.961451530456543, 5.97350549697876, 6.01275634765625, 6.026132583618164, 6.04697847366333, 6.0636210441589355, 6.082128524780273, 6.097194194793701, 6.110630035400391, 6.115379810333252, 6.123376369476318, 6.090027809143066, 6.09738826751709, 6.124095439910889, 6.123087406158447, 6.1302876472473145, 6.152598857879639, 6.154841423034668, 6.149805545806885, 6.160983085632324, 6.139195919036865, 6.154730796813965, 6.1812849044799805, 6.175563335418701, 6.186163425445557, 6.19053840637207, 6.202584266662598, 6.218348503112793, 6.237261772155762, 6.236816883087158, 6.246279716491699, 6.260719299316406, 6.260754108428955, 6.272939205169678, 6.294633388519287, 6.30922794342041, 6.32790470123291, 6.331487655639648, 6.330399513244629, 6.322940349578857, 6.3138427734375, 6.3242692947387695, 6.330480098724365, 6.327701091766357, 6.31785774230957, 6.326753616333008, 6.327559471130371, 6.318093299865723, 6.337182521820068, 6.334022045135498, 6.352570533752441, 6.358849048614502, 6.3819580078125, 6.381453514099121, 6.39420223236084, 6.398627758026123, 6.40592622756958, 6.412065505981445, 6.427030563354492, 6.431021213531494, 6.437006950378418, 6.444366455078125, 6.4546589851379395, 6.4587531089782715, 6.4477410316467285, 6.433536052703857, 6.456778049468994, 6.458089828491211, 6.469375133514404, 6.475409507751465, 6.495075702667236, 6.498258113861084, 6.4768781661987305, 6.495628833770752, 6.494998455047607, 6.484791278839111, 6.50177526473999, 6.511022567749023, 6.507835865020752, 6.5046162605285645, 6.506657600402832, 6.49061393737793, 6.511194705963135, 6.511893272399902, 6.508260250091553, 6.517017364501953, 6.520544052124023, 6.52479887008667, 6.5134453773498535, 6.511571884155273, 6.520533561706543, 6.510450839996338, 6.5203776359558105, 6.529991626739502, 6.538501262664795, 6.552880764007568, 6.571371078491211, 6.576651573181152, 6.564552307128906, 6.5736775398254395, 6.576629638671875, 6.579092979431152, 6.585302829742432, 6.571569442749023, 6.574192523956299, 6.5774946212768555, 6.587738990783691, 6.596408367156982, 6.573089122772217, 6.578463077545166, 6.563220977783203, 6.565165996551514, 6.577967643737793, 6.588253021240234, 6.5788655281066895, 6.573017597198486, 6.560306549072266, 6.559758186340332, 6.5632829666137695, 6.573169231414795, 6.565720081329346, 6.569072723388672, 6.56543493270874, 6.561509132385254, 6.575535774230957, 6.570704936981201, 6.5827131271362305, 6.581160068511963, 6.577122688293457, 6.5755438804626465, 6.5905280113220215, 6.590751647949219, 6.594947338104248, 6.604201793670654, 6.609111309051514, 6.608163356781006, 6.611977577209473, 6.627431392669678, 6.618498802185059, 6.604928970336914, 6.614904403686523, 6.630041122436523, 6.629029273986816, 6.62
"Max loss:6.753704071044922, Min loss: 4.478067874908447\n",
"ACTUAL:\n",
"\t Dark Dark Knight is and i film i i the the the i a i a i the wit i i i i i i the i i i i i i i i the i i i i i and the i i the i i the i i i i i i i i i the i i i i i i i ind the i i i i i i i i i a i i i i i the i i i i the i the i i i i i i i i i i i i i i i the i i i i i i i i the i the i i i i i i i i the i i i the the thend the i the i the i ind the the i i i i i i i the the i i the the i the i i the i i i the the i the i the the i the i i i the i i i the i i the i i i i i a i the the i i i i i the the the i the i i ind the i i ind the i the i i i i i i i the i i i i i i i the the i the i the ind i i i the i ind the i thend the the i<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 24\n",
"\tLoss: 6.648453235626221\n",
"ALL LOSS HISTORY:[5.4027533531188965, 4.471510887145996, 4.525233745574951, 4.271457672119141, 4.367197513580322, 4.393083095550537, 4.472964286804199, 4.720496654510498, 4.74484920501709, 5.061018466949463, 5.12230110168457, 5.183384895324707, 5.245036602020264, 5.275007724761963, 5.281468391418457, 5.224230766296387, 5.285845756530762, 5.303049564361572, 5.3672308921813965, 5.38160514831543, 5.365588188171387, 5.3483452796936035, 5.3757004737854, 5.435970306396484, 5.433938980102539, 5.538315296173096, 5.555108547210693, 5.5084614753723145, 5.566011428833008, 5.593059062957764, 5.631865978240967, 5.672597408294678, 5.609714031219482, 5.636998176574707, 5.567506313323975, 5.588190078735352, 5.565907955169678, 5.597988128662109, 5.602063179016113, 5.631511688232422, 5.625542640686035, 5.672600269317627, 5.61271858215332, 5.60975456237793, 5.578031539916992, 5.596523284912109, 5.562076091766357, 5.586524486541748, 5.610958576202393, 5.620245933532715, 5.652178764343262, 5.625879764556885, 5.623061656951904, 5.63385534286499, 5.649636745452881, 5.6305060386657715, 5.645002365112305, 5.635220527648926, 5.663054943084717, 5.692585468292236, 5.665394306182861, 5.7133097648620605, 5.714139938354492, 5.7404327392578125, 5.7926435470581055, 5.785698890686035, 5.819612979888916, 5.811411380767822, 5.810101509094238, 5.773543834686279, 5.80767822265625, 5.828114986419678, 5.845508575439453, 5.850318431854248, 5.8778228759765625, 5.9130096435546875, 5.911808967590332, 5.946475982666016, 5.9555559158325195, 5.966015815734863, 5.966159820556641, 5.984060287475586, 5.954562664031982, 5.944212913513184, 5.975424766540527, 5.98980712890625, 5.996626377105713, 6.017236232757568, 6.007234573364258, 6.008657455444336, 6.026087284088135, 6.001981735229492, 6.024574279785156, 6.041450023651123, 6.028295993804932, 6.042771816253662, 6.049666404724121, 6.071242809295654, 6.071284294128418, 6.077216148376465, 6.101038932800293, 6.09824275970459, 6.117199897766113, 6.123017311096191, 6.147339344024658, 6.148950099945068, 6.185250282287598, 6.197653293609619, 6.198324680328369, 6.209402561187744, 6.186074256896973, 6.178009033203125, 6.189407825469971, 6.202528953552246, 6.195705890655518, 6.195130825042725, 6.196835994720459, 6.190038681030273, 6.184187889099121, 6.197690963745117, 6.208163738250732, 6.227065086364746, 6.2314043045043945, 6.252060413360596, 6.254035949707031, 6.2596235275268555, 6.272531986236572, 6.278491020202637, 6.288981914520264, 6.295889377593994, 6.299289703369141, 6.310417175292969, 6.310903072357178, 6.324281692504883, 6.3335280418396, 6.323051929473877, 6.312370777130127, 6.3302693367004395, 6.338627815246582, 6.336413383483887, 6.351584434509277, 6.3568596839904785, 6.364251613616943, 6.369601726531982, 6.363084316253662, 6.377591133117676, 6.364273548126221, 6.375821590423584, 6.400485515594482, 6.384687900543213, 6.384227752685547, 6.385122299194336, 6.380937099456787, 6.384577751159668, 6.396946430206299, 6.3835835456848145, 6.393815994262695, 6.4053497314453125, 6.408784866333008, 6.399857521057129, 6.39253568649292, 6.3972015380859375, 6.395780563354492, 6.40685510635376, 6.411724090576172, 6.420198917388916, 6.432137489318848, 6.448611259460449, 6.460958480834961, 6.444676876068115, 6.449985980987549, 6.454855442047119, 6.46742057800293, 6.4700212478637695, 6.452638149261475, 6.460122585296631, 6.469079494476318, 6.4776692390441895, 6.473677635192871, 6.467214584350586, 6.458458423614502, 6.456358432769775, 6.464870452880859, 6.464810371398926, 6.4722747802734375, 6.4665069580078125, 6.452006816864014, 6.437637805938721, 6.448715686798096, 6.447865009307861, 6.463891506195068, 6.458713531494141, 6.461032390594482, 6.4476518630981445, 6.458971977233887, 6.459753036499023, 6.457747459411621, 6.466148853302002, 6.487259387969971, 6.4710869789123535, 6.469034194946289, 6.465261459350586, 6.4809064865112305, 6.493954658508301, 6.485019207000732, 6.497116565704346, 6.497729778289795, 6.498510360717773, 6.511945724487305, 6.509153366088867, 6.504185199737549, 6.5034661293029785, 6.518902778625488, 6.51980066299
"Max loss:6.653904438018799, Min loss: 4.271457672119141\n",
"ACTUAL:\n",
"\tThe Dark Knight is and i i i i the the i i and a i the wit i i i i i i the i i i i i i i i the i i i i i and the i i the i i the i i i i i i i i i the i i i i i i i and the i i i i i i i i i a i i i i i the i i i i the i the i i i i i i i i i i the i i i i i i i i a i i i i i i the i i i i i i i i the i the i the the thend the i the i the i ind the the i the i i i i i the the i i the thend the i i the i i i a the i the i the the i the i i i the i i i the ind the i i i i i a i the the i i i the i the the the i the the i ind the i i ind the i the i i i i i i i the i i i i i i i the the i the i the ind i i i the i ind the i thend the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 25\n",
"\tLoss: 6.555331707000732\n",
"ALL LOSS HISTORY:[5.158715724945068, 4.3379387855529785, 4.2889018058776855, 3.984287738800049, 4.1728901863098145, 4.116987705230713, 4.246438503265381, 4.5150651931762695, 4.5226030349731445, 4.813326835632324, 4.896512985229492, 4.988748550415039, 5.017196178436279, 5.059964179992676, 5.102502822875977, 5.031208038330078, 5.082855701446533, 5.104323387145996, 5.141422748565674, 5.194262981414795, 5.14871883392334, 5.14323616027832, 5.186087131500244, 5.2173075675964355, 5.289384365081787, 5.321386337280273, 5.355652332305908, 5.337913990020752, 5.3856964111328125, 5.431141376495361, 5.438868522644043, 5.486518859863281, 5.403149127960205, 5.453394412994385, 5.395516872406006, 5.394550800323486, 5.38167142868042, 5.416229248046875, 5.412004470825195, 5.442694664001465, 5.4599928855896, 5.4833760261535645, 5.46235466003418, 5.455822467803955, 5.408211708068848, 5.4364447593688965, 5.398809432983398, 5.417974472045898, 5.440797328948975, 5.47855281829834, 5.495175361633301, 5.4552998542785645, 5.468769073486328, 5.468176364898682, 5.469919681549072, 5.4723005294799805, 5.466945648193359, 5.484050750732422, 5.496129035949707, 5.524462699890137, 5.517230033874512, 5.545682430267334, 5.552628040313721, 5.587223052978516, 5.627053737640381, 5.617759704589844, 5.664462566375732, 5.663332939147949, 5.6612162590026855, 5.638194561004639, 5.654476642608643, 5.679559230804443, 5.683964729309082, 5.704044818878174, 5.732122421264648, 5.750350475311279, 5.764587879180908, 5.802639007568359, 5.798145771026611, 5.818942070007324, 5.823431968688965, 5.826362609863281, 5.814979076385498, 5.798320770263672, 5.821475982666016, 5.85113000869751, 5.8519206047058105, 5.870074272155762, 5.867987155914307, 5.873297691345215, 5.871897220611572, 5.862491130828857, 5.870713233947754, 5.889416217803955, 5.904731750488281, 5.883249759674072, 5.91816520690918, 5.9247002601623535, 5.945748805999756, 5.955282211303711, 5.970794200897217, 5.961557865142822, 5.981215476989746, 5.9932379722595215, 6.014518737792969, 6.019924163818359, 6.0373101234436035, 6.054391384124756, 6.053913593292236, 6.0680251121521, 6.043601036071777, 6.06187105178833, 6.058996677398682, 6.0645647048950195, 6.07061243057251, 6.063507080078125, 6.069140434265137, 6.044912338256836, 6.063758373260498, 6.0711989402771, 6.0843963623046875, 6.101362228393555, 6.092809677124023, 6.1165008544921875, 6.136659622192383, 6.128624439239502, 6.144782543182373, 6.153224945068359, 6.161444664001465, 6.169180393218994, 6.171573638916016, 6.189330577850342, 6.187174320220947, 6.199248790740967, 6.200440883636475, 6.214028358459473, 6.179615497589111, 6.204434871673584, 6.200709342956543, 6.205418109893799, 6.234844207763672, 6.242568016052246, 6.256404876708984, 6.248849868774414, 6.247097015380859, 6.255410194396973, 6.243236064910889, 6.246239185333252, 6.268086910247803, 6.265092849731445, 6.257950305938721, 6.257236480712891, 6.2626752853393555, 6.269883155822754, 6.271338939666748, 6.273808479309082, 6.278266429901123, 6.285132884979248, 6.2942962646484375, 6.284258842468262, 6.272350788116455, 6.272892475128174, 6.274427890777588, 6.280623435974121, 6.295107364654541, 6.301638126373291, 6.323914527893066, 6.337391376495361, 6.3416056632995605, 6.32550573348999, 6.326904773712158, 6.348910808563232, 6.350900650024414, 6.358747959136963, 6.342565059661865, 6.341773509979248, 6.356292724609375, 6.364413261413574, 6.369025230407715, 6.348207473754883, 6.345655918121338, 6.345561504364014, 6.3523640632629395, 6.35225248336792, 6.3589653968811035, 6.357656002044678, 6.343183517456055, 6.334593296051025, 6.342256546020508, 6.336643695831299, 6.354206562042236, 6.346950531005859, 6.345798492431641, 6.348223686218262, 6.351430892944336, 6.3556227684021, 6.350567817687988, 6.35460090637207, 6.377349376678467, 6.368678092956543, 6.3610615730285645, 6.3720574378967285, 6.3733134269714355, 6.376211166381836, 6.389351844787598, 6.3931050300598145, 6.3916335105896, 6.39452600479126, 6.411620616912842, 6.402243137359619, 6.389154434204102, 6.400419235229492, 6.421526908874512, 6.415936470031738,
"Max loss:6.560226917266846, Min loss: 3.984287738800049\n",
"ACTUAL:\n",
"\tThe Dark Knight is and i film i i the the i i and a i the wit i i i i i i the i i i i i i i i the i i i i i and the i i the i i the i i i i i i i i i the i i i i i i i and the i i i i i i i i i a i i i i i the i i i the the i the i i i i i i i i i i i i i i i the the i i a i i i i the i the i i i i i i i i the i the i a the thend the i i the the i ind the the i i i i the i the the the i i the thend the i i the i i i a the i the i the the i the i i i i i i i the ind the i i i i i a i the the i i i the i the the the i the i i ind the i i ind the the the i i i i i i i the i the i i the i i the the i the i the ind i i i the i ind the i thend the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 26\n",
"\tLoss: 6.453731536865234\n",
"ALL LOSS HISTORY:[5.029792785644531, 4.0785112380981445, 4.028913974761963, 3.932638645172119, 3.9113240242004395, 3.9068784713745117, 4.03071403503418, 4.3415045738220215, 4.342440605163574, 4.70122766494751, 4.7480974197387695, 4.827884197235107, 4.829343318939209, 4.864532470703125, 4.895328044891357, 4.854350566864014, 4.9056782722473145, 4.905715465545654, 4.984048843383789, 4.9883222579956055, 4.942164421081543, 4.955697536468506, 4.964343547821045, 5.014550685882568, 5.065064907073975, 5.137311935424805, 5.1875762939453125, 5.135912895202637, 5.174948692321777, 5.2504448890686035, 5.27255392074585, 5.3255414962768555, 5.24648904800415, 5.260955810546875, 5.245673656463623, 5.2125630378723145, 5.202565670013428, 5.2439727783203125, 5.243442058563232, 5.290349960327148, 5.269010066986084, 5.3109331130981445, 5.305095672607422, 5.273573398590088, 5.231051921844482, 5.269593715667725, 5.237343788146973, 5.248948097229004, 5.287725448608398, 5.32546329498291, 5.342291355133057, 5.316495895385742, 5.289571285247803, 5.323297500610352, 5.315980434417725, 5.31093168258667, 5.322701930999756, 5.31593132019043, 5.3353047370910645, 5.383569240570068, 5.354379177093506, 5.403679370880127, 5.400606632232666, 5.433859825134277, 5.48136043548584, 5.484351634979248, 5.491533279418945, 5.518186092376709, 5.505051612854004, 5.473816871643066, 5.494903087615967, 5.519853115081787, 5.530020236968994, 5.55393648147583, 5.582878589630127, 5.598879337310791, 5.618988990783691, 5.657264709472656, 5.658318042755127, 5.669912338256836, 5.664912223815918, 5.671245098114014, 5.653261661529541, 5.66363000869751, 5.675827980041504, 5.691659450531006, 5.70796012878418, 5.711398601531982, 5.738719463348389, 5.742941856384277, 5.743926525115967, 5.726445198059082, 5.747162342071533, 5.748883247375488, 5.757859230041504, 5.7650933265686035, 5.776533126831055, 5.787243366241455, 5.796306133270264, 5.8025970458984375, 5.8141655921936035, 5.821473598480225, 5.848501682281494, 5.862816333770752, 5.868481636047363, 5.876870632171631, 5.9014434814453125, 5.920388698577881, 5.9218597412109375, 5.922261714935303, 5.912693977355957, 5.9189066886901855, 5.93219518661499, 5.936341285705566, 5.921597003936768, 5.938246726989746, 5.942471504211426, 5.917576313018799, 5.929839134216309, 5.948334693908691, 5.959719657897949, 5.965296745300293, 5.969729423522949, 6.003443717956543, 6.003065586090088, 6.002655506134033, 6.023538112640381, 6.032780170440674, 6.041518688201904, 6.0419602394104, 6.0521931648254395, 6.05467414855957, 6.065781116485596, 6.069343090057373, 6.079340934753418, 6.080169200897217, 6.063642978668213, 6.067776679992676, 6.080102443695068, 6.0947585105896, 6.100071430206299, 6.116127014160156, 6.1296281814575195, 6.12381649017334, 6.121181488037109, 6.128691673278809, 6.119954586029053, 6.132260322570801, 6.153894424438477, 6.140976905822754, 6.13071870803833, 6.1502485275268555, 6.136324882507324, 6.1551032066345215, 6.161233425140381, 6.1467766761779785, 6.159661293029785, 6.169514179229736, 6.177435874938965, 6.16489315032959, 6.157642841339111, 6.166847229003906, 6.161563396453857, 6.170616149902344, 6.171878814697266, 6.18730354309082, 6.205546855926514, 6.221649169921875, 6.234313011169434, 6.215607643127441, 6.225209712982178, 6.23196268081665, 6.232115745544434, 6.238131999969482, 6.226200580596924, 6.2302327156066895, 6.23822546005249, 6.2514824867248535, 6.253939151763916, 6.241495609283447, 6.239518165588379, 6.229549884796143, 6.232024192810059, 6.244157791137695, 6.25144100189209, 6.238389015197754, 6.238463401794434, 6.228814125061035, 6.236905574798584, 6.228691101074219, 6.247778415679932, 6.233255863189697, 6.241139888763428, 6.235534191131592, 6.236686706542969, 6.251741409301758, 6.243253707885742, 6.255659580230713, 6.270203590393066, 6.263693809509277, 6.253526210784912, 6.255595684051514, 6.262226104736328, 6.276509761810303, 6.2789435386657715, 6.2833404541015625, 6.280920505523682, 6.2835164070129395, 6.296501636505127, 6.2964959144592285, 6.287162780761719, 6.302181720733643, 6.309161186218262, 6.31465911865234
"Max loss:6.456814765930176, Min loss: 3.9068784713745117\n",
"ACTUAL:\n",
"\tThe Dark Knight is and i film i i by the a i and a i the with i i i i i the i i i i i i i i the i i i i i and the i i the i i the i i i i Knight i i i i the i i i i i i i and the i i i i i i i i a a i i i i i a i i i the the i a the the i i i i i i i i the i i i i the the i i a i i i i i i the i i i i i i i i the i the i a the thend the i the i the i ind the the i the i the i i the the the i i the ind the i i the i i i a the i the i the the i the i the i the i i i the ind the i i i i i a i the the i i i the i the the the i the i i ind the i i ind the the the i i i i i the i the i the i i i i i the the i the i the ind i i i the i ind the i thend the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 27\n",
"\tLoss: 6.361262798309326\n",
"ALL LOSS HISTORY:[4.793294429779053, 3.837569236755371, 3.7647666931152344, 3.7677578926086426, 3.764599561691284, 3.7379353046417236, 3.8523666858673096, 4.05694580078125, 4.120068073272705, 4.454333305358887, 4.514561176300049, 4.634519100189209, 4.631058216094971, 4.681224822998047, 4.729031085968018, 4.647684097290039, 4.707134246826172, 4.7407097816467285, 4.756487846374512, 4.831257343292236, 4.772449016571045, 4.795909404754639, 4.808338165283203, 4.817836284637451, 4.888625621795654, 4.939133644104004, 5.00391960144043, 4.961906909942627, 5.0106916427612305, 5.0423712730407715, 5.103603839874268, 5.13613748550415, 5.065617561340332, 5.097019672393799, 5.040208339691162, 5.0562615394592285, 5.0245819091796875, 5.073820114135742, 5.046548843383789, 5.1111907958984375, 5.119534969329834, 5.160831451416016, 5.1139607429504395, 5.096827030181885, 5.051603317260742, 5.084628582000732, 5.045176029205322, 5.083258152008057, 5.133450031280518, 5.134024620056152, 5.156076908111572, 5.14572811126709, 5.1420979499816895, 5.149648189544678, 5.157657146453857, 5.150207042694092, 5.171424388885498, 5.161034107208252, 5.205246925354004, 5.215298175811768, 5.191437244415283, 5.236485481262207, 5.254641532897949, 5.294984817504883, 5.324020862579346, 5.3255295753479, 5.360735893249512, 5.369934558868408, 5.345646381378174, 5.338840007781982, 5.3569016456604, 5.3735761642456055, 5.377799034118652, 5.402637958526611, 5.432240009307861, 5.452280521392822, 5.4783549308776855, 5.501858234405518, 5.508727073669434, 5.521241188049316, 5.5304107666015625, 5.55293083190918, 5.523598670959473, 5.5097737312316895, 5.539066791534424, 5.559415340423584, 5.56248664855957, 5.567102432250977, 5.592231750488281, 5.591471195220947, 5.596306324005127, 5.57317590713501, 5.596203804016113, 5.605929851531982, 5.623409271240234, 5.617042064666748, 5.634857654571533, 5.641047477722168, 5.667792320251465, 5.6800618171691895, 5.685761451721191, 5.680234432220459, 5.703334808349609, 5.702757835388184, 5.7410125732421875, 5.749309062957764, 5.7728047370910645, 5.788269996643066, 5.799252510070801, 5.79942512512207, 5.780707359313965, 5.795029640197754, 5.796936988830566, 5.812909126281738, 5.797266483306885, 5.798717975616455, 5.795119285583496, 5.784623622894287, 5.7996296882629395, 5.820234775543213, 5.822948932647705, 5.835361480712891, 5.846159934997559, 5.871381759643555, 5.880393028259277, 5.870840549468994, 5.903748989105225, 5.907524585723877, 5.907529354095459, 5.922032356262207, 5.92497444152832, 5.922626495361328, 5.92787504196167, 5.951125144958496, 5.956414699554443, 5.959465026855469, 5.940859317779541, 5.951547622680664, 5.95407772064209, 5.96583890914917, 5.984499454498291, 5.990933418273926, 6.016513824462891, 6.00699520111084, 6.001173973083496, 6.009516716003418, 5.997283458709717, 6.0089521408081055, 6.017280578613281, 6.021163463592529, 6.023649215698242, 6.020597457885742, 6.027406692504883, 6.03877067565918, 6.039274215698242, 6.0308942794799805, 6.036287307739258, 6.061887264251709, 6.067195892333984, 6.045409202575684, 6.050699710845947, 6.044342994689941, 6.044427394866943, 6.051607608795166, 6.06304407119751, 6.071171283721924, 6.093134880065918, 6.102374076843262, 6.115294456481934, 6.102391242980957, 6.1108598709106445, 6.117110729217529, 6.125609874725342, 6.136165142059326, 6.121711730957031, 6.119067668914795, 6.125526428222656, 6.130804061889648, 6.139627933502197, 6.132835388183594, 6.129944801330566, 6.114756107330322, 6.128859043121338, 6.132113456726074, 6.129958629608154, 6.12743616104126, 6.129549980163574, 6.112032413482666, 6.1153035163879395, 6.121752738952637, 6.130709171295166, 6.124237060546875, 6.1349687576293945, 6.123754978179932, 6.133409023284912, 6.136775493621826, 6.127455234527588, 6.1397223472595215, 6.1652703285217285, 6.148751258850098, 6.148331642150879, 6.149601459503174, 6.157984733581543, 6.16883659362793, 6.17023229598999, 6.173905372619629, 6.181277275085449, 6.179713726043701, 6.195600509643555, 6.200399398803711, 6.175480365753174, 6.195631504058838, 6.200569152832031, 6.206223011016846,
"Max loss:6.365774154663086, Min loss: 3.7379353046417236\n",
"ACTUAL:\n",
"\tThe Dark Knight is and i film i i by the Nolan, i and aay the with i i i i i the i i i i is is the i i i i i and the i i the i i the i i i i Knight i i i i the i i i i i i i and the i i i i i i i i a a i i i i i a i i i i the i the the the i i i i i i i i the i i i i the the i i a i i a i i i the i i i i i i i i the i the i a the thend the i the the the i ind the the i i i the i i the the the i i the thend the i i the i i i the the i the i the the i the i the i the i i i the ind the i i i i i a i the the i i i the i the the the i the the i ind the i i ind the the the i i i i i i i the i the i i the i i the the i the i the ind i i the the i ind the i thend the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 28\n",
"\tLoss: 6.268963813781738\n",
"ALL LOSS HISTORY:[4.399171352386475, 3.6584248542785645, 3.5296630859375, 3.399803876876831, 3.5941970348358154, 3.62326717376709, 3.6633706092834473, 3.8691012859344482, 3.8732986450195312, 4.222971439361572, 4.303531169891357, 4.366550922393799, 4.435368537902832, 4.499430179595947, 4.555034160614014, 4.504544734954834, 4.520493030548096, 4.551603317260742, 4.562244415283203, 4.64351224899292, 4.558017253875732, 4.587188243865967, 4.6489973068237305, 4.669077396392822, 4.714054107666016, 4.775293827056885, 4.797565937042236, 4.781789302825928, 4.8477067947387695, 4.857133865356445, 4.931432723999023, 4.9607930183410645, 4.888187408447266, 4.926420211791992, 4.879904270172119, 4.885371685028076, 4.87260103225708, 4.908174514770508, 4.901549816131592, 4.93873405456543, 4.947672367095947, 4.9937005043029785, 4.980864524841309, 4.947758197784424, 4.931798934936523, 4.93177604675293, 4.921870231628418, 4.923997402191162, 4.9724202156066895, 4.974300861358643, 5.003568649291992, 4.982983112335205, 5.003293514251709, 4.98729133605957, 4.997453212738037, 4.987759113311768, 5.01890754699707, 5.003407001495361, 5.043365001678467, 5.051450252532959, 5.042150974273682, 5.070249557495117, 5.105839252471924, 5.129576206207275, 5.1692609786987305, 5.171180725097656, 5.206826686859131, 5.214867115020752, 5.217476844787598, 5.183122634887695, 5.2058515548706055, 5.207296371459961, 5.22788667678833, 5.270698547363281, 5.278745174407959, 5.314006805419922, 5.339036464691162, 5.367612838745117, 5.37177848815918, 5.372309684753418, 5.3914713859558105, 5.393413543701172, 5.374997615814209, 5.367604732513428, 5.390537738800049, 5.413546085357666, 5.429516792297363, 5.436014175415039, 5.460052967071533, 5.457356929779053, 5.460470199584961, 5.454509735107422, 5.470681190490723, 5.474221706390381, 5.476269721984863, 5.495665073394775, 5.499431133270264, 5.523991584777832, 5.529762268066406, 5.546051025390625, 5.558787822723389, 5.550473690032959, 5.571047306060791, 5.586525917053223, 5.608530044555664, 5.610684394836426, 5.635540962219238, 5.65897274017334, 5.65077543258667, 5.681138515472412, 5.649308681488037, 5.6525726318359375, 5.662301063537598, 5.671888828277588, 5.665611267089844, 5.679737567901611, 5.683999061584473, 5.673584938049316, 5.683205604553223, 5.695817470550537, 5.704150199890137, 5.708383560180664, 5.721352577209473, 5.75002908706665, 5.755588054656982, 5.747592926025391, 5.767933368682861, 5.783015251159668, 5.792102813720703, 5.795319557189941, 5.801403999328613, 5.809178352355957, 5.8196940422058105, 5.830739498138428, 5.835570812225342, 5.826135635375977, 5.821281433105469, 5.8359293937683105, 5.833047866821289, 5.841377258300781, 5.859606742858887, 5.873011112213135, 5.885292053222656, 5.888974666595459, 5.884200572967529, 5.891812801361084, 5.875495910644531, 5.896948337554932, 5.910365104675293, 5.908888339996338, 5.9128642082214355, 5.908431053161621, 5.902995586395264, 5.915089130401611, 5.925637722015381, 5.918907165527344, 5.920632362365723, 5.938284873962402, 5.939199924468994, 5.93874454498291, 5.921977996826172, 5.9323272705078125, 5.937553882598877, 5.935847282409668, 5.93935489654541, 5.960046768188477, 5.974345684051514, 5.9915032386779785, 5.993490695953369, 5.989686012268066, 6.002565383911133, 6.004199504852295, 6.002389907836914, 6.019597053527832, 6.004979133605957, 6.014824390411377, 6.014729976654053, 6.020247936248779, 6.040626049041748, 6.017064094543457, 6.021117687225342, 6.010232448577881, 6.021146774291992, 6.019070625305176, 6.029267311096191, 6.031432628631592, 6.019766330718994, 6.000234603881836, 6.008242607116699, 6.008840560913086, 6.0262370109558105, 6.018184185028076, 6.0258283615112305, 6.029139041900635, 6.016861438751221, 6.036911487579346, 6.02358865737915, 6.039427280426025, 6.051321506500244, 6.042626857757568, 6.039608001708984, 6.040107250213623, 6.045586109161377, 6.058824062347412, 6.063783645629883, 6.0630035400390625, 6.078151702880859, 6.078014850616455, 6.0907087326049805, 6.084047317504883, 6.082367897033691, 6.081951141357422, 6.101486682891846, 6.104021072387695
"Max loss:6.270810604095459, Min loss: 3.399803876876831\n",
"ACTUAL:\n",
"\tThe Dark Knight is and film film i i by the Nolan, from and aay the with i i i i i the i i i i is is a i i the i i and the i i the i i the is i i Knight i i i i the i i i i i i i and the i i i i i i i i a a i i i i i a i i i the the i the i the i i i i i i i i the i i i i the the i i a i i i in i the i i the i i i i i the i the i i the thend the i i the the i ind the the i the i the the i the the the i i the thend the i i the i i i a the i the i the the i the i the i the i i i the ind the i i i i i a i the the i i i the i the the the i the the i ind the i i ind the the the i i i i i the i the i the i i the i i the the i the i the ind the i i the i ind the i thend the the i<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 29\n",
"\tLoss: 6.175718784332275\n",
"ALL LOSS HISTORY:[4.212140083312988, 3.5133285522460938, 3.323484420776367, 3.229741096496582, 3.4237568378448486, 3.2985756397247314, 3.390700101852417, 3.6889843940734863, 3.767181396484375, 4.06506872177124, 4.134812355041504, 4.222958087921143, 4.230728626251221, 4.317615032196045, 4.341125965118408, 4.3084211349487305, 4.377748966217041, 4.3753862380981445, 4.370481491088867, 4.437426567077637, 4.399081230163574, 4.404542446136475, 4.478857517242432, 4.46031379699707, 4.528280258178711, 4.586052894592285, 4.618270397186279, 4.60730504989624, 4.674965858459473, 4.709028244018555, 4.749359607696533, 4.7957844734191895, 4.729343414306641, 4.763763904571533, 4.713385581970215, 4.73754358291626, 4.701513767242432, 4.748159408569336, 4.748283386230469, 4.774971961975098, 4.798717975616455, 4.836254119873047, 4.803384780883789, 4.769021987915039, 4.75780725479126, 4.778207302093506, 4.745571613311768, 4.773748397827148, 4.815422058105469, 4.826718807220459, 4.8618879318237305, 4.837692737579346, 4.831944465637207, 4.842164993286133, 4.856563091278076, 4.850302219390869, 4.850238800048828, 4.855446815490723, 4.896129608154297, 4.909222602844238, 4.892039775848389, 4.936244010925293, 4.942140579223633, 4.982234954833984, 5.010499000549316, 5.02953577041626, 5.060680866241455, 5.065401077270508, 5.057769298553467, 5.039672374725342, 5.068155288696289, 5.059529781341553, 5.092874526977539, 5.123091220855713, 5.1465559005737305, 5.168847560882568, 5.196230411529541, 5.223609924316406, 5.216409206390381, 5.249903202056885, 5.247803688049316, 5.248798847198486, 5.249734878540039, 5.244577884674072, 5.2577805519104, 5.26467752456665, 5.294689655303955, 5.303686618804932, 5.327057361602783, 5.31593132019043, 5.320634841918945, 5.311661243438721, 5.325687408447266, 5.346579074859619, 5.347377777099609, 5.358249187469482, 5.363670825958252, 5.382697105407715, 5.406772613525391, 5.425502300262451, 5.424814224243164, 5.430173397064209, 5.446837902069092, 5.470992088317871, 5.468236923217773, 5.490135192871094, 5.51455545425415, 5.5260701179504395, 5.544013023376465, 5.536352157592773, 5.525087833404541, 5.527896881103516, 5.555997371673584, 5.546148777008057, 5.53862190246582, 5.545876502990723, 5.555327415466309, 5.5446858406066895, 5.549973964691162, 5.566896438598633, 5.570436954498291, 5.587813377380371, 5.6003522872924805, 5.61873722076416, 5.623798847198486, 5.6287760734558105, 5.642472743988037, 5.661983966827393, 5.674500465393066, 5.672598838806152, 5.676523208618164, 5.6831536293029785, 5.6899895668029785, 5.712954044342041, 5.713100433349609, 5.714793682098389, 5.708450794219971, 5.708182334899902, 5.722038745880127, 5.742624759674072, 5.748417377471924, 5.760836601257324, 5.774054050445557, 5.760093688964844, 5.760639667510986, 5.775655746459961, 5.766546726226807, 5.777928352355957, 5.782431602478027, 5.800181865692139, 5.794363498687744, 5.796323299407959, 5.793822288513184, 5.799455165863037, 5.811217308044434, 5.801674842834473, 5.796489715576172, 5.825870513916016, 5.835681438446045, 5.825457572937012, 5.8065409660339355, 5.817286968231201, 5.812577247619629, 5.822873592376709, 5.838831901550293, 5.843679904937744, 5.862736701965332, 5.88352108001709, 5.8885626792907715, 5.881457328796387, 5.8786725997924805, 5.898705959320068, 5.902543067932129, 5.91916561126709, 5.889193058013916, 5.899554252624512, 5.910457611083984, 5.922914028167725, 5.929444789886475, 5.910675048828125, 5.908644199371338, 5.901512622833252, 5.911888122558594, 5.914945602416992, 5.924956321716309, 5.926609516143799, 5.916350364685059, 5.899658203125, 5.915206432342529, 5.914953708648682, 5.92633581161499, 5.921383380889893, 5.914995193481445, 5.915493965148926, 5.915283203125, 5.93009614944458, 5.918766021728516, 5.932499408721924, 5.946976661682129, 5.936363697052002, 5.934552192687988, 5.947974681854248, 5.949825286865234, 5.958034038543701, 5.9664177894592285, 5.962252616882324, 5.969247817993164, 5.977904319763184, 5.991858005523682, 5.9884185791015625, 5.973969459533691, 5.987937927246094, 6.007004261016846, 6.013990879058838, 6.00586
"Max loss:6.175718784332275, Min loss: 3.229741096496582\n",
"ACTUAL:\n",
"\tThe Dark Knight is and superhero film i i by Christopher Nolan, from and aay the with i i i i i the i i i i is is the i i i i i and the i is i i the is i i Knight i The i i the i i i the i i i and the i i i i i i i i a a i is i i a i i i the the the the the the i i i i i i i i the i i i i the the i i a i i i in i the i i the i i i the i the the the i i the thend the i the the the i ind the the the the i the the i the the the i i the thend the i i the i i i a the i the i the the i the i the i the i i i the ind the i i i i i a i the the i i i the i the the the i the the i ind the i i ind the the the i i i i i the i the i the i i the i i the the i the i the ind i i then i ind the i thend the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 30\n",
"\tLoss: 6.079477310180664\n",
"ALL LOSS HISTORY:[4.09763240814209, 3.3606514930725098, 3.1976683139801025, 3.0959115028381348, 3.2208545207977295, 3.0441856384277344, 3.2870500087738037, 3.5248706340789795, 3.5356967449188232, 3.830353260040283, 3.946859121322632, 4.016757011413574, 4.101199150085449, 4.12544584274292, 4.211006164550781, 4.146981239318848, 4.169814109802246, 4.192458629608154, 4.21651029586792, 4.2820143699646, 4.240345478057861, 4.22877836227417, 4.263916969299316, 4.314358234405518, 4.373875141143799, 4.433155536651611, 4.458479881286621, 4.435096263885498, 4.488020896911621, 4.537766933441162, 4.595708847045898, 4.643911361694336, 4.577392101287842, 4.598811149597168, 4.571754455566406, 4.5569376945495605, 4.555823802947998, 4.592896461486816, 4.588186740875244, 4.59652853012085, 4.6331281661987305, 4.665918827056885, 4.654265880584717, 4.606215953826904, 4.595511436462402, 4.637063980102539, 4.596794128417969, 4.631659984588623, 4.674830436706543, 4.683622360229492, 4.711321830749512, 4.687443733215332, 4.703266143798828, 4.69175910949707, 4.692805767059326, 4.690990924835205, 4.728061676025391, 4.687254905700684, 4.743653297424316, 4.778907299041748, 4.7327775955200195, 4.794750213623047, 4.8285393714904785, 4.849142551422119, 4.8718366622924805, 4.887176513671875, 4.913781642913818, 4.918755531311035, 4.933927536010742, 4.88930082321167, 4.916108131408691, 4.930280685424805, 4.9502272605896, 4.98262357711792, 5.013467788696289, 5.027384281158447, 5.049452304840088, 5.091104030609131, 5.091386318206787, 5.109923362731934, 5.117562294006348, 5.1398701667785645, 5.102898120880127, 5.095688819885254, 5.116232395172119, 5.136964797973633, 5.158565044403076, 5.177320957183838, 5.181217193603516, 5.190891742706299, 5.198277950286865, 5.175668239593506, 5.193398475646973, 5.2117486000061035, 5.21601676940918, 5.230038166046143, 5.23833703994751, 5.253823280334473, 5.276240825653076, 5.284116268157959, 5.309647083282471, 5.295440673828125, 5.319589614868164, 5.336214542388916, 5.351664066314697, 5.3536200523376465, 5.390167713165283, 5.388247966766357, 5.40334415435791, 5.416721343994141, 5.413222312927246, 5.417226314544678, 5.425997257232666, 5.421514511108398, 5.418643474578857, 5.426044464111328, 5.42757511138916, 5.42919921875, 5.429336071014404, 5.449551582336426, 5.454995632171631, 5.480599880218506, 5.475813865661621, 5.498092174530029, 5.508289337158203, 5.506253242492676, 5.535374164581299, 5.542895317077637, 5.548490524291992, 5.550257205963135, 5.551769733428955, 5.5718536376953125, 5.579949855804443, 5.598078727722168, 5.606559753417969, 5.607669830322266, 5.587431907653809, 5.600511074066162, 5.611442565917969, 5.6043267250061035, 5.629570484161377, 5.645085334777832, 5.65994119644165, 5.649669647216797, 5.653244972229004, 5.674781322479248, 5.650060176849365, 5.672020435333252, 5.690948486328125, 5.684144496917725, 5.67561149597168, 5.678153991699219, 5.680003643035889, 5.6953935623168945, 5.70612907409668, 5.6777238845825195, 5.693087100982666, 5.709123611450195, 5.724231719970703, 5.709376335144043, 5.70511531829834, 5.710972785949707, 5.703335762023926, 5.712494850158691, 5.735018253326416, 5.7373366355896, 5.751869201660156, 5.7601447105407715, 5.784852027893066, 5.7756853103637695, 5.778783798217773, 5.786871910095215, 5.786853790283203, 5.809097766876221, 5.785806179046631, 5.793834209442139, 5.807369709014893, 5.810787677764893, 5.813525676727295, 5.808802604675293, 5.800090789794922, 5.789673328399658, 5.810244560241699, 5.81840181350708, 5.823909282684326, 5.825103282928467, 5.809446334838867, 5.796475887298584, 5.810462474822998, 5.811516284942627, 5.823760509490967, 5.811977863311768, 5.823614120483398, 5.8176445960998535, 5.818201541900635, 5.822134971618652, 5.812069892883301, 5.831145763397217, 5.8405680656433105, 5.836835861206055, 5.838178634643555, 5.839223861694336, 5.84667444229126, 5.868650436401367, 5.867459774017334, 5.869931221008301, 5.876073837280273, 5.875618934631348, 5.900608539581299, 5.896291732788086, 5.877077102661133, 5.894573211669922, 5.901659965515137, 5.903808116912842, 5.911088
"Max loss:6.084737300872803, Min loss: 3.0441856384277344\n",
"ACTUAL:\n",
"\tThe Dark Knight is and superhero film Dark i by Christopher Nolan, from and aay the with i i i i i the i i i i is is the i i i i i and the i is i i the is i i Knight i The i i the i i i the i i i and the i i i i i i i i a a i is i i a i i i the the the a i the i i i i i i i i the i i i i the the i i a i i i in i the i i the i i i i i the i the i i the thend the i the the the i thend the the i the i the the i the theh i i the thend the i i the i i i a the i the i the the the the i the i the i i i the ind the i i i i i a i the the i i i the i the the the i the the i ind the i i ind the the the i i the i i the i the i the i i the i i the the i the i the ind the i then i ind the i thend the the i<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 31\n",
"\tLoss: 5.99547815322876\n",
"ALL LOSS HISTORY:[3.9643852710723877, 3.018342971801758, 3.0088491439819336, 2.936246871948242, 2.9298341274261475, 2.949460983276367, 3.0936954021453857, 3.4233264923095703, 3.3475208282470703, 3.706697463989258, 3.832334041595459, 3.8216145038604736, 3.8854849338531494, 3.9583287239074707, 3.9903643131256104, 3.933638095855713, 4.031644821166992, 4.050626754760742, 4.077630519866943, 4.109195709228516, 4.062367916107178, 4.059020519256592, 4.1251540184021, 4.163232803344727, 4.197454929351807, 4.247201442718506, 4.323939800262451, 4.298941612243652, 4.3272504806518555, 4.379942893981934, 4.459214210510254, 4.470278263092041, 4.402522087097168, 4.4421210289001465, 4.406933307647705, 4.4081525802612305, 4.382147789001465, 4.415087699890137, 4.4284796714782715, 4.467030048370361, 4.482412338256836, 4.526322841644287, 4.518181800842285, 4.452615737915039, 4.441690921783447, 4.476558685302734, 4.450071811676025, 4.477193355560303, 4.5325541496276855, 4.527198314666748, 4.555387496948242, 4.538236618041992, 4.553103923797607, 4.557186603546143, 4.5721659660339355, 4.5465216636657715, 4.568770885467529, 4.555948257446289, 4.579929351806641, 4.62766695022583, 4.619584083557129, 4.642497539520264, 4.662064075469971, 4.713982582092285, 4.727433204650879, 4.749098300933838, 4.781782627105713, 4.786959171295166, 4.779904365539551, 4.764420032501221, 4.7921648025512695, 4.786861419677734, 4.808216094970703, 4.842002868652344, 4.853512763977051, 4.908112525939941, 4.918753147125244, 4.941450119018555, 4.965365409851074, 4.968189716339111, 4.972812175750732, 5.001864910125732, 4.975165843963623, 4.974833011627197, 4.982898235321045, 5.0225934982299805, 5.034097671508789, 5.05527400970459, 5.055344104766846, 5.065126895904541, 5.072031021118164, 5.043559551239014, 5.075222015380859, 5.083456516265869, 5.0932135581970215, 5.100846290588379, 5.127632141113281, 5.119324207305908, 5.14512825012207, 5.159642219543457, 5.179178237915039, 5.171386241912842, 5.197081565856934, 5.215965270996094, 5.223874568939209, 5.234361171722412, 5.26108980178833, 5.27363395690918, 5.2877583503723145, 5.288666725158691, 5.295806407928467, 5.291998863220215, 5.291448593139648, 5.304436206817627, 5.3118672370910645, 5.304182052612305, 5.323790073394775, 5.304333209991455, 5.302158832550049, 5.318003177642822, 5.335344314575195, 5.347689628601074, 5.351898670196533, 5.391841888427734, 5.393242835998535, 5.405054092407227, 5.418193817138672, 5.420926570892334, 5.440923690795898, 5.438117980957031, 5.447094917297363, 5.45297384262085, 5.465173721313477, 5.472934722900391, 5.478875637054443, 5.497094631195068, 5.474609851837158, 5.483782768249512, 5.506153583526611, 5.506965160369873, 5.515655517578125, 5.523805141448975, 5.543532371520996, 5.533376693725586, 5.543831825256348, 5.552712440490723, 5.541519641876221, 5.556808948516846, 5.575224876403809, 5.567110538482666, 5.573398113250732, 5.578596115112305, 5.587966442108154, 5.574398040771484, 5.593755722045898, 5.58425235748291, 5.586136341094971, 5.593696117401123, 5.60233211517334, 5.606169700622559, 5.590918064117432, 5.597609043121338, 5.594272613525391, 5.609972953796387, 5.6127610206604, 5.642698764801025, 5.649577617645264, 5.67632532119751, 5.668981552124023, 5.6700005531311035, 5.673195838928223, 5.6753950119018555, 5.691075801849365, 5.6947832107543945, 5.682728290557861, 5.6871867179870605, 5.6891961097717285, 5.707671642303467, 5.717620849609375, 5.699461460113525, 5.699441909790039, 5.7016448974609375, 5.709417343139648, 5.712384223937988, 5.717767715454102, 5.711732387542725, 5.707503318786621, 5.69061279296875, 5.699137210845947, 5.70108699798584, 5.725290775299072, 5.705381870269775, 5.7214860916137695, 5.7071452140808105, 5.707241058349609, 5.723536968231201, 5.721260070800781, 5.7313618659973145, 5.74509859085083, 5.730162143707275, 5.720545768737793, 5.743803977966309, 5.744070053100586, 5.759112358093262, 5.77036714553833, 5.766692638397217, 5.769255638122559, 5.7777509689331055, 5.796410083770752, 5.788122653961182, 5.7830586433410645, 5.7840657234191895, 5.805683612823486, 5.8008
"Max loss:5.99547815322876, Min loss: 2.9298341274261475\n",
"ACTUAL:\n",
"\tThe Dark Knight is and superhero film Darkted by Christopher Nolan, from and aay the with i i i i i the i i i film is is the i i i i i and the i is i i the is i i Knight i The i i the i i i the i i i and the i i i the i i i i a a i is i i a i i i the the the the the the i i i i i i the i the the i i i the the i i a i i a is i the i a the i i i i i the i the i i the thend the i the the the i ind the the i the i the the i the theh i i the thend the i i the i i i a the i the i the the i the i the i the i i i the ind the i i i i i a i the the i i i the i the the the i the the i ind the i i ind the the the the i i i i the i the i the i i the i i the the i the i the ind i i then i ind the i thend the the i<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 32\n",
"\tLoss: 5.912265300750732\n",
"ALL LOSS HISTORY:[3.711919069290161, 3.0092720985412598, 2.8783905506134033, 2.79123854637146, 2.8026645183563232, 2.7915637493133545, 2.936593532562256, 3.1562318801879883, 3.2151811122894287, 3.505876064300537, 3.618767023086548, 3.652078866958618, 3.772178888320923, 3.8189823627471924, 3.8566946983337402, 3.772467851638794, 3.8445911407470703, 3.897521495819092, 3.899625301361084, 3.956124782562256, 3.909804105758667, 3.926581382751465, 3.9592411518096924, 3.99167799949646, 4.043565273284912, 4.067242622375488, 4.128875255584717, 4.121382713317871, 4.1785736083984375, 4.229931831359863, 4.2693891525268555, 4.278619289398193, 4.250969409942627, 4.292270660400391, 4.23967981338501, 4.253380298614502, 4.2481489181518555, 4.272411823272705, 4.275082111358643, 4.313175678253174, 4.3213791847229, 4.387016773223877, 4.346867084503174, 4.3291425704956055, 4.306656360626221, 4.336980819702148, 4.309506416320801, 4.337613105773926, 4.370110511779785, 4.404329299926758, 4.423447132110596, 4.412381172180176, 4.4167280197143555, 4.412467002868652, 4.421910762786865, 4.403911113739014, 4.4155449867248535, 4.431116580963135, 4.452197551727295, 4.473747253417969, 4.478461742401123, 4.506430149078369, 4.52380895614624, 4.56445837020874, 4.602001667022705, 4.617225170135498, 4.635610103607178, 4.6471848487854, 4.646087169647217, 4.628273010253906, 4.654456615447998, 4.674698352813721, 4.67747163772583, 4.711071968078613, 4.723067283630371, 4.751532554626465, 4.779120445251465, 4.81868314743042, 4.818273067474365, 4.848227024078369, 4.848666667938232, 4.860161304473877, 4.831773281097412, 4.844339847564697, 4.858786106109619, 4.889235496520996, 4.897396564483643, 4.914241313934326, 4.927119731903076, 4.936191082000732, 4.9310221672058105, 4.911365985870361, 4.941239833831787, 4.966158866882324, 4.971858501434326, 4.973873615264893, 4.982884407043457, 4.997586727142334, 5.01411771774292, 5.039313316345215, 5.044731140136719, 5.064472198486328, 5.075191974639893, 5.0965962409973145, 5.100342750549316, 5.119176387786865, 5.154406547546387, 5.1617431640625, 5.176689624786377, 5.1797404289245605, 5.160400867462158, 5.172391414642334, 5.185986518859863, 5.189239025115967, 5.192099094390869, 5.185904502868652, 5.195217132568359, 5.1855950355529785, 5.206170082092285, 5.209666728973389, 5.2345733642578125, 5.242086887359619, 5.253274440765381, 5.266226291656494, 5.2765793800354, 5.286646842956543, 5.296243667602539, 5.305442810058594, 5.307666778564453, 5.3296427726745605, 5.33210563659668, 5.347809791564941, 5.361433506011963, 5.375181198120117, 5.3831586837768555, 5.370598316192627, 5.362305641174316, 5.379832744598389, 5.382813930511475, 5.38631010055542, 5.4089884757995605, 5.421389579772949, 5.435378551483154, 5.433351516723633, 5.431500434875488, 5.448733329772949, 5.435802936553955, 5.45043420791626, 5.468316078186035, 5.467348575592041, 5.456727504730225, 5.463589191436768, 5.467583179473877, 5.475390434265137, 5.481420516967773, 5.476442813873291, 5.486404895782471, 5.503168106079102, 5.504617691040039, 5.498152256011963, 5.486971855163574, 5.496232986450195, 5.486083984375, 5.49801778793335, 5.50820779800415, 5.528318405151367, 5.54882287979126, 5.556333541870117, 5.555963039398193, 5.565603256225586, 5.577479362487793, 5.575072288513184, 5.5870585441589355, 5.59805154800415, 5.590762615203857, 5.589210033416748, 5.596399784088135, 5.613007545471191, 5.615189552307129, 5.604851722717285, 5.605091094970703, 5.588473320007324, 5.597429275512695, 5.615569591522217, 5.620148181915283, 5.6098952293396, 5.6020612716674805, 5.59625244140625, 5.600520610809326, 5.6130690574646, 5.61936616897583, 5.612548828125, 5.616303443908691, 5.627359390258789, 5.613558769226074, 5.627379894256592, 5.622049331665039, 5.632535457611084, 5.648386001586914, 5.63809871673584, 5.642063617706299, 5.6411309242248535, 5.659295558929443, 5.662100315093994, 5.674163818359375, 5.6729512214660645, 5.678096294403076, 5.6818671226501465, 5.695358753204346, 5.688132286071777, 5.6818366050720215, 5.6848835945129395, 5.709649562835693, 5.710164546966553, 5.7110528
"Max loss:5.912265300750732, Min loss: 2.79123854637146\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film Darkted by Christopher Nolan, from and aay co-written with i i i i i the second i i film is is a i to i i i and the i is i i the is i i Knight i The i i the i i i the i i i and the i i i i i i i i a a i is i i a i i i i the the the the the i the i i i i the i the the i i i the the i i a i i a in i the i a the i i i the i the the the i a the thend the i the the the i ind to the the the i the the i the theh i i the thend the i i the i i i a the i the i the the i the i the i the i i i the ind the i i i i i a i the the i i i the i the the the i the the i ind the i i ind the the the the i i i i the i the i the i i the i i the the the the i the ind i i then i ind the i thend the the i<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 33\n",
"\tLoss: 5.827888011932373\n",
"ALL LOSS HISTORY:[3.4080138206481934, 2.7642788887023926, 2.633782386779785, 2.640629291534424, 2.6882119178771973, 2.6371512413024902, 2.9521384239196777, 3.041339635848999, 3.0226516723632812, 3.3526816368103027, 3.452087163925171, 3.5037097930908203, 3.5806431770324707, 3.6413865089416504, 3.683866024017334, 3.6463911533355713, 3.7054686546325684, 3.6932950019836426, 3.742155075073242, 3.825941801071167, 3.772095203399658, 3.7479028701782227, 3.7999937534332275, 3.8331210613250732, 3.8896350860595703, 3.963437795639038, 3.979659080505371, 4.010443687438965, 4.06669282913208, 4.0916314125061035, 4.124427318572998, 4.157168865203857, 4.097742557525635, 4.131511688232422, 4.126233100891113, 4.124021530151367, 4.079314708709717, 4.1491804122924805, 4.139400482177734, 4.1905035972595215, 4.201990604400635, 4.219771862030029, 4.192498683929443, 4.18801736831665, 4.139847278594971, 4.195433139801025, 4.157980442047119, 4.203632354736328, 4.237088203430176, 4.276583671569824, 4.299891471862793, 4.2466139793396, 4.268921375274658, 4.282205104827881, 4.28902006149292, 4.27544641494751, 4.2869086265563965, 4.291594982147217, 4.324475288391113, 4.354653835296631, 4.331768989562988, 4.3812713623046875, 4.391025543212891, 4.428787708282471, 4.4637980461120605, 4.481378555297852, 4.495916366577148, 4.523737907409668, 4.516043663024902, 4.481136798858643, 4.518444538116455, 4.528428077697754, 4.5473504066467285, 4.5716962814331055, 4.6093058586120605, 4.637726783752441, 4.650677680969238, 4.671288013458252, 4.710010051727295, 4.710803031921387, 4.7151103019714355, 4.738937854766846, 4.732141494750977, 4.717334270477295, 4.7418293952941895, 4.765192985534668, 4.782313346862793, 4.783459186553955, 4.805551528930664, 4.812397480010986, 4.810667037963867, 4.810139179229736, 4.814419746398926, 4.839073657989502, 4.832571983337402, 4.853944778442383, 4.8735246658325195, 4.897371768951416, 4.91387414932251, 4.91923713684082, 4.930673122406006, 4.939406394958496, 4.942831516265869, 4.970328330993652, 4.994812488555908, 5.001650333404541, 5.024857997894287, 5.0479960441589355, 5.051954746246338, 5.058233737945557, 5.050357818603516, 5.055160045623779, 5.066370487213135, 5.057785511016846, 5.058554649353027, 5.082540512084961, 5.080216884613037, 5.068435192108154, 5.0847930908203125, 5.105475902557373, 5.107848167419434, 5.126160621643066, 5.133577346801758, 5.150107383728027, 5.171265602111816, 5.164227485656738, 5.186199188232422, 5.189316272735596, 5.213129997253418, 5.212404251098633, 5.224298000335693, 5.239419937133789, 5.242953777313232, 5.257372856140137, 5.262385368347168, 5.272530555725098, 5.251996994018555, 5.26042366027832, 5.268451690673828, 5.276662349700928, 5.292220592498779, 5.303455352783203, 5.330103397369385, 5.328930854797363, 5.332968235015869, 5.341418266296387, 5.3332390785217285, 5.338017463684082, 5.356411933898926, 5.364941596984863, 5.358156204223633, 5.362786769866943, 5.364212512969971, 5.374034881591797, 5.380083084106445, 5.371891975402832, 5.386460781097412, 5.393394470214844, 5.403783321380615, 5.401215553283691, 5.38268518447876, 5.395807266235352, 5.384975910186768, 5.408639430999756, 5.397155284881592, 5.421500205993652, 5.445845127105713, 5.454941749572754, 5.466933250427246, 5.4537763595581055, 5.475147724151611, 5.479082107543945, 5.494008541107178, 5.494224548339844, 5.488363742828369, 5.486761569976807, 5.502993583679199, 5.510617256164551, 5.510578632354736, 5.504672050476074, 5.506516456604004, 5.494967937469482, 5.50888204574585, 5.51242208480835, 5.51914119720459, 5.527162075042725, 5.506051063537598, 5.500272274017334, 5.501206398010254, 5.504849910736084, 5.529714107513428, 5.513195037841797, 5.5243120193481445, 5.518697738647461, 5.513369560241699, 5.535213947296143, 5.5252251625061035, 5.538346290588379, 5.558134078979492, 5.540399551391602, 5.54489803314209, 5.547576427459717, 5.5552449226379395, 5.572227954864502, 5.577052593231201, 5.576452732086182, 5.596158504486084, 5.590851783752441, 5.606278419494629, 5.600747585296631, 5.5880022048950195, 5.59876012802124, 5.6165947914123535,
"Max loss:5.827888011932373, Min loss: 2.633782386779785\n",
"ACTUAL:\n",
"\tThe Dark Knight is and superhero film Darkted by Christopher Nolan, from andplay co-written with i brother i i i the i i i film is is the i to the i i and the i is i i the is i i Knight i The the i the i i i the i i i and the i i i the i i i i a a i is i i a i i i the the the the the the i the i i i i the i the i i i i the the i i a i i a is a the i i the i i i i i the the the i i a thend the i the the the i thend to the the the i the the i the theh i i the thend the i i the i i i a the i the i the the the the i the i the i i i the ind the i i i i i aay the the i i is i the the the i the the i ind the i i ind the the the i i the the i the i the i the i i the i i the the i the the the ind i i then i thend the i thend the the i<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 34\n",
"\tLoss: 5.73857307434082\n",
"ALL LOSS HISTORY:[3.28539776802063, 2.838392734527588, 2.605858087539673, 2.4020745754241943, 2.492292881011963, 2.473867416381836, 2.6536576747894287, 2.885164260864258, 2.9301235675811768, 3.2741622924804688, 3.338517665863037, 3.3665273189544678, 3.4346351623535156, 3.519937515258789, 3.5209264755249023, 3.4754252433776855, 3.5207338333129883, 3.5472989082336426, 3.6692934036254883, 3.6679368019104004, 3.596616506576538, 3.644399404525757, 3.6460468769073486, 3.660400152206421, 3.744629144668579, 3.8001484870910645, 3.831388473510742, 3.8395848274230957, 3.9011991024017334, 3.919049024581909, 4.008940696716309, 4.026618957519531, 3.9608635902404785, 3.990920066833496, 3.9602420330047607, 3.9747445583343506, 3.9660346508026123, 3.994370222091675, 4.002211093902588, 4.030984401702881, 4.07880973815918, 4.091677188873291, 4.062851428985596, 4.052626132965088, 4.034029006958008, 4.068631172180176, 4.02869987487793, 4.082672595977783, 4.103031158447266, 4.1416778564453125, 4.155757427215576, 4.12224817276001, 4.145505905151367, 4.122379302978516, 4.156467914581299, 4.151432037353516, 4.158889293670654, 4.176028728485107, 4.187219619750977, 4.223931312561035, 4.191040515899658, 4.250555038452148, 4.285113334655762, 4.303065299987793, 4.353772163391113, 4.323285102844238, 4.3747358322143555, 4.391000747680664, 4.393294334411621, 4.366016387939453, 4.39698600769043, 4.413949966430664, 4.421777725219727, 4.4618024826049805, 4.465677261352539, 4.5104451179504395, 4.516703128814697, 4.559168338775635, 4.578659534454346, 4.595594882965088, 4.596792697906494, 4.609306335449219, 4.589573860168457, 4.599915504455566, 4.615624904632568, 4.637225151062012, 4.658422946929932, 4.667725086212158, 4.685094356536865, 4.689949035644531, 4.692132949829102, 4.678844451904297, 4.705677032470703, 4.714981555938721, 4.731906890869141, 4.739669322967529, 4.762435436248779, 4.757961273193359, 4.789698123931885, 4.790593147277832, 4.808502197265625, 4.8201823234558105, 4.840122699737549, 4.8557353019714355, 4.868717670440674, 4.891885280609131, 4.907189846038818, 4.927155494689941, 4.939156532287598, 4.945136547088623, 4.930660724639893, 4.945544719696045, 4.960063457489014, 4.96654748916626, 4.957696437835693, 4.965286731719971, 4.986125946044922, 4.972167491912842, 4.971467971801758, 5.009327411651611, 4.995467185974121, 5.01439094543457, 5.016932487487793, 5.041595458984375, 5.053747177124023, 5.06046199798584, 5.0633416175842285, 5.089684963226318, 5.10852575302124, 5.106606960296631, 5.121401309967041, 5.131631374359131, 5.133053302764893, 5.1483473777771, 5.175328731536865, 5.162410736083984, 5.1468048095703125, 5.1701765060424805, 5.1723761558532715, 5.177957534790039, 5.1910834312438965, 5.2190351486206055, 5.229432582855225, 5.228776931762695, 5.219271183013916, 5.239926815032959, 5.218893527984619, 5.2416863441467285, 5.2584757804870605, 5.256300449371338, 5.258194923400879, 5.262322902679443, 5.260412693023682, 5.2607102394104, 5.289723873138428, 5.27368688583374, 5.27589750289917, 5.288971424102783, 5.30253267288208, 5.295191287994385, 5.280826091766357, 5.294910907745361, 5.282107353210449, 5.296629905700684, 5.309419631958008, 5.330760478973389, 5.345707416534424, 5.368887901306152, 5.367295265197754, 5.355462074279785, 5.375120162963867, 5.377185344696045, 5.382705211639404, 5.398468494415283, 5.386783123016357, 5.389098644256592, 5.395308017730713, 5.412209987640381, 5.413619518280029, 5.410932540893555, 5.403579235076904, 5.392861366271973, 5.412990570068359, 5.4142680168151855, 5.419124603271484, 5.429930210113525, 5.422590255737305, 5.405714988708496, 5.404533386230469, 5.417290210723877, 5.431161880493164, 5.430069446563721, 5.426893711090088, 5.424891948699951, 5.424256324768066, 5.438981533050537, 5.431356906890869, 5.443070411682129, 5.455922603607178, 5.455798149108887, 5.437389850616455, 5.4672627449035645, 5.459807395935059, 5.478893756866455, 5.479250431060791, 5.487294673919678, 5.491016864776611, 5.498725891113281, 5.508708477020264, 5.501794815063477, 5.49327278137207, 5.4995646476745605, 5.525874137878418, 5.5
"Max loss:5.740551948547363, Min loss: 2.4020745754241943\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film Darkted by Christopher Nolan, from andplay co-written with i brother i the i the DC i i film is is a i to Batman i i and the i is i i the is i i Knight i The i i the i i i the i i i and the i i i the i i i i a a i is i i a i i i the the the the the the i i i i i i the i the the i i i the the i i a i a a is a the i a the i i i the i the the the i a the thend the i the the the i and to the the the i the the i the theh i i the thend the i i the i the i a the i the i the the the the i the in i i i the ind the i i i i i aay the the i i in i the the the i the the i thend the i i ind the the the i i the the i the i the i the i i the i i the the the the ih ind i i then i ind the i thend the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 35\n",
"\tLoss: 5.655361652374268\n",
"ALL LOSS HISTORY:[3.11006498336792, 2.5409750938415527, 2.372619390487671, 2.2956204414367676, 2.37182354927063, 2.2742767333984375, 2.5009572505950928, 2.748579502105713, 2.7402431964874268, 3.059317111968994, 3.2126693725585938, 3.2491533756256104, 3.2792718410491943, 3.395564556121826, 3.361098289489746, 3.377073287963867, 3.43208909034729, 3.4281907081604004, 3.446444034576416, 3.533611297607422, 3.449591875076294, 3.4608304500579834, 3.5231986045837402, 3.561823606491089, 3.6101906299591064, 3.6170120239257812, 3.692779064178467, 3.70526385307312, 3.743856430053711, 3.783557653427124, 3.84633469581604, 3.8729498386383057, 3.841416835784912, 3.8432347774505615, 3.835205554962158, 3.8655667304992676, 3.8519060611724854, 3.860708236694336, 3.9030168056488037, 3.906456470489502, 3.945890188217163, 3.9675397872924805, 3.9459917545318604, 3.907431125640869, 3.8872337341308594, 3.9068713188171387, 3.9007210731506348, 3.9227349758148193, 3.9839823246002197, 3.99587345123291, 4.012753486633301, 4.001996040344238, 4.013659954071045, 4.020680904388428, 4.04375696182251, 3.9995200634002686, 4.037796497344971, 4.025283336639404, 4.074091911315918, 4.085927486419678, 4.093815803527832, 4.127208709716797, 4.13182258605957, 4.175587177276611, 4.205945014953613, 4.232085227966309, 4.2670159339904785, 4.259904384613037, 4.251054763793945, 4.241652488708496, 4.2661662101745605, 4.281209468841553, 4.306917667388916, 4.316375732421875, 4.351861000061035, 4.389048099517822, 4.402992248535156, 4.436516284942627, 4.460692882537842, 4.4785261154174805, 4.47850227355957, 4.4887261390686035, 4.472276210784912, 4.471899032592773, 4.510848522186279, 4.523695945739746, 4.550775527954102, 4.5395588874816895, 4.565762042999268, 4.568770408630371, 4.583186149597168, 4.570761203765869, 4.584066390991211, 4.608529090881348, 4.608173370361328, 4.6168389320373535, 4.637872219085693, 4.651554584503174, 4.667473793029785, 4.679804801940918, 4.704349040985107, 4.689323425292969, 4.728334903717041, 4.752469062805176, 4.766610622406006, 4.7635674476623535, 4.7951130867004395, 4.813260555267334, 4.830916881561279, 4.840574741363525, 4.8247151374816895, 4.847516059875488, 4.840017318725586, 4.86747407913208, 4.8432297706604, 4.850090503692627, 4.876115798950195, 4.849714756011963, 4.8700714111328125, 4.882446765899658, 4.9001078605651855, 4.90886116027832, 4.917312145233154, 4.943728923797607, 4.951504707336426, 4.957573890686035, 4.966711044311523, 4.985417366027832, 4.992477893829346, 5.003217697143555, 5.014459609985352, 5.019937515258789, 5.035032749176025, 5.049313545227051, 5.058905124664307, 5.05724573135376, 5.044698715209961, 5.055436611175537, 5.060971260070801, 5.071118354797363, 5.095240592956543, 5.1002678871154785, 5.122037410736084, 5.122383117675781, 5.121582508087158, 5.128506660461426, 5.121798515319824, 5.142524719238281, 5.1620073318481445, 5.158683776855469, 5.151963710784912, 5.159909248352051, 5.154190540313721, 5.163991928100586, 5.173216819763184, 5.170562744140625, 5.178523063659668, 5.198723316192627, 5.204513072967529, 5.1934814453125, 5.187152862548828, 5.196046829223633, 5.1943464279174805, 5.202530860900879, 5.214457035064697, 5.225603103637695, 5.236804485321045, 5.256407737731934, 5.267475128173828, 5.269022464752197, 5.282761573791504, 5.283228397369385, 5.287445068359375, 5.295520782470703, 5.28682804107666, 5.29610013961792, 5.3094024658203125, 5.3060688972473145, 5.321771144866943, 5.314096450805664, 5.30493688583374, 5.30631685256958, 5.3146586418151855, 5.327183723449707, 5.332418918609619, 5.337623596191406, 5.322605609893799, 5.3044328689575195, 5.3062639236450195, 5.319413661956787, 5.344325542449951, 5.327908992767334, 5.3370442390441895, 5.339845180511475, 5.327266693115234, 5.351020812988281, 5.337549686431885, 5.347797870635986, 5.374173641204834, 5.35983419418335, 5.350059986114502, 5.369687557220459, 5.368706226348877, 5.382946491241455, 5.398837566375732, 5.394031524658203, 5.405139446258545, 5.4073872566223145, 5.420372009277344, 5.425337314605713, 5.402843475341797, 5.414848327636719, 5.44240093231201
"Max loss:5.655361652374268, Min loss: 2.2742767333984375\n",
"ACTUAL:\n",
"\tThe Dark Knight is and superhero film Darkted by Christopher Nolan, from andplay co-written with i brother ind on the DC i i film is is a i to Batman i i and the i is i i the is i i Knight i The i i the i i i the i i i and the i i i i i i i i a a i is i i the i i i i the the a the the i i i i i i the the the the i i i the the i i a i the a in i the i a the i i i the i the the the i i a thend the i the the the i and to the the the i the the i the theh i i the thend the i i the i the i a the i the i the the the the the the i the i i i the ind the i i i i the aay the the i i in i the the the i the the i thend the i i ind the the the the i the i i the i the i the i i the i i the the the the theh ind the i then i thend the i thend the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 36\n",
"\tLoss: 5.582925796508789\n",
"ALL LOSS HISTORY:[3.09297513961792, 2.4441633224487305, 2.2246668338775635, 2.1277482509613037, 2.206599712371826, 2.1852777004241943, 2.3873889446258545, 2.571072816848755, 2.6611568927764893, 2.9751505851745605, 3.0471198558807373, 3.11407732963562, 3.2140629291534424, 3.1929690837860107, 3.2504220008850098, 3.1791224479675293, 3.282193183898926, 3.3481931686401367, 3.3269519805908203, 3.343085527420044, 3.3490259647369385, 3.335745096206665, 3.3664779663085938, 3.397679090499878, 3.460245132446289, 3.5470595359802246, 3.5321569442749023, 3.547372341156006, 3.630521535873413, 3.6565358638763428, 3.7160308361053467, 3.727104425430298, 3.6933164596557617, 3.7299585342407227, 3.682856559753418, 3.7202656269073486, 3.68864107131958, 3.7500879764556885, 3.7369987964630127, 3.7550110816955566, 3.802635669708252, 3.8181347846984863, 3.8014469146728516, 3.785151720046997, 3.759716033935547, 3.7682766914367676, 3.7702817916870117, 3.830514907836914, 3.867253541946411, 3.885474443435669, 3.890275001525879, 3.881376028060913, 3.8860154151916504, 3.8786697387695312, 3.8847763538360596, 3.8714234828948975, 3.9143285751342773, 3.9007554054260254, 3.9290361404418945, 3.9622464179992676, 3.946161985397339, 3.9927802085876465, 4.023134231567383, 4.055285930633545, 4.088297367095947, 4.1077446937561035, 4.126730918884277, 4.159581184387207, 4.142939567565918, 4.1448798179626465, 4.145596504211426, 4.150242805480957, 4.191105842590332, 4.205443859100342, 4.239409446716309, 4.279476165771484, 4.3013129234313965, 4.322549819946289, 4.345668792724609, 4.361519813537598, 4.359133243560791, 4.375916957855225, 4.350874423980713, 4.353453636169434, 4.38559627532959, 4.4112772941589355, 4.434069633483887, 4.439850330352783, 4.452045440673828, 4.459297180175781, 4.459514141082764, 4.462666988372803, 4.474392890930176, 4.478854656219482, 4.510683536529541, 4.503654479980469, 4.528661727905273, 4.552294731140137, 4.5507402420043945, 4.582292556762695, 4.593482971191406, 4.599799156188965, 4.617944717407227, 4.625104904174805, 4.653474807739258, 4.658379077911377, 4.690364837646484, 4.705750465393066, 4.721996784210205, 4.7393412590026855, 4.726068496704102, 4.7214508056640625, 4.741617202758789, 4.764135837554932, 4.7451491355896, 4.748569011688232, 4.753378868103027, 4.741118431091309, 4.7480316162109375, 4.764453411102295, 4.789608955383301, 4.808279037475586, 4.810978412628174, 4.8349738121032715, 4.851445198059082, 4.863996505737305, 4.861772060394287, 4.886727333068848, 4.890296459197998, 4.895730018615723, 4.9119367599487305, 4.914555549621582, 4.929035663604736, 4.952688694000244, 4.968449115753174, 4.953407287597656, 4.939565181732178, 4.956015110015869, 4.954445838928223, 4.972545146942139, 4.986330509185791, 5.004685878753662, 5.0280256271362305, 5.017849445343018, 5.017307281494141, 5.040690898895264, 5.023369312286377, 5.026134967803955, 5.05657434463501, 5.058051586151123, 5.0638203620910645, 5.065286159515381, 5.061933517456055, 5.077577590942383, 5.077131271362305, 5.073775291442871, 5.085690975189209, 5.094152927398682, 5.112290859222412, 5.104683876037598, 5.089910507202148, 5.093481540679932, 5.1045732498168945, 5.0983452796936035, 5.115662574768066, 5.132698059082031, 5.152576923370361, 5.178157806396484, 5.178517818450928, 5.169918060302734, 5.178903579711914, 5.194552898406982, 5.196666240692139, 5.203392505645752, 5.201589584350586, 5.200976371765137, 5.2024664878845215, 5.214491367340088, 5.228408336639404, 5.2262444496154785, 5.214784622192383, 5.2164225578308105, 5.221804141998291, 5.227759838104248, 5.232207298278809, 5.2495293617248535, 5.235510349273682, 5.221582889556885, 5.220333576202393, 5.23197603225708, 5.239251613616943, 5.246319770812988, 5.254698276519775, 5.240740776062012, 5.242193222045898, 5.253459930419922, 5.239230155944824, 5.2555389404296875, 5.283600807189941, 5.269467353820801, 5.265082836151123, 5.2837324142456055, 5.283359050750732, 5.290648937225342, 5.304021835327148, 5.306271553039551, 5.316568374633789, 5.325041770935059, 5.3468828201293945, 5.332056045532227, 5.318277835845947, 5.3380699
"Max loss:5.582925796508789, Min loss: 2.1277482509613037\n",
"ACTUAL:\n",
"\tThe Dark Knight is and superhero film directed by Christopher Nolan, from andplay co-written with i brother i Based on the second i superhero film is is a i to Batman i i and the second is i i the is i the Knight i The the i the i i i the i i i and the i i i the i i i i a a i is i i a i i i the the the a the the i the i i i i the i the the i i i the the i i a i the a is a the i a the i i i the i the the the i i the thend the i the the the i and to the the the i the the i the theh i i the thend the i i the i the i a the the the the the the the the i the in i i i the ind the the i i i the aay the the i i is i the the the i the the i ind the i i ind the the the i i the the i the i the i the i i the i i the the i the ih ind i i thes i ind the i thend the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 37\n",
"\tLoss: 5.502989768981934\n",
"ALL LOSS HISTORY:[2.7930963039398193, 2.234435558319092, 2.1911404132843018, 2.040438652038574, 2.1146128177642822, 2.0057132244110107, 2.2918648719787598, 2.453287124633789, 2.519695997238159, 2.7758021354675293, 2.879025459289551, 2.9659738540649414, 3.0519375801086426, 3.085240602493286, 3.176363945007324, 3.0997352600097656, 3.1537725925445557, 3.219971179962158, 3.2028732299804688, 3.248811721801758, 3.2160427570343018, 3.211581230163574, 3.2587850093841553, 3.2753632068634033, 3.315868854522705, 3.391566276550293, 3.462296724319458, 3.437721014022827, 3.4765448570251465, 3.5112760066986084, 3.5748186111450195, 3.595263719558716, 3.572566032409668, 3.576096773147583, 3.5519866943359375, 3.5820868015289307, 3.5433921813964844, 3.6101784706115723, 3.623603343963623, 3.671635866165161, 3.660435438156128, 3.70127534866333, 3.690265655517578, 3.643423318862915, 3.6283063888549805, 3.6541686058044434, 3.6216535568237305, 3.6747796535491943, 3.7174487113952637, 3.743720054626465, 3.77050518989563, 3.757941722869873, 3.7552130222320557, 3.7883100509643555, 3.789151191711426, 3.766193389892578, 3.7955360412597656, 3.7802205085754395, 3.8354828357696533, 3.840501546859741, 3.8409011363983154, 3.88338565826416, 3.891758441925049, 3.9268200397491455, 3.970301628112793, 3.979111671447754, 4.022609710693359, 4.029596328735352, 4.034382343292236, 4.016928672790527, 4.016934394836426, 4.054559707641602, 4.084961891174316, 4.1052775382995605, 4.1174726486206055, 4.168145656585693, 4.178818702697754, 4.20159387588501, 4.2151641845703125, 4.247220993041992, 4.253975868225098, 4.267044544219971, 4.252519607543945, 4.237345218658447, 4.258616924285889, 4.307773113250732, 4.306911945343018, 4.325998306274414, 4.321568012237549, 4.350193977355957, 4.343097686767578, 4.345629692077637, 4.369814872741699, 4.386030197143555, 4.401038646697998, 4.401332378387451, 4.417774200439453, 4.429777145385742, 4.455500602722168, 4.47619104385376, 4.484575271606445, 4.504340171813965, 4.516467571258545, 4.523850440979004, 4.539103031158447, 4.5617852210998535, 4.585981369018555, 4.606128215789795, 4.610251426696777, 4.6187591552734375, 4.617784023284912, 4.615773677825928, 4.643685340881348, 4.644958019256592, 4.643771171569824, 4.649200916290283, 4.657430171966553, 4.649638652801514, 4.664571285247803, 4.683821678161621, 4.6828203201293945, 4.698039531707764, 4.708536148071289, 4.744293689727783, 4.7495880126953125, 4.761716842651367, 4.771218776702881, 4.791550636291504, 4.7928595542907715, 4.812653541564941, 4.812921047210693, 4.817856788635254, 4.839237213134766, 4.854665756225586, 4.850587368011475, 4.862093925476074, 4.846187114715576, 4.862002372741699, 4.864547252655029, 4.870082378387451, 4.901438236236572, 4.913847923278809, 4.91776180267334, 4.919483184814453, 4.935439586639404, 4.9446516036987305, 4.9355549812316895, 4.9480299949646, 4.962735652923584, 4.967219352722168, 4.968596935272217, 4.96624231338501, 4.974504470825195, 4.979255676269531, 4.986634731292725, 4.978846073150635, 4.9882049560546875, 5.000277519226074, 5.023409843444824, 5.007833957672119, 4.991827487945557, 5.014048099517822, 5.008607864379883, 5.010527610778809, 5.022237777709961, 5.025903701782227, 5.062692165374756, 5.072004795074463, 5.074188709259033, 5.0768208503723145, 5.084690570831299, 5.100796699523926, 5.108403205871582, 5.118736743927002, 5.111574172973633, 5.102637767791748, 5.1170125007629395, 5.12939453125, 5.132508754730225, 5.131019115447998, 5.12835693359375, 5.123344898223877, 5.134132385253906, 5.141756534576416, 5.158085823059082, 5.1562957763671875, 5.150974750518799, 5.133305549621582, 5.13207483291626, 5.146763324737549, 5.160297393798828, 5.152641773223877, 5.157347679138184, 5.167633533477783, 5.14152193069458, 5.165472984313965, 5.152745723724365, 5.167789459228516, 5.196948528289795, 5.183779716491699, 5.176948547363281, 5.188041687011719, 5.198047161102295, 5.203055381774902, 5.223669528961182, 5.219048500061035, 5.228091716766357, 5.229641914367676, 5.243964672088623, 5.2506279945373535, 5.232811450958252, 5.2425713539123535, 5.2555055
"Max loss:5.502989768981934, Min loss: 2.0057132244110107\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film Darkted by Christopher Nolan, from andplay co-written with i brother i Based on the second i superhero film is is a sequel to Batman i i and the the is i i the is The i Knight i The i i the i i i the i i i and the i i i the i i i i a a i is i i a i i i the the the the the the i i i i i i Batman the the the i i i the the i i a The a a is a the i a the i i i the i the the the i i a thend the i the the the i and to the the the i the the Begins the theh i i the thend the i i the i a i a the the the the the the the the i the in i the i the ind the the i i i the aay the the i i in i the the the i the the i thend the i i ind the the the the i the the i the i the i Batman i i the i i the the the the ih ind the a thes i thend the i thend the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 38\n",
"\tLoss: 5.427831649780273\n",
"ALL LOSS HISTORY:[2.7889022827148438, 2.240591287612915, 1.985677719116211, 1.9143080711364746, 1.92825448513031, 1.9233118295669556, 2.1320643424987793, 2.3457188606262207, 2.399176597595215, 2.6764097213745117, 2.7986257076263428, 2.8697025775909424, 2.9237325191497803, 2.957252264022827, 3.018676280975342, 2.9710116386413574, 2.988554000854492, 3.0492520332336426, 3.1125175952911377, 3.0861732959747314, 3.0946993827819824, 3.085782766342163, 3.1088366508483887, 3.1355066299438477, 3.2036831378936768, 3.290327548980713, 3.3097643852233887, 3.2983438968658447, 3.38840913772583, 3.416118621826172, 3.449030876159668, 3.482869863510132, 3.448026418685913, 3.4648590087890625, 3.452272891998291, 3.4452764987945557, 3.442676305770874, 3.4894943237304688, 3.469142436981201, 3.5135016441345215, 3.537869691848755, 3.5815117359161377, 3.5690665245056152, 3.548736810684204, 3.5304179191589355, 3.54599928855896, 3.5326249599456787, 3.5746896266937256, 3.6139914989471436, 3.646841049194336, 3.672050714492798, 3.621765375137329, 3.6328179836273193, 3.664876937866211, 3.6830379962921143, 3.6398394107818604, 3.6678972244262695, 3.6779279708862305, 3.717282772064209, 3.7412683963775635, 3.717935562133789, 3.7685272693634033, 3.798902750015259, 3.804245710372925, 3.849163770675659, 3.8772857189178467, 3.9193570613861084, 3.9093017578125, 3.9110116958618164, 3.885287046432495, 3.924295663833618, 3.932495594024658, 3.9470152854919434, 3.9976959228515625, 4.017651081085205, 4.040075778961182, 4.072965145111084, 4.106231212615967, 4.112569808959961, 4.126762866973877, 4.122561931610107, 4.147550106048584, 4.142642498016357, 4.1388726234436035, 4.1534881591796875, 4.192347049713135, 4.208721160888672, 4.215758800506592, 4.226946830749512, 4.227109909057617, 4.236509323120117, 4.236745834350586, 4.275777339935303, 4.2686967849731445, 4.2838215827941895, 4.309780597686768, 4.310575008392334, 4.335363388061523, 4.348913192749023, 4.36360502243042, 4.381485939025879, 4.394420146942139, 4.4090094566345215, 4.415305137634277, 4.443994998931885, 4.4597697257995605, 4.490468502044678, 4.502574443817139, 4.502274990081787, 4.519685745239258, 4.510481357574463, 4.512247562408447, 4.526457786560059, 4.531111240386963, 4.541528224945068, 4.540087699890137, 4.545158863067627, 4.53493070602417, 4.553347110748291, 4.588326454162598, 4.575417995452881, 4.605767726898193, 4.611146926879883, 4.627343654632568, 4.6425018310546875, 4.652429580688477, 4.672694683074951, 4.684271335601807, 4.69608736038208, 4.699761867523193, 4.718194007873535, 4.734485626220703, 4.739673137664795, 4.755237579345703, 4.784468173980713, 4.758315086364746, 4.743582725524902, 4.761651992797852, 4.764774322509766, 4.783265113830566, 4.799739360809326, 4.8179707527160645, 4.828583240509033, 4.819033145904541, 4.836172103881836, 4.854803562164307, 4.8419647216796875, 4.845067024230957, 4.871467590332031, 4.873219013214111, 4.862814426422119, 4.878213405609131, 4.876800537109375, 4.88777494430542, 4.897842884063721, 4.887413024902344, 4.8899641036987305, 4.914525985717773, 4.932069301605225, 4.9110822677612305, 4.908797740936279, 4.9041218757629395, 4.899367332458496, 4.910764217376709, 4.927239418029785, 4.951975345611572, 4.967827320098877, 4.979678153991699, 4.9912848472595215, 4.982397079467773, 4.992279529571533, 5.00132942199707, 5.019774436950684, 5.0284929275512695, 5.0176591873168945, 5.017155647277832, 5.023315906524658, 5.046685218811035, 5.04384183883667, 5.041787147521973, 5.038094520568848, 5.040003299713135, 5.043223857879639, 5.0489983558654785, 5.063798427581787, 5.0584492683410645, 5.053454875946045, 5.043095588684082, 5.041370868682861, 5.052228927612305, 5.065236568450928, 5.0669989585876465, 5.072527885437012, 5.075767517089844, 5.072401523590088, 5.07115364074707, 5.068063259124756, 5.087064743041992, 5.104739665985107, 5.097672462463379, 5.095114231109619, 5.095664978027344, 5.10740852355957, 5.118494510650635, 5.128274917602539, 5.132511615753174, 5.142934322357178, 5.151913166046143, 5.164046287536621, 5.163730144500732, 5.141880989074707, 5.1628289222717
"Max loss:5.427831649780273, Min loss: 1.9143080711364746\n",
"ACTUAL:\n",
"\tThe Dark Knight is and superhero film directed by Christopher Nolan, from andplay co-written with i brother i Based on the DC i superhero film is is a second to Batman i i and the second is i i the is The Dark Knight i The i i the i i i the i i i and the i i i the i i i i a a i is i i the i i i the the the a the the i the i i i i Batman i the the i i i the the i i a The a a in a the i a the i i i the The the the the i i a thend the i the the the i and to the the the i the the ih theh i i the thend the i i the i a i a the i the the the the the the i the in i the i the ind the the i i the the aay the the i i is i the the the the the the i thend the i i ind the the the the i the the i the i the i a i i the i i the the i the ih ind the i thes i thend the i thend the the i<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 39\n",
"\tLoss: 5.349737167358398\n",
"ALL LOSS HISTORY:[2.6029069423675537, 1.9889980554580688, 1.947283387184143, 1.8352150917053223, 1.9170665740966797, 1.8399242162704468, 2.0164623260498047, 2.221663475036621, 2.3020641803741455, 2.572462558746338, 2.6587865352630615, 2.7438318729400635, 2.799461603164673, 2.8130931854248047, 2.881131887435913, 2.8054745197296143, 2.9650464057922363, 2.905452251434326, 2.945971965789795, 3.0023386478424072, 2.9363694190979004, 2.9478752613067627, 2.99297833442688, 3.043898820877075, 3.0687179565429688, 3.1556649208068848, 3.1899306774139404, 3.202911615371704, 3.2282094955444336, 3.3031320571899414, 3.312983751296997, 3.3814046382904053, 3.3381857872009277, 3.3530657291412354, 3.31976580619812, 3.3320553302764893, 3.3210337162017822, 3.3723161220550537, 3.3748345375061035, 3.4115614891052246, 3.453298330307007, 3.4659860134124756, 3.464050531387329, 3.414318323135376, 3.430258274078369, 3.441011428833008, 3.4292614459991455, 3.4615108966827393, 3.498495578765869, 3.5245983600616455, 3.558337450027466, 3.519482135772705, 3.533963441848755, 3.5235886573791504, 3.5571858882904053, 3.552366256713867, 3.566356658935547, 3.563201427459717, 3.5933897495269775, 3.627335786819458, 3.599576711654663, 3.659151792526245, 3.678870677947998, 3.722249746322632, 3.746908664703369, 3.750713586807251, 3.7912380695343018, 3.8067824840545654, 3.81190824508667, 3.7787771224975586, 3.80243182182312, 3.829350471496582, 3.8368542194366455, 3.8797545433044434, 3.918221950531006, 3.9388837814331055, 3.948641777038574, 3.9763989448547363, 4.0105881690979, 4.0158610343933105, 4.0235114097595215, 4.044321060180664, 4.030243396759033, 4.031431198120117, 4.0706095695495605, 4.091421604156494, 4.104796409606934, 4.115599632263184, 4.133163928985596, 4.137096881866455, 4.14080810546875, 4.129685878753662, 4.146415710449219, 4.179751873016357, 4.183501720428467, 4.199603080749512, 4.1969099044799805, 4.220209121704102, 4.236159324645996, 4.253507614135742, 4.277230262756348, 4.3117194175720215, 4.31015682220459, 4.310429573059082, 4.34814453125, 4.340024471282959, 4.368603706359863, 4.39437198638916, 4.407642841339111, 4.408273696899414, 4.412658214569092, 4.411327838897705, 4.43095588684082, 4.438602447509766, 4.424750328063965, 4.440587520599365, 4.473882675170898, 4.455761909484863, 4.460850715637207, 4.479818820953369, 4.494870662689209, 4.5016279220581055, 4.5174970626831055, 4.545425891876221, 4.555907249450684, 4.565663814544678, 4.573990345001221, 4.585533618927002, 4.601679801940918, 4.609421253204346, 4.624303340911865, 4.633212089538574, 4.639894485473633, 4.665681838989258, 4.680912971496582, 4.669764995574951, 4.6529083251953125, 4.668675899505615, 4.673790454864502, 4.69652795791626, 4.705269813537598, 4.726203918457031, 4.737031936645508, 4.724043369293213, 4.7464704513549805, 4.752410411834717, 4.7493205070495605, 4.761730670928955, 4.779170513153076, 4.773907661437988, 4.766740322113037, 4.787549018859863, 4.790311813354492, 4.804082870483398, 4.8108811378479, 4.798555850982666, 4.807470798492432, 4.827116966247559, 4.835343837738037, 4.823344707489014, 4.808211803436279, 4.821403503417969, 4.822155952453613, 4.839612007141113, 4.834963798522949, 4.862146377563477, 4.88070821762085, 4.888980865478516, 4.905062198638916, 4.9009833335876465, 4.912848472595215, 4.914312362670898, 4.93371057510376, 4.940314769744873, 4.925859451293945, 4.9341840744018555, 4.942600727081299, 4.950727939605713, 4.963983535766602, 4.948136806488037, 4.951731204986572, 4.9463934898376465, 4.956236362457275, 4.968862056732178, 4.973447322845459, 4.983627796173096, 4.963126182556152, 4.954366207122803, 4.960943698883057, 4.980440616607666, 4.9860310554504395, 4.983863353729248, 4.99850606918335, 4.987469673156738, 4.980658054351807, 4.998172283172607, 4.997750282287598, 5.004210948944092, 5.0236124992370605, 5.0148024559021, 5.002078533172607, 5.02233362197876, 5.020295143127441, 5.039982318878174, 5.05217981338501, 5.05025053024292, 5.060995578765869, 5.0609331130981445, 5.077295780181885, 5.082550525665283, 5.055734157562256, 5.073097229003906, 5.0942592
"Max loss:5.349737167358398, Min loss: 1.8352150917053223\n",
"ACTUAL:\n",
"\tThe Dark Knight is and superhero film directed by Christopher Nolan, from andplay co-written with i brother i Based on the DC i superhero film is is a second to Batman i i and the second is i i the is The Dark Knight i The the i the second i i the i i i and the i i i the i i i i a a i is i i a i i i the the the a the the i the i i i i Batman the the the i i i Batman the i i a The a a is i the i a the i i i the i the the the i a a and the i the the the i and to the the the i the the ih theh i i the thend the i i the i the i a the the the the the the the the i the in i the i the ind the the i i i the aay the the i i in i the the the i the the i thend the i i thend the the the the i the the i the i the i Batman i i the i i the the the the ih ind the a thes the thend the i thend the the i<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 40\n",
"\tLoss: 5.285747528076172\n",
"ALL LOSS HISTORY:[2.366821050643921, 1.911173939704895, 1.8371649980545044, 1.8102405071258545, 1.81551194190979, 1.7637958526611328, 1.9279842376708984, 2.15629243850708, 2.1981964111328125, 2.4257216453552246, 2.5726964473724365, 2.6498818397521973, 2.6508028507232666, 2.7562100887298584, 2.768080949783325, 2.6730992794036865, 2.779775619506836, 2.8207898139953613, 2.8416666984558105, 2.889889717102051, 2.824384927749634, 2.8555891513824463, 2.8814804553985596, 2.9473886489868164, 2.9487576484680176, 3.0368764400482178, 3.0633397102355957, 3.0427799224853516, 3.138972520828247, 3.173764228820801, 3.213592529296875, 3.2428669929504395, 3.201570987701416, 3.245873212814331, 3.2020509243011475, 3.1973183155059814, 3.2269115447998047, 3.2396140098571777, 3.2749016284942627, 3.307492733001709, 3.2952325344085693, 3.3573296070098877, 3.3356001377105713, 3.313491106033325, 3.2940869331359863, 3.3352980613708496, 3.285770893096924, 3.3400752544403076, 3.406465530395508, 3.4037396907806396, 3.437866449356079, 3.4130749702453613, 3.433995008468628, 3.439490795135498, 3.446587324142456, 3.4278571605682373, 3.4463558197021484, 3.462705135345459, 3.498873233795166, 3.5187394618988037, 3.509176731109619, 3.5461881160736084, 3.5578887462615967, 3.612910270690918, 3.648141384124756, 3.652770757675171, 3.6707444190979004, 3.7000255584716797, 3.720561981201172, 3.668651580810547, 3.6859371662139893, 3.718784809112549, 3.7598631381988525, 3.7612812519073486, 3.820249080657959, 3.843470811843872, 3.8596465587615967, 3.8934051990509033, 3.8987855911254883, 3.930687427520752, 3.9368889331817627, 3.9353864192962646, 3.9287304878234863, 3.929581880569458, 3.950861930847168, 3.9746971130371094, 3.9960811138153076, 4.002915859222412, 4.021243572235107, 4.030685901641846, 4.030288219451904, 4.025579452514648, 4.042548656463623, 4.064676761627197, 4.082292556762695, 4.081704616546631, 4.124316215515137, 4.115188121795654, 4.156412601470947, 4.154418468475342, 4.173463344573975, 4.188805103302002, 4.194121837615967, 4.229410171508789, 4.242736339569092, 4.2518181800842285, 4.280725002288818, 4.308189392089844, 4.303677558898926, 4.3204216957092285, 4.314791679382324, 4.324458122253418, 4.3316473960876465, 4.342073440551758, 4.333593845367432, 4.337222576141357, 4.368154048919678, 4.353242874145508, 4.372413635253906, 4.3886332511901855, 4.397529125213623, 4.417657375335693, 4.418144702911377, 4.456846237182617, 4.470194339752197, 4.470280647277832, 4.4814863204956055, 4.493343353271484, 4.497091770172119, 4.513373851776123, 4.534732818603516, 4.544179916381836, 4.546993255615234, 4.57041072845459, 4.580348968505859, 4.5662760734558105, 4.563900470733643, 4.581058502197266, 4.583319664001465, 4.611091136932373, 4.600610733032227, 4.6293535232543945, 4.6531901359558105, 4.63999080657959, 4.650903224945068, 4.658353805541992, 4.659731388092041, 4.671677589416504, 4.682184219360352, 4.69192361831665, 4.674742221832275, 4.691192626953125, 4.70233154296875, 4.711886882781982, 4.712544918060303, 4.713597774505615, 4.715724468231201, 4.731678485870361, 4.74172306060791, 4.737110137939453, 4.724886417388916, 4.737541675567627, 4.733438491821289, 4.735025882720947, 4.743783473968506, 4.768723964691162, 4.788697719573975, 4.802868843078613, 4.817907810211182, 4.815723419189453, 4.825281620025635, 4.8345842361450195, 4.845486640930176, 4.849494934082031, 4.840495586395264, 4.845681667327881, 4.850613594055176, 4.863498687744141, 4.881749153137207, 4.877218246459961, 4.865036964416504, 4.863156318664551, 4.874815940856934, 4.887814521789551, 4.891812324523926, 4.899675369262695, 4.873000621795654, 4.873486042022705, 4.881793022155762, 4.887897968292236, 4.902862548828125, 4.896794319152832, 4.911125659942627, 4.901079177856445, 4.895318984985352, 4.912879943847656, 4.9078264236450195, 4.920480251312256, 4.938636302947998, 4.931561470031738, 4.927740573883057, 4.944549560546875, 4.94664192199707, 4.95018196105957, 4.967284679412842, 4.972086429595947, 4.983299255371094, 4.988019943237305, 5.006355285644531, 4.998085021972656, 4.984555721282959, 4.993235
"Max loss:5.285747528076172, Min loss: 1.7637958526611328\n",
"ACTUAL:\n",
"\tThe Dark Knight is and superhero film directed by Christopher Nolan, from andplay co-written with his brother i Based on the DC i superhero film is is a sequel to Batman i i and the second is i i the is The Dark Knight i The the i the the i i the i i i and the i i i the i i i i a a i in i i a i i i the the the a the the i the i i i i Batman the the the i i i Batman the i i a The a a is a the i a the i i i a The the the the i i a thend the i the the the i and to the the the i the the Beginsh theh i i the thend the i i the i the i a the the the the the the the the i the in The i i the ind the the i the i the aay the the i i in i the the the the the the i thend the i i ind the the the the i the the i the i the i a i i the i i the the the the ah ind the i thes i thend the i thend the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 41\n",
"\tLoss: 5.214178085327148\n",
"ALL LOSS HISTORY:[2.2833034992218018, 1.8580224514007568, 1.7096763849258423, 1.6667630672454834, 1.6873760223388672, 1.649991512298584, 1.8529720306396484, 2.0444254875183105, 2.082047939300537, 2.3403077125549316, 2.450010299682617, 2.487978219985962, 2.600623846054077, 2.625483989715576, 2.6610169410705566, 2.6064810752868652, 2.688283681869507, 2.7304067611694336, 2.704007148742676, 2.7466766834259033, 2.7462968826293945, 2.716275215148926, 2.7834792137145996, 2.8142318725585938, 2.8337631225585938, 2.9033775329589844, 2.9540231227874756, 2.934279203414917, 3.032119035720825, 3.0328688621520996, 3.102996587753296, 3.147494077682495, 3.092803478240967, 3.1284425258636475, 3.12431263923645, 3.1014516353607178, 3.1112523078918457, 3.147482395172119, 3.166257381439209, 3.1949172019958496, 3.215717315673828, 3.236142158508301, 3.2072644233703613, 3.214749336242676, 3.179748773574829, 3.1889595985412598, 3.1873607635498047, 3.239311456680298, 3.2906992435455322, 3.28269624710083, 3.331230878829956, 3.320918083190918, 3.318089246749878, 3.325021982192993, 3.3488950729370117, 3.3100857734680176, 3.3451385498046875, 3.3298723697662354, 3.386089324951172, 3.4190168380737305, 3.4064929485321045, 3.451500654220581, 3.4431369304656982, 3.515979051589966, 3.5423104763031006, 3.5446248054504395, 3.5899016857147217, 3.600752830505371, 3.588118553161621, 3.5620012283325195, 3.592233896255493, 3.6215133666992188, 3.648348808288574, 3.673433780670166, 3.7171220779418945, 3.7227566242218018, 3.7365176677703857, 3.790579080581665, 3.8084568977355957, 3.8230316638946533, 3.8501853942871094, 3.841758966445923, 3.832090139389038, 3.8302464485168457, 3.8582921028137207, 3.886016607284546, 3.907169818878174, 3.907275915145874, 3.9161627292633057, 3.9315457344055176, 3.947277784347534, 3.926248073577881, 3.9610297679901123, 3.966057538986206, 3.9894187450408936, 3.9968490600585938, 4.010499477386475, 4.031142234802246, 4.042342662811279, 4.0643510818481445, 4.092091083526611, 4.080345153808594, 4.119566917419434, 4.125130653381348, 4.160201549530029, 4.158260822296143, 4.181893825531006, 4.199154853820801, 4.206130504608154, 4.219834804534912, 4.2160234451293945, 4.222753047943115, 4.244800567626953, 4.250393867492676, 4.252656936645508, 4.239953517913818, 4.263077735900879, 4.257743835449219, 4.276423454284668, 4.2884039878845215, 4.298381328582764, 4.328474044799805, 4.318950176239014, 4.348353385925293, 4.372814655303955, 4.386590480804443, 4.389320373535156, 4.411508560180664, 4.4135284423828125, 4.4234161376953125, 4.433197021484375, 4.458015441894531, 4.459149360656738, 4.486297607421875, 4.484933853149414, 4.496100425720215, 4.4698710441589355, 4.4820237159729, 4.493127346038818, 4.504622459411621, 4.524694919586182, 4.5448784828186035, 4.564014911651611, 4.558953762054443, 4.559532165527344, 4.573418140411377, 4.563296318054199, 4.5752482414245605, 4.594182014465332, 4.604637145996094, 4.600650787353516, 4.602046489715576, 4.614808559417725, 4.618007659912109, 4.628141403198242, 4.614106178283691, 4.624279975891113, 4.649551868438721, 4.670073509216309, 4.643885612487793, 4.637599945068359, 4.645984649658203, 4.642295837402344, 4.655982494354248, 4.679408550262451, 4.69844913482666, 4.700515270233154, 4.722415447235107, 4.734281539916992, 4.720933437347412, 4.740452289581299, 4.748963832855225, 4.752847671508789, 4.768674850463867, 4.762923240661621, 4.7506103515625, 4.779884338378906, 4.794640064239502, 4.799605369567871, 4.784883499145508, 4.785322666168213, 4.777186393737793, 4.7925238609313965, 4.797815322875977, 4.803459644317627, 4.81839656829834, 4.808427810668945, 4.797361850738525, 4.795443534851074, 4.813354015350342, 4.816927909851074, 4.821758270263672, 4.826321601867676, 4.818970203399658, 4.823178768157959, 4.824593544006348, 4.828948974609375, 4.837828159332275, 4.858517646789551, 4.851437568664551, 4.850222587585449, 4.862898349761963, 4.865236282348633, 4.879454612731934, 4.883317947387695, 4.89296293258667, 4.915857791900635, 4.91051721572876, 4.924301624298096, 4.916660308837891, 4.907839298248291, 4.91708946
"Max loss:5.214178085327148, Min loss: 1.649991512298584\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from andplay co-written with his brother i Based on the DC i superhero film is is a sequel to Batman i i and the second is i i the is The Dark Knight i The the i the second i i the i i i and the i i i the i i i i a a i is i i a i i i the the the a the the i the i i i i Batman the the the Begins i i Batman the second i a The a a is a the i a the i i i a The the the the i i a and the i the the the i and to the the the i the the Beginsh theh i Begins the thend the Begins i the i i i a the the the the the the the the i the in The the i the ind the the i the i the aay the the i i in i the the the the the the i thend the i i ind the the the the i the the the the i the i Batman i i the i i the the the the theh ind the a thes the thend the i thend the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 42\n",
"\tLoss: 5.135632038116455\n",
"ALL LOSS HISTORY:[2.270328998565674, 1.727237582206726, 1.6259428262710571, 1.534388780593872, 1.564424753189087, 1.5707677602767944, 1.7648683786392212, 1.9292545318603516, 2.02215313911438, 2.2705368995666504, 2.3357980251312256, 2.409167528152466, 2.4464926719665527, 2.5423314571380615, 2.5548338890075684, 2.5087125301361084, 2.5812432765960693, 2.606783151626587, 2.605355739593506, 2.6511740684509277, 2.6303882598876953, 2.608560800552368, 2.647404193878174, 2.711378335952759, 2.792903423309326, 2.802924156188965, 2.849806785583496, 2.843839406967163, 2.894803285598755, 2.9500362873077393, 3.009364366531372, 3.025728464126587, 2.9628963470458984, 3.0270652770996094, 3.015061378479004, 3.0007517337799072, 2.991391658782959, 3.022101879119873, 3.056061267852783, 3.079829692840576, 3.112523078918457, 3.131605625152588, 3.121464252471924, 3.1141517162323, 3.0896975994110107, 3.1028571128845215, 3.1035633087158203, 3.1342833042144775, 3.173396587371826, 3.195077419281006, 3.227588653564453, 3.2183969020843506, 3.2267210483551025, 3.226273775100708, 3.241549491882324, 3.230273962020874, 3.2467310428619385, 3.2523624897003174, 3.2885584831237793, 3.328688621520996, 3.3030948638916016, 3.3327622413635254, 3.3639168739318848, 3.396190643310547, 3.442445755004883, 3.445603847503662, 3.4899702072143555, 3.5173099040985107, 3.4875426292419434, 3.467365264892578, 3.4869704246520996, 3.515085220336914, 3.542149305343628, 3.567643880844116, 3.6020829677581787, 3.6292471885681152, 3.6311895847320557, 3.6840410232543945, 3.6972644329071045, 3.7350716590881348, 3.7322680950164795, 3.739081382751465, 3.7390575408935547, 3.725954294204712, 3.750572919845581, 3.790504217147827, 3.798165798187256, 3.8222997188568115, 3.8275845050811768, 3.831022024154663, 3.8385837078094482, 3.831148147583008, 3.8605005741119385, 3.8864641189575195, 3.88789439201355, 3.8965578079223633, 3.9104888439178467, 3.9388670921325684, 3.946521759033203, 3.962449550628662, 3.9831461906433105, 4.006099224090576, 4.016693115234375, 4.026150226593018, 4.046628475189209, 4.077149391174316, 4.085571765899658, 4.107213020324707, 4.109618186950684, 4.132744789123535, 4.123182773590088, 4.130038738250732, 4.139435291290283, 4.16201639175415, 4.150783061981201, 4.16304874420166, 4.173192024230957, 4.157291412353516, 4.181892395019531, 4.201247692108154, 4.216738224029541, 4.2231364250183105, 4.237414360046387, 4.268364906311035, 4.268599510192871, 4.290572166442871, 4.299533367156982, 4.323054790496826, 4.33095645904541, 4.330294609069824, 4.346305847167969, 4.37101936340332, 4.374090194702148, 4.393585681915283, 4.404214382171631, 4.400574684143066, 4.377038955688477, 4.401519298553467, 4.402102947235107, 4.423994541168213, 4.444506645202637, 4.455552577972412, 4.467985153198242, 4.466616153717041, 4.488456726074219, 4.478204250335693, 4.4733476638793945, 4.487717151641846, 4.510002613067627, 4.514831066131592, 4.512116432189941, 4.520605564117432, 4.530962944030762, 4.5366106033325195, 4.5401177406311035, 4.52877950668335, 4.546823978424072, 4.566866397857666, 4.575066566467285, 4.570039749145508, 4.5577826499938965, 4.555656909942627, 4.569615364074707, 4.579022407531738, 4.588786602020264, 4.596174240112305, 4.6241865158081055, 4.634723663330078, 4.6407151222229, 4.644270420074463, 4.659012317657471, 4.65509557723999, 4.6821064949035645, 4.681443691253662, 4.6719536781311035, 4.673651695251465, 4.694699764251709, 4.708540439605713, 4.715961933135986, 4.701804161071777, 4.704740524291992, 4.697227954864502, 4.714752674102783, 4.725540637969971, 4.721411228179932, 4.734242916107178, 4.726042747497559, 4.709714412689209, 4.712640285491943, 4.722371578216553, 4.737308502197266, 4.742728233337402, 4.753653049468994, 4.74333381652832, 4.737882614135742, 4.749591827392578, 4.755889892578125, 4.764867305755615, 4.782652378082275, 4.77263069152832, 4.765034198760986, 4.773561954498291, 4.790510177612305, 4.808249473571777, 4.8075785636901855, 4.812617778778076, 4.831354141235352, 4.831184387207031, 4.846505641937256, 4.845616817474365, 4.826766014099121, 4.84774208068847
"Max loss:5.135632038116455, Min loss: 1.534388780593872\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from andplay co-written with his brother Jonathan. Based on the DC i superhero film is is a sequel to Batman Begins i and the second is i i the is The Dark Knight i The the i the second i i the i i i and the i i i the i i i i a a i is The i a i i i the the the a the the i the i i i i Batman the the the Begins i i Batman the second i a The a a is a the i a the film i i a The the the the i a a thend the i the the the i and to the the the i the the Beginsh theh i i the thend the i i the i the the a the second the the the the the the the the in the i i the ind the the i the the the aay the the the the in the the the the the the the i thend the i i ind the the the the i the the i the i the i Batman i i the i i the the i the ah ind the a thes the thend the i thend the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 43\n",
"\tLoss: 5.06886625289917\n",
"ALL LOSS HISTORY:[2.259892225265503, 1.7498977184295654, 1.6070612668991089, 1.519391417503357, 1.5046619176864624, 1.486741542816162, 1.6966434717178345, 1.8688488006591797, 1.9142717123031616, 2.1675829887390137, 2.247067928314209, 2.3180794715881348, 2.3830645084381104, 2.4525983333587646, 2.445746660232544, 2.3975319862365723, 2.5359442234039307, 2.4980318546295166, 2.551293134689331, 2.5761094093322754, 2.5293519496917725, 2.5322206020355225, 2.5446231365203857, 2.61734938621521, 2.6402552127838135, 2.694549798965454, 2.8084847927093506, 2.7156081199645996, 2.7869739532470703, 2.868320941925049, 2.8676974773406982, 2.958186149597168, 2.862961530685425, 2.9279727935791016, 2.8817789554595947, 2.9154882431030273, 2.9020819664001465, 2.912770986557007, 2.944901704788208, 2.9808621406555176, 2.985936164855957, 3.0223896503448486, 3.028946876525879, 2.9824135303497314, 2.9737837314605713, 2.995267152786255, 2.9874024391174316, 3.020277261734009, 3.0772881507873535, 3.093759059906006, 3.148172616958618, 3.110581398010254, 3.151811361312866, 3.1098384857177734, 3.1474225521087646, 3.111347198486328, 3.1509928703308105, 3.1500585079193115, 3.1785738468170166, 3.187991142272949, 3.1864874362945557, 3.2528042793273926, 3.2551987171173096, 3.2995612621307373, 3.332151174545288, 3.353471517562866, 3.4154725074768066, 3.404240369796753, 3.4022507667541504, 3.3798649311065674, 3.3941404819488525, 3.409787893295288, 3.4512646198272705, 3.4702842235565186, 3.489443063735962, 3.538658618927002, 3.553466320037842, 3.582775115966797, 3.5989882946014404, 3.606771469116211, 3.627666711807251, 3.6507396697998047, 3.6342663764953613, 3.6470654010772705, 3.6583948135375977, 3.6790518760681152, 3.7138848304748535, 3.718036413192749, 3.7367570400238037, 3.736971378326416, 3.7419419288635254, 3.742502212524414, 3.75667667388916, 3.790461540222168, 3.7970821857452393, 3.818500518798828, 3.8153629302978516, 3.8411672115325928, 3.8509786128997803, 3.8703691959381104, 3.894568681716919, 3.8985960483551025, 3.931068181991577, 3.9397497177124023, 3.9693686962127686, 3.9768779277801514, 4.003182888031006, 4.015562057495117, 4.030617713928223, 4.042106628417969, 4.037051200866699, 4.0483012199401855, 4.058040618896484, 4.069270133972168, 4.07418966293335, 4.069455623626709, 4.0788679122924805, 4.07634162902832, 4.105884075164795, 4.1199517250061035, 4.114919185638428, 4.146932125091553, 4.153849124908447, 4.175215244293213, 4.179153919219971, 4.199188709259033, 4.211252212524414, 4.233837604522705, 4.2396240234375, 4.242334842681885, 4.257730484008789, 4.276100158691406, 4.284100532531738, 4.3037261962890625, 4.321940898895264, 4.315264701843262, 4.2977399826049805, 4.311563014984131, 4.322489261627197, 4.339208602905273, 4.352169513702393, 4.378244400024414, 4.389686584472656, 4.3737263679504395, 4.402348041534424, 4.415191173553467, 4.393579483032227, 4.403651237487793, 4.429648399353027, 4.437037467956543, 4.435118198394775, 4.439828395843506, 4.445147514343262, 4.447264194488525, 4.457008361816406, 4.451261520385742, 4.457769393920898, 4.478964805603027, 4.490566730499268, 4.491684436798096, 4.475875377655029, 4.484780788421631, 4.480483055114746, 4.492378234863281, 4.50030517578125, 4.521451473236084, 4.543679237365723, 4.564406394958496, 4.583725929260254, 4.557677268981934, 4.57250452041626, 4.57715368270874, 4.592767238616943, 4.5996785163879395, 4.594606876373291, 4.597644329071045, 4.614663124084473, 4.6118574142456055, 4.629919528961182, 4.625942230224609, 4.616479396820068, 4.625795364379883, 4.632009506225586, 4.639866828918457, 4.648387908935547, 4.6609883308410645, 4.650607109069824, 4.631485462188721, 4.640817642211914, 4.653526782989502, 4.669680118560791, 4.661283016204834, 4.670003414154053, 4.67453145980835, 4.658098220825195, 4.679723739624023, 4.667329788208008, 4.6816630363464355, 4.706301689147949, 4.703993797302246, 4.692070007324219, 4.6924028396606445, 4.708580493927002, 4.720521926879883, 4.735793590545654, 4.733755588531494, 4.748485088348389, 4.746734619140625, 4.76796817779541, 4.765035152435303, 4.7523903846740
"Max loss:5.06886625289917, Min loss: 1.486741542816162\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from andplay co-written with his brother Jonathan. Based on the DC i superhero film is is a sequel to Batman i i and the second is i i the is The Dark Knight i The the i the second i i the i i i and the i i i the i i i i a a i is The i a i i i the the the a the the i the i i i i Batman the the the Begins i i Batman the i i a The a a is a the i a the a i i a The the the the i i a and the i the the the i and to the the the i the the Beginsh theh i i the thend the i i the i a the a the the the the the the the the the the in The the i the ind the the the the the the aay the the the the in the the the the the the the i thend the i i ind the the the the i the the i the i the i Batman i i the i i the the the the theh ind the a thes the thend the i thend the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 44\n",
"\tLoss: 4.999401092529297\n",
"ALL LOSS HISTORY:[1.8933604955673218, 1.6054457426071167, 1.4677419662475586, 1.3987668752670288, 1.4589067697525024, 1.431352138519287, 1.5889562368392944, 1.767375111579895, 1.8536531925201416, 2.132216453552246, 2.1542394161224365, 2.2115371227264404, 2.2841637134552, 2.3121285438537598, 2.3484761714935303, 2.2776060104370117, 2.380183696746826, 2.4282007217407227, 2.43294620513916, 2.4751365184783936, 2.4150166511535645, 2.415839672088623, 2.4337093830108643, 2.505981683731079, 2.5471651554107666, 2.5923452377319336, 2.6466171741485596, 2.6354644298553467, 2.688868999481201, 2.7305080890655518, 2.781778573989868, 2.8226468563079834, 2.78167462348938, 2.81955623626709, 2.7986438274383545, 2.808938980102539, 2.7706706523895264, 2.818964719772339, 2.8582797050476074, 2.890291213989258, 2.905154228210449, 2.9211974143981934, 2.914395809173584, 2.8985719680786133, 2.892199993133545, 2.926301956176758, 2.8799939155578613, 2.93920636177063, 2.956939458847046, 3.001095771789551, 3.0167272090911865, 3.016498565673828, 3.03373122215271, 3.0114612579345703, 3.039119005203247, 3.0281660556793213, 3.054413318634033, 3.051938533782959, 3.088770866394043, 3.1051831245422363, 3.0960118770599365, 3.1359968185424805, 3.1551713943481445, 3.1962850093841553, 3.2345409393310547, 3.2594852447509766, 3.279256582260132, 3.3082635402679443, 3.284843921661377, 3.278083562850952, 3.30275821685791, 3.333064079284668, 3.3571324348449707, 3.3644614219665527, 3.404818058013916, 3.4212377071380615, 3.44657564163208, 3.505547046661377, 3.5170836448669434, 3.5326194763183594, 3.543788194656372, 3.555084705352783, 3.5401060581207275, 3.529332160949707, 3.5623629093170166, 3.580982208251953, 3.6169426441192627, 3.6379637718200684, 3.631873607635498, 3.651796817779541, 3.648204803466797, 3.642122745513916, 3.672963857650757, 3.6830742359161377, 3.7015380859375, 3.7103049755096436, 3.741999626159668, 3.7445828914642334, 3.764000415802002, 3.786848545074463, 3.8088507652282715, 3.801534414291382, 3.8214662075042725, 3.8494038581848145, 3.8627336025238037, 3.8837616443634033, 3.9124224185943604, 3.9115097522735596, 3.9377951622009277, 3.948481798171997, 3.933238983154297, 3.948112964630127, 3.976125955581665, 3.9725053310394287, 3.9710030555725098, 3.9768364429473877, 4.001226902008057, 3.9790995121002197, 3.995969772338867, 4.02538537979126, 4.026181697845459, 4.047242641448975, 4.048813819885254, 4.091907024383545, 4.106617450714111, 4.115528106689453, 4.119041442871094, 4.140347003936768, 4.152921676635742, 4.154050350189209, 4.168153285980225, 4.185369968414307, 4.192196846008301, 4.217109680175781, 4.228835582733154, 4.233080863952637, 4.212083339691162, 4.235960006713867, 4.230093002319336, 4.248100280761719, 4.265156269073486, 4.290346622467041, 4.309006690979004, 4.301095962524414, 4.298872947692871, 4.315855503082275, 4.3091630935668945, 4.332701206207275, 4.342794418334961, 4.347691535949707, 4.345333576202393, 4.350925445556641, 4.3539276123046875, 4.378275394439697, 4.379400253295898, 4.364262104034424, 4.38156270980835, 4.3956618309021, 4.407242298126221, 4.4004998207092285, 4.3865580558776855, 4.401797771453857, 4.394783973693848, 4.413520812988281, 4.415514945983887, 4.447981357574463, 4.454474925994873, 4.483369827270508, 4.490676403045654, 4.485080718994141, 4.494083404541016, 4.498356819152832, 4.516148090362549, 4.531491279602051, 4.514187335968018, 4.517245769500732, 4.532983303070068, 4.540587425231934, 4.558706760406494, 4.538577079772949, 4.546493053436279, 4.543990612030029, 4.561855792999268, 4.561995983123779, 4.573668956756592, 4.577274322509766, 4.567324161529541, 4.5547051429748535, 4.562246799468994, 4.568639755249023, 4.587268352508545, 4.57956600189209, 4.591357707977295, 4.588334560394287, 4.580706596374512, 4.601167678833008, 4.589629173278809, 4.598223686218262, 4.632960319519043, 4.622913360595703, 4.610065937042236, 4.628785133361816, 4.634083271026611, 4.652466773986816, 4.66980504989624, 4.659608840942383, 4.684696197509766, 4.678765773773193, 4.705892086029053, 4.688813209533691, 4.681305885314941, 4.69159984
"Max loss:4.999401092529297, Min loss: 1.3987668752670288\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from andplay co-written with his brother Jonathan. Based on the DC i superhero film is is a sequel to Batman Begins i and the second is i i the is The Dark Knight i The Dark i the second i i the i i i and the attorney i i the i i i i a a i is The i a i i i by the the a the the i the i i i i Batman the the the Begins i i Batman the second i a The a a is a the i a the i i i the The the the the i a a and the i the the the i and to the the the of the the Beginsh theh i Begins the thend the Begins i the i the the a the the the the the the the the the the in The the i the Beginsnd the the i the the the aay the the the the in the the the the the the the i thend the i i ind the the the the i the the the the i the a Batman i i the i i the the the the theh ind the a then The and the i thend the the i<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 45\n",
"\tLoss: 4.938682556152344\n",
"ALL LOSS HISTORY:[1.822359323501587, 1.7409236431121826, 1.3710883855819702, 1.3389462232589722, 1.4139825105667114, 1.3768812417984009, 1.5523601770401, 1.6837174892425537, 1.7778500318527222, 1.9684680700302124, 2.0868144035339355, 2.1549060344696045, 2.2113428115844727, 2.2380266189575195, 2.2675411701202393, 2.1739273071289062, 2.2873446941375732, 2.300858736038208, 2.3252081871032715, 2.3857040405273438, 2.354310989379883, 2.348210096359253, 2.3517987728118896, 2.437316656112671, 2.4559693336486816, 2.487485408782959, 2.55784010887146, 2.5464062690734863, 2.5955910682678223, 2.6442930698394775, 2.6721718311309814, 2.7310900688171387, 2.6817872524261475, 2.7355055809020996, 2.6560604572296143, 2.693143367767334, 2.692497968673706, 2.7288436889648438, 2.7472259998321533, 2.791018009185791, 2.79266095161438, 2.811885356903076, 2.819239377975464, 2.796391487121582, 2.783414602279663, 2.8051791191101074, 2.8091251850128174, 2.861191749572754, 2.8845396041870117, 2.9066247940063477, 2.935093879699707, 2.897017002105713, 2.9273626804351807, 2.9510977268218994, 2.9535129070281982, 2.9378108978271484, 2.9698100090026855, 2.9569497108459473, 2.9870429039001465, 3.0209109783172607, 2.997199296951294, 3.0307164192199707, 3.0804173946380615, 3.1064419746398926, 3.147186040878296, 3.172478199005127, 3.1924514770507812, 3.2196216583251953, 3.213852643966675, 3.1741995811462402, 3.2134854793548584, 3.2242815494537354, 3.2612357139587402, 3.276759624481201, 3.3236615657806396, 3.348101854324341, 3.369192600250244, 3.411874294281006, 3.4212944507598877, 3.4246373176574707, 3.4466540813446045, 3.472382068634033, 3.460808753967285, 3.4571170806884766, 3.4711031913757324, 3.4967939853668213, 3.521528959274292, 3.5231802463531494, 3.5604302883148193, 3.5613017082214355, 3.5493602752685547, 3.565784215927124, 3.5835795402526855, 3.591529130935669, 3.6185801029205322, 3.620652198791504, 3.6537163257598877, 3.6510517597198486, 3.682901382446289, 3.690549850463867, 3.7133028507232666, 3.7222728729248047, 3.7374308109283447, 3.7619411945343018, 3.7688915729522705, 3.7918190956115723, 3.8103365898132324, 3.85308837890625, 3.851555585861206, 3.874596118927002, 3.853524684906006, 3.870955228805542, 3.8886559009552, 3.898277997970581, 3.9008541107177734, 3.8924694061279297, 3.9077651500701904, 3.9083616733551025, 3.9107725620269775, 3.9414021968841553, 3.9411840438842773, 3.95731520652771, 3.966571092605591, 4.002461910247803, 4.028322696685791, 4.0295729637146, 4.038838863372803, 4.057675838470459, 4.070152759552002, 4.076838493347168, 4.099607467651367, 4.10529088973999, 4.121368408203125, 4.137659549713135, 4.14708137512207, 4.143468856811523, 4.123732089996338, 4.139834880828857, 4.151895046234131, 4.157154560089111, 4.182737350463867, 4.202977180480957, 4.2190937995910645, 4.221760272979736, 4.224839210510254, 4.236998081207275, 4.231477737426758, 4.243663311004639, 4.257965564727783, 4.273651599884033, 4.269543647766113, 4.270415306091309, 4.276089191436768, 4.289433479309082, 4.301804065704346, 4.280538082122803, 4.294867515563965, 4.3199381828308105, 4.335686206817627, 4.3281707763671875, 4.3128132820129395, 4.322322845458984, 4.315126419067383, 4.322475910186768, 4.340446472167969, 4.366118907928467, 4.374215126037598, 4.411897659301758, 4.400440692901611, 4.399522304534912, 4.414971351623535, 4.436251640319824, 4.439238548278809, 4.462242603302002, 4.432446479797363, 4.4459919929504395, 4.4528093338012695, 4.469201564788818, 4.479562282562256, 4.472363471984863, 4.469894886016846, 4.472481727600098, 4.471311569213867, 4.504821300506592, 4.491745471954346, 4.506962776184082, 4.4905877113342285, 4.490805625915527, 4.485173225402832, 4.4985880851745605, 4.509557247161865, 4.512801647186279, 4.517999172210693, 4.516843795776367, 4.514627456665039, 4.526854038238525, 4.523186683654785, 4.528592109680176, 4.545120716094971, 4.547523498535156, 4.54299783706665, 4.55134391784668, 4.554305076599121, 4.570967197418213, 4.588591575622559, 4.588241100311279, 4.599940299987793, 4.606556415557861, 4.628294944763184, 4.622218132019043, 4.61314
"Max loss:4.938682556152344, Min loss: 1.3389462232589722\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from andplay co-written with his brother Jonathan. Based on the DC i superhero film is is a sequel to Batman Begins i and the second is i i the is The Dark Knight i The Dark i the second i i the i i Gordon, and the attorney i i the i i i i Batman a i is The i a i i i by the the a the the i the i i i i Batman the the the Begins i i Batman the second i a The a a in a the i a the film i i a The the the the i i a and the i the the the i and to the the the of the the Beginsh theh i Begins the thend the Begins i the i a the a the second the the the the the the the the in The second i the Beginsnd the the i the the the aay the the the the in the the the the the the the i thend the i i thend the the the the i the the the the i the i Batman i i the i i the the i the theh ind i a then The thend the i thend the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 46\n",
"\tLoss: 4.8639678955078125\n",
"ALL LOSS HISTORY:[1.8828086853027344, 1.538739562034607, 1.341835618019104, 1.2205228805541992, 1.2935502529144287, 1.2826093435287476, 1.4023399353027344, 1.6208770275115967, 1.7123026847839355, 1.9739574193954468, 1.9991618394851685, 2.049765110015869, 2.102356195449829, 2.1578433513641357, 2.140181064605713, 2.1490046977996826, 2.198979616165161, 2.2543609142303467, 2.186164140701294, 2.230020046234131, 2.2767605781555176, 2.252932548522949, 2.3089423179626465, 2.348008394241333, 2.379763126373291, 2.445587396621704, 2.455770254135132, 2.449754476547241, 2.515286922454834, 2.5610382556915283, 2.61051607131958, 2.6613121032714844, 2.5768425464630127, 2.629176378250122, 2.607724905014038, 2.5938937664031982, 2.593395471572876, 2.643301486968994, 2.657959461212158, 2.6854281425476074, 2.723126173019409, 2.726635456085205, 2.7432219982147217, 2.7001492977142334, 2.700162172317505, 2.7127723693847656, 2.7254016399383545, 2.763678550720215, 2.7925302982330322, 2.815793752670288, 2.8409342765808105, 2.81355619430542, 2.8346636295318604, 2.8556854724884033, 2.865299940109253, 2.820621967315674, 2.877926826477051, 2.8846824169158936, 2.8971619606018066, 2.938624382019043, 2.908318042755127, 2.9612555503845215, 2.991770029067993, 3.030458927154541, 3.0711421966552734, 3.0714199542999268, 3.1012258529663086, 3.120112419128418, 3.1263961791992188, 3.088747501373291, 3.1239402294158936, 3.146864175796509, 3.164517641067505, 3.1964669227600098, 3.2290806770324707, 3.2600128650665283, 3.2856051921844482, 3.3237078189849854, 3.329233407974243, 3.3479275703430176, 3.351771116256714, 3.3648557662963867, 3.3610222339630127, 3.3663952350616455, 3.3898892402648926, 3.411377191543579, 3.419649600982666, 3.455570936203003, 3.4561972618103027, 3.473799228668213, 3.4763283729553223, 3.4607155323028564, 3.5115034580230713, 3.5106472969055176, 3.5154523849487305, 3.5385234355926514, 3.5516841411590576, 3.556001901626587, 3.616934061050415, 3.6038849353790283, 3.6404807567596436, 3.6304938793182373, 3.6514463424682617, 3.6766607761383057, 3.6984002590179443, 3.694345235824585, 3.7387290000915527, 3.750056505203247, 3.7661521434783936, 3.773604154586792, 3.7694170475006104, 3.7819502353668213, 3.7970592975616455, 3.804517984390259, 3.792475938796997, 3.8097829818725586, 3.8212502002716064, 3.807311534881592, 3.8362812995910645, 3.8525710105895996, 3.869469404220581, 3.893794298171997, 3.8837332725524902, 3.9102611541748047, 3.9345712661743164, 3.948591947555542, 3.9471001625061035, 3.9758474826812744, 3.9755680561065674, 3.998602867126465, 4.018157958984375, 4.0310516357421875, 4.033378601074219, 4.058951377868652, 4.070697784423828, 4.065049171447754, 4.0476884841918945, 4.060283184051514, 4.0637383460998535, 4.088905334472656, 4.106290817260742, 4.1316237449646, 4.134653091430664, 4.134052753448486, 4.148568630218506, 4.15962028503418, 4.1535468101501465, 4.165458679199219, 4.1726555824279785, 4.195064067840576, 4.189477920532227, 4.191938400268555, 4.185163497924805, 4.218428611755371, 4.22649621963501, 4.205440998077393, 4.213377952575684, 4.232090473175049, 4.250941276550293, 4.246218681335449, 4.240281105041504, 4.242735862731934, 4.241154193878174, 4.243204116821289, 4.277171611785889, 4.29349946975708, 4.3051276206970215, 4.328372955322266, 4.336789608001709, 4.337916374206543, 4.342663288116455, 4.373106956481934, 4.358502388000488, 4.3848371505737305, 4.369649410247803, 4.367293834686279, 4.38715124130249, 4.398396968841553, 4.409446716308594, 4.391695022583008, 4.397977352142334, 4.391014099121094, 4.410709857940674, 4.4151434898376465, 4.4251275062561035, 4.433289051055908, 4.424789905548096, 4.4088826179504395, 4.416727066040039, 4.427530765533447, 4.443431377410889, 4.43973445892334, 4.449752330780029, 4.440680980682373, 4.431173801422119, 4.452850818634033, 4.449770450592041, 4.466437339782715, 4.475686550140381, 4.467702388763428, 4.472997188568115, 4.474565505981445, 4.489530086517334, 4.497294902801514, 4.502259254455566, 4.520780563354492, 4.52943754196167, 4.538036823272705, 4.5587921142578125, 4.551304340362549, 4.537
"Max loss:4.8639678955078125, Min loss: 1.2205228805541992\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from andplay co-written with his brother Jonathan. Based on the DC Comics superhero film is is a sequel to Batman Begins i and the second is i i the is The Dark Knight i The Dark i the second i i the i film Gordon, and the attorney i i the i i i i a a i is The i a i i i by the the a the the i the i i i to Batman the the the Begins i i Batman the second i a The ensemble a is a the i a the film i i the The the the the i i a and the the the the the i and to the the the of the the Beginsh theh i Begins the thend the Begins i the i a the a the second the the the the second the the the in The second i the Beginsnd the the i by the the aay the the the the in the the the the the the the i thend the i i ind the the Batman the i the the the the i the i Batman i i the i i the the the the ah ind i a then The thend the i thend the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 47\n",
"\tLoss: 4.815338134765625\n",
"ALL LOSS HISTORY:[1.6461635828018188, 1.3678219318389893, 1.3345351219177246, 1.244571328163147, 1.3369677066802979, 1.2255009412765503, 1.4094915390014648, 1.5950648784637451, 1.6514981985092163, 1.834975242614746, 1.9811393022537231, 1.9823684692382812, 2.0013716220855713, 2.069640636444092, 2.088824510574341, 2.0415139198303223, 2.128314971923828, 2.127734661102295, 2.140035629272461, 2.2013819217681885, 2.184937000274658, 2.155379295349121, 2.1766343116760254, 2.2408716678619385, 2.3011744022369385, 2.3016862869262695, 2.375371217727661, 2.3270628452301025, 2.380697727203369, 2.4722847938537598, 2.4843454360961914, 2.51961088180542, 2.4995434284210205, 2.5445053577423096, 2.4965715408325195, 2.5218069553375244, 2.4943795204162598, 2.546217918395996, 2.560150623321533, 2.6123175621032715, 2.6154839992523193, 2.6565020084381104, 2.633615732192993, 2.6159181594848633, 2.580047845840454, 2.618922233581543, 2.605165719985962, 2.658010244369507, 2.7106707096099854, 2.743006706237793, 2.754333734512329, 2.7214064598083496, 2.7567460536956787, 2.7610654830932617, 2.7593963146209717, 2.7481396198272705, 2.791560173034668, 2.7817931175231934, 2.8030383586883545, 2.841094970703125, 2.8369367122650146, 2.879991292953491, 2.904519557952881, 2.941615343093872, 2.98711895942688, 3.011383295059204, 3.0156478881835938, 3.038257122039795, 3.0319783687591553, 3.0092289447784424, 3.03169584274292, 3.0559945106506348, 3.070996046066284, 3.109959363937378, 3.147355079650879, 3.1595637798309326, 3.1946451663970947, 3.22957706451416, 3.2508046627044678, 3.2563204765319824, 3.277082681655884, 3.2854275703430176, 3.28232479095459, 3.2833964824676514, 3.3005993366241455, 3.328429937362671, 3.3446266651153564, 3.3534657955169678, 3.373145341873169, 3.3867685794830322, 3.386782169342041, 3.378171920776367, 3.4058029651641846, 3.4254157543182373, 3.4355292320251465, 3.4521663188934326, 3.469470262527466, 3.4819231033325195, 3.511543035507202, 3.5136399269104004, 3.5457918643951416, 3.54296875, 3.5708515644073486, 3.588404417037964, 3.6117804050445557, 3.6185288429260254, 3.6410129070281982, 3.663039207458496, 3.6723225116729736, 3.706167221069336, 3.6892788410186768, 3.6929609775543213, 3.7213728427886963, 3.725456476211548, 3.720484972000122, 3.723567008972168, 3.7485477924346924, 3.731687307357788, 3.7430756092071533, 3.7626872062683105, 3.7890450954437256, 3.801628828048706, 3.8124308586120605, 3.8375678062438965, 3.844665050506592, 3.8618476390838623, 3.8751320838928223, 3.8954975605010986, 3.9102301597595215, 3.907212495803833, 3.9262397289276123, 3.9421396255493164, 3.954779863357544, 3.9759347438812256, 3.9928340911865234, 3.9768025875091553, 3.968848943710327, 3.980595350265503, 3.997014045715332, 4.0105767250061035, 4.021472454071045, 4.0515289306640625, 4.063189506530762, 4.062595367431641, 4.0637526512146, 4.081707000732422, 4.084107875823975, 4.08317756652832, 4.1170654296875, 4.102285385131836, 4.101848602294922, 4.109969615936279, 4.12404727935791, 4.134684085845947, 4.151113033294678, 4.140096187591553, 4.143805503845215, 4.163798809051514, 4.173822402954102, 4.176430702209473, 4.163848876953125, 4.168833255767822, 4.162939548492432, 4.183130264282227, 4.192277431488037, 4.211089134216309, 4.233871936798096, 4.242166996002197, 4.2652668952941895, 4.261488437652588, 4.272848606109619, 4.269165515899658, 4.278740882873535, 4.288559913635254, 4.292714595794678, 4.288611888885498, 4.30753231048584, 4.323035717010498, 4.335781097412109, 4.328628063201904, 4.317835807800293, 4.327180862426758, 4.336119174957275, 4.346648693084717, 4.344054698944092, 4.360922813415527, 4.348128795623779, 4.329638957977295, 4.344032287597656, 4.3459625244140625, 4.362607955932617, 4.368199825286865, 4.372497081756592, 4.374343395233154, 4.366157531738281, 4.386072158813477, 4.360764503479004, 4.386510372161865, 4.410549640655518, 4.394805431365967, 4.397700309753418, 4.4002509117126465, 4.417743682861328, 4.437121868133545, 4.4446001052856445, 4.437262535095215, 4.466552734375, 4.462474822998047, 4.477293014526367, 4.474895477294922, 4.469391822814
"Max loss:4.815338134765625, Min loss: 1.2255009412765503\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from andplay co-written with his brother Jonathan. Based on the DC Comics superhero film is is a sequel to Batman Begins i and the second is i i the is The Dark Knight i The Dark i the second i i the i i Gordon, and the attorney the i the i i i i a a crime is The i a efforts i i by the the a the the i the i i i to Batman the the the Begins i i Batman the the i a The a a in a the i a the film i i a The the the the i i a and the i the the the i and to the the the of the the Beginsh theh i Begins the thend the Begins i the i the the a the second the the the the the the i the in The the i the Beginsnd the the i the the the theay the the the the in the the the the the the the i thend the i i ind the the the the Begins the the the the i the a Batman i i the i i the the the the theh ind the a then The and the i thend the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 48\n",
"\tLoss: 4.751341819763184\n",
"ALL LOSS HISTORY:[1.5505915880203247, 1.2666997909545898, 1.2247425317764282, 1.142130970954895, 1.275107741355896, 1.129036545753479, 1.3479090929031372, 1.541102647781372, 1.5347007513046265, 1.7810003757476807, 1.8304774761199951, 1.8892788887023926, 1.9305570125579834, 1.9727908372879028, 2.015774965286255, 1.935420274734497, 2.0296218395233154, 2.062147378921509, 2.0599563121795654, 2.079517126083374, 2.0728328227996826, 2.0761537551879883, 2.0874931812286377, 2.1466727256774902, 2.156533718109131, 2.2601981163024902, 2.254159927368164, 2.2771618366241455, 2.302482843399048, 2.3671815395355225, 2.382024049758911, 2.4577789306640625, 2.409846067428589, 2.4438540935516357, 2.4566128253936768, 2.434185028076172, 2.408973455429077, 2.4647979736328125, 2.482550859451294, 2.5055785179138184, 2.5353758335113525, 2.5579276084899902, 2.54270339012146, 2.55366849899292, 2.5240743160247803, 2.5448429584503174, 2.5478267669677734, 2.575495958328247, 2.6187806129455566, 2.6549689769744873, 2.678750991821289, 2.6513748168945312, 2.6551074981689453, 2.661567211151123, 2.6654229164123535, 2.6688363552093506, 2.69631290435791, 2.682342529296875, 2.7391202449798584, 2.742635488510132, 2.7523176670074463, 2.8201518058776855, 2.820805549621582, 2.85294771194458, 2.892587900161743, 2.9084527492523193, 2.9376072883605957, 2.9449150562286377, 2.951284408569336, 2.9292757511138916, 2.9490907192230225, 2.9780895709991455, 2.9961471557617188, 3.0255379676818848, 3.0577621459960938, 3.105088472366333, 3.0988800525665283, 3.1576008796691895, 3.1508970260620117, 3.1717288494110107, 3.1896321773529053, 3.213764190673828, 3.1788344383239746, 3.179654836654663, 3.2160069942474365, 3.229809522628784, 3.2796266078948975, 3.2577638626098633, 3.2743887901306152, 3.3013668060302734, 3.3002238273620605, 3.2958333492279053, 3.3226964473724365, 3.3431010246276855, 3.3398778438568115, 3.3703320026397705, 3.392047643661499, 3.3921866416931152, 3.4225382804870605, 3.4484972953796387, 3.4659459590911865, 3.463779926300049, 3.4903712272644043, 3.499908924102783, 3.5147266387939453, 3.531345844268799, 3.568571090698242, 3.577831745147705, 3.5943105220794678, 3.6221585273742676, 3.6032609939575195, 3.6077537536621094, 3.6293680667877197, 3.6512928009033203, 3.6418981552124023, 3.654207229614258, 3.6572139263153076, 3.6576790809631348, 3.6584413051605225, 3.688641309738159, 3.7021846771240234, 3.715834856033325, 3.7268404960632324, 3.756060838699341, 3.7601523399353027, 3.7958414554595947, 3.7914369106292725, 3.805206060409546, 3.8349618911743164, 3.837584972381592, 3.8472344875335693, 3.8666281700134277, 3.868885040283203, 3.9085962772369385, 3.907409191131592, 3.9144465923309326, 3.8851523399353027, 3.911774158477783, 3.918206214904785, 3.930779218673706, 3.9586381912231445, 3.9642574787139893, 3.9871528148651123, 3.9773969650268555, 3.9960997104644775, 4.006722450256348, 4.004673004150391, 4.0195159912109375, 4.031992435455322, 4.035294055938721, 4.030310153961182, 4.038112640380859, 4.039183139801025, 4.058975696563721, 4.079208850860596, 4.060157775878906, 4.062891006469727, 4.086307525634766, 4.09191370010376, 4.102791786193848, 4.097799301147461, 4.088883876800537, 4.0872673988342285, 4.101400375366211, 4.117398262023926, 4.1401896476745605, 4.15382194519043, 4.168262481689453, 4.190185546875, 4.172661781311035, 4.19401216506958, 4.205574035644531, 4.203401565551758, 4.22750186920166, 4.214661121368408, 4.232372283935547, 4.243240833282471, 4.248630523681641, 4.266846656799316, 4.251517295837402, 4.250391960144043, 4.25148344039917, 4.262791156768799, 4.270047187805176, 4.282886505126953, 4.2919440269470215, 4.277686595916748, 4.2668776512146, 4.275302410125732, 4.277920246124268, 4.300105094909668, 4.299296855926514, 4.311580181121826, 4.299204349517822, 4.296014308929443, 4.315852642059326, 4.297261714935303, 4.3151936531066895, 4.3330841064453125, 4.3394246101379395, 4.318417549133301, 4.336944580078125, 4.3422088623046875, 4.361260414123535, 4.364681243896484, 4.382385730743408, 4.391618728637695, 4.394268989562988, 4.407339572906494, 4.4173002
"Max loss:4.751341819763184, Min loss: 1.129036545753479\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from andplay co-written with his brother Jonathan. Based on the DC Comics superhero film is is a sequel to Batman Begins (2005), and the second is i i the is The Dark Knight i The Dark i the second i i the i film Gordon, and the attorney i i the i i i i Batman a crime is The i a efforts i i by the the a the the i the i i i to Batman how the the Begins i i Batman the city i a The a a is a the i a the film i i a The the the the i a a and the i the the the i and to the the the of the the Begins direc theh i Begins the thend the Begins i the i the the a the second the the the the the the the the in The the i the Beginsnd the the i the the the aay the the the the in the the the the the the the i thend the i i ind the the the the i the the the the i the a Batman i i the i i the the the the ah ind the a then The and the i thend the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 49\n",
"\tLoss: 4.679267883300781\n",
"ALL LOSS HISTORY:[1.613511085510254, 1.277130126953125, 1.1586512327194214, 1.182043194770813, 1.120918869972229, 1.188722014427185, 1.2574281692504883, 1.4049289226531982, 1.5265555381774902, 1.7066221237182617, 1.775890827178955, 1.8369871377944946, 1.8595308065414429, 1.89449942111969, 1.9109094142913818, 1.8814157247543335, 1.9503079652786255, 1.9809731245040894, 1.9561482667922974, 2.0008490085601807, 2.005115509033203, 1.9902704954147339, 1.9981095790863037, 2.046849489212036, 2.1247732639312744, 2.1608545780181885, 2.2012312412261963, 2.193351984024048, 2.25109601020813, 2.2849600315093994, 2.3123440742492676, 2.362865447998047, 2.319733142852783, 2.36091947555542, 2.3270046710968018, 2.33756160736084, 2.3480868339538574, 2.3795197010040283, 2.4024879932403564, 2.456120729446411, 2.4744815826416016, 2.5068609714508057, 2.471693277359009, 2.4515180587768555, 2.4342918395996094, 2.443136215209961, 2.434718608856201, 2.4749414920806885, 2.54087233543396, 2.570025682449341, 2.5776445865631104, 2.5720267295837402, 2.586834669113159, 2.5761630535125732, 2.5897486209869385, 2.5705513954162598, 2.5989556312561035, 2.612230062484741, 2.640760660171509, 2.660930871963501, 2.6527748107910156, 2.702929973602295, 2.715848922729492, 2.774395227432251, 2.8000476360321045, 2.836344003677368, 2.8607022762298584, 2.869283437728882, 2.8601491451263428, 2.8509418964385986, 2.865522623062134, 2.8757104873657227, 2.929121971130371, 2.960444927215576, 2.971116304397583, 2.988475799560547, 3.013824939727783, 3.059506893157959, 3.0849947929382324, 3.099433422088623, 3.0946507453918457, 3.1206679344177246, 3.0964267253875732, 3.1205804347991943, 3.1253421306610107, 3.1638617515563965, 3.1667516231536865, 3.1936697959899902, 3.1987788677215576, 3.231058359146118, 3.2188220024108887, 3.222656488418579, 3.23933482170105, 3.255722999572754, 3.262984037399292, 3.2862071990966797, 3.3036246299743652, 3.3259639739990234, 3.3407199382781982, 3.3516461849212646, 3.3714652061462402, 3.3802850246429443, 3.415780782699585, 3.428818702697754, 3.445333957672119, 3.4489657878875732, 3.5007855892181396, 3.4954335689544678, 3.5214197635650635, 3.5259430408477783, 3.523489475250244, 3.533067464828491, 3.551600694656372, 3.555471658706665, 3.546584129333496, 3.5706541538238525, 3.5842607021331787, 3.5785391330718994, 3.5860536098480225, 3.6119349002838135, 3.620654582977295, 3.6440041065216064, 3.646989107131958, 3.6813864707946777, 3.6877942085266113, 3.708251476287842, 3.725724935531616, 3.7365922927856445, 3.7467963695526123, 3.753840446472168, 3.767366886138916, 3.8008062839508057, 3.803307056427002, 3.820143461227417, 3.8310351371765137, 3.8265483379364014, 3.816167116165161, 3.8339016437530518, 3.839665412902832, 3.856858253479004, 3.874197006225586, 3.8983330726623535, 3.902106761932373, 3.89923357963562, 3.9113950729370117, 3.9290194511413574, 3.9123244285583496, 3.9362030029296875, 3.9600636959075928, 3.967604637145996, 3.9687657356262207, 3.9704525470733643, 3.9760284423828125, 3.990144729614258, 4.0097761154174805, 3.98870587348938, 3.993557929992676, 4.02159309387207, 4.034769058227539, 4.023755073547363, 4.008386611938477, 4.017606735229492, 4.0074944496154785, 4.022559642791748, 4.045307159423828, 4.064341068267822, 4.086716175079346, 4.105082035064697, 4.1050615310668945, 4.105983257293701, 4.115018844604492, 4.123621940612793, 4.140580177307129, 4.164341926574707, 4.1492018699646, 4.147234916687012, 4.174760341644287, 4.179596900939941, 4.193251132965088, 4.184505462646484, 4.1807451248168945, 4.177206516265869, 4.200669765472412, 4.196918487548828, 4.215092658996582, 4.226685523986816, 4.200990200042725, 4.199053764343262, 4.203973770141602, 4.213497161865234, 4.233177185058594, 4.217185974121094, 4.233189582824707, 4.225831031799316, 4.215299606323242, 4.2349162101745605, 4.231989860534668, 4.241535186767578, 4.271681308746338, 4.270306587219238, 4.25978422164917, 4.2641448974609375, 4.280757904052734, 4.287494659423828, 4.302605152130127, 4.313917636871338, 4.321661472320557, 4.326252460479736, 4.343283176422119, 4.339692115783691,
"Max loss:4.679267883300781, Min loss: 1.120918869972229\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from andplay co-written with his brother Jonathan. Based on the DC Comics superhero film is is a sequel to Batman Begins i and the second is i i the is The Dark Knight i The Dark i the second Batman, i the i James Gordon, and the attorney the i the i i i i Batman a crime is The i a efforts i i by the the a the the i the i i i to Batman the the the Begins i i Batman the second i a The a a in a the i a the a i the the The the the the i i a and the i the the the i and to the the the of the the Begins direc theh i Begins the thend the Begins i the i a the a the second the the the the second the i the in The the i the Beginsnd the the i by the secondplay the the the the in the the the the the the the i thend the i i thend the the the the i a the i the i the i Batman i i the i i the the the the ah ind a a thes the and the i thend the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 50\n",
"\tLoss: 4.626249313354492\n",
"ALL LOSS HISTORY:[1.576670527458191, 1.1476094722747803, 1.1081668138504028, 1.0524370670318604, 1.1007564067840576, 1.0663846731185913, 1.2921043634414673, 1.5248432159423828, 1.4557842016220093, 1.672576904296875, 1.7003345489501953, 1.7318310737609863, 1.760990858078003, 1.8226269483566284, 1.88007390499115, 1.8133944272994995, 1.903783917427063, 1.9283716678619385, 1.882260799407959, 1.9449955224990845, 1.9321706295013428, 1.8898087739944458, 1.9873058795928955, 1.9847675561904907, 2.0304114818573, 2.057953119277954, 2.123871088027954, 2.0777037143707275, 2.1599607467651367, 2.21524715423584, 2.235046148300171, 2.270679473876953, 2.229600191116333, 2.297602415084839, 2.2685506343841553, 2.2610483169555664, 2.268293619155884, 2.298231601715088, 2.326962471008301, 2.3607935905456543, 2.3871965408325195, 2.385756254196167, 2.367767810821533, 2.3576314449310303, 2.326180934906006, 2.389155864715576, 2.379340410232544, 2.4044203758239746, 2.4612531661987305, 2.4722466468811035, 2.5000197887420654, 2.4705660343170166, 2.5090084075927734, 2.5027480125427246, 2.5208818912506104, 2.5031678676605225, 2.5486061573028564, 2.5176548957824707, 2.564033031463623, 2.5830464363098145, 2.574099063873291, 2.6366896629333496, 2.66446590423584, 2.6901330947875977, 2.7283387184143066, 2.7457079887390137, 2.76031756401062, 2.8047447204589844, 2.783634901046753, 2.7582790851593018, 2.784471273422241, 2.813101291656494, 2.830188035964966, 2.8658998012542725, 2.902672290802002, 2.92673921585083, 2.9535205364227295, 2.9989771842956543, 2.992685556411743, 3.027477741241455, 3.011035919189453, 3.037741184234619, 3.0312094688415527, 3.027806520462036, 3.059152126312256, 3.080207347869873, 3.097531795501709, 3.106570243835449, 3.1296958923339844, 3.130101203918457, 3.1314666271209717, 3.133113384246826, 3.1631276607513428, 3.1808011531829834, 3.191490411758423, 3.216050148010254, 3.231290578842163, 3.2440223693847656, 3.2732126712799072, 3.2736728191375732, 3.3048551082611084, 3.3087687492370605, 3.3367526531219482, 3.344573736190796, 3.3627665042877197, 3.373678207397461, 3.4255456924438477, 3.4276559352874756, 3.433012008666992, 3.4546632766723633, 3.4454925060272217, 3.4454128742218018, 3.470247745513916, 3.483941078186035, 3.4783365726470947, 3.4865565299987793, 3.4902656078338623, 3.479086399078369, 3.507493019104004, 3.5299746990203857, 3.5712268352508545, 3.576735258102417, 3.5776591300964355, 3.6069133281707764, 3.6192524433135986, 3.6208510398864746, 3.6510391235351562, 3.66615629196167, 3.6712796688079834, 3.6863083839416504, 3.6889944076538086, 3.7131826877593994, 3.7373931407928467, 3.7606849670410156, 3.759342670440674, 3.7632837295532227, 3.7392890453338623, 3.7559752464294434, 3.7746801376342773, 3.781573534011841, 3.8060107231140137, 3.8197073936462402, 3.8352272510528564, 3.826298713684082, 3.848156213760376, 3.8461668491363525, 3.8518941402435303, 3.864668130874634, 3.8873589038848877, 3.8956127166748047, 3.8899943828582764, 3.8915867805480957, 3.9040889739990234, 3.9327340126037598, 3.9251351356506348, 3.9239518642425537, 3.9175050258636475, 3.9439635276794434, 3.968313455581665, 3.9592792987823486, 3.933336019515991, 3.942039966583252, 3.9550092220306396, 3.964895009994507, 3.9764745235443115, 3.996300458908081, 4.011089324951172, 4.035002708435059, 4.048213958740234, 4.040965557098389, 4.0471296310424805, 4.068182468414307, 4.081541061401367, 4.077715873718262, 4.076503753662109, 4.080249309539795, 4.1039533615112305, 4.117924213409424, 4.1275315284729, 4.119227886199951, 4.106184482574463, 4.107591152191162, 4.127109050750732, 4.131730556488037, 4.135237216949463, 4.159848213195801, 4.144601345062256, 4.122551918029785, 4.1436238288879395, 4.142666339874268, 4.16031551361084, 4.1569132804870605, 4.175190448760986, 4.168349266052246, 4.146682262420654, 4.173870086669922, 4.166339874267578, 4.17848014831543, 4.209815979003906, 4.198960304260254, 4.191431999206543, 4.206803798675537, 4.21099328994751, 4.235665798187256, 4.238975524902344, 4.239048004150391, 4.25947380065918, 4.259696006774902, 4.275492191314697, 4.274426
"Max loss:4.626249313354492, Min loss: 1.0524370670318604\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from andplay co-written with his brother Jonathan. Based on the DC Comics superhero film is is a sequel to Batman Begins (2005), and the second is i i the is The Dark Knight i The Dark i the second Batman, i the i James Gordon, and the attorney i i the i i i i Batman a crime is The i a efforts i i by the the a the the i the i i i to Batman how the the Begins i i Batman the second i a The a a is a the i a the a i the a The the the the i a a and the i the the the i and to the the the of the the Begins direc theh i Begins the thend the Begins i the i a the a the second the the the the the the the the in The second i the Beginsnd the the i the the second aay the the the the in the the the the the the the i thend the i i thend the the the the i the the the the i the i Batman i i the i i the the the the ah ind the a then the and the i thend the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 51\n",
"\tLoss: 4.577027797698975\n",
"ALL LOSS HISTORY:[1.4493612051010132, 1.1834378242492676, 1.0575493574142456, 1.0801576375961304, 1.1220651865005493, 0.9999513030052185, 1.2782419919967651, 1.2863646745681763, 1.369006872177124, 1.5245578289031982, 1.632318377494812, 1.656265139579773, 1.703468918800354, 1.7569688558578491, 1.7602545022964478, 1.7285497188568115, 1.839359998703003, 1.8394660949707031, 1.7998729944229126, 1.85481858253479, 1.8394737243652344, 1.8748295307159424, 1.8540023565292358, 1.9262722730636597, 1.9744335412979126, 1.9919289350509644, 2.0328586101531982, 2.018310785293579, 2.105848789215088, 2.101365804672241, 2.125802516937256, 2.2019741535186768, 2.138714551925659, 2.1990747451782227, 2.182168483734131, 2.180018186569214, 2.1562840938568115, 2.2391390800476074, 2.2435221672058105, 2.280377149581909, 2.318617582321167, 2.3101284503936768, 2.3109004497528076, 2.284109115600586, 2.28220534324646, 2.2984650135040283, 2.2780046463012695, 2.3238415718078613, 2.3844101428985596, 2.3990912437438965, 2.4503068923950195, 2.399451971054077, 2.425917148590088, 2.4314939975738525, 2.434372663497925, 2.424123764038086, 2.472074508666992, 2.468883991241455, 2.4818692207336426, 2.5116994380950928, 2.5061166286468506, 2.540811777114868, 2.5742223262786865, 2.6060783863067627, 2.6418449878692627, 2.663353443145752, 2.704083204269409, 2.7113614082336426, 2.6832852363586426, 2.6960666179656982, 2.709667444229126, 2.750216484069824, 2.7531609535217285, 2.7751097679138184, 2.808859348297119, 2.8413712978363037, 2.876400947570801, 2.903146505355835, 2.9188036918640137, 2.947542190551758, 2.941439628601074, 2.9494898319244385, 2.957216262817383, 2.9472157955169678, 2.9789061546325684, 2.997633218765259, 3.021608591079712, 3.0322306156158447, 3.0346693992614746, 3.0550692081451416, 3.0557773113250732, 3.0659401416778564, 3.087902069091797, 3.1198503971099854, 3.120731830596924, 3.1294171810150146, 3.1544084548950195, 3.175244092941284, 3.1988742351531982, 3.2043347358703613, 3.2204344272613525, 3.229456901550293, 3.2528116703033447, 3.2678346633911133, 3.2849338054656982, 3.303060531616211, 3.3339929580688477, 3.352168083190918, 3.3643620014190674, 3.3667802810668945, 3.367233991622925, 3.390840768814087, 3.387932538986206, 3.404254198074341, 3.4117283821105957, 3.4207231998443604, 3.4203858375549316, 3.418433904647827, 3.4392380714416504, 3.46453595161438, 3.464263916015625, 3.492921829223633, 3.504375457763672, 3.5413243770599365, 3.540637731552124, 3.560495138168335, 3.5738394260406494, 3.5810792446136475, 3.6130502223968506, 3.6114089488983154, 3.6142029762268066, 3.6481456756591797, 3.657754421234131, 3.681170701980591, 3.677124261856079, 3.6846330165863037, 3.667156457901001, 3.68339467048645, 3.7048239707946777, 3.6983916759490967, 3.7238895893096924, 3.7454833984375, 3.763467788696289, 3.7541682720184326, 3.774355173110962, 3.7870371341705322, 3.7789463996887207, 3.792898654937744, 3.815793752670288, 3.829550266265869, 3.814870595932007, 3.8282599449157715, 3.8409945964813232, 3.8555984497070312, 3.8577053546905518, 3.8494884967803955, 3.8619704246520996, 3.8741180896759033, 3.8879270553588867, 3.886871337890625, 3.8735082149505615, 3.881061315536499, 3.8758866786956787, 3.88311505317688, 3.906567335128784, 3.9245097637176514, 3.960374355316162, 3.968569755554199, 3.9680306911468506, 3.9722602367401123, 3.989678382873535, 3.994936227798462, 4.004745006561279, 4.019096851348877, 4.004512786865234, 4.013988018035889, 4.032450199127197, 4.042982578277588, 4.058239936828613, 4.04196310043335, 4.038341522216797, 4.041864395141602, 4.061429500579834, 4.072021961212158, 4.077687740325928, 4.088133335113525, 4.072031021118164, 4.061919212341309, 4.063501358032227, 4.088651180267334, 4.087787628173828, 4.086426734924316, 4.10006046295166, 4.090991497039795, 4.090909957885742, 4.109518051147461, 4.091386318206787, 4.124373912811279, 4.1385178565979, 4.124650478363037, 4.132007598876953, 4.141745090484619, 4.140051364898682, 4.168496608734131, 4.18594217300415, 4.160896301269531, 4.185192108154297, 4.1988654136657715, 4.218333721160889, 4.212553977
"Max loss:4.577027797698975, Min loss: 0.9999513030052185\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from andplay co-written with his brother Jonathan. Based on the DC Comics superhero film is is the sequel to Batman Begins (2005), and the second is i i the is The Dark Knight i The Dark i the second Batman, i the i James Gordon, and the attorney a i the i i i i Batman a crime in The i a efforts i i by the the a the the the the the i i to Batman the the the Begins i i Batman the second i a The a a in a the i a the film i i a The the the the i a a and the i the the the i and to the the the of the the Begins direc theh i Begins the thend the Begins i the i a the a the second the the the the second the the the in The second i the Beginsnd the the i by the second theay the the the the in the the the the the the the i thend the i i thend the the Batman the i a the the the i the i Batman i i the i i the the the the theh ind the a filmn The and the i thend the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 52\n",
"\tLoss: 4.512351036071777\n",
"ALL LOSS HISTORY:[1.2822623252868652, 1.0548807382583618, 1.0119709968566895, 1.0242481231689453, 1.0146583318710327, 0.9567527770996094, 1.1709438562393188, 1.2463330030441284, 1.350724220275879, 1.5051103830337524, 1.562219500541687, 1.656593680381775, 1.644915223121643, 1.7069448232650757, 1.7358728647232056, 1.6736865043640137, 1.7722958326339722, 1.74138605594635, 1.760833501815796, 1.7777917385101318, 1.8041257858276367, 1.7619271278381348, 1.8126189708709717, 1.8449397087097168, 1.8832484483718872, 1.9140311479568481, 1.9625630378723145, 1.9516010284423828, 2.0026044845581055, 2.058115243911743, 2.106572151184082, 2.1093649864196777, 2.0717344284057617, 2.1214499473571777, 2.0998306274414062, 2.1259076595306396, 2.101884126663208, 2.1577460765838623, 2.1852681636810303, 2.1961097717285156, 2.2152364253997803, 2.239612579345703, 2.2040483951568604, 2.230510950088501, 2.1756043434143066, 2.2160685062408447, 2.2196342945098877, 2.2552404403686523, 2.3035478591918945, 2.317326307296753, 2.342825174331665, 2.3320512771606445, 2.3335399627685547, 2.3283755779266357, 2.368478775024414, 2.3593883514404297, 2.358934164047241, 2.3741533756256104, 2.4157519340515137, 2.4437456130981445, 2.435102701187134, 2.4831297397613525, 2.4916651248931885, 2.550999641418457, 2.572052478790283, 2.61033034324646, 2.6196846961975098, 2.642488956451416, 2.623663902282715, 2.617391586303711, 2.645223379135132, 2.653822898864746, 2.6890881061553955, 2.70723819732666, 2.732889413833618, 2.774519205093384, 2.8035614490509033, 2.832801342010498, 2.84114933013916, 2.8678059577941895, 2.884269952774048, 2.8746535778045654, 2.8529574871063232, 2.867122173309326, 2.8941431045532227, 2.9400734901428223, 2.9344732761383057, 2.951287269592285, 2.959970235824585, 2.9805192947387695, 2.992206335067749, 2.9790282249450684, 3.0014567375183105, 3.0392589569091797, 3.0355892181396484, 3.0581095218658447, 3.0649819374084473, 3.0867886543273926, 3.1085524559020996, 3.1260595321655273, 3.1447513103485107, 3.1493403911590576, 3.1777713298797607, 3.18977952003479, 3.2094106674194336, 3.2282745838165283, 3.2531065940856934, 3.2698237895965576, 3.2876384258270264, 3.3091225624084473, 3.2917799949645996, 3.3065712451934814, 3.319284677505493, 3.3291850090026855, 3.3333380222320557, 3.3391144275665283, 3.3559768199920654, 3.353351354598999, 3.3782901763916016, 3.3863730430603027, 3.4033727645874023, 3.4047436714172363, 3.4182612895965576, 3.451908826828003, 3.470658779144287, 3.476229190826416, 3.490126132965088, 3.505567789077759, 3.534320831298828, 3.533475875854492, 3.5491743087768555, 3.558034658432007, 3.5841307640075684, 3.6044929027557373, 3.606323003768921, 3.601130962371826, 3.5834877490997314, 3.6146042346954346, 3.62457275390625, 3.6327736377716064, 3.6531896591186523, 3.680335760116577, 3.6937742233276367, 3.6883976459503174, 3.6953229904174805, 3.712570905685425, 3.7067043781280518, 3.7273645401000977, 3.7467589378356934, 3.745199680328369, 3.742704391479492, 3.75400710105896, 3.7600433826446533, 3.7780778408050537, 3.792126417160034, 3.7799556255340576, 3.7821779251098633, 3.8022491931915283, 3.817864179611206, 3.8114800453186035, 3.8036234378814697, 3.8109800815582275, 3.8062186241149902, 3.818016290664673, 3.8522427082061768, 3.859463691711426, 3.8837835788726807, 3.889766216278076, 3.89627742767334, 3.903719663619995, 3.9065091609954834, 3.926368236541748, 3.934574604034424, 3.956455945968628, 3.939967632293701, 3.9482803344726562, 3.9612765312194824, 3.9886152744293213, 3.9901909828186035, 3.97485089302063, 3.977491855621338, 3.9761836528778076, 3.982095718383789, 3.99813175201416, 4.006572246551514, 4.01596212387085, 4.007231712341309, 3.9981114864349365, 4.006330490112305, 4.010882377624512, 4.030943870544434, 4.026077747344971, 4.041402816772461, 4.032836437225342, 4.023203372955322, 4.042997360229492, 4.027840614318848, 4.048927307128906, 4.076811790466309, 4.064882278442383, 4.059395790100098, 4.080233573913574, 4.09188985824585, 4.096583366394043, 4.112462997436523, 4.116170406341553, 4.129805564880371, 4.138190269470215, 4.13683080673
"Max loss:4.512351036071777, Min loss: 0.9567527770996094\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from andplay co-written with his brother Jonathan. Based on the DC Comics superhero film is is the sequel to Batman Begins (2005), and the second is i iment is The Dark Knight i The Dark i the second Batman, i the i James Gordon, and the attorney the i the i i i i Batman a crime is The i a efforts i i by the the a the the the the i i i to Batman how the the Begins i i Batman the city i a The ensemble a in a the i a the a i the a The the the the i a a and the i the the the i and to the the the of the the Begins direc theh i Begins the thend the Begins i the i a the a the second the the the the second the the the in The second i the Beginsnd the the the by the second aay the the the the in the the the the the the the i thend the i i thend the the Batman the i a the a the i the a Batman i i the i i the the the the ah ind i a filmn the and the i thend the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 53\n",
"\tLoss: 4.465029716491699\n",
"ALL LOSS HISTORY:[1.4453072547912598, 1.2699164152145386, 0.943996012210846, 1.0219236612319946, 0.9534717798233032, 0.968163013458252, 1.0899118185043335, 1.2508879899978638, 1.2260979413986206, 1.4827678203582764, 1.5077126026153564, 1.5365067720413208, 1.5640652179718018, 1.6282130479812622, 1.6433780193328857, 1.5986357927322388, 1.6998510360717773, 1.6944032907485962, 1.682470679283142, 1.748028039932251, 1.7029279470443726, 1.6766175031661987, 1.7263513803482056, 1.7836562395095825, 1.8313441276550293, 1.8250935077667236, 1.8649985790252686, 1.8823884725570679, 1.9219515323638916, 1.977893352508545, 2.0203685760498047, 2.0226526260375977, 2.0104000568389893, 2.047443151473999, 2.0174434185028076, 2.034623384475708, 2.047091245651245, 2.0777416229248047, 2.0630388259887695, 2.1171252727508545, 2.1586503982543945, 2.1760547161102295, 2.154019832611084, 2.130821466445923, 2.1108720302581787, 2.139202833175659, 2.1351680755615234, 2.180084705352783, 2.2490694522857666, 2.2593796253204346, 2.28013277053833, 2.253016233444214, 2.2846546173095703, 2.2699954509735107, 2.314408302307129, 2.2693676948547363, 2.307131052017212, 2.291224479675293, 2.3444058895111084, 2.373971700668335, 2.354445457458496, 2.399120807647705, 2.405759334564209, 2.462555170059204, 2.4895215034484863, 2.5120413303375244, 2.5654191970825195, 2.5575602054595947, 2.543602705001831, 2.5511250495910645, 2.5723135471343994, 2.596386194229126, 2.606610059738159, 2.6441409587860107, 2.666712760925293, 2.6983797550201416, 2.735412359237671, 2.759145975112915, 2.76489520072937, 2.7738912105560303, 2.8084335327148438, 2.7948732376098633, 2.7857847213745117, 2.789128541946411, 2.8234150409698486, 2.8397445678710938, 2.872837781906128, 2.879779577255249, 2.9044559001922607, 2.904953718185425, 2.906632900238037, 2.913425922393799, 2.932236909866333, 2.961732864379883, 2.959423303604126, 2.9862701892852783, 3.0041396617889404, 3.0219063758850098, 3.0462558269500732, 3.063258647918701, 3.071516990661621, 3.077327013015747, 3.0993094444274902, 3.1264240741729736, 3.1455395221710205, 3.1442410945892334, 3.1723361015319824, 3.1983871459960938, 3.2193636894226074, 3.2390105724334717, 3.2287416458129883, 3.239959239959717, 3.2418012619018555, 3.2627742290496826, 3.258986711502075, 3.2752110958099365, 3.2827842235565186, 3.2770605087280273, 3.294994592666626, 3.3208096027374268, 3.323185920715332, 3.3426661491394043, 3.358458995819092, 3.3778789043426514, 3.4060895442962646, 3.4057669639587402, 3.423644781112671, 3.4359395503997803, 3.4490506649017334, 3.466939687728882, 3.4905879497528076, 3.485443353652954, 3.502272367477417, 3.5371878147125244, 3.540494203567505, 3.5462985038757324, 3.527040481567383, 3.5526490211486816, 3.5482184886932373, 3.568498134613037, 3.5807437896728516, 3.604057788848877, 3.628349781036377, 3.6155407428741455, 3.636430501937866, 3.65490460395813, 3.6405270099639893, 3.658837080001831, 3.6807446479797363, 3.674635410308838, 3.6843249797821045, 3.6849799156188965, 3.699259042739868, 3.7131283283233643, 3.7147367000579834, 3.7134602069854736, 3.7155652046203613, 3.742461681365967, 3.7546167373657227, 3.7561917304992676, 3.7288453578948975, 3.7406811714172363, 3.7401623725891113, 3.754636764526367, 3.770021677017212, 3.79508113861084, 3.8128139972686768, 3.830132007598877, 3.841778039932251, 3.8439877033233643, 3.8568410873413086, 3.8650498390197754, 3.869875907897949, 3.883953332901001, 3.8690617084503174, 3.886707305908203, 3.8892900943756104, 3.9184958934783936, 3.928004503250122, 3.916231870651245, 3.915071487426758, 3.9058103561401367, 3.923607110977173, 3.954824686050415, 3.9466989040374756, 3.9521350860595703, 3.934682607650757, 3.9316136837005615, 3.9401142597198486, 3.9530398845672607, 3.9650726318359375, 3.95745849609375, 3.9782397747039795, 3.9690170288085938, 3.9549927711486816, 3.9810895919799805, 3.973858118057251, 3.986745595932007, 4.0083160400390625, 3.996647357940674, 3.9984652996063232, 4.01776647567749, 4.018352508544922, 4.041156768798828, 4.049924850463867, 4.046988010406494, 4.06133508682251, 4.074982643127441, 4.0
"Max loss:4.465029716491699, Min loss: 0.943996012210846\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from andplay co-written with his brother Jonathan. Based on the DC Comics superhero film is is the sequel to Batman Begins (2005), and the second is i thement is The Dark Knight i The Dark i the second Batman, i the i James Gordon, and the attorney i Dent, the i an i i Batman a crime is The i a efforts i i by the the a ana the the the i ind to Batman how the the Begins i i Batman the second The a The ensemble a in a the i a the film i i a The the the the i i a and the i the the the i and to the the the of the the Begins direc theh i Begins the thend the Begins (2005), the i a the a the second the the the the the the i the in The second i the Beginsnd the the the by the theplay the the the the in the the the the the the the Begins thend the i i ind the the Batman the Begins a the the the i the i Batman i i the i i the the the the ah ind the a then The and the i thend the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 54\n",
"\tLoss: 4.40833044052124\n",
"ALL LOSS HISTORY:[1.1849981546401978, 1.0076158046722412, 0.9832096695899963, 0.9148626923561096, 0.8971600532531738, 0.8586792349815369, 1.0658197402954102, 1.1476739645004272, 1.222062587738037, 1.4188412427902222, 1.4181729555130005, 1.4819989204406738, 1.5008907318115234, 1.5353243350982666, 1.566352367401123, 1.5500075817108154, 1.6251718997955322, 1.6290472745895386, 1.6068450212478638, 1.6613976955413818, 1.6681098937988281, 1.6633628606796265, 1.6908385753631592, 1.7023802995681763, 1.7293124198913574, 1.7782843112945557, 1.7972440719604492, 1.813428282737732, 1.8974300622940063, 1.9103988409042358, 1.928941249847412, 1.9546725749969482, 1.9136226177215576, 1.9915143251419067, 1.9637198448181152, 1.9651293754577637, 1.9811939001083374, 1.9970972537994385, 2.0306246280670166, 2.044877052307129, 2.071927785873413, 2.078542470932007, 2.094038724899292, 2.0609209537506104, 2.0361227989196777, 2.0888731479644775, 2.0588653087615967, 2.093315601348877, 2.149505615234375, 2.1766040325164795, 2.213740110397339, 2.1694247722625732, 2.2164711952209473, 2.1937496662139893, 2.220261812210083, 2.197422981262207, 2.2512009143829346, 2.231509208679199, 2.25860333442688, 2.3044774532318115, 2.2911622524261475, 2.328428268432617, 2.340869665145874, 2.3763322830200195, 2.432506799697876, 2.445512294769287, 2.4890048503875732, 2.4810938835144043, 2.5001282691955566, 2.4665210247039795, 2.4908077716827393, 2.507767915725708, 2.5340609550476074, 2.5657477378845215, 2.590165138244629, 2.616347551345825, 2.6477365493774414, 2.6731441020965576, 2.7030255794525146, 2.7193617820739746, 2.7247724533081055, 2.7329940795898438, 2.731243133544922, 2.7254467010498047, 2.7588067054748535, 2.776644706726074, 2.7881929874420166, 2.8156423568725586, 2.8192343711853027, 2.8317818641662598, 2.8318662643432617, 2.8212552070617676, 2.8590874671936035, 2.8730592727661133, 2.897019624710083, 2.8932197093963623, 2.9235315322875977, 2.948976993560791, 2.9613049030303955, 2.9642531871795654, 2.9805686473846436, 2.999647617340088, 3.025221109390259, 3.0464556217193604, 3.0694963932037354, 3.068629741668701, 3.1045124530792236, 3.1162843704223633, 3.144800901412964, 3.1529901027679443, 3.1566097736358643, 3.15971302986145, 3.1663663387298584, 3.2006349563598633, 3.1918904781341553, 3.1981565952301025, 3.2049615383148193, 3.1911213397979736, 3.2105398178100586, 3.238943576812744, 3.2548582553863525, 3.282377243041992, 3.2750914096832275, 3.2966980934143066, 3.32814359664917, 3.342397689819336, 3.3612923622131348, 3.381746768951416, 3.378422260284424, 3.397029161453247, 3.420217752456665, 3.43904972076416, 3.4441983699798584, 3.458271026611328, 3.4694197177886963, 3.4582881927490234, 3.448719024658203, 3.474010467529297, 3.4972853660583496, 3.494880199432373, 3.5255141258239746, 3.537228584289551, 3.554898500442505, 3.547693967819214, 3.565737009048462, 3.5720248222351074, 3.562268018722534, 3.594656467437744, 3.603337526321411, 3.6160693168640137, 3.6110026836395264, 3.6261825561523438, 3.6208770275115967, 3.6339774131774902, 3.6498565673828125, 3.650179624557495, 3.645477771759033, 3.6757588386535645, 3.6873703002929688, 3.6790237426757812, 3.6775827407836914, 3.668339967727661, 3.664569616317749, 3.6858699321746826, 3.7077999114990234, 3.718365430831909, 3.7410924434661865, 3.760073661804199, 3.7751619815826416, 3.7726871967315674, 3.783703565597534, 3.8015527725219727, 3.809981346130371, 3.8243861198425293, 3.8145766258239746, 3.819427251815796, 3.8373074531555176, 3.8498075008392334, 3.8564603328704834, 3.853909730911255, 3.845121145248413, 3.8524725437164307, 3.8532135486602783, 3.8802709579467773, 3.8817861080169678, 3.890857696533203, 3.8800554275512695, 3.8659167289733887, 3.8781371116638184, 3.8811135292053223, 3.9030697345733643, 3.8949453830718994, 3.8992786407470703, 3.9063427448272705, 3.891432285308838, 3.9104909896850586, 3.9026129245758057, 3.924466848373413, 3.9418206214904785, 3.9386823177337646, 3.935068368911743, 3.940852642059326, 3.959027051925659, 3.977041721343994, 3.985440492630005, 3.9928293228149414, 4.012486457824707, 4.014
"Max loss:4.40833044052124, Min loss: 0.8586792349815369\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from andplay co-written with his brother Jonathan. Based on the DC Comics superhero film is is the sequel to Batman Begins (2005), and the second is thelment is The Dark Knight i The Dark i the second Batman, i the lieutenant James Gordon, and the attorney i Dent, the i an i i Batman a crime is The i a efforts i i by the the a ana the the the i i i to Batman how the the Begins i to Batman the second i a The a a in a the i a the a i i a The the the the i a a and the i the the the i and to the the the of the the Begins direc theh his Begins the thend the Begins i the i a the a the second the the the the second the the the in The second i the Beginsnd the the the by the second theay the the the the in the the the the the the the i thend the i i ind the the Batman the Begins a the a the i the a Batman i i the i i the the the the ah ind the a then the and the i thend the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 55\n",
"\tLoss: 4.34376859664917\n",
"ALL LOSS HISTORY:[1.0989714860916138, 0.9661296606063843, 0.882587730884552, 0.8397835493087769, 0.8639960289001465, 0.8535234928131104, 1.0344616174697876, 1.1132051944732666, 1.1939685344696045, 1.339838981628418, 1.4178348779678345, 1.4166666269302368, 1.4588903188705444, 1.5069105625152588, 1.5435307025909424, 1.500669002532959, 1.5722246170043945, 1.5863776206970215, 1.5653773546218872, 1.6284927129745483, 1.6051437854766846, 1.5761739015579224, 1.625475287437439, 1.6292437314987183, 1.6766494512557983, 1.7190706729888916, 1.763458490371704, 1.7479522228240967, 1.8064624071121216, 1.8401143550872803, 1.8699871301651, 1.9269037246704102, 1.8649578094482422, 1.9252909421920776, 1.883365511894226, 1.8925806283950806, 1.8929768800735474, 1.9370548725128174, 1.944016695022583, 1.968610405921936, 2.0107104778289795, 2.0467758178710938, 2.013514518737793, 2.0213966369628906, 1.9725019931793213, 2.0178771018981934, 1.9942529201507568, 2.031296968460083, 2.096318244934082, 2.1146955490112305, 2.1431968212127686, 2.1204283237457275, 2.122199535369873, 2.1501691341400146, 2.1621253490448, 2.130028486251831, 2.1850104331970215, 2.156322479248047, 2.2105658054351807, 2.2296836376190186, 2.2173798084259033, 2.261873483657837, 2.264389991760254, 2.327239990234375, 2.351430892944336, 2.3909642696380615, 2.3955132961273193, 2.4152116775512695, 2.4047980308532715, 2.4157655239105225, 2.441964626312256, 2.4389114379882812, 2.47226881980896, 2.490938425064087, 2.530268669128418, 2.56528377532959, 2.584418773651123, 2.6160287857055664, 2.6171295642852783, 2.649876356124878, 2.6510918140411377, 2.663414239883423, 2.655503273010254, 2.6516788005828857, 2.6800031661987305, 2.7153334617614746, 2.7211108207702637, 2.743238687515259, 2.7354228496551514, 2.7632439136505127, 2.762505531311035, 2.7691166400909424, 2.781649351119995, 2.8073086738586426, 2.828932523727417, 2.838585615158081, 2.8654329776763916, 2.871448040008545, 2.8867733478546143, 2.9015097618103027, 2.929340362548828, 2.945605993270874, 2.9555296897888184, 2.9811601638793945, 3.0053155422210693, 3.011342763900757, 3.050689935684204, 3.0671215057373047, 3.0616304874420166, 3.0820841789245605, 3.0792033672332764, 3.095019578933716, 3.1081998348236084, 3.1259331703186035, 3.118485927581787, 3.121941566467285, 3.1438376903533936, 3.1264498233795166, 3.1551756858825684, 3.175973653793335, 3.173332929611206, 3.2138209342956543, 3.2083559036254883, 3.252333879470825, 3.265033006668091, 3.273697853088379, 3.2959165573120117, 3.3004276752471924, 3.3188765048980713, 3.3300294876098633, 3.3434934616088867, 3.353343963623047, 3.3750014305114746, 3.395338535308838, 3.411867141723633, 3.4047131538391113, 3.3934590816497803, 3.413607358932495, 3.4137773513793945, 3.4324378967285156, 3.4544477462768555, 3.466909170150757, 3.4889650344848633, 3.4810545444488525, 3.4987952709198, 3.5151333808898926, 3.510488986968994, 3.531019926071167, 3.5412979125976562, 3.5509207248687744, 3.5387990474700928, 3.565882921218872, 3.5663771629333496, 3.5775320529937744, 3.5951931476593018, 3.580307722091675, 3.582648515701294, 3.6001973152160645, 3.6322619915008545, 3.6171257495880127, 3.6051480770111084, 3.6050848960876465, 3.618549346923828, 3.6264660358428955, 3.639934778213501, 3.657635450363159, 3.6861791610717773, 3.708143711090088, 3.71006178855896, 3.7014663219451904, 3.728729724884033, 3.7281110286712646, 3.736953020095825, 3.757662296295166, 3.7505788803100586, 3.7578325271606445, 3.7702298164367676, 3.789301872253418, 3.7935285568237305, 3.7802765369415283, 3.7816343307495117, 3.7804670333862305, 3.7994236946105957, 3.81112003326416, 3.8225104808807373, 3.8307323455810547, 3.815556049346924, 3.810960054397583, 3.8139448165893555, 3.826075792312622, 3.8438663482666016, 3.8300094604492188, 3.837806463241577, 3.8421146869659424, 3.841371536254883, 3.857572317123413, 3.84108829498291, 3.8677914142608643, 3.878748655319214, 3.8842999935150146, 3.8719005584716797, 3.8847227096557617, 3.894202709197998, 3.9154207706451416, 3.924893379211426, 3.9316298961639404, 3.949897289276123, 3.9521658420562744,
"Max loss:4.34376859664917, Min loss: 0.8397835493087769\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from andplay co-written with his brother Jonathan. Based on the DC Comics superhero film is is the sequel to Batman Begins (2005), and the second is i thement is The Dark Knight i The Dark i the second Batman, i the i James Gordon, and the attorney i Dent, the i an i to Batman a crime in The i a efforts are i by the the a ana the the the The i i to Batman how the the Begins i to Batman the second The a The ensemble a in a the i a the film i the a The the the the i a a and the i the the the i and to the the the of the the Begins direc theh i Begins the thend the Begins (2005), the i a the a the second the the the the second the i the in The second i the Beginsnd the the the by the the theay the the the the in the the the the the the the Begins thend the i i thend the the Batman the Begins a the the the i the a Batman i i the i i the the the the ah ind the a then the and the i thend the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 56\n",
"\tLoss: 4.303223609924316\n",
"ALL LOSS HISTORY:[1.1110860109329224, 0.9149481654167175, 0.8451600670814514, 0.7577782869338989, 0.877133846282959, 0.8449623584747314, 1.0067704916000366, 1.0599069595336914, 1.1477327346801758, 1.3154622316360474, 1.352250099182129, 1.3681713342666626, 1.4104053974151611, 1.4542500972747803, 1.4470102787017822, 1.451755166053772, 1.4970901012420654, 1.528498888015747, 1.506889820098877, 1.558597445487976, 1.5463069677352905, 1.514302134513855, 1.5351265668869019, 1.598116397857666, 1.6132652759552002, 1.619157075881958, 1.68161940574646, 1.6629153490066528, 1.7518208026885986, 1.809220552444458, 1.772546410560608, 1.8384425640106201, 1.77907133102417, 1.8557947874069214, 1.7904466390609741, 1.8226323127746582, 1.854597568511963, 1.8559027910232544, 1.8756201267242432, 1.915487289428711, 1.9485805034637451, 1.95859694480896, 1.9325251579284668, 1.9148122072219849, 1.9178812503814697, 1.9342451095581055, 1.939704418182373, 1.9509544372558594, 2.0165793895721436, 2.036940097808838, 2.053089141845703, 2.070568323135376, 2.07409405708313, 2.0520176887512207, 2.0852699279785156, 2.051347255706787, 2.111051559448242, 2.086864709854126, 2.1297903060913086, 2.13165020942688, 2.153132438659668, 2.1710171699523926, 2.200202465057373, 2.265429973602295, 2.27377986907959, 2.307047128677368, 2.331082582473755, 2.3586478233337402, 2.3450355529785156, 2.3386478424072266, 2.3669567108154297, 2.3632774353027344, 2.403590202331543, 2.4213340282440186, 2.4356987476348877, 2.488966941833496, 2.5089080333709717, 2.52506160736084, 2.545779228210449, 2.566711902618408, 2.582824230194092, 2.5889604091644287, 2.5833070278167725, 2.5855610370635986, 2.6077728271484375, 2.644693374633789, 2.6561310291290283, 2.672260046005249, 2.6659555435180664, 2.6920394897460938, 2.689742088317871, 2.69423246383667, 2.719614028930664, 2.7295591831207275, 2.7495276927948, 2.762352705001831, 2.7764270305633545, 2.8093018531799316, 2.828958511352539, 2.8362066745758057, 2.8687334060668945, 2.8674817085266113, 2.8918673992156982, 2.8940670490264893, 2.9305217266082764, 2.9463820457458496, 2.984501361846924, 2.9976913928985596, 3.0000295639038086, 3.0265989303588867, 2.9967055320739746, 3.018423557281494, 3.0363385677337646, 3.049121856689453, 3.04248046875, 3.049713373184204, 3.060223340988159, 3.0682966709136963, 3.068793296813965, 3.098254442214966, 3.112687587738037, 3.128674030303955, 3.15067458152771, 3.1770622730255127, 3.1960055828094482, 3.2106683254241943, 3.216855525970459, 3.2276065349578857, 3.249711513519287, 3.259650707244873, 3.2685203552246094, 3.2872748374938965, 3.3105270862579346, 3.3294289112091064, 3.344081163406372, 3.3422470092773438, 3.321380376815796, 3.3373799324035645, 3.3450727462768555, 3.3672592639923096, 3.3785364627838135, 3.4000701904296875, 3.4158921241760254, 3.4325015544891357, 3.4419686794281006, 3.4515693187713623, 3.4417474269866943, 3.4458260536193848, 3.4887187480926514, 3.488602638244629, 3.488647937774658, 3.481907606124878, 3.50252366065979, 3.512348175048828, 3.5184078216552734, 3.522899866104126, 3.5164737701416016, 3.536978006362915, 3.5424275398254395, 3.556394577026367, 3.542713165283203, 3.5507709980010986, 3.5469970703125, 3.5542829036712646, 3.581357717514038, 3.5971124172210693, 3.6210360527038574, 3.6304264068603516, 3.6478922367095947, 3.6402339935302734, 3.6502952575683594, 3.6720292568206787, 3.6750431060791016, 3.6989827156066895, 3.684929847717285, 3.7038626670837402, 3.7067694664001465, 3.725128173828125, 3.73862624168396, 3.7243027687072754, 3.7243285179138184, 3.7219138145446777, 3.7374894618988037, 3.7496254444122314, 3.749722480773926, 3.765872001647949, 3.7637171745300293, 3.7376627922058105, 3.7505500316619873, 3.7628226280212402, 3.787278175354004, 3.782228469848633, 3.78920578956604, 3.7753779888153076, 3.7743372917175293, 3.7985734939575195, 3.793543815612793, 3.8104310035705566, 3.8269340991973877, 3.8179922103881836, 3.8180313110351562, 3.8337016105651855, 3.8353397846221924, 3.84647536277771, 3.8650641441345215, 3.8744590282440186, 3.8883869647979736, 3.888094425201416, 3.917512416839
"Max loss:4.303223609924316, Min loss: 0.7577782869338989\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero film is is the sequel to Batman Begins (2005), and the second in thelment is The Dark Knight i The Dark i the second Batman, i the lieutenant James Gordon, and the attorney i Dent, the i an i to Batman a crime is The i a efforts i i by the the a anar the the The ind to Batman how the the Begins i i Batman the second to a The Dark a in a the i a the Bale, i i a The the the the i i a and the i the the the i and to the second the of the the Begins direc theh i Begins the thend the Begins (2005), the i a the a the second the the the the second the i the in The second i the Beginsnd the the the by the secondplay the the the the in the the the the the the the Begins thend the i i ind the the Batman the i a the a the i the i Batman i i the i i the the the the ah ind the a then the and the i thend the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 57\n",
"\tLoss: 4.240993022918701\n",
"ALL LOSS HISTORY:[1.229443907737732, 0.9289807081222534, 0.8656048774719238, 0.7805545330047607, 0.8916541934013367, 0.8653656840324402, 0.9891802668571472, 1.0127202272415161, 1.0629292726516724, 1.287067174911499, 1.3334721326828003, 1.3426421880722046, 1.3930823802947998, 1.3945131301879883, 1.3946157693862915, 1.3797333240509033, 1.4403845071792603, 1.4531017541885376, 1.519000768661499, 1.49365234375, 1.4676307439804077, 1.462583065032959, 1.4780304431915283, 1.5485459566116333, 1.5372604131698608, 1.5934466123580933, 1.6431381702423096, 1.633069634437561, 1.670561671257019, 1.715158224105835, 1.724195122718811, 1.779354214668274, 1.764847755432129, 1.8088431358337402, 1.7660880088806152, 1.7671889066696167, 1.7848155498504639, 1.8089812994003296, 1.825813889503479, 1.8636823892593384, 1.8925241231918335, 1.9034531116485596, 1.8886810541152954, 1.8569179773330688, 1.8350247144699097, 1.8627914190292358, 1.8716120719909668, 1.9158692359924316, 1.9601683616638184, 1.9766416549682617, 2.0009639263153076, 1.9877984523773193, 2.007575511932373, 1.9877036809921265, 2.0236310958862305, 2.0032742023468018, 2.042907238006592, 2.0319714546203613, 2.065265417098999, 2.1017343997955322, 2.087344169616699, 2.1370131969451904, 2.149282932281494, 2.191394090652466, 2.238964796066284, 2.2534422874450684, 2.271826982498169, 2.2824363708496094, 2.2678940296173096, 2.270667791366577, 2.2923200130462646, 2.3040835857391357, 2.3287224769592285, 2.3688879013061523, 2.3926801681518555, 2.419623613357544, 2.440723180770874, 2.488384485244751, 2.4974584579467773, 2.496046781539917, 2.5095808506011963, 2.511387825012207, 2.5115256309509277, 2.5260634422302246, 2.532728910446167, 2.580777645111084, 2.6092522144317627, 2.591900110244751, 2.614583730697632, 2.6376166343688965, 2.6277921199798584, 2.630300760269165, 2.6452982425689697, 2.686006784439087, 2.7073163986206055, 2.697052240371704, 2.7078447341918945, 2.7365450859069824, 2.7477476596832275, 2.7810606956481934, 2.7853312492370605, 2.792851209640503, 2.8255691528320312, 2.844510793685913, 2.858149528503418, 2.8644299507141113, 2.888348340988159, 2.927507162094116, 2.9250845909118652, 2.956268548965454, 2.949082136154175, 2.941819906234741, 2.973021984100342, 2.9813127517700195, 2.980217933654785, 2.9808101654052734, 3.008425235748291, 3.009476661682129, 3.0084121227264404, 3.0262670516967773, 3.0493500232696533, 3.073669672012329, 3.0670533180236816, 3.1089279651641846, 3.121525764465332, 3.144094705581665, 3.1482529640197754, 3.1678311824798584, 3.1833910942077637, 3.193505048751831, 3.2101378440856934, 3.2216427326202393, 3.2396695613861084, 3.271320343017578, 3.276630401611328, 3.272658348083496, 3.2613046169281006, 3.278841972351074, 3.2888076305389404, 3.3098559379577637, 3.3185181617736816, 3.359302043914795, 3.3584320545196533, 3.3416929244995117, 3.366230010986328, 3.369349718093872, 3.3772568702697754, 3.3983681201934814, 3.423374891281128, 3.4201884269714355, 3.4152932167053223, 3.4212987422943115, 3.441162586212158, 3.450198173522949, 3.4616239070892334, 3.444387674331665, 3.471979856491089, 3.4904661178588867, 3.490675926208496, 3.489844799041748, 3.474104404449463, 3.496908664703369, 3.484060049057007, 3.5038955211639404, 3.520350933074951, 3.5388829708099365, 3.561746835708618, 3.573889970779419, 3.594731330871582, 3.5805811882019043, 3.5961060523986816, 3.612210750579834, 3.620284080505371, 3.642401695251465, 3.6220109462738037, 3.637559413909912, 3.6365292072296143, 3.6632540225982666, 3.681147813796997, 3.666508674621582, 3.673715114593506, 3.662843704223633, 3.6812691688537598, 3.6904103755950928, 3.695801019668579, 3.7180237770080566, 3.687582492828369, 3.692990303039551, 3.6952550411224365, 3.700648784637451, 3.7063732147216797, 3.7248668670654297, 3.7379119396209717, 3.7220804691314697, 3.710710287094116, 3.7332732677459717, 3.729315996170044, 3.744077205657959, 3.7655060291290283, 3.7566888332366943, 3.757955551147461, 3.7765920162200928, 3.771906614303589, 3.804929494857788, 3.8156559467315674, 3.806004285812378, 3.824612855911255, 3.8248953819274902, 3.85
"Max loss:4.240993022918701, Min loss: 0.7805545330047607\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from andplay co-written with his brother Jonathan. Based on the DC Comics superhero film is is the sequel to Batman Begins (2005), and the second is the thement is The Dark Knight i The Dark i the second Batman, i the i James Gordon, and the attorney i Dent, the i an i to Batman a crime in The i a efforts are i by the second a ther the the The i i to Batman how the the Begins i to Batman the second The a The Dark a in a the i a the film i the a The the the the i a a and the i the the the i and to the the the of the the Begins direc theh his Begins the thend the Begins (2005), the i a the a the second the the the the second the the the in The second i the Beginsnd the the i by the secondplay the the the the in the the the the the the the Begins thend the i i ind the the Batman the Begins a the a the i the a Batman i i the i i the the the the ah ind the a an the and the i thend the the the<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 58\n",
"\tLoss: 4.194646835327148\n",
"ALL LOSS HISTORY:[1.0067616701126099, 0.8292028903961182, 0.798102080821991, 0.7342453002929688, 0.7676451206207275, 0.7538874745368958, 0.9202656149864197, 1.0747170448303223, 1.0585575103759766, 1.2108688354492188, 1.2912273406982422, 1.3006175756454468, 1.3167493343353271, 1.3268927335739136, 1.384666919708252, 1.3357479572296143, 1.4088753461837769, 1.3834086656570435, 1.3757011890411377, 1.438194990158081, 1.422812819480896, 1.4036213159561157, 1.4208413362503052, 1.4585312604904175, 1.4867113828659058, 1.5601201057434082, 1.5414401292800903, 1.534231185913086, 1.6023982763290405, 1.6591309309005737, 1.6542712450027466, 1.6934036016464233, 1.6746554374694824, 1.7361191511154175, 1.6894835233688354, 1.6838669776916504, 1.7096917629241943, 1.7567684650421143, 1.7698616981506348, 1.7672364711761475, 1.7991418838500977, 1.8390878438949585, 1.8224366903305054, 1.7996941804885864, 1.7832432985305786, 1.8023465871810913, 1.7965948581695557, 1.8474282026290894, 1.9001805782318115, 1.9225410223007202, 1.9501835107803345, 1.9150322675704956, 1.9534958600997925, 1.9403172731399536, 1.956557273864746, 1.9447084665298462, 1.9816936254501343, 1.9590247869491577, 2.0001637935638428, 2.0111870765686035, 2.0068681240081787, 2.072645664215088, 2.081077814102173, 2.12540602684021, 2.158616065979004, 2.1689929962158203, 2.1996421813964844, 2.223855495452881, 2.211841583251953, 2.2029051780700684, 2.226015329360962, 2.2546815872192383, 2.2704594135284424, 2.3021013736724854, 2.3166189193725586, 2.3547229766845703, 2.3852193355560303, 2.41408371925354, 2.4254660606384277, 2.436713218688965, 2.4523611068725586, 2.464341402053833, 2.4407968521118164, 2.449370861053467, 2.4765560626983643, 2.5131685733795166, 2.5314581394195557, 2.5359697341918945, 2.5623326301574707, 2.554490566253662, 2.557452440261841, 2.5606818199157715, 2.5930261611938477, 2.6050002574920654, 2.6250061988830566, 2.6249806880950928, 2.651777744293213, 2.665943145751953, 2.6889724731445312, 2.702667236328125, 2.738069772720337, 2.730745792388916, 2.755105972290039, 2.776602029800415, 2.798513174057007, 2.8067421913146973, 2.83563494682312, 2.849693775177002, 2.868508815765381, 2.87465238571167, 2.8844895362854004, 2.894573211669922, 2.9084413051605225, 2.922804355621338, 2.9120638370513916, 2.918703317642212, 2.933969497680664, 2.935671091079712, 2.9396309852600098, 2.966235399246216, 2.989047050476074, 3.008744955062866, 3.01101016998291, 3.0414373874664307, 3.0562822818756104, 3.074218273162842, 3.0862174034118652, 3.097424268722534, 3.114941120147705, 3.134793996810913, 3.138366460800171, 3.1650590896606445, 3.18371844291687, 3.200895309448242, 3.207716226577759, 3.202349901199341, 3.189723253250122, 3.2077929973602295, 3.2259459495544434, 3.2604074478149414, 3.2649550437927246, 3.2750847339630127, 3.2882888317108154, 3.2945520877838135, 3.3033223152160645, 3.318080425262451, 3.3225269317626953, 3.3262534141540527, 3.351583242416382, 3.3700356483459473, 3.3521642684936523, 3.36421275138855, 3.3846969604492188, 3.3862931728363037, 3.4052207469940186, 3.386215925216675, 3.3781754970550537, 3.421771764755249, 3.428236961364746, 3.4335265159606934, 3.406810760498047, 3.42810320854187, 3.42352294921875, 3.4377927780151367, 3.4557769298553467, 3.4748733043670654, 3.5019078254699707, 3.517223834991455, 3.528762102127075, 3.5278782844543457, 3.5363245010375977, 3.5532400608062744, 3.5602893829345703, 3.5780274868011475, 3.56962513923645, 3.5691537857055664, 3.5864334106445312, 3.6080691814422607, 3.6186108589172363, 3.6031060218811035, 3.606914758682251, 3.604620933532715, 3.615772247314453, 3.635531187057495, 3.6378285884857178, 3.658888578414917, 3.6401047706604004, 3.6344337463378906, 3.6324353218078613, 3.6332833766937256, 3.667884588241577, 3.6622238159179688, 3.6694276332855225, 3.6635591983795166, 3.6577649116516113, 3.6722049713134766, 3.671510934829712, 3.6923668384552, 3.7111947536468506, 3.7002270221710205, 3.6894795894622803, 3.7214605808258057, 3.734583616256714, 3.73710298538208, 3.7501540184020996, 3.752962589263916, 3.775632619857788, 3.77807879447937,
"Max loss:4.194646835327148, Min loss: 0.7342453002929688\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero film is is the sequel to Batman Begins (2005), and the second is thelment is The Dark Knight i The Dark i the second Batman, i the lieutenant James Gordon, and the attorney Harvey Dent, the i an i to Batman a crime in The i a efforts are i by the the a anar the the i i i to Batman how the the Begins i i Batman the second to a The Dark a in a the i a the a i i a The the the the i a a and the i the the the i and to the second the of the the Begins direc theh his Begins the thend the Begins (2005), the i a the a the second the the the the second the i the in The second i the Beginsnd the the the by the second theay the the the the in the the the the the the the Begins thend the i i ind the the Batman the Begins a the the the i the a Batman i i the i i the the the the ah ind the a then the and the i thend the the to<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 59\n",
"\tLoss: 4.150951862335205\n",
"ALL LOSS HISTORY:[0.9923830628395081, 0.8710772395133972, 0.7469324469566345, 0.7526470422744751, 0.7669224739074707, 0.7196226119995117, 0.8770738840103149, 1.0111877918243408, 0.9866694211959839, 1.1728641986846924, 1.228529930114746, 1.2495596408843994, 1.2556684017181396, 1.2760026454925537, 1.2956138849258423, 1.2305872440338135, 1.3615729808807373, 1.3414641618728638, 1.3303300142288208, 1.3750085830688477, 1.377610206604004, 1.3487939834594727, 1.3709384202957153, 1.3931950330734253, 1.4233413934707642, 1.4645812511444092, 1.4922178983688354, 1.4750670194625854, 1.530439853668213, 1.5998408794403076, 1.5959161520004272, 1.623984456062317, 1.6075061559677124, 1.659104347229004, 1.6282079219818115, 1.6543374061584473, 1.651167631149292, 1.702602744102478, 1.7070629596710205, 1.7201563119888306, 1.7392280101776123, 1.769075632095337, 1.749677300453186, 1.7380638122558594, 1.7184207439422607, 1.7523808479309082, 1.7441651821136475, 1.7718967199325562, 1.8387495279312134, 1.8436866998672485, 1.8763355016708374, 1.857461929321289, 1.8838069438934326, 1.8932095766067505, 1.8847169876098633, 1.8844013214111328, 1.9085474014282227, 1.9133590459823608, 1.9341487884521484, 1.9560693502426147, 1.9628280401229858, 1.9866626262664795, 2.026003122329712, 2.065155267715454, 2.109513759613037, 2.103879690170288, 2.1336069107055664, 2.1556496620178223, 2.1444597244262695, 2.144693613052368, 2.1709537506103516, 2.1799087524414062, 2.193850517272949, 2.2255265712738037, 2.260728359222412, 2.2861990928649902, 2.309903383255005, 2.342646598815918, 2.3712642192840576, 2.3822927474975586, 2.389457941055298, 2.39591383934021, 2.385479211807251, 2.3869011402130127, 2.41607666015625, 2.4424073696136475, 2.474260091781616, 2.4875147342681885, 2.4888110160827637, 2.500772714614868, 2.493530511856079, 2.4930057525634766, 2.5165631771087646, 2.5373270511627197, 2.5482637882232666, 2.5525546073913574, 2.5863358974456787, 2.6017603874206543, 2.629347085952759, 2.646153211593628, 2.6611225605010986, 2.6690123081207275, 2.6935043334960938, 2.710676670074463, 2.726663112640381, 2.735802173614502, 2.76680326461792, 2.7845492362976074, 2.7910783290863037, 2.8122503757476807, 2.808379650115967, 2.8143787384033203, 2.8489725589752197, 2.8523950576782227, 2.842402458190918, 2.856060743331909, 2.8884270191192627, 2.870884418487549, 2.8856942653656006, 2.9075942039489746, 2.906528949737549, 2.9363505840301514, 2.943024158477783, 2.9827332496643066, 2.995678663253784, 3.016522169113159, 3.0241100788116455, 3.0410709381103516, 3.0567679405212402, 3.0699479579925537, 3.064487934112549, 3.0987603664398193, 3.108870029449463, 3.1405324935913086, 3.146364450454712, 3.139753580093384, 3.1237685680389404, 3.1520564556121826, 3.1581904888153076, 3.1727378368377686, 3.1951680183410645, 3.2176082134246826, 3.2451913356781006, 3.223571538925171, 3.245182752609253, 3.262284278869629, 3.245541572570801, 3.2658064365386963, 3.2837119102478027, 3.3000004291534424, 3.290372848510742, 3.3000988960266113, 3.3209052085876465, 3.32559871673584, 3.3368875980377197, 3.3209474086761475, 3.342223644256592, 3.35292387008667, 3.3706905841827393, 3.3677361011505127, 3.3536782264709473, 3.368302345275879, 3.358830213546753, 3.384389638900757, 3.3985681533813477, 3.414264678955078, 3.4291882514953613, 3.452000617980957, 3.469362258911133, 3.4654181003570557, 3.471156358718872, 3.4946775436401367, 3.5023927688598633, 3.514254093170166, 3.521519184112549, 3.511364698410034, 3.537531852722168, 3.5455400943756104, 3.5527501106262207, 3.5442471504211426, 3.5406906604766846, 3.548384189605713, 3.5585508346557617, 3.575099468231201, 3.5873732566833496, 3.5888774394989014, 3.5756888389587402, 3.56172513961792, 3.57956600189209, 3.5891668796539307, 3.6038758754730225, 3.6027324199676514, 3.616778612136841, 3.6084468364715576, 3.596968650817871, 3.6127359867095947, 3.6143133640289307, 3.633183240890503, 3.6588406562805176, 3.6444263458251953, 3.6506755352020264, 3.6531012058258057, 3.654963970184326, 3.685157537460327, 3.705498456954956, 3.7045886516571045, 3.71181321144104, 3.7197213172
"Max loss:4.150951862335205, Min loss: 0.7196226119995117\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero film is is the sequel to Batman Begins (2005), and the second is thelment is The Dark Knight i The Dark i the second Batman, i the lieutenant James Gordon, and the attorney i Dent, the i an i to Batman a crime is The i Their efforts are derailed by the second a anar the the The ind to Batman how the the Begins i to Batman the second to a The Dark a in a the i a the Bale, i i a The the the the i a a and the i the the the i and to the second the of the the Begins direc theh his Begins the thend the Begins (2005), the i a the a the second the the the the second the i the in The second i the Beginsnd the the the by the secondplay the the the i in the the the the the the the Begins thend the i i and the the Batman the Begins a the a the i the a Batman i i the i i the the the the ah ind the a an the and the i thend the the The<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 60\n",
"\tLoss: 4.092738628387451\n",
"ALL LOSS HISTORY:[1.1861613988876343, 0.8718640208244324, 0.7614176869392395, 0.6920856237411499, 0.7333664894104004, 0.7853866219520569, 0.9092167615890503, 0.9505230784416199, 0.9678194522857666, 1.109947919845581, 1.179700255393982, 1.1981981992721558, 1.1975665092468262, 1.2319761514663696, 1.2377896308898926, 1.2222355604171753, 1.2952698469161987, 1.31986665725708, 1.3026387691497803, 1.3138349056243896, 1.2940280437469482, 1.2885156869888306, 1.2974872589111328, 1.365340232849121, 1.3784199953079224, 1.415368914604187, 1.446956753730774, 1.4516838788986206, 1.4814908504486084, 1.5363339185714722, 1.5188536643981934, 1.5680499076843262, 1.5713393688201904, 1.6117721796035767, 1.5767394304275513, 1.5970089435577393, 1.6056030988693237, 1.628172516822815, 1.626198172569275, 1.67171311378479, 1.6746125221252441, 1.7205865383148193, 1.697124719619751, 1.7033745050430298, 1.6511708498001099, 1.725519061088562, 1.7028512954711914, 1.7073601484298706, 1.7578169107437134, 1.782317042350769, 1.819825291633606, 1.823500394821167, 1.8083136081695557, 1.8337821960449219, 1.8386651277542114, 1.8066301345825195, 1.8440659046173096, 1.8482580184936523, 1.874903917312622, 1.896034836769104, 1.9035640954971313, 1.9435641765594482, 1.9507006406784058, 1.9936312437057495, 2.035090684890747, 2.0598549842834473, 2.1054248809814453, 2.1078782081604004, 2.093346118927002, 2.0648555755615234, 2.1095778942108154, 2.1447980403900146, 2.133835792541504, 2.1707441806793213, 2.204319953918457, 2.23453688621521, 2.255404472351074, 2.2782280445098877, 2.3002982139587402, 2.306993007659912, 2.315917491912842, 2.3396008014678955, 2.318939685821533, 2.3252651691436768, 2.351053476333618, 2.377601385116577, 2.3972320556640625, 2.4073431491851807, 2.4297258853912354, 2.4337124824523926, 2.4364101886749268, 2.426755428314209, 2.4654922485351562, 2.4795291423797607, 2.499162435531616, 2.5016016960144043, 2.527374505996704, 2.535221815109253, 2.548529624938965, 2.57647705078125, 2.6049695014953613, 2.609114408493042, 2.6399857997894287, 2.6466615200042725, 2.6600406169891357, 2.675023317337036, 2.705449104309082, 2.7237131595611572, 2.7424094676971436, 2.750378370285034, 2.744387149810791, 2.767413854598999, 2.784231185913086, 2.792889356613159, 2.78897762298584, 2.807590961456299, 2.8147079944610596, 2.7992184162139893, 2.820599317550659, 2.850100040435791, 2.857332944869995, 2.881336212158203, 2.8819568157196045, 2.9262442588806152, 2.937171459197998, 2.9483885765075684, 2.957951307296753, 2.980010509490967, 3.0007119178771973, 3.006659507751465, 3.0296974182128906, 3.034343957901001, 3.0531535148620605, 3.0728020668029785, 3.075352191925049, 3.075584650039673, 3.067445993423462, 3.0828824043273926, 3.093015670776367, 3.1111509799957275, 3.1287834644317627, 3.1534669399261475, 3.1807093620300293, 3.1622729301452637, 3.182863473892212, 3.196174144744873, 3.1947152614593506, 3.1997954845428467, 3.238150119781494, 3.238800525665283, 3.2401185035705566, 3.2494349479675293, 3.2488269805908203, 3.268450975418091, 3.2734897136688232, 3.26177716255188, 3.2873096466064453, 3.305652141571045, 3.2998130321502686, 3.312556743621826, 3.3007426261901855, 3.2953803539276123, 3.2997403144836426, 3.325127601623535, 3.333967447280884, 3.3607163429260254, 3.3709607124328613, 3.4041874408721924, 3.4131321907043457, 3.412353515625, 3.4193105697631836, 3.4378561973571777, 3.4505455493927, 3.4563443660736084, 3.4467315673828125, 3.4494035243988037, 3.4710888862609863, 3.4870221614837646, 3.5030341148376465, 3.494560718536377, 3.4926140308380127, 3.4923136234283447, 3.4990813732147217, 3.5227625370025635, 3.5265719890594482, 3.534014940261841, 3.526677370071411, 3.497117042541504, 3.5242297649383545, 3.5406253337860107, 3.547161340713501, 3.543067693710327, 3.5589065551757812, 3.552212953567505, 3.5351274013519287, 3.5653882026672363, 3.5663533210754395, 3.575446128845215, 3.5907177925109863, 3.5882184505462646, 3.5809829235076904, 3.6012701988220215, 3.6068804264068604, 3.6255385875701904, 3.638725996017456, 3.640535831451416, 3.660468816757202, 3.6558871269226074,
"Max loss:4.092738628387451, Min loss: 0.6920856237411499\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero film is is the sequel to Batman Begins (2005), and the second in thelment in The Dark Knight i The Dark i the second Batman, i the lieutenant James Gordon, and the attorney Harvey Dent, the i an i to Batman a crime in The i a efforts are derailed by the second a anar the the the ind to Batman how the the Begins i to Batman the second i a The Dark a in a the i a the Bale, i i a The the the the i a a and the i the the the i and to the second the of the the Begins direc with his Begins the thend the Begins (2005), the i a the a the second the the the the second the the the in The second i the Beginsnd the the the by the theplay the the the the in the the the the the the the Begins thend the i i and the the Batman the Begins a the a the i the a Batman i i the i i the the the the ah ind the a an the and the i thend the the to<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 61\n",
"\tLoss: 4.047181606292725\n",
"ALL LOSS HISTORY:[0.9386435747146606, 0.8322849869728088, 0.7144097685813904, 0.6548094749450684, 0.6598910093307495, 0.6736578345298767, 0.8571118116378784, 0.9084213376045227, 0.9959589838981628, 1.0700703859329224, 1.1119259595870972, 1.1184710264205933, 1.1551772356033325, 1.1727665662765503, 1.1943905353546143, 1.1599010229110718, 1.219991683959961, 1.2739861011505127, 1.2736958265304565, 1.2567570209503174, 1.2601430416107178, 1.2527445554733276, 1.2778356075286865, 1.2927311658859253, 1.3333611488342285, 1.3319668769836426, 1.3875631093978882, 1.407515287399292, 1.414933443069458, 1.4545562267303467, 1.479736089706421, 1.5514519214630127, 1.4947117567062378, 1.529032826423645, 1.5368186235427856, 1.535503625869751, 1.5318260192871094, 1.582270622253418, 1.5724074840545654, 1.6163218021392822, 1.620985984802246, 1.6356618404388428, 1.6307811737060547, 1.635995864868164, 1.6097023487091064, 1.6365175247192383, 1.6270586252212524, 1.6857579946517944, 1.7204519510269165, 1.7565782070159912, 1.7775646448135376, 1.7634189128875732, 1.756249189376831, 1.7638392448425293, 1.7769358158111572, 1.7720025777816772, 1.8048021793365479, 1.8004412651062012, 1.8316034078598022, 1.856925129890442, 1.8328746557235718, 1.8883821964263916, 1.900272011756897, 1.9638738632202148, 1.9849175214767456, 1.9946308135986328, 2.019104242324829, 2.0579240322113037, 2.0217435359954834, 2.0058255195617676, 2.052859306335449, 2.0652084350585938, 2.096921443939209, 2.1134045124053955, 2.157090425491333, 2.1754257678985596, 2.1924259662628174, 2.218306303024292, 2.2277965545654297, 2.2677788734436035, 2.272034168243408, 2.2679526805877686, 2.2513511180877686, 2.2690868377685547, 2.2837367057800293, 2.3093042373657227, 2.3395259380340576, 2.352647304534912, 2.366570234298706, 2.3780758380889893, 2.380885601043701, 2.375861406326294, 2.4064948558807373, 2.420302629470825, 2.4114644527435303, 2.4444258213043213, 2.4675562381744385, 2.480501651763916, 2.506762981414795, 2.5153980255126953, 2.541283369064331, 2.530832529067993, 2.569661855697632, 2.5914950370788574, 2.6032042503356934, 2.6184232234954834, 2.6343019008636475, 2.6716063022613525, 2.6706032752990723, 2.7024986743927, 2.6784675121307373, 2.6954517364501953, 2.7097690105438232, 2.7274351119995117, 2.7261664867401123, 2.7405903339385986, 2.7593677043914795, 2.7423946857452393, 2.770688533782959, 2.7873644828796387, 2.7905540466308594, 2.811455011367798, 2.821084976196289, 2.8638110160827637, 2.8681418895721436, 2.8860414028167725, 2.8945446014404297, 2.9176838397979736, 2.942211627960205, 2.9404189586639404, 2.9585368633270264, 2.9711289405822754, 3.0000152587890625, 3.0216543674468994, 3.0232086181640625, 3.020772695541382, 3.0130767822265625, 3.0357372760772705, 3.0347728729248047, 3.061272382736206, 3.0839996337890625, 3.102134943008423, 3.1217567920684814, 3.099557876586914, 3.114421844482422, 3.1410179138183594, 3.1376914978027344, 3.1443991661071777, 3.174799680709839, 3.1726789474487305, 3.17856502532959, 3.1836135387420654, 3.1905956268310547, 3.20725154876709, 3.217780113220215, 3.2070834636688232, 3.2232093811035156, 3.2443580627441406, 3.255186080932617, 3.2495086193084717, 3.235694646835327, 3.247468948364258, 3.2541654109954834, 3.2601914405822754, 3.2763924598693848, 3.2967870235443115, 3.323256015777588, 3.3464512825012207, 3.3528175354003906, 3.3520267009735107, 3.3616535663604736, 3.3860456943511963, 3.3785128593444824, 3.3941805362701416, 3.3944952487945557, 3.393806219100952, 3.417133331298828, 3.4343674182891846, 3.440992593765259, 3.4351227283477783, 3.428917407989502, 3.4382429122924805, 3.451728105545044, 3.4619979858398438, 3.462430000305176, 3.481100082397461, 3.471601963043213, 3.4590353965759277, 3.4731626510620117, 3.4828758239746094, 3.4957876205444336, 3.4947941303253174, 3.4948506355285645, 3.4968299865722656, 3.4940004348754883, 3.506304979324341, 3.5005180835723877, 3.521679162979126, 3.5432186126708984, 3.541746139526367, 3.52378249168396, 3.5509138107299805, 3.5575146675109863, 3.573101043701172, 3.5863170623779297, 3.577418088912964, 3.6017563343048
"Max loss:4.047181606292725, Min loss: 0.6548094749450684\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from andplay co-written with his brother Jonathan. Based on the DC Comics superhero film is is the sequel to Batman Begins (2005), and the second istallment in The Dark Knight i The Dark i the second Batman, i the lieutenant James Gordon, and the attorney Harvey Dent, thend an ana to Batman a crime in The i Their efforts are i by the second a anar the the i ind to Batman how the the Begins i to Batman the second to a The Dark a in a the i a the Bale, i i a The the the the i i a and the i the the the i and to the second the of the second Begins direc with his Begins the thend the Begins (2005), the i a the a the second the the the the second the i the in The second i the Beginsnd the the the by the secondplay the the the the in the the the the the the the Begins thend the i i ind the the Batman the Begins a the a the i the a Batman a i the i i the the the the ah ind the a an the and the i thend the the to<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 62\n",
"\tLoss: 4.002007961273193\n",
"ALL LOSS HISTORY:[0.8882423639297485, 0.7824252843856812, 0.6727322936058044, 0.6629138588905334, 0.6782041192054749, 0.6424859166145325, 0.8757461905479431, 0.8836327791213989, 0.9413169026374817, 1.0436336994171143, 1.1176491975784302, 1.1100777387619019, 1.1340575218200684, 1.1481521129608154, 1.1816308498382568, 1.1644178628921509, 1.1884102821350098, 1.207267165184021, 1.1968766450881958, 1.2092902660369873, 1.213240385055542, 1.20014226436615, 1.2288874387741089, 1.2578634023666382, 1.2703064680099487, 1.3263990879058838, 1.3343042135238647, 1.3033863306045532, 1.3962278366088867, 1.418689489364624, 1.4280905723571777, 1.4594130516052246, 1.4581938982009888, 1.4937665462493896, 1.4665156602859497, 1.504125952720642, 1.4985240697860718, 1.5301166772842407, 1.5281893014907837, 1.5648144483566284, 1.577370285987854, 1.5888408422470093, 1.575482726097107, 1.5895682573318481, 1.5617560148239136, 1.5860260725021362, 1.5885446071624756, 1.6156238317489624, 1.6565316915512085, 1.6678366661071777, 1.6939278841018677, 1.6860675811767578, 1.7178666591644287, 1.7077566385269165, 1.7353086471557617, 1.6976544857025146, 1.753182291984558, 1.731643795967102, 1.783921718597412, 1.7829394340515137, 1.7794477939605713, 1.8281147480010986, 1.8526065349578857, 1.901952862739563, 1.9195553064346313, 1.939530849456787, 1.9714210033416748, 1.9873837232589722, 1.9839081764221191, 1.9663286209106445, 1.9904690980911255, 2.0101511478424072, 2.0317885875701904, 2.0614771842956543, 2.0826659202575684, 2.1181676387786865, 2.136017084121704, 2.1629412174224854, 2.1663172245025635, 2.1881823539733887, 2.2134881019592285, 2.2171764373779297, 2.1932296752929688, 2.2029528617858887, 2.235894203186035, 2.2497830390930176, 2.2840464115142822, 2.288604974746704, 2.3109652996063232, 2.3088605403900146, 2.3193130493164062, 2.31099796295166, 2.3546414375305176, 2.3575849533081055, 2.3664071559906006, 2.401442050933838, 2.4080514907836914, 2.4148151874542236, 2.426478147506714, 2.4527482986450195, 2.4742722511291504, 2.4820327758789062, 2.5061206817626953, 2.5226693153381348, 2.5407636165618896, 2.5450007915496826, 2.580559492111206, 2.6056277751922607, 2.6182405948638916, 2.6293370723724365, 2.611842632293701, 2.638144016265869, 2.643218755722046, 2.6701457500457764, 2.673361301422119, 2.682133674621582, 2.7020068168640137, 2.6785545349121094, 2.6967365741729736, 2.7087533473968506, 2.737046957015991, 2.7552905082702637, 2.7652413845062256, 2.805070638656616, 2.8094310760498047, 2.828312873840332, 2.8460476398468018, 2.8615500926971436, 2.872371196746826, 2.8950705528259277, 2.9055418968200684, 2.9279658794403076, 2.9287283420562744, 2.953582525253296, 2.973642349243164, 2.9492523670196533, 2.9433753490448, 2.966386318206787, 2.984365463256836, 2.994274139404297, 3.0137441158294678, 3.045208215713501, 3.0592219829559326, 3.0501248836517334, 3.061833143234253, 3.073101758956909, 3.0676205158233643, 3.089731216430664, 3.1119496822357178, 3.1306533813476562, 3.115227699279785, 3.142760992050171, 3.141963481903076, 3.157482385635376, 3.151440382003784, 3.1492435932159424, 3.159802198410034, 3.178690195083618, 3.190385341644287, 3.1921725273132324, 3.1821019649505615, 3.195319652557373, 3.189683675765991, 3.212120294570923, 3.220869541168213, 3.2400314807891846, 3.2669458389282227, 3.2910704612731934, 3.2933294773101807, 3.2950901985168457, 3.299825429916382, 3.3152365684509277, 3.3370683193206787, 3.3510398864746094, 3.345247745513916, 3.3378820419311523, 3.3575167655944824, 3.379040241241455, 3.391315221786499, 3.376782178878784, 3.3797354698181152, 3.380659818649292, 3.397977352142334, 3.4063780307769775, 3.415560245513916, 3.428621292114258, 3.4038007259368896, 3.396472692489624, 3.411738395690918, 3.4230704307556152, 3.4333126544952393, 3.43550181388855, 3.4495420455932617, 3.4462082386016846, 3.4350438117980957, 3.4533820152282715, 3.4486138820648193, 3.4750547409057617, 3.4807052612304688, 3.4785022735595703, 3.483649253845215, 3.4876089096069336, 3.507457971572876, 3.5171377658843994, 3.5344467163085938, 3.5384769439697266, 3.55216121673584, 3
"Max loss:4.002007961273193, Min loss: 0.6424859166145325\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero film is is the sequel to Batman Begins (2005), and the second intallment in The Dark Knight i The Dark follows the second Batman, i the lieutenant James Gordon, and the attorney Harvey Dent, the i an ana to Batman a crime in The i Their efforts are derailed by the second a anar the the the ind to Batman how the the Begins i to Batman the second from a The Dark a in a the i a the Bale, i the a The the the the i a a and the i the the the i and to the sequel the of the the Begins direc with his Begins the thend the Begins (2005), the i a the a the second the the the the second the i the in the second i the Beginsnd the second the by the secondplay the the the the in the the the the the the the Begins thend the i i and the the Batman the Begins a the a the i the a Batman i i the i i the the the the ah ind i a an The and the i thend the the to<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 63\n",
"\tLoss: 3.9530041217803955\n",
"ALL LOSS HISTORY:[0.912294328212738, 0.6815810203552246, 0.8226153254508972, 0.6196252107620239, 0.6482003927230835, 0.6284871697425842, 0.8591758608818054, 0.878513753414154, 0.906174898147583, 1.0218918323516846, 1.0508488416671753, 1.0885380506515503, 1.0884259939193726, 1.102861762046814, 1.122501254081726, 1.0762965679168701, 1.1716974973678589, 1.1643571853637695, 1.1819837093353271, 1.1964876651763916, 1.1629998683929443, 1.1682369709014893, 1.1872178316116333, 1.1903070211410522, 1.2161329984664917, 1.2756296396255493, 1.289393424987793, 1.2581688165664673, 1.3514539003372192, 1.3673992156982422, 1.4027438163757324, 1.406017541885376, 1.397055745124817, 1.4202625751495361, 1.438463807106018, 1.4372973442077637, 1.4402740001678467, 1.4778194427490234, 1.4911476373672485, 1.5094244480133057, 1.541060209274292, 1.5551390647888184, 1.5247055292129517, 1.5233286619186401, 1.5280721187591553, 1.5419692993164062, 1.5338821411132812, 1.564780592918396, 1.6111646890640259, 1.6299560070037842, 1.6538631916046143, 1.6329180002212524, 1.6660906076431274, 1.661908745765686, 1.6825162172317505, 1.6530512571334839, 1.70405912399292, 1.6829913854599, 1.7097455263137817, 1.76273512840271, 1.7322282791137695, 1.7730413675308228, 1.785855770111084, 1.8312886953353882, 1.8701326847076416, 1.8945794105529785, 1.913007378578186, 1.9203529357910156, 1.9291508197784424, 1.9102070331573486, 1.9492436647415161, 1.9600634574890137, 1.9762229919433594, 2.0014305114746094, 2.0228147506713867, 2.0528340339660645, 2.0886118412017822, 2.109086751937866, 2.120455026626587, 2.146984338760376, 2.143683671951294, 2.1529977321624756, 2.143455982208252, 2.143921375274658, 2.1806883811950684, 2.2059872150421143, 2.2302870750427246, 2.23232102394104, 2.2395505905151367, 2.254049062728882, 2.2541086673736572, 2.267747402191162, 2.2777037620544434, 2.301978349685669, 2.3140804767608643, 2.324598789215088, 2.3368918895721436, 2.3599987030029297, 2.378293752670288, 2.394714593887329, 2.417018413543701, 2.4235575199127197, 2.450269937515259, 2.4687373638153076, 2.4785964488983154, 2.502978563308716, 2.529733896255493, 2.5301942825317383, 2.5514466762542725, 2.5902256965637207, 2.5608649253845215, 2.5661637783050537, 2.5922839641571045, 2.6092112064361572, 2.6027138233184814, 2.6241865158081055, 2.640594959259033, 2.613544225692749, 2.638936996459961, 2.660588502883911, 2.6735785007476807, 2.695833683013916, 2.70536470413208, 2.7464051246643066, 2.7610557079315186, 2.7696757316589355, 2.7997400760650635, 2.805122137069702, 2.8157362937927246, 2.8179805278778076, 2.832899332046509, 2.8665428161621094, 2.8829526901245117, 2.8921663761138916, 2.9252758026123047, 2.900984525680542, 2.8957738876342773, 2.9090447425842285, 2.9122836589813232, 2.9435205459594727, 2.957793712615967, 2.99340558052063, 2.9976084232330322, 2.992170810699463, 3.00817608833313, 3.015024185180664, 2.997588634490967, 3.043468713760376, 3.053034782409668, 3.069972038269043, 3.052556037902832, 3.089906692504883, 3.0866289138793945, 3.097848653793335, 3.1029884815216064, 3.0923032760620117, 3.111567735671997, 3.1206250190734863, 3.1449456214904785, 3.131829261779785, 3.1230111122131348, 3.1315574645996094, 3.1333513259887695, 3.156282424926758, 3.172844886779785, 3.1969077587127686, 3.2071807384490967, 3.236207962036133, 3.240905284881592, 3.231032133102417, 3.260101795196533, 3.258984327316284, 3.274332284927368, 3.2920031547546387, 3.293372869491577, 3.282496452331543, 3.308448553085327, 3.3260114192962646, 3.3360707759857178, 3.3321709632873535, 3.3252878189086914, 3.320009231567383, 3.3313772678375244, 3.355874538421631, 3.364504337310791, 3.3738536834716797, 3.3595526218414307, 3.346653461456299, 3.352303981781006, 3.363494873046875, 3.381113052368164, 3.3796746730804443, 3.40606689453125, 3.3798844814300537, 3.3816401958465576, 3.4030168056488037, 3.3886513710021973, 3.4075205326080322, 3.4307291507720947, 3.4384162425994873, 3.4341087341308594, 3.439293384552002, 3.4469189643859863, 3.4704017639160156, 3.4718189239501953, 3.487203359603882, 3.501270055770874, 3.5008761882781982
"Max loss:3.9530041217803955, Min loss: 0.6196252107620239\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero film is is the sequel to Batman Begins (2005), and the second intallment in The Dark Knight i The Dark follows the second Batman, i the lieutenant James Gordon, and the attorney Harvey Dent, the i an ana to Batman a crime in The i Their efforts are derailed by the the a anar the the The ind to Batman how the Batman Begins i to Batman the second from a The Dark a in a the i a the Bale, i i a The the the the i a a and the i the the the i and to the second the of the second Begins direc with his Begins the and the Begins (2005), the i a the a the second the the the the second the the the in The second i the Beginsnd the the the by the secondplay the the second the in the the the the the the the Begins thend the i i and the the Batman the Begins a the a the i the a Batman a i the i i the the the the theh ind i a witn the and the i thend the the to<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 64\n",
"\tLoss: 3.8999462127685547\n",
"ALL LOSS HISTORY:[0.9189102053642273, 0.7254025936126709, 0.6447522044181824, 0.6146695613861084, 0.6451472043991089, 0.5819569826126099, 0.7343696355819702, 0.7919588088989258, 0.8820826411247253, 1.0037692785263062, 1.0186436176300049, 1.0306237936019897, 1.1023567914962769, 1.0797094106674194, 1.0889767408370972, 1.059044361114502, 1.0959194898605347, 1.142264723777771, 1.0907046794891357, 1.1369845867156982, 1.155165672302246, 1.1050838232040405, 1.1152753829956055, 1.1614741086959839, 1.1756775379180908, 1.2272006273269653, 1.2598929405212402, 1.216657280921936, 1.3040436506271362, 1.3179945945739746, 1.3363683223724365, 1.3710187673568726, 1.3333096504211426, 1.4078493118286133, 1.3813402652740479, 1.3781708478927612, 1.399476170539856, 1.4393833875656128, 1.441650629043579, 1.4529657363891602, 1.4675790071487427, 1.4967195987701416, 1.4791184663772583, 1.4589118957519531, 1.4599071741104126, 1.4878685474395752, 1.486397385597229, 1.5146459341049194, 1.5566400289535522, 1.572312831878662, 1.6060152053833008, 1.5852549076080322, 1.6158262491226196, 1.590926170349121, 1.6320581436157227, 1.6100565195083618, 1.6437020301818848, 1.6301013231277466, 1.6701090335845947, 1.6848379373550415, 1.6713378429412842, 1.7288498878479004, 1.7411729097366333, 1.7785751819610596, 1.8163059949874878, 1.836905837059021, 1.8498679399490356, 1.8736928701400757, 1.8710665702819824, 1.8581498861312866, 1.8784663677215576, 1.90108323097229, 1.9204994440078735, 1.946969747543335, 1.9565997123718262, 2.00738263130188, 2.027191162109375, 2.054117441177368, 2.061314344406128, 2.075080633163452, 2.0921716690063477, 2.0926525592803955, 2.083876371383667, 2.0970146656036377, 2.1174726486206055, 2.1294243335723877, 2.1590769290924072, 2.1682024002075195, 2.185659408569336, 2.1945714950561523, 2.2008261680603027, 2.2009005546569824, 2.235616683959961, 2.2406508922576904, 2.251890182495117, 2.2655036449432373, 2.304192304611206, 2.2990880012512207, 2.3323192596435547, 2.338224411010742, 2.3655552864074707, 2.373922109603882, 2.396608591079712, 2.410714864730835, 2.4304652214050293, 2.434990644454956, 2.4627599716186523, 2.481067419052124, 2.5008580684661865, 2.5100278854370117, 2.518695831298828, 2.5303821563720703, 2.5419602394104004, 2.544861316680908, 2.547429323196411, 2.560497760772705, 2.572509288787842, 2.574172019958496, 2.5915350914001465, 2.6107935905456543, 2.624377965927124, 2.642683506011963, 2.66221022605896, 2.682859182357788, 2.6936533451080322, 2.7114288806915283, 2.7277755737304688, 2.746762275695801, 2.75848126411438, 2.7706661224365234, 2.7930355072021484, 2.8121085166931152, 2.8182272911071777, 2.8393948078155518, 2.8492236137390137, 2.852165460586548, 2.8228759765625, 2.8459665775299072, 2.860182285308838, 2.881958484649658, 2.9021382331848145, 2.923447847366333, 2.9441988468170166, 2.93632435798645, 2.962082862854004, 2.975297451019287, 2.9599056243896484, 2.9784889221191406, 3.0061352252960205, 3.0186538696289062, 2.9952611923217773, 3.0220298767089844, 3.0257575511932373, 3.045650005340576, 3.0503573417663574, 3.04518723487854, 3.0433952808380127, 3.0681703090667725, 3.0758495330810547, 3.0862374305725098, 3.070960760116577, 3.076545000076294, 3.084139585494995, 3.103316068649292, 3.1126720905303955, 3.14290714263916, 3.1431117057800293, 3.180485248565674, 3.18900203704834, 3.179818868637085, 3.199613094329834, 3.212646484375, 3.2130444049835205, 3.246577024459839, 3.2231271266937256, 3.2392892837524414, 3.254542112350464, 3.262585163116455, 3.2785468101501465, 3.2671868801116943, 3.2678375244140625, 3.2638797760009766, 3.2892630100250244, 3.294076681137085, 3.2939765453338623, 3.310964584350586, 3.298414468765259, 3.2920732498168945, 3.310412883758545, 3.317161798477173, 3.333409547805786, 3.321761131286621, 3.3390183448791504, 3.3395748138427734, 3.338779926300049, 3.3438968658447266, 3.3385167121887207, 3.3585472106933594, 3.37430739402771, 3.3808138370513916, 3.36498761177063, 3.384599447250366, 3.3917593955993652, 3.4108195304870605, 3.4280877113342285, 3.427492618560791, 3.453277826309204, 3.4497339725494385, 3
"Max loss:3.8999462127685547, Min loss: 0.5819569826126099\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero film is is the sequel to Batman Begins (2005), and the second intallment in The Dark Knight i The Dark follows the second Batman, i the lieutenant James Gordon, and the attorney Harvey Dent, the i an alliance to Batman a crime in The i Their efforts are derailed by the second an anar the the the ind to Batman how the Batman Begins i to Batman the second from a The Dark a in a the i a the Bale, i the a The the the the i a a and the i the the the i and to the second i of the the Begins direc with his Begins the thend the Begins (2005), the i a the a the second the the the the second the i the in The second i the Beginsnd the second the by the theplay the the the the in the the the the the the the Begins thend the i i and the the Batman the Begins a the a the i the a Batman i i the i i the the the the ah ind a a then the and the i thend the the to<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 65\n",
"\tLoss: 3.8665051460266113\n",
"ALL LOSS HISTORY:[0.7742593884468079, 0.6513379812240601, 0.5855286717414856, 0.5492369532585144, 0.6167464852333069, 0.5814533233642578, 0.7511833906173706, 0.8014247417449951, 0.8083914518356323, 0.9720237851142883, 0.9651834964752197, 0.9624024033546448, 1.0117688179016113, 1.0200996398925781, 1.0375837087631226, 1.0311928987503052, 1.0895940065383911, 1.0673388242721558, 1.0752825736999512, 1.1074965000152588, 1.0719449520111084, 1.0849745273590088, 1.1135125160217285, 1.1296545267105103, 1.1521373987197876, 1.1786643266677856, 1.2026381492614746, 1.1694724559783936, 1.2550544738769531, 1.2734822034835815, 1.288780689239502, 1.3286136388778687, 1.308174729347229, 1.3506807088851929, 1.3258854150772095, 1.3278366327285767, 1.3324605226516724, 1.364215612411499, 1.3591448068618774, 1.3982070684432983, 1.4174015522003174, 1.4611790180206299, 1.430222988128662, 1.414815068244934, 1.4186409711837769, 1.4427591562271118, 1.4203819036483765, 1.4898375272750854, 1.506461262702942, 1.528568148612976, 1.557151436805725, 1.5408580303192139, 1.5625922679901123, 1.552666187286377, 1.5619205236434937, 1.5534671545028687, 1.5785722732543945, 1.5967280864715576, 1.6145991086959839, 1.6641052961349487, 1.645629644393921, 1.6835691928863525, 1.6828919649124146, 1.7386646270751953, 1.767246961593628, 1.7841510772705078, 1.797118067741394, 1.820457100868225, 1.8213375806808472, 1.80782949924469, 1.8141279220581055, 1.8536077737808228, 1.866705060005188, 1.8873556852340698, 1.918769121170044, 1.957818865776062, 1.9601852893829346, 1.9911823272705078, 2.0206692218780518, 2.0145037174224854, 2.0426981449127197, 2.052544355392456, 2.0318655967712402, 2.0437495708465576, 2.0531089305877686, 2.0809032917022705, 2.1149191856384277, 2.1204028129577637, 2.137242555618286, 2.1412341594696045, 2.137643337249756, 2.1381654739379883, 2.167332172393799, 2.195289373397827, 2.214094877243042, 2.2239134311676025, 2.2293167114257812, 2.2337095737457275, 2.272080659866333, 2.274919033050537, 2.3019423484802246, 2.305677890777588, 2.3394370079040527, 2.3401529788970947, 2.361633777618408, 2.3867545127868652, 2.4054081439971924, 2.4256973266601562, 2.4313783645629883, 2.46397066116333, 2.446929693222046, 2.4663968086242676, 2.483064889907837, 2.4928596019744873, 2.485257863998413, 2.498142957687378, 2.522326946258545, 2.5247020721435547, 2.5334174633026123, 2.554236650466919, 2.5604233741760254, 2.579514503479004, 2.5999317169189453, 2.625185489654541, 2.6359426975250244, 2.647006034851074, 2.6706817150115967, 2.688920021057129, 2.6988067626953125, 2.7122716903686523, 2.7357494831085205, 2.7523508071899414, 2.7516283988952637, 2.782447576522827, 2.793689012527466, 2.7844159603118896, 2.7736775875091553, 2.8015801906585693, 2.806518077850342, 2.8326966762542725, 2.8402163982391357, 2.8664917945861816, 2.883166551589966, 2.8786752223968506, 2.8938193321228027, 2.906066656112671, 2.905458450317383, 2.932872772216797, 2.941757917404175, 2.9522504806518555, 2.964204788208008, 2.980052947998047, 2.9716484546661377, 2.986239194869995, 2.9976537227630615, 2.9899983406066895, 3.0043134689331055, 3.006479501724243, 3.0222690105438232, 3.022787570953369, 3.0084004402160645, 3.025951385498047, 3.026376485824585, 3.0447471141815186, 3.0546109676361084, 3.07987642288208, 3.0870423316955566, 3.1153481006622314, 3.138554811477661, 3.135435104370117, 3.144359588623047, 3.163712501525879, 3.169002056121826, 3.181101083755493, 3.1802148818969727, 3.179152727127075, 3.206282615661621, 3.219287633895874, 3.2267746925354004, 3.2229435443878174, 3.213493824005127, 3.2165024280548096, 3.239297866821289, 3.2501728534698486, 3.262293815612793, 3.2590596675872803, 3.2477152347564697, 3.2437222003936768, 3.2583088874816895, 3.2719812393188477, 3.2770931720733643, 3.2830867767333984, 3.2885470390319824, 3.2831339836120605, 3.2786147594451904, 3.3002572059631348, 3.2915151119232178, 3.3107821941375732, 3.335214376449585, 3.328450918197632, 3.329385757446289, 3.324687957763672, 3.3498623371124268, 3.369088888168335, 3.3881163597106934, 3.3746418952941895, 3.399712085723877, 3.402
"Max loss:3.8665051460266113, Min loss: 0.5492369532585144\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, is is the sequel to Batman Begins (2005), and the second intallment in The Dark Knight i The Dark follows the second Batman, i the lieutenant James Gordon, and the attorney Harvey Dent, the i an ana to Batman a crime in The i Their efforts are derailed by the second a anar the the i ind to Batman how the Batman Begins i to Batman the city from a The Dark a in a the i a the Bale, i the a The the the the i a a and the i the the the i and to the sequel the of the the Begins direc with his Begins the thend the Begins (2005), the i a the a the second the the the the second the i the in The second i the Beginsnd the the the by the secondplay the the second the in the the the the the the the Begins thend the i i and the the Batman the Begins a the a the i the a Batman i i the i i the the the the ah ind a a filmn the and the i thend the the to<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 66\n",
"\tLoss: 3.8242790699005127\n",
"ALL LOSS HISTORY:[0.8834407329559326, 0.7171906232833862, 0.5835704207420349, 0.5735379457473755, 0.5829694271087646, 0.5496629476547241, 0.7028117775917053, 0.7821215987205505, 0.7960346341133118, 0.908972442150116, 0.9925908446311951, 0.9569129347801208, 1.0019075870513916, 0.9692522287368774, 1.0292093753814697, 0.9678614139556885, 1.0246049165725708, 1.0573856830596924, 1.04190194606781, 1.0606871843338013, 1.0435829162597656, 1.0499399900436401, 1.0272893905639648, 1.0482257604599, 1.0956462621688843, 1.1142911911010742, 1.147674798965454, 1.1230233907699585, 1.198643684387207, 1.2212592363357544, 1.2312517166137695, 1.2790008783340454, 1.2552164793014526, 1.3032546043395996, 1.2908859252929688, 1.293371319770813, 1.2882983684539795, 1.3097615242004395, 1.353424072265625, 1.3765333890914917, 1.397410273551941, 1.3852710723876953, 1.3944356441497803, 1.3879728317260742, 1.3546382188796997, 1.4024674892425537, 1.3617274761199951, 1.4255452156066895, 1.4636238813400269, 1.4850127696990967, 1.5091941356658936, 1.482208251953125, 1.4903548955917358, 1.5073531866073608, 1.529071569442749, 1.5134412050247192, 1.528536081314087, 1.5380055904388428, 1.5632296800613403, 1.5980991125106812, 1.5694398880004883, 1.628911018371582, 1.6491678953170776, 1.6875660419464111, 1.7120387554168701, 1.72682523727417, 1.7548937797546387, 1.7580060958862305, 1.7579704523086548, 1.7474400997161865, 1.7768847942352295, 1.7911444902420044, 1.8205478191375732, 1.8506325483322144, 1.8732486963272095, 1.9018267393112183, 1.9113279581069946, 1.9519442319869995, 1.9573663473129272, 1.9736722707748413, 1.9774761199951172, 1.9950555562973022, 1.981886386871338, 1.9883671998977661, 2.004981279373169, 2.0417802333831787, 2.054636001586914, 2.0670182704925537, 2.0816774368286133, 2.0865633487701416, 2.0932202339172363, 2.0865049362182617, 2.1124589443206787, 2.1332473754882812, 2.146144390106201, 2.1592137813568115, 2.1735379695892334, 2.189852237701416, 2.2157881259918213, 2.233614921569824, 2.2607839107513428, 2.2499961853027344, 2.2751734256744385, 2.2976460456848145, 2.3207008838653564, 2.3176681995391846, 2.346362352371216, 2.3810765743255615, 2.3811562061309814, 2.4072463512420654, 2.3957066535949707, 2.4119296073913574, 2.4254562854766846, 2.449035406112671, 2.4419193267822266, 2.459127902984619, 2.473210334777832, 2.4614696502685547, 2.4731216430664062, 2.491492986679077, 2.519880533218384, 2.5218088626861572, 2.545785665512085, 2.566721200942993, 2.5785012245178223, 2.600421667098999, 2.6071386337280273, 2.624281644821167, 2.6508703231811523, 2.657925844192505, 2.67225980758667, 2.697338581085205, 2.712010145187378, 2.7251036167144775, 2.73469614982605, 2.735180616378784, 2.722728729248047, 2.741502285003662, 2.750429630279541, 2.7704830169677734, 2.794717788696289, 2.8093883991241455, 2.8271617889404297, 2.826807975769043, 2.84513783454895, 2.853916883468628, 2.8626089096069336, 2.8782341480255127, 2.893033266067505, 2.905869722366333, 2.894402027130127, 2.9101579189300537, 2.920132637023926, 2.9501771926879883, 2.9416701793670654, 2.943284749984741, 2.9279792308807373, 2.9567270278930664, 2.9771244525909424, 2.978691577911377, 2.956472396850586, 2.9673845767974854, 2.9674723148345947, 2.996694803237915, 3.0018198490142822, 3.029923439025879, 3.058196783065796, 3.0606460571289062, 3.0875604152679443, 3.0755841732025146, 3.089961528778076, 3.1148056983947754, 3.119136333465576, 3.1379544734954834, 3.133906364440918, 3.1341912746429443, 3.1582775115966797, 3.169022560119629, 3.1870062351226807, 3.1651771068573, 3.1714160442352295, 3.1654438972473145, 3.182675838470459, 3.2034218311309814, 3.2079975605010986, 3.220407485961914, 3.198464870452881, 3.1895742416381836, 3.192988395690918, 3.2171406745910645, 3.234328269958496, 3.233192205429077, 3.2393460273742676, 3.223749876022339, 3.227830410003662, 3.2500064373016357, 3.2369484901428223, 3.2557928562164307, 3.281846284866333, 3.278719425201416, 3.280400276184082, 3.2917096614837646, 3.289220094680786, 3.3303513526916504, 3.3288583755493164, 3.337965488433838, 3.3403921127319336, 3.3486802
"Max loss:3.8242790699005127, Min loss: 0.5496629476547241\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, is is the sequel to Batman Begins (2005), and the second intallment in The Dark Knight i The Dark follows the second Batman, i the lieutenant James Gordon, and the attorney Harvey Dent, the form an ana to Batman a crime in The i Their efforts are derailed by the the an anar the the The ind to Batman how the Batman Begins i to Batman the city from a The Dark a in a the i a the Bale, i i a The the the the i a a and the i the the the i and to the sequel the of the second Begins direc with his Begins the and the Begins (2005), the i a the a the second the the the the second the i the in The second i the Beginsnd the second the by the secondplay the the the the in the the the the the the the Begins thend the i i and the the Batman the Begins a the a the i the a Batman a i the i i the the the the ah ind the a an the and the i thend the the to<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 67\n",
"\tLoss: 3.7747700214385986\n",
"ALL LOSS HISTORY:[0.7310938239097595, 0.5696074962615967, 0.5735854506492615, 0.5633894205093384, 0.565239429473877, 0.5412717461585999, 0.7144799828529358, 0.7481628060340881, 0.8029199838638306, 0.8820579648017883, 0.9104864597320557, 0.9200103878974915, 0.9907713532447815, 0.9443748593330383, 0.9739349484443665, 0.9618878960609436, 1.0170907974243164, 1.0455089807510376, 0.9786303639411926, 1.0209898948669434, 0.9986000061035156, 1.0079423189163208, 1.0184847116470337, 1.0214122533798218, 1.0632976293563843, 1.0743012428283691, 1.0993520021438599, 1.094089388847351, 1.152075171470642, 1.1884665489196777, 1.1844242811203003, 1.2555228471755981, 1.217749834060669, 1.2515184879302979, 1.238666296005249, 1.2508213520050049, 1.2623989582061768, 1.288845419883728, 1.3162038326263428, 1.3039276599884033, 1.3352726697921753, 1.3624520301818848, 1.352486252784729, 1.326833724975586, 1.305796504020691, 1.3527376651763916, 1.3382805585861206, 1.3650965690612793, 1.429631233215332, 1.4499597549438477, 1.4573497772216797, 1.4607970714569092, 1.4554452896118164, 1.480119228363037, 1.4735511541366577, 1.4753235578536987, 1.4916285276412964, 1.4842668771743774, 1.5272319316864014, 1.5438090562820435, 1.5376110076904297, 1.5665578842163086, 1.5881874561309814, 1.6321791410446167, 1.6759737730026245, 1.6711928844451904, 1.7197407484054565, 1.72487473487854, 1.7123944759368896, 1.6894575357437134, 1.7162492275238037, 1.7386850118637085, 1.7618217468261719, 1.7884410619735718, 1.8174312114715576, 1.845950722694397, 1.875185489654541, 1.8945077657699585, 1.909434199333191, 1.9265546798706055, 1.9207514524459839, 1.9450912475585938, 1.93258798122406, 1.9319714307785034, 1.9453738927841187, 1.9955331087112427, 2.0031471252441406, 2.0096588134765625, 2.0287728309631348, 2.038191080093384, 2.0285000801086426, 2.0307483673095703, 2.062474012374878, 2.068413496017456, 2.091505289077759, 2.1143910884857178, 2.118103265762329, 2.1427197456359863, 2.159398317337036, 2.186675786972046, 2.206888437271118, 2.1855454444885254, 2.2200114727020264, 2.244046449661255, 2.2573485374450684, 2.2796528339385986, 2.305428981781006, 2.3230607509613037, 2.327863931655884, 2.3417115211486816, 2.3453919887542725, 2.3464813232421875, 2.369550943374634, 2.3835253715515137, 2.380805492401123, 2.4032042026519775, 2.416023015975952, 2.406116485595703, 2.409313917160034, 2.439638614654541, 2.4592444896698, 2.4867119789123535, 2.499190330505371, 2.5249087810516357, 2.537909746170044, 2.5467493534088135, 2.5581202507019043, 2.595790386199951, 2.588090419769287, 2.6026437282562256, 2.621839761734009, 2.6328728199005127, 2.654632568359375, 2.678420305252075, 2.6840567588806152, 2.682027816772461, 2.660968542098999, 2.695600748062134, 2.7011046409606934, 2.725994825363159, 2.74108624458313, 2.7624459266662598, 2.779244899749756, 2.7709298133850098, 2.782588005065918, 2.8033132553100586, 2.7929508686065674, 2.812309741973877, 2.8510560989379883, 2.8380324840545654, 2.8436479568481445, 2.8522346019744873, 2.8740627765655518, 2.8808703422546387, 2.8857548236846924, 2.882127046585083, 2.8921258449554443, 2.907529354095459, 2.920596122741699, 2.9189810752868652, 2.9045522212982178, 2.918175458908081, 2.923825979232788, 2.9358575344085693, 2.960700750350952, 2.981203556060791, 2.989889621734619, 3.017219066619873, 3.0313820838928223, 3.030857563018799, 3.0429537296295166, 3.0614840984344482, 3.063852548599243, 3.0905771255493164, 3.0766963958740234, 3.0932769775390625, 3.090425729751587, 3.1138999462127686, 3.1149544715881348, 3.1156117916107178, 3.118690013885498, 3.1047024726867676, 3.1306889057159424, 3.141040086746216, 3.1442759037017822, 3.1633222103118896, 3.148456335067749, 3.138718843460083, 3.154123544692993, 3.1558918952941895, 3.1776938438415527, 3.178595781326294, 3.1928200721740723, 3.193162679672241, 3.1745405197143555, 3.1915180683135986, 3.1885478496551514, 3.2099170684814453, 3.2380876541137695, 3.2206857204437256, 3.2231860160827637, 3.235651969909668, 3.255124568939209, 3.2689263820648193, 3.2740068435668945, 3.2893309593200684, 3.3085713386535645, 3.309
"Max loss:3.7747700214385986, Min loss: 0.5412717461585999\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, is is the sequel to Batman Begins (2005), and the second intallment in The Dark Knight i The Dark follows the second Batman, i the lieutenant James Gordon, and the attorney Harvey Dent, the i an alliance to Batman organized crime in The i Their efforts are derailed by the the an anar the the The ind to Batman how the Batman Begins i to Batman the city from a The Dark a in a the i a the Bale, i i a The the the the i a a and the i the the the i and to the sequel the of the second Begins direc with his Begins the and the Begins (2005), the i a the a the second the the the the second the i the in The second i the Beginsnd the second the by the secondplay the the second the in the the the the the the the Begins thend the i i and the the Batman the Begins a the a the i the a Batman i i the i i the the the the ah ind i a an the and the i thend the the to<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 68\n",
"\tLoss: 3.734358072280884\n",
"ALL LOSS HISTORY:[0.7150728702545166, 0.5706039667129517, 0.5485345721244812, 0.4855838716030121, 0.552535891532898, 0.5659703612327576, 0.6676710247993469, 0.7198668122291565, 0.7446577548980713, 0.8628196716308594, 0.9136558175086975, 0.9061031937599182, 0.9064444303512573, 0.9342071413993835, 0.9102373719215393, 0.9152719974517822, 0.9723302125930786, 0.9481835961341858, 0.9785182476043701, 0.9821287989616394, 0.9939318895339966, 0.9753397107124329, 0.9747752547264099, 0.9972975254058838, 1.0231235027313232, 1.0711942911148071, 1.0787793397903442, 1.0483717918395996, 1.121260404586792, 1.1406480073928833, 1.1502413749694824, 1.1918054819107056, 1.16860032081604, 1.2143529653549194, 1.1993967294692993, 1.1898558139801025, 1.1981648206710815, 1.2507872581481934, 1.247207522392273, 1.279745101928711, 1.2747137546539307, 1.3141943216323853, 1.2963755130767822, 1.2722041606903076, 1.2636229991912842, 1.3120654821395874, 1.285789132118225, 1.3399046659469604, 1.3717864751815796, 1.3900452852249146, 1.4385374784469604, 1.4020202159881592, 1.4246782064437866, 1.424243450164795, 1.452296257019043, 1.4168250560760498, 1.4563478231430054, 1.4494924545288086, 1.4673514366149902, 1.5037147998809814, 1.4901124238967896, 1.538130760192871, 1.5376619100570679, 1.6032699346542358, 1.6299244165420532, 1.6285651922225952, 1.662629246711731, 1.6704894304275513, 1.6575456857681274, 1.6559864282608032, 1.6801788806915283, 1.7046056985855103, 1.7213839292526245, 1.7384709119796753, 1.767224907875061, 1.8013108968734741, 1.8130996227264404, 1.8374789953231812, 1.848955750465393, 1.875038504600525, 1.8869011402130127, 1.8852757215499878, 1.8751932382583618, 1.8832539319992065, 1.9058774709701538, 1.9456782341003418, 1.948215365409851, 1.9642654657363892, 1.9690805673599243, 1.9858607053756714, 1.982375144958496, 1.9676648378372192, 2.0148580074310303, 2.0281689167022705, 2.035722255706787, 2.0481319427490234, 2.0637009143829346, 2.084890604019165, 2.125790596008301, 2.1161949634552, 2.1365981101989746, 2.140042543411255, 2.1689674854278564, 2.194493293762207, 2.2045814990997314, 2.212827682495117, 2.245288133621216, 2.263528823852539, 2.2695565223693848, 2.3000829219818115, 2.288553237915039, 2.3044676780700684, 2.3067429065704346, 2.334296226501465, 2.3397789001464844, 2.345407724380493, 2.3644113540649414, 2.3451387882232666, 2.357499122619629, 2.3863651752471924, 2.4071669578552246, 2.4201231002807617, 2.4324119091033936, 2.4771370887756348, 2.473912239074707, 2.4942567348480225, 2.509538173675537, 2.5227293968200684, 2.535242795944214, 2.5525035858154297, 2.5646095275878906, 2.586073398590088, 2.581019878387451, 2.616323709487915, 2.6335701942443848, 2.6324973106384277, 2.6173253059387207, 2.6420581340789795, 2.643453359603882, 2.6632003784179688, 2.681321620941162, 2.7107291221618652, 2.7395312786102295, 2.7288105487823486, 2.7320570945739746, 2.7496612071990967, 2.7506604194641113, 2.764195442199707, 2.7970376014709473, 2.793476104736328, 2.797726631164551, 2.803388833999634, 2.8081367015838623, 2.826953887939453, 2.8335587978363037, 2.8269903659820557, 2.8439888954162598, 2.8496994972229004, 2.8752248287200928, 2.865166664123535, 2.857316255569458, 2.881488084793091, 2.871288537979126, 2.8873677253723145, 2.9109365940093994, 2.9320154190063477, 2.9504687786102295, 2.9764719009399414, 2.986046314239502, 2.978119134902954, 2.987046480178833, 3.009752035140991, 3.017423152923584, 3.0390796661376953, 3.0176541805267334, 3.0252339839935303, 3.0444746017456055, 3.069669485092163, 3.075690746307373, 3.0840487480163574, 3.0644919872283936, 3.0802841186523438, 3.093799352645874, 3.108008623123169, 3.108933448791504, 3.114206314086914, 3.100602626800537, 3.0909314155578613, 3.0911054611206055, 3.1201395988464355, 3.1258139610290527, 3.116589307785034, 3.142192840576172, 3.146007776260376, 3.125690460205078, 3.140352487564087, 3.1359596252441406, 3.1558330059051514, 3.179443359375, 3.180119514465332, 3.1734817028045654, 3.193828821182251, 3.1918108463287354, 3.2236058712005615, 3.2273831367492676, 3.226522207260132, 3.256709098815918, 3.2
"Max loss:3.734358072280884, Min loss: 0.4855838716030121\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero film is is the sequel to Batman Begins (2005), and the second intallment in The Dark Knight i The Dark follows the second Batman, i the lieutenant James Gordon, and the attorney Harvey Dent, the form an alliance to dismantle organized crime in The i Their efforts are derailed by the second an anar the the The who seeks to Batman how far Batman Begins go to Batman the city from a The Dark a in ad i a the Bale, i the a The the the the i a a and the i the the the i and to the second the of the second Begins direc with his Begins the and the Begins (2005), the i a the a the second the the the the second the i a in The second i the Beginsnd the second the by the secondplay the the second the in the the the the the the the Begins thend the i i and the the Batman the Begins a wit a the i the a Batman i i the i i the the the the ah ind i a witn the and the i thend the the to<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 69\n",
"\tLoss: 3.6911914348602295\n",
"ALL LOSS HISTORY:[0.6526879072189331, 0.5741027593612671, 0.596770703792572, 0.5136604309082031, 0.5249782800674438, 0.48972201347351074, 0.6559752821922302, 0.7285104393959045, 0.7247064113616943, 0.8194059133529663, 0.8723264932632446, 0.8700280785560608, 0.8985941410064697, 0.8802083134651184, 0.9219847321510315, 0.8951223492622375, 0.9284489750862122, 0.9413427710533142, 0.9297108054161072, 0.9365226626396179, 0.9187577366828918, 0.9103317260742188, 0.9541062712669373, 0.965691864490509, 0.9788604974746704, 1.007149577140808, 1.030051589012146, 1.0237622261047363, 1.0801892280578613, 1.1129450798034668, 1.0992035865783691, 1.1458206176757812, 1.1480683088302612, 1.1583467721939087, 1.1570391654968262, 1.182450294494629, 1.1761780977249146, 1.2145226001739502, 1.2070218324661255, 1.2341125011444092, 1.259998083114624, 1.251488447189331, 1.2573933601379395, 1.2428442239761353, 1.2143152952194214, 1.2654138803482056, 1.2517411708831787, 1.2902685403823853, 1.332187533378601, 1.3411060571670532, 1.4038231372833252, 1.3739550113677979, 1.3659864664077759, 1.3879278898239136, 1.39359450340271, 1.3889671564102173, 1.4016613960266113, 1.3947581052780151, 1.4135329723358154, 1.4505274295806885, 1.442627191543579, 1.4818665981292725, 1.5023479461669922, 1.564064860343933, 1.5759127140045166, 1.5965410470962524, 1.6123888492584229, 1.6254843473434448, 1.6284230947494507, 1.6096606254577637, 1.641270637512207, 1.6477079391479492, 1.6836761236190796, 1.6943471431732178, 1.7287102937698364, 1.742523431777954, 1.7589010000228882, 1.800612449645996, 1.8090221881866455, 1.8373066186904907, 1.836704969406128, 1.8445862531661987, 1.829324722290039, 1.8296533823013306, 1.854403018951416, 1.8835995197296143, 1.8880016803741455, 1.9106495380401611, 1.9198671579360962, 1.9386475086212158, 1.9232529401779175, 1.9211198091506958, 1.960889220237732, 1.9801064729690552, 1.9963428974151611, 2.0051887035369873, 2.0229897499084473, 2.0367400646209717, 2.0623738765716553, 2.0687317848205566, 2.0885236263275146, 2.111264944076538, 2.1238632202148438, 2.1378939151763916, 2.1565263271331787, 2.1750869750976562, 2.200086832046509, 2.2307558059692383, 2.2232589721679688, 2.239016532897949, 2.244000196456909, 2.2512338161468506, 2.2563462257385254, 2.2833893299102783, 2.278210163116455, 2.295194149017334, 2.3070459365844727, 2.2945234775543213, 2.316166639328003, 2.3330180644989014, 2.3534348011016846, 2.3655636310577393, 2.376810073852539, 2.414114475250244, 2.421833038330078, 2.4399073123931885, 2.4602582454681396, 2.4810116291046143, 2.4926395416259766, 2.499720811843872, 2.5200231075286865, 2.5352025032043457, 2.5444176197052, 2.565633535385132, 2.576490640640259, 2.5708696842193604, 2.5639195442199707, 2.5848402976989746, 2.590981960296631, 2.6110198497772217, 2.643771171569824, 2.6650595664978027, 2.6768083572387695, 2.6684887409210205, 2.698754072189331, 2.7025058269500732, 2.703549385070801, 2.7213082313537598, 2.737332820892334, 2.750866174697876, 2.7415919303894043, 2.763085126876831, 2.7671260833740234, 2.7832698822021484, 2.7897465229034424, 2.774247169494629, 2.794104814529419, 2.8161306381225586, 2.8167366981506348, 2.8182663917541504, 2.803487539291382, 2.822497606277466, 2.8120524883270264, 2.8346107006073, 2.8542702198028564, 2.8681416511535645, 2.899486541748047, 2.907606840133667, 2.9320309162139893, 2.929614543914795, 2.9391746520996094, 2.9728784561157227, 2.9700303077697754, 2.986208200454712, 2.985499382019043, 2.9763450622558594, 3.004728078842163, 3.0122861862182617, 3.0370612144470215, 3.022969961166382, 3.0052154064178467, 3.0071256160736084, 3.0421619415283203, 3.0438735485076904, 3.0434627532958984, 3.0560216903686523, 3.053297996520996, 3.0369837284088135, 3.062408924102783, 3.06742525100708, 3.0813839435577393, 3.0750954151153564, 3.090785264968872, 3.0878870487213135, 3.0824601650238037, 3.086843729019165, 3.0837669372558594, 3.1054790019989014, 3.1305432319641113, 3.1279468536376953, 3.120255947113037, 3.1412463188171387, 3.143550395965576, 3.173574924468994, 3.177818536758423, 3.183939218521118, 3.20901942253112
"Max loss:3.6911914348602295, Min loss: 0.48972201347351074\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, is is the sequel to Batman Begins (2005), and the second intallment in The Dark Knight i The Dark follows the second Batman, i the lieutenant James Gordon, and the attorney Harvey Dent, the form an alliance to Batman organized crime in The i Their efforts are derailed by the the an anar the the The whond to Batman how the Batman Begins go to Batman the city from a The Dark a in ad i a the Bale, i i a The the the the i a a and the i the the the i and to the the the of the the Begins direc with his Begins the and the Begins (2005), the i a the a the second the the the the second the i the in The second i the Beginsnd the second the by the secondplay the the second the in the the the the the the the Begins and the i i and the the Batman the Begins a wit a the i the a Batman a i the i i the the the the ah ind i a witn the and the i thend the the to<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 70\n",
"\tLoss: 3.64772891998291\n",
"ALL LOSS HISTORY:[0.7891562581062317, 0.5410622954368591, 0.5705172419548035, 0.5281037092208862, 0.5016165971755981, 0.5231267809867859, 0.6606817841529846, 0.656512439250946, 0.7278046607971191, 0.784674346446991, 0.8133878111839294, 0.840935230255127, 0.8789941072463989, 0.8645811676979065, 0.8688175082206726, 0.8329541683197021, 0.8889128565788269, 0.9100655317306519, 0.8753669857978821, 0.9674209356307983, 0.9215699434280396, 0.8871564865112305, 0.898725688457489, 0.9475789666175842, 0.9492473602294922, 0.9922945499420166, 0.9893754124641418, 0.957269549369812, 1.039793848991394, 1.0797215700149536, 1.0559266805648804, 1.1062043905258179, 1.0808480978012085, 1.1372169256210327, 1.121837854385376, 1.156470775604248, 1.1283636093139648, 1.1632689237594604, 1.1826705932617188, 1.2088046073913574, 1.2226204872131348, 1.2229422330856323, 1.2235246896743774, 1.201566219329834, 1.1765202283859253, 1.231757402420044, 1.2192946672439575, 1.2596112489700317, 1.2782669067382812, 1.3159282207489014, 1.328525185585022, 1.3210806846618652, 1.36443030834198, 1.3392282724380493, 1.3413993120193481, 1.3323341608047485, 1.352734088897705, 1.3558484315872192, 1.3741415739059448, 1.406640887260437, 1.4022300243377686, 1.4333150386810303, 1.455190896987915, 1.472455382347107, 1.5452086925506592, 1.5611648559570312, 1.575731873512268, 1.596087098121643, 1.5770282745361328, 1.5799025297164917, 1.5922088623046875, 1.6117192506790161, 1.6228290796279907, 1.6404759883880615, 1.679235577583313, 1.6989681720733643, 1.7242493629455566, 1.7545254230499268, 1.749025583267212, 1.7677463293075562, 1.7814297676086426, 1.7870430946350098, 1.784262776374817, 1.7838114500045776, 1.8054401874542236, 1.8361672163009644, 1.8557389974594116, 1.8711024522781372, 1.8670400381088257, 1.8854731321334839, 1.8868403434753418, 1.8652009963989258, 1.912078857421875, 1.9247381687164307, 1.937848687171936, 1.9519637823104858, 1.9782538414001465, 1.9926351308822632, 2.0055484771728516, 2.0164291858673096, 2.041510820388794, 2.0524284839630127, 2.066805601119995, 2.1024186611175537, 2.104982376098633, 2.1086623668670654, 2.1451258659362793, 2.1726717948913574, 2.17459774017334, 2.1863372325897217, 2.1757664680480957, 2.1982412338256836, 2.2131526470184326, 2.232809066772461, 2.2246334552764893, 2.2497663497924805, 2.251114845275879, 2.2523081302642822, 2.275608777999878, 2.2913296222686768, 2.2992868423461914, 2.323059558868408, 2.3269591331481934, 2.3568038940429688, 2.3871452808380127, 2.3948659896850586, 2.4068174362182617, 2.4192850589752197, 2.4353485107421875, 2.4497342109680176, 2.456028938293457, 2.4798495769500732, 2.506897449493408, 2.523789882659912, 2.513505458831787, 2.5242762565612793, 2.5088658332824707, 2.5336201190948486, 2.5501911640167236, 2.569505214691162, 2.5852012634277344, 2.597405195236206, 2.6216297149658203, 2.6138217449188232, 2.642672300338745, 2.6592719554901123, 2.653002977371216, 2.6672425270080566, 2.684912919998169, 2.692697525024414, 2.6827354431152344, 2.7074756622314453, 2.713662624359131, 2.734450101852417, 2.7264633178710938, 2.726580858230591, 2.7345492839813232, 2.7585771083831787, 2.770326614379883, 2.7712934017181396, 2.75780987739563, 2.7757954597473145, 2.7724952697753906, 2.787060022354126, 2.817537307739258, 2.832976818084717, 2.847383499145508, 2.8677923679351807, 2.8794567584991455, 2.877201795578003, 2.8968353271484375, 2.9092206954956055, 2.919872760772705, 2.9348647594451904, 2.9253122806549072, 2.930251121520996, 2.9482898712158203, 2.966562271118164, 2.977182388305664, 2.973482608795166, 2.972229242324829, 2.9686172008514404, 2.989596366882324, 3.0077667236328125, 3.011425018310547, 3.0097429752349854, 3.00463604927063, 2.9980628490448, 3.003343105316162, 3.0187532901763916, 3.0478250980377197, 3.031590461730957, 3.040510654449463, 3.0398874282836914, 3.0346391201019287, 3.049239158630371, 3.0470046997070312, 3.058032751083374, 3.0867996215820312, 3.0796966552734375, 3.080554246902466, 3.0954182147979736, 3.103337287902832, 3.123687744140625, 3.1293702125549316, 3.142591714859009, 3.1622822284698486, 3.1674
"Max loss:3.64772891998291, Min loss: 0.5016165971755981\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, is is the sequel to Batman Begins (2005), and the second intallment in The Dark Knight i The Dark follows the second Batman, i the lieutenant James Gordon, and the attorney Harvey Dent, who form an alliance to Batman organized crime in The i Their efforts are derailed by the the an anar the the mastermind whond to Batman how far Batman Begins i to Batman the city from a The Dark a in ad i a the Bale, i i a The the the the i a a and the i the the the i and to the second the of the the Begins direc with his Begins the thend the Begins (2005), the i a the a the second the the the the second the i the in The second i the Beginsnd the the the by the secondplay the the second i in the the the a the the the Begins thend the i i and the the Batman the Begins and a the i the a Batman a i the i i the the the the ah ind i a witn the and the ihnd the the to<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 71\n",
"\tLoss: 3.61271595954895\n",
"ALL LOSS HISTORY:[0.6324015855789185, 0.5161556601524353, 0.5289364457130432, 0.4918389320373535, 0.49408578872680664, 0.45369598269462585, 0.6125408411026001, 0.656560480594635, 0.6674780249595642, 0.8437221646308899, 0.8056364059448242, 0.7896153330802917, 0.8525698781013489, 0.8744568228721619, 0.8245310187339783, 0.814385175704956, 0.872569739818573, 0.8367362022399902, 0.8539592623710632, 0.8982077836990356, 0.8767859935760498, 0.8765825629234314, 0.8778049349784851, 0.8839258551597595, 0.8834571242332458, 0.9644806385040283, 0.9778679609298706, 0.9474296569824219, 1.0162173509597778, 1.0441737174987793, 1.030547022819519, 1.065836787223816, 1.0434929132461548, 1.1128406524658203, 1.088361382484436, 1.1076059341430664, 1.0854618549346924, 1.1268374919891357, 1.1353280544281006, 1.1517603397369385, 1.1743943691253662, 1.1718894243240356, 1.1745707988739014, 1.169962763786316, 1.1573352813720703, 1.186082124710083, 1.1717655658721924, 1.2136116027832031, 1.236916184425354, 1.286270260810852, 1.2797539234161377, 1.2627335786819458, 1.2998671531677246, 1.3011140823364258, 1.3171982765197754, 1.2909481525421143, 1.306695818901062, 1.308513879776001, 1.3471373319625854, 1.3774868249893188, 1.355433702468872, 1.4035799503326416, 1.4176088571548462, 1.4619381427764893, 1.5045527219772339, 1.5048083066940308, 1.5145748853683472, 1.5350053310394287, 1.5373681783676147, 1.5279663801193237, 1.5457202196121216, 1.5753157138824463, 1.581974983215332, 1.5925334692001343, 1.6222054958343506, 1.6562490463256836, 1.6625663042068481, 1.7132186889648438, 1.7168171405792236, 1.7291457653045654, 1.7260644435882568, 1.7385121583938599, 1.7291626930236816, 1.738202452659607, 1.75661301612854, 1.783474087715149, 1.7990834712982178, 1.8189102411270142, 1.8219248056411743, 1.846519947052002, 1.8271872997283936, 1.832136869430542, 1.8626686334609985, 1.8868367671966553, 1.891845703125, 1.9083963632583618, 1.9224296808242798, 1.9276965856552124, 1.9569587707519531, 1.9782516956329346, 1.987748146057129, 1.9986462593078613, 2.0278573036193848, 2.0360987186431885, 2.053452491760254, 2.0603601932525635, 2.0900423526763916, 2.1092517375946045, 2.1150224208831787, 2.1479690074920654, 2.130028009414673, 2.141805410385132, 2.155010223388672, 2.176053285598755, 2.164689064025879, 2.1924350261688232, 2.209373950958252, 2.2018182277679443, 2.2053685188293457, 2.236433506011963, 2.249594211578369, 2.271393299102783, 2.2704169750213623, 2.3192007541656494, 2.3181684017181396, 2.330942392349243, 2.353952169418335, 2.368929147720337, 2.402125358581543, 2.389610528945923, 2.4166362285614014, 2.427938938140869, 2.444359540939331, 2.4749088287353516, 2.4697372913360596, 2.4808261394500732, 2.4593441486358643, 2.495518922805786, 2.489664316177368, 2.506080389022827, 2.5336666107177734, 2.5644614696502686, 2.5771920680999756, 2.5675435066223145, 2.584712505340576, 2.5984578132629395, 2.5987398624420166, 2.6129393577575684, 2.6276605129241943, 2.6436586380004883, 2.6533586978912354, 2.6634819507598877, 2.6659982204437256, 2.694906711578369, 2.688490867614746, 2.6808032989501953, 2.690582275390625, 2.7139852046966553, 2.7249817848205566, 2.7308645248413086, 2.70719838142395, 2.7318897247314453, 2.7300968170166016, 2.732001543045044, 2.7681806087493896, 2.783316135406494, 2.8017702102661133, 2.8255603313446045, 2.8341689109802246, 2.831921100616455, 2.8441336154937744, 2.863460063934326, 2.8749914169311523, 2.8912973403930664, 2.8765652179718018, 2.8856570720672607, 2.8992578983306885, 2.9197049140930176, 2.9336650371551514, 2.9263217449188232, 2.9211506843566895, 2.9266629219055176, 2.935936450958252, 2.9463348388671875, 2.9605319499969482, 2.975459575653076, 2.9657726287841797, 2.950993299484253, 2.9559969902038574, 2.972719430923462, 2.9947125911712646, 2.9799482822418213, 2.9966201782226562, 2.9813449382781982, 2.986462116241455, 3.006106376647949, 3.0018343925476074, 3.022740602493286, 3.0339486598968506, 3.036123275756836, 3.042665719985962, 3.0493922233581543, 3.049882173538208, 3.0819621086120605, 3.0812366008758545, 3.0978572368621826, 3.10544085502
"Max loss:3.61271595954895, Min loss: 0.45369598269462585\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, is is the sequel to Batman Begins (2005), and the second intallment in The Dark Knight i The Dark follows the second Batman, i the lieutenant James Gordon, and the attorney Harvey Dent, who i an alliance to Batman organized crime in The i Their efforts are derailed by the second an anarch the mastermind who seeks to Batman how far Batman Begins go to Batman the city from a The Dark a in ad i a the Bale, i i a The the the the i a a and the i the the the i and to the second the of the second Begins direc with his Begins the and the Begins (2005), the i a the a the second the the the the second the i the in The second i the Beginsnd the the the by the secondplay the the the i in the the the the the the the Begins thend the i i and the the Batman the Begins a the a the i the a Batman a i the i i the the the the ah ind a a filmn the and the i thend the the to<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 72\n",
"\tLoss: 3.5713045597076416\n",
"ALL LOSS HISTORY:[0.6198396682739258, 0.5051518082618713, 0.522538423538208, 0.44933754205703735, 0.48712238669395447, 0.44452619552612305, 0.5826897621154785, 0.6327245831489563, 0.6386679410934448, 0.7266463041305542, 0.7496621608734131, 0.7768857479095459, 0.8089159727096558, 0.8273760080337524, 0.8073351979255676, 0.7773462533950806, 0.8081585168838501, 0.8462334275245667, 0.8652054667472839, 0.8566533923149109, 0.83331298828125, 0.8477680087089539, 0.8335989117622375, 0.8756213784217834, 0.8865910172462463, 0.9133718013763428, 0.9266993999481201, 0.9024031758308411, 0.9552561044692993, 1.023110270500183, 0.9766391515731812, 1.0415599346160889, 1.0152188539505005, 1.0534131526947021, 1.0482221841812134, 1.0495738983154297, 1.0619796514511108, 1.1057220697402954, 1.0688025951385498, 1.1231582164764404, 1.1248266696929932, 1.1288106441497803, 1.113411784172058, 1.1145541667938232, 1.1177560091018677, 1.1508790254592896, 1.1411105394363403, 1.1810237169265747, 1.2207494974136353, 1.221702218055725, 1.2682125568389893, 1.2450834512710571, 1.2652781009674072, 1.2698636054992676, 1.2598121166229248, 1.2584139108657837, 1.2826206684112549, 1.272248387336731, 1.2937906980514526, 1.3236749172210693, 1.3049067258834839, 1.3664021492004395, 1.3751887083053589, 1.4129620790481567, 1.4576412439346313, 1.4631394147872925, 1.4817960262298584, 1.507761836051941, 1.4939186573028564, 1.4763790369033813, 1.5091047286987305, 1.517148733139038, 1.5414001941680908, 1.5510571002960205, 1.5923672914505005, 1.6083250045776367, 1.6407116651535034, 1.6612402200698853, 1.6713484525680542, 1.684464693069458, 1.689576506614685, 1.695786476135254, 1.693787932395935, 1.6951773166656494, 1.7180486917495728, 1.729796290397644, 1.7553845643997192, 1.7727885246276855, 1.7763285636901855, 1.7805854082107544, 1.7971270084381104, 1.784652590751648, 1.8229787349700928, 1.8379229307174683, 1.8296869993209839, 1.8465698957443237, 1.8663896322250366, 1.8937804698944092, 1.8987711668014526, 1.9228538274765015, 1.9429415464401245, 1.9550750255584717, 1.9760595560073853, 1.982877492904663, 2.0065250396728516, 2.0167670249938965, 2.038196563720703, 2.055927038192749, 2.079843044281006, 2.0959596633911133, 2.0939736366271973, 2.0939340591430664, 2.1164512634277344, 2.129693031311035, 2.1266517639160156, 2.134389877319336, 2.15630841255188, 2.15164852142334, 2.161714792251587, 2.1943140029907227, 2.199995279312134, 2.219278335571289, 2.2377121448516846, 2.2641990184783936, 2.2714481353759766, 2.2908384799957275, 2.312657117843628, 2.331097364425659, 2.337960958480835, 2.353975534439087, 2.3531172275543213, 2.3901126384735107, 2.4042694568634033, 2.4158806800842285, 2.422107458114624, 2.419177770614624, 2.4138119220733643, 2.436387062072754, 2.443643569946289, 2.469510316848755, 2.4939937591552734, 2.512218475341797, 2.528273344039917, 2.5174169540405273, 2.539243221282959, 2.5516586303710938, 2.550936222076416, 2.574650764465332, 2.5937650203704834, 2.5928163528442383, 2.5965540409088135, 2.6053152084350586, 2.6338090896606445, 2.6401214599609375, 2.644630193710327, 2.6384201049804688, 2.643522024154663, 2.6576528549194336, 2.6690149307250977, 2.668170690536499, 2.6658570766448975, 2.668553113937378, 2.6816489696502686, 2.701305627822876, 2.704345464706421, 2.730729818344116, 2.747913360595703, 2.7720470428466797, 2.796337127685547, 2.7808890342712402, 2.797776460647583, 2.817371368408203, 2.82729172706604, 2.839581251144409, 2.8352885246276855, 2.848973274230957, 2.846397638320923, 2.8660337924957275, 2.8848679065704346, 2.8767075538635254, 2.8766753673553467, 2.878925085067749, 2.899127960205078, 2.9055228233337402, 2.9134674072265625, 2.926295757293701, 2.908935546875, 2.9023663997650146, 2.9150373935699463, 2.915889263153076, 2.9473650455474854, 2.931995153427124, 2.9516544342041016, 2.9602038860321045, 2.9411540031433105, 2.966245651245117, 2.9359049797058105, 2.97298002243042, 2.9946024417877197, 2.9886667728424072, 2.986154079437256, 2.9909307956695557, 3.0208358764648438, 3.0322749614715576, 3.0386555194854736, 3.0551364421844482, 3.0685272216796875
"Max loss:3.5713045597076416, Min loss: 0.44452619552612305\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, is is the sequel to Batman Begins (2005), and the second intallment in The Dark Knight i The Dark follows the second Batman, i the lieutenant James Gordon, and the attorney Harvey Dent, who form an alliance to Batman organized crime in The i Their efforts are derailed by the second an anarch the mastermind who seeks to Batman how the Batman Begins go to Batman the city from a The Dark a in ad i a the Bale, i i a Ledger, the the the i a a and the i the the the i and to the sequel the of the second Begins direc with his Begins the and the Begins (2005), the i a the a the second the the the the second the i the in the second i the Beginsnd the second the by the secondplay the the second the in the the the a the the the Begins thend the i i and the i Batman the Begins a wit a the i the a Batman a i the i i the the the the ah ind a a witn the and the i thend the the to<END>\n",
"EXPECTED:\n",
2025-10-09 21:53:42 +02:00
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 73\n",
"\tLoss: 3.5265562534332275\n",
"ALL LOSS HISTORY:[0.5862841606140137, 0.4874764084815979, 0.4912104606628418, 0.46586278080940247, 0.4454709589481354, 0.4688383638858795, 0.5507699847221375, 0.6112648248672485, 0.6583061814308167, 0.6995024681091309, 0.7535943984985352, 0.78350430727005, 0.7695609331130981, 0.7939992547035217, 0.7878879904747009, 0.7706533074378967, 0.8183250427246094, 0.8462167978286743, 0.8074878454208374, 0.8259771466255188, 0.8275724053382874, 0.7868058681488037, 0.8263034224510193, 0.8293511867523193, 0.8540951609611511, 0.8748177289962769, 0.8885838389396667, 0.8593974709510803, 0.937615156173706, 0.9686726927757263, 0.9693268537521362, 1.0080676078796387, 0.9792414307594299, 1.0387934446334839, 1.0119414329528809, 1.0295408964157104, 1.0198804140090942, 1.0589772462844849, 1.061257243156433, 1.1028302907943726, 1.0892691612243652, 1.1127806901931763, 1.1035996675491333, 1.0910927057266235, 1.072555661201477, 1.1138836145401, 1.1062511205673218, 1.1526352167129517, 1.1666816473007202, 1.1832642555236816, 1.2240047454833984, 1.222749948501587, 1.2194949388504028, 1.2098052501678467, 1.2388999462127686, 1.2323037385940552, 1.2547131776809692, 1.2499346733093262, 1.2702990770339966, 1.2872021198272705, 1.272027850151062, 1.3231524229049683, 1.3334323167800903, 1.3793609142303467, 1.4111591577529907, 1.431980013847351, 1.4495939016342163, 1.4507771730422974, 1.452312707901001, 1.4465664625167847, 1.455655574798584, 1.4738963842391968, 1.4945043325424194, 1.5274137258529663, 1.5491523742675781, 1.5615556240081787, 1.5835262537002563, 1.6051857471466064, 1.625974416732788, 1.6398147344589233, 1.6428413391113281, 1.6500725746154785, 1.649227261543274, 1.6526426076889038, 1.6727529764175415, 1.705337405204773, 1.721606731414795, 1.7349505424499512, 1.7424347400665283, 1.7302213907241821, 1.7425651550292969, 1.7353825569152832, 1.772596836090088, 1.7870478630065918, 1.7897714376449585, 1.8155566453933716, 1.8274441957473755, 1.8370705842971802, 1.8676868677139282, 1.8810712099075317, 1.9016419649124146, 1.8968727588653564, 1.9267053604125977, 1.9518190622329712, 1.9601988792419434, 1.97463059425354, 1.993154525756836, 2.0184435844421387, 2.0229861736297607, 2.038165330886841, 2.0276951789855957, 2.0513596534729004, 2.0646233558654785, 2.0901968479156494, 2.068643569946289, 2.0899338722229004, 2.1080026626586914, 2.094153881072998, 2.1164653301239014, 2.1249709129333496, 2.1537506580352783, 2.172975540161133, 2.1947989463806152, 2.204134702682495, 2.231922149658203, 2.237222194671631, 2.2536489963531494, 2.281092643737793, 2.285719156265259, 2.302246332168579, 2.3211708068847656, 2.340031147003174, 2.3434624671936035, 2.3726134300231934, 2.3779375553131104, 2.3804736137390137, 2.3736939430236816, 2.388237237930298, 2.3917500972747803, 2.4108994007110596, 2.4385688304901123, 2.4628612995147705, 2.476910352706909, 2.4676880836486816, 2.495612621307373, 2.5061657428741455, 2.489511251449585, 2.5203840732574463, 2.543735980987549, 2.540323495864868, 2.536388397216797, 2.5597681999206543, 2.5712175369262695, 2.588148593902588, 2.587944746017456, 2.590606451034546, 2.5862720012664795, 2.6230530738830566, 2.63393235206604, 2.6305384635925293, 2.6086249351501465, 2.6346521377563477, 2.627283811569214, 2.6514360904693604, 2.663360595703125, 2.678928852081299, 2.700640916824341, 2.7224884033203125, 2.738809823989868, 2.7387278079986572, 2.750471591949463, 2.7792816162109375, 2.7862741947174072, 2.795255661010742, 2.7839598655700684, 2.7971744537353516, 2.8158771991729736, 2.8244290351867676, 2.8406081199645996, 2.8254101276397705, 2.8263776302337646, 2.8403749465942383, 2.845742702484131, 2.8544297218322754, 2.866729974746704, 2.8681728839874268, 2.859220266342163, 2.8492891788482666, 2.8717758655548096, 2.8775670528411865, 2.894618272781372, 2.891094446182251, 2.904430389404297, 2.897289991378784, 2.904367208480835, 2.9229378700256348, 2.908651113510132, 2.9348859786987305, 2.9553749561309814, 2.943591356277466, 2.9461536407470703, 2.9582269191741943, 2.9714927673339844, 2.9922311305999756, 2.997401714324951, 3.0059714317321777, 3.018718004
"Max loss:3.5265562534332275, Min loss: 0.4454709589481354\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, is is the sequel to Batman Begins (2005), and the second intallment in The Dark Knight i The Dark follows the second Batman, i the lieutenant James Gordon, and the attorney Harvey Dent, who form an alliance to dismantle organized crime in The i Their efforts are derailed by the second an anarch the mastermind who seeks to Batman how far Batman Begins go to Batman the city from a The Dark a in ad i a the Bale, i the a Ledger, the the the i a a and the i the the the i and to the sequel the of the second Begins direc with his Begins the and the Begins (2005), the i a the a the second the the the the second the i a in the second i the Beginsnd the the the by the secondplay the the second the in the the the a the the the Begins thend the i i and the the Batman the Begins a the a the i the a Batman a i the i i the the the the ah ind i a witn the and the i thend the the to<END>\n",
"EXPECTED:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 74\n",
"\tLoss: 3.4936773777008057\n",
"ALL LOSS HISTORY:[0.5591502785682678, 0.5172696709632874, 0.4715491831302643, 0.4307021200656891, 0.45967787504196167, 0.4426023066043854, 0.6145283579826355, 0.6082784533500671, 0.6184539794921875, 0.7260047197341919, 0.7383103966712952, 0.7361915707588196, 0.7535479664802551, 0.7575668692588806, 0.7464116215705872, 0.7373101711273193, 0.7854222655296326, 0.7783294320106506, 0.7786195278167725, 0.8257122039794922, 0.8008415699005127, 0.7706350088119507, 0.8070858120918274, 0.801904022693634, 0.8174595832824707, 0.8504623174667358, 0.8543137311935425, 0.8345128297805786, 0.8877313733100891, 0.941120982170105, 0.925274133682251, 0.964668869972229, 0.9620535373687744, 1.0066215991973877, 0.9760517477989197, 1.0015246868133545, 1.0011630058288574, 1.0058107376098633, 1.0160715579986572, 1.0717792510986328, 1.0573774576187134, 1.100655198097229, 1.0636147260665894, 1.0415652990341187, 1.0337162017822266, 1.0761098861694336, 1.0680826902389526, 1.1079424619674683, 1.1554683446884155, 1.1606414318084717, 1.1911840438842773, 1.179280400276184, 1.1712757349014282, 1.1859692335128784, 1.2078449726104736, 1.1863645315170288, 1.1944600343704224, 1.2094871997833252, 1.2334568500518799, 1.261351466178894, 1.2494155168533325, 1.281439185142517, 1.3026365041732788, 1.3600478172302246, 1.3761028051376343, 1.3671777248382568, 1.3854438066482544, 1.413713812828064, 1.4201852083206177, 1.4010804891586304, 1.4375001192092896, 1.4252256155014038, 1.4629690647125244, 1.4754793643951416, 1.5021024942398071, 1.519055962562561, 1.5464251041412354, 1.5718576908111572, 1.5917927026748657, 1.592227816581726, 1.6105080842971802, 1.6058521270751953, 1.590512752532959, 1.6112703084945679, 1.6326932907104492, 1.6522979736328125, 1.681712031364441, 1.6897774934768677, 1.6876025199890137, 1.7065460681915283, 1.7038241624832153, 1.6900614500045776, 1.7230896949768066, 1.7347970008850098, 1.749160885810852, 1.7740439176559448, 1.7812461853027344, 1.7966104745864868, 1.8250476121902466, 1.8344366550445557, 1.8488284349441528, 1.8533995151519775, 1.8767094612121582, 1.8924380540847778, 1.9165966510772705, 1.9245244264602661, 1.9546124935150146, 1.96133553981781, 1.9766204357147217, 1.9935810565948486, 1.9897838830947876, 1.9977608919143677, 2.029001235961914, 2.0355355739593506, 2.0204524993896484, 2.0397300720214844, 2.0693888664245605, 2.041452646255493, 2.071385145187378, 2.0896496772766113, 2.1062188148498535, 2.1308133602142334, 2.139221668243408, 2.1612679958343506, 2.175135612487793, 2.1893632411956787, 2.2153127193450928, 2.229321002960205, 2.2447659969329834, 2.2566919326782227, 2.266101837158203, 2.287081241607666, 2.3150064945220947, 2.3334784507751465, 2.3339920043945312, 2.3333001136779785, 2.317455768585205, 2.3460068702697754, 2.3433964252471924, 2.363161087036133, 2.3959062099456787, 2.4069719314575195, 2.4291038513183594, 2.4234139919281006, 2.433056592941284, 2.4570913314819336, 2.4590771198272705, 2.4773976802825928, 2.501936435699463, 2.506608724594116, 2.5108253955841064, 2.514782667160034, 2.520503520965576, 2.5529611110687256, 2.55605411529541, 2.531752347946167, 2.5409843921661377, 2.5711276531219482, 2.573949098587036, 2.587085008621216, 2.5663609504699707, 2.583261251449585, 2.5780932903289795, 2.587146282196045, 2.6315410137176514, 2.6404776573181152, 2.6578011512756348, 2.674251079559326, 2.692725419998169, 2.688910484313965, 2.700611114501953, 2.72403621673584, 2.7262442111968994, 2.751624345779419, 2.7406671047210693, 2.7440671920776367, 2.764430046081543, 2.7864203453063965, 2.7962684631347656, 2.7821054458618164, 2.7873260974884033, 2.779602289199829, 2.805927276611328, 2.8154375553131104, 2.827744483947754, 2.834988832473755, 2.824453830718994, 2.8038761615753174, 2.820774555206299, 2.82625150680542, 2.8598906993865967, 2.8527448177337646, 2.876777410507202, 2.8489553928375244, 2.845698118209839, 2.867422580718994, 2.866177797317505, 2.889462947845459, 2.901045560836792, 2.8942198753356934, 2.9042177200317383, 2.9098563194274902, 2.926316976547241, 2.943084716796875, 2.951897382736206, 2.953979969024658, 2.98241591453
"Max loss:3.4936773777008057, Min loss: 0.4307021200656891\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, is is the sequel to Batman Begins (2005), and the second intallment in The Dark Knight trilogy. The Dark follows the second Batman, i the lieutenant James Gordon, and the attorney Harvey Dent, who form an alliance to dismantle organized crime in The i Their efforts are derailed by the second an anar the the mastermind who seeks to Batman how far Batman Begins go to Batman the city from a The Dark a in ad i a the Bale, i i a Ledger, the the the i a a and the i the the the i and to the sequel the of the second Begins direc with his Begins the and the Begins (2005), the i a the a the second the the the the second the i a in The second i the Beginsnd the second the by the secondplay the the the the in the the the the the the the Begins thend the i i and the the Batman the Begins a wit a the i the a Batman a i the i a the the the the ah ind i a witn the and the i thend the the to<END>\n",
"EXPECTED:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 75\n",
"\tLoss: 3.446131467819214\n",
"ALL LOSS HISTORY:[0.5798560976982117, 0.47915682196617126, 0.45715948939323425, 0.40292787551879883, 0.46058768033981323, 0.41598841547966003, 0.5068112015724182, 0.5838085412979126, 0.6231280565261841, 0.6992989182472229, 0.7026512622833252, 0.7143993377685547, 0.7187541127204895, 0.7429924011230469, 0.7423610091209412, 0.7226199507713318, 0.7468025088310242, 0.7525658011436462, 0.7675167322158813, 0.7635948061943054, 0.7698864936828613, 0.7515144348144531, 0.7619881629943848, 0.7710828185081482, 0.7996554374694824, 0.8085800409317017, 0.841854989528656, 0.8176701664924622, 0.871908962726593, 0.8995345830917358, 0.8885626792907715, 0.9252969622612, 0.9003391265869141, 0.9507909417152405, 0.9407153725624084, 0.9713005423545837, 0.9444704055786133, 1.0023343563079834, 1.0175104141235352, 1.0190989971160889, 1.0385854244232178, 1.0447983741760254, 1.023818850517273, 1.0348305702209473, 1.0141488313674927, 1.0732004642486572, 1.0224119424819946, 1.089620590209961, 1.1122969388961792, 1.1267627477645874, 1.1389179229736328, 1.1344757080078125, 1.1446443796157837, 1.1404975652694702, 1.156532645225525, 1.1522547006607056, 1.1745352745056152, 1.159600853919983, 1.197415828704834, 1.203549861907959, 1.2183030843734741, 1.2576825618743896, 1.2661020755767822, 1.294086217880249, 1.341457724571228, 1.3388879299163818, 1.3592623472213745, 1.3981212377548218, 1.3543757200241089, 1.3565946817398071, 1.3945249319076538, 1.4093267917633057, 1.4243942499160767, 1.438392996788025, 1.4659202098846436, 1.4892430305480957, 1.5016636848449707, 1.5318273305892944, 1.5241512060165405, 1.554958462715149, 1.5659815073013306, 1.5626261234283447, 1.5572965145111084, 1.5728533267974854, 1.5765668153762817, 1.5959126949310303, 1.6269493103027344, 1.6354870796203613, 1.6387032270431519, 1.640076994895935, 1.6470023393630981, 1.6581335067749023, 1.6824860572814941, 1.6883976459503174, 1.7036279439926147, 1.7217198610305786, 1.7360535860061646, 1.7488902807235718, 1.7705552577972412, 1.7915376424789429, 1.8074523210525513, 1.8178200721740723, 1.8244074583053589, 1.8581751585006714, 1.8575819730758667, 1.883036732673645, 1.9133284091949463, 1.9205131530761719, 1.9181541204452515, 1.9570283889770508, 1.9366034269332886, 1.964337944984436, 1.9816868305206299, 2.0062484741210938, 1.9882111549377441, 1.99285888671875, 2.017965793609619, 1.9997227191925049, 2.0137741565704346, 2.042651653289795, 2.0536129474639893, 2.082976818084717, 2.097203254699707, 2.1287178993225098, 2.138700008392334, 2.1473615169525146, 2.166984796524048, 2.176679849624634, 2.198108196258545, 2.2122178077697754, 2.223062038421631, 2.246741533279419, 2.2585983276367188, 2.278977394104004, 2.288360357284546, 2.272907257080078, 2.274646282196045, 2.3036704063415527, 2.3113436698913574, 2.32297420501709, 2.3408749103546143, 2.3639376163482666, 2.3805887699127197, 2.3925256729125977, 2.396761417388916, 2.4205353260040283, 2.404531478881836, 2.4334874153137207, 2.4485855102539062, 2.4591259956359863, 2.4576146602630615, 2.4728939533233643, 2.48067307472229, 2.5071752071380615, 2.4966788291931152, 2.4992003440856934, 2.4895920753479004, 2.52052903175354, 2.5356006622314453, 2.5379481315612793, 2.5279574394226074, 2.540409803390503, 2.544167995452881, 2.5557937622070312, 2.5790305137634277, 2.5852038860321045, 2.6083035469055176, 2.626325845718384, 2.6560351848602295, 2.648303270339966, 2.6647768020629883, 2.6709632873535156, 2.687298059463501, 2.704437017440796, 2.68756365776062, 2.7027878761291504, 2.7185416221618652, 2.745694875717163, 2.752211332321167, 2.7467100620269775, 2.741265296936035, 2.7384698390960693, 2.7509591579437256, 2.773355484008789, 2.778724431991577, 2.7858572006225586, 2.7686030864715576, 2.7598273754119873, 2.7759342193603516, 2.79206919670105, 2.80629301071167, 2.8053817749023438, 2.816701650619507, 2.8179805278778076, 2.8148930072784424, 2.825796604156494, 2.818026304244995, 2.84372615814209, 2.8651912212371826, 2.8573780059814453, 2.8581433296203613, 2.8649508953094482, 2.8788716793060303, 2.908313751220703, 2.909813165664673, 2.909433603286743, 2.9297866821
"Max loss:3.446131467819214, Min loss: 0.40292787551879883\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, is is the sequel to Batman Begins (2005), and the second intallment in The Dark Knight trilogy. The plot follows the second Batman, i the lieutenant James Gordon, and the attorney Harvey Dent, who form an alliance to dismantle organized crime in The i Their efforts are derailed by the the an anarch the mastermind who seeks to Batman how far Batman Begins go to Batman the city from a The plot a in ad i a the Bale, i to a Ledger, the the the i a a and the i the the the i and to the sequel the of the the Begins direc with his Begins the and the Begins (2005), the i a the a the second the the the the second the i a in the second i the Beginsnd the the the by the secondplay the the the the in the the the a the the the Begins thend the i i and the the Batman the Begins a wit a the i the a Batman a i the i i the the the the ah ind i a an the and the ihnd the the to<END>\n",
"EXPECTED:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 76\n",
"\tLoss: 3.4118268489837646\n",
"ALL LOSS HISTORY:[0.6047678589820862, 0.4539204239845276, 0.44998517632484436, 0.37955260276794434, 0.4217142164707184, 0.415899395942688, 0.5092323422431946, 0.5461686849594116, 0.5813925862312317, 0.6344224810600281, 0.6788036823272705, 0.6822497248649597, 0.7050333619117737, 0.7129786610603333, 0.7302156686782837, 0.6870467662811279, 0.7246025800704956, 0.7453603148460388, 0.7319456934928894, 0.7348748445510864, 0.7381085157394409, 0.7287283539772034, 0.7292253375053406, 0.7235003113746643, 0.7792348265647888, 0.7779911756515503, 0.7986178994178772, 0.7855072617530823, 0.827295184135437, 0.859266459941864, 0.88023841381073, 0.8899261355400085, 0.8930193781852722, 0.9327008128166199, 0.9036862254142761, 0.9380422234535217, 0.9308382272720337, 0.968298077583313, 0.9487811326980591, 0.9637869000434875, 0.9874478578567505, 1.0151021480560303, 0.996732771396637, 0.986151933670044, 0.9663366675376892, 1.0229922533035278, 1.0124232769012451, 1.0530110597610474, 1.0990149974822998, 1.0902124643325806, 1.107203483581543, 1.1006436347961426, 1.1301207542419434, 1.134718418121338, 1.1251225471496582, 1.1138554811477661, 1.1280701160430908, 1.1339131593704224, 1.160541296005249, 1.1741359233856201, 1.1772048473358154, 1.2095024585723877, 1.2265453338623047, 1.2647173404693604, 1.2933565378189087, 1.3012086153030396, 1.3267648220062256, 1.3399605751037598, 1.33433198928833, 1.318060040473938, 1.3457902669906616, 1.368289589881897, 1.3788594007492065, 1.386200189590454, 1.4183567762374878, 1.4460792541503906, 1.4529390335083008, 1.4901046752929688, 1.498625636100769, 1.5155003070831299, 1.5226829051971436, 1.5253039598464966, 1.5158010721206665, 1.5256590843200684, 1.536267638206482, 1.5666086673736572, 1.5710285902023315, 1.5911991596221924, 1.6032488346099854, 1.6059478521347046, 1.6175421476364136, 1.6133462190628052, 1.6338471174240112, 1.6548330783843994, 1.6515171527862549, 1.676712155342102, 1.6939334869384766, 1.7104853391647339, 1.7251172065734863, 1.746288776397705, 1.7623074054718018, 1.7706522941589355, 1.7855873107910156, 1.8046523332595825, 1.8151682615280151, 1.8304476737976074, 1.8595277070999146, 1.883721947669983, 1.8865272998809814, 1.920094609260559, 1.8978880643844604, 1.9182733297348022, 1.9166301488876343, 1.9493458271026611, 1.9283827543258667, 1.9603465795516968, 1.9702597856521606, 1.9517686367034912, 1.9750680923461914, 1.9984897375106812, 2.0125572681427, 2.0208449363708496, 2.0487611293792725, 2.0709118843078613, 2.0934231281280518, 2.1012701988220215, 2.1294689178466797, 2.154193162918091, 2.142570972442627, 2.1554574966430664, 2.1754610538482666, 2.1959877014160156, 2.2107598781585693, 2.2317776679992676, 2.2499258518218994, 2.2289834022521973, 2.2316198348999023, 2.2486186027526855, 2.268427610397339, 2.2760839462280273, 2.2877609729766846, 2.311110019683838, 2.339456081390381, 2.3239047527313232, 2.3550877571105957, 2.367917060852051, 2.363304615020752, 2.381634473800659, 2.3918466567993164, 2.4094340801239014, 2.4091246128082275, 2.431180238723755, 2.4335131645202637, 2.463386058807373, 2.4614651203155518, 2.4407942295074463, 2.4586222171783447, 2.484631061553955, 2.498708486557007, 2.490396022796631, 2.480252265930176, 2.5074918270111084, 2.490488052368164, 2.519151449203491, 2.5248823165893555, 2.5421574115753174, 2.571782112121582, 2.586555004119873, 2.6116018295288086, 2.6014938354492188, 2.61312198638916, 2.6299140453338623, 2.644597291946411, 2.6558947563171387, 2.6506175994873047, 2.657172441482544, 2.675471544265747, 2.6841776371002197, 2.710585594177246, 2.704629421234131, 2.6945760250091553, 2.6977124214172363, 2.710242509841919, 2.742453098297119, 2.7340850830078125, 2.74021315574646, 2.72834849357605, 2.720797300338745, 2.7358241081237793, 2.7431447505950928, 2.7583916187286377, 2.762732744216919, 2.784512996673584, 2.7722866535186768, 2.7613697052001953, 2.782862663269043, 2.782834053039551, 2.7921440601348877, 2.8186347484588623, 2.8165035247802734, 2.8170032501220703, 2.8347859382629395, 2.8422024250030518, 2.855522394180298, 2.86700177192688, 2.8668346405029297, 2.9028990268
"Max loss:3.4118268489837646, Min loss: 0.37955260276794434\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, is is the sequel to Batman Begins (2005), and the second intallment in The Dark Knight i The Dark follows the second Batman, i the lieutenant James Gordon, and the attorney Harvey Dent, who form an alliance to Batman organized crime in The City. Their efforts are derailed by the second an anarch the mastermind who seeks to Batman how far Batman Begins go to Batman the city from a The Dark a in ades a the Bale, i to a Ledger, the the the i a a and the Freeman.Warner the the the i and to the sequel the of the the Begins direc with his Begins the and the Begins (2005), the i a the a the second the the the the second the i a in the second i the Beginsnd the the the by the secondplay the the second the in the the the the the the the Begins and the i i and the i Batman the Begins a wit a the i the a Batman a i the i i the the the the ah ind i a witn the and the i thend the the The<END>\n",
"EXPECTED:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 77\n",
"\tLoss: 3.377035140991211\n",
"ALL LOSS HISTORY:[0.5233480334281921, 0.48899543285369873, 0.45167282223701477, 0.3647257685661316, 0.4008699059486389, 0.42437294125556946, 0.49707767367362976, 0.572935163974762, 0.579706072807312, 0.6465578079223633, 0.6730353832244873, 0.6748192310333252, 0.6745151281356812, 0.6634114384651184, 0.7030222415924072, 0.691773533821106, 0.679673969745636, 0.7310268878936768, 0.6995445489883423, 0.7048906683921814, 0.7073899507522583, 0.6982724070549011, 0.7068405151367188, 0.7261013388633728, 0.7342461347579956, 0.7738682627677917, 0.755133867263794, 0.7635356783866882, 0.8030796647071838, 0.8264665603637695, 0.8153008222579956, 0.8611878156661987, 0.8601050972938538, 0.9076802134513855, 0.8796365261077881, 0.9044386744499207, 0.9111807346343994, 0.9366264343261719, 0.9347350001335144, 0.9397649765014648, 0.9761872887611389, 0.9596356153488159, 0.9396626949310303, 0.947247326374054, 0.9326661229133606, 0.983034610748291, 0.9780390858650208, 1.0121181011199951, 1.0299782752990723, 1.0585254430770874, 1.0736753940582275, 1.0605562925338745, 1.0822811126708984, 1.0834070444107056, 1.0913639068603516, 1.0758544206619263, 1.1037949323654175, 1.1001275777816772, 1.1208255290985107, 1.1407513618469238, 1.1424897909164429, 1.1723662614822388, 1.1847063302993774, 1.230300784111023, 1.2562446594238281, 1.267958641052246, 1.2952015399932861, 1.3107763528823853, 1.2956247329711914, 1.2887498140335083, 1.3106884956359863, 1.3247754573822021, 1.3401331901550293, 1.344812273979187, 1.3789089918136597, 1.4072366952896118, 1.4179455041885376, 1.4613637924194336, 1.4562517404556274, 1.466253638267517, 1.4747800827026367, 1.4875929355621338, 1.474929928779602, 1.4825706481933594, 1.4974066019058228, 1.525773525238037, 1.549147367477417, 1.5534515380859375, 1.5541136264801025, 1.5749675035476685, 1.5700998306274414, 1.56288743019104, 1.589415192604065, 1.6086345911026, 1.6145559549331665, 1.6426573991775513, 1.6562553644180298, 1.6561708450317383, 1.6869702339172363, 1.7094312906265259, 1.722753882408142, 1.7301241159439087, 1.7426457405090332, 1.759775161743164, 1.779170036315918, 1.787272334098816, 1.8167694807052612, 1.8228849172592163, 1.8442176580429077, 1.8586525917053223, 1.8670529127120972, 1.885777235031128, 1.8874014616012573, 1.913290023803711, 1.899204969406128, 1.923174262046814, 1.9201509952545166, 1.9145535230636597, 1.9410312175750732, 1.949850082397461, 1.964707612991333, 1.9800950288772583, 2.000175952911377, 2.0350215435028076, 2.0514066219329834, 2.067168712615967, 2.073219060897827, 2.0911264419555664, 2.10227108001709, 2.116652488708496, 2.134615659713745, 2.1620895862579346, 2.161177396774292, 2.1909077167510986, 2.2045748233795166, 2.193315029144287, 2.1746299266815186, 2.2093467712402344, 2.212019920349121, 2.2528669834136963, 2.2566089630126953, 2.2746407985687256, 2.2963082790374756, 2.269195079803467, 2.3020594120025635, 2.336174964904785, 2.3285675048828125, 2.3359181880950928, 2.3613173961639404, 2.366692543029785, 2.361016273498535, 2.3823421001434326, 2.3850409984588623, 2.4029123783111572, 2.3992843627929688, 2.4081430435180664, 2.419799566268921, 2.4376540184020996, 2.4432082176208496, 2.449458599090576, 2.441971778869629, 2.4529216289520264, 2.442085027694702, 2.46431303024292, 2.479497194290161, 2.5033841133117676, 2.5299198627471924, 2.5390703678131104, 2.566314458847046, 2.5529422760009766, 2.5646238327026367, 2.5869545936584473, 2.6038267612457275, 2.6183414459228516, 2.610142469406128, 2.6206254959106445, 2.6399972438812256, 2.652639389038086, 2.6597964763641357, 2.6656501293182373, 2.6501171588897705, 2.650153160095215, 2.6689260005950928, 2.679349660873413, 2.6868951320648193, 2.7032625675201416, 2.680741548538208, 2.677241086959839, 2.6844725608825684, 2.7032063007354736, 2.721163272857666, 2.7129056453704834, 2.7362513542175293, 2.7312819957733154, 2.7179198265075684, 2.7460172176361084, 2.739163398742676, 2.7590229511260986, 2.769721031188965, 2.7838830947875977, 2.772549867630005, 2.786888837814331, 2.7996985912323, 2.8183324337005615, 2.8304381370544434, 2.829651355743408, 2.84584879875
"Max loss:3.377035140991211, Min loss: 0.3647257685661316\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, is is the sequel to Batman Begins (2005), and the second intallment in The Dark Knight trilogy. The Dark follows the second Batman, iice lieutenant James Gordon, and the attorney Harvey Dent, who form an alliance to Batman organized crime in The City. Their efforts are derailed by the the an anarch the mastermind who seeks to Batman how far Batman Begins go to Batman the city from a The ensemble a in ad i a the Bale, i to a Ledger, the the the i a a and the i the Batman the i and to the second the of the second Begins direc with his Begins the and the Begins (2005), the i a the a the second the the the the second the i the in the second i the Beginsnd the second the by the secondplay the the second the in the the the a the the the Begins and the i i and the the Batman the Begins a wit a the i the a Batman a i the i i the the the the ah ind i a an the and the i thend the the to<END>\n",
"EXPECTED:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n",
"EPOCH 78\n",
"\tLoss: 3.3362414836883545\n",
"ALL LOSS HISTORY:[0.6281904578208923, 0.4010348618030548, 0.40132781863212585, 0.35667940974235535, 0.40428781509399414, 0.37137070298194885, 0.5082851052284241, 0.5318704843521118, 0.537808895111084, 0.612516462802887, 0.6390082836151123, 0.652005136013031, 0.6753758192062378, 0.6609772443771362, 0.7026631832122803, 0.6458253860473633, 0.6821889877319336, 0.6955040693283081, 0.6555232405662537, 0.7056486010551453, 0.7082152366638184, 0.6923204064369202, 0.6751171350479126, 0.6861769556999207, 0.7120028138160706, 0.7306842803955078, 0.7451001405715942, 0.7273520231246948, 0.785747766494751, 0.7862380743026733, 0.8056737780570984, 0.8365703225135803, 0.8269954323768616, 0.8890966773033142, 0.850866436958313, 0.8747900724411011, 0.8592167496681213, 0.9262827634811401, 0.8907881379127502, 0.9197843670845032, 0.9366904497146606, 0.9566701054573059, 0.9319005608558655, 0.9269859194755554, 0.9128097295761108, 0.9748245477676392, 0.9310867786407471, 0.9807832837104797, 1.0128848552703857, 1.015325665473938, 1.0480272769927979, 1.0443135499954224, 1.0539199113845825, 1.053063988685608, 1.0541516542434692, 1.0587571859359741, 1.0733381509780884, 1.061253547668457, 1.1019736528396606, 1.1123871803283691, 1.108802080154419, 1.1358933448791504, 1.1522696018218994, 1.203942894935608, 1.2237968444824219, 1.2337065935134888, 1.2575738430023193, 1.2617266178131104, 1.25343656539917, 1.2559033632278442, 1.2833116054534912, 1.2942408323287964, 1.305208444595337, 1.324431300163269, 1.3435112237930298, 1.3700673580169678, 1.3949217796325684, 1.4154356718063354, 1.3988730907440186, 1.4367729425430298, 1.4459890127182007, 1.4427640438079834, 1.4505622386932373, 1.45171320438385, 1.4732270240783691, 1.486899495124817, 1.496815800666809, 1.5255900621414185, 1.5304454565048218, 1.5237106084823608, 1.5200482606887817, 1.5253592729568481, 1.5485185384750366, 1.558408260345459, 1.5775730609893799, 1.5958795547485352, 1.6190996170043945, 1.6303958892822266, 1.6469510793685913, 1.6629762649536133, 1.6839255094528198, 1.6770284175872803, 1.7129011154174805, 1.7274298667907715, 1.732219934463501, 1.7437973022460938, 1.7788174152374268, 1.7877057790756226, 1.793287754058838, 1.8214600086212158, 1.813625454902649, 1.8319576978683472, 1.8342715501785278, 1.8755724430084229, 1.8440779447555542, 1.8716427087783813, 1.8806648254394531, 1.8710557222366333, 1.885842204093933, 1.911907434463501, 1.929068922996521, 1.9387803077697754, 1.9548826217651367, 1.9874190092086792, 2.0090785026550293, 2.031886339187622, 2.038496255874634, 2.0457606315612793, 2.058638095855713, 2.0745697021484375, 2.0963330268859863, 2.101504325866699, 2.1238861083984375, 2.1405105590820312, 2.150744676589966, 2.148920774459839, 2.141298294067383, 2.163688898086548, 2.176750898361206, 2.1880292892456055, 2.206979751586914, 2.2196030616760254, 2.252086639404297, 2.2490968704223633, 2.2690906524658203, 2.2770180702209473, 2.2877066135406494, 2.2931535243988037, 2.317655324935913, 2.3246939182281494, 2.3166470527648926, 2.335970878601074, 2.351156234741211, 2.380502223968506, 2.3691017627716064, 2.3701982498168945, 2.3646538257598877, 2.385329008102417, 2.4130661487579346, 2.4036612510681152, 2.4021267890930176, 2.413221836090088, 2.3979947566986084, 2.4192183017730713, 2.440769910812378, 2.463590621948242, 2.482381582260132, 2.504044771194458, 2.5183348655700684, 2.5084421634674072, 2.5315001010894775, 2.5485434532165527, 2.5479848384857178, 2.579411745071411, 2.5687687397003174, 2.5696067810058594, 2.595008373260498, 2.6097848415374756, 2.6196680068969727, 2.611717462539673, 2.611907720565796, 2.618861675262451, 2.6166188716888428, 2.63253116607666, 2.653036594390869, 2.650623083114624, 2.6378378868103027, 2.6432979106903076, 2.6470327377319336, 2.6630706787109375, 2.6847662925720215, 2.68221378326416, 2.6965367794036865, 2.6853764057159424, 2.6917896270751953, 2.695192337036133, 2.690267324447632, 2.7087035179138184, 2.741870880126953, 2.72914457321167, 2.72017240524292, 2.733189105987549, 2.754695177078247, 2.778979539871216, 2.7901012897491455, 2.7944560050964355, 2.80683898925
"Max loss:3.3362414836883545, Min loss: 0.35667940974235535\n",
"ACTUAL:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, is is the sequel to Batman Begins (2005), and the second intallment in The Dark Knight trilogy. The Dark follows the second Batman, iice lieutenant James Gordon, and the attorney Harvey Dent, who form an alliance to dismantle organized crime in The City. Their efforts are derailed by the second an anarch the mastermind who seeks to Batman how far Batman Begins go to Batman the city from a The ensemble a in ad i a the Bale, i to a Ledger, the the the i a a and the Freeman.Warner the the the i and to the second the of the the Begins direc with his Begins the and the Begins (2005), the i a the a the second the the the the second the i a in the second Batman the Beginsnd the second the by the secondplay the the second the in the the the a by the the Begins and the i i and the i Batman the Begins a wit a the i the a Batman a i the i i the the the the ah hisnd i a witn the and the i thend the the to<END>\n",
"EXPECTED:\n",
"\tThe Dark Knight is a 2008 superhero film directed by Christopher Nolan, from a screenplay co-written with his brother Jonathan. Based on the DC Comics superhero Batman, it is the sequel to Batman Begins (2005), and the second installment in The Dark Knight trilogy. The plot follows the vigilante Batman, police lieutenant James Gordon, and district attorney Harvey Dent, who form an alliance to dismantle organized crime in Gotham City. Their efforts are derailed by the Joker, an anarchistic mastermind who seeks to test how far Batman will go to save the city from chaos. The ensemble cast includes Christian Bale, Michael Caine, Heath Ledger, Gary Oldman, Aaron Eckhart, Maggie Gyllenhaal, and Morgan Freeman.Warner Bros. Pictures prioritized a sequel following the successful reinvention of the Batman film series with Batman Begins. Christopher and Batman Begins co-writer David S. Goyer developed the story elements, making Dent the central protagonist caught up in the battle between Batman and the Joker. In writing the screenplay, the Nolans were influenced by 1980s Batman comics and crime drama films, and sought to continue Batman Begins' heightened sense of realism. From April to November 2007, filming took place with a $185 million budget in Chicago and Hong Kong, and on sets<END><END>\n"
]
},
{
"ename": "KeyboardInterrupt",
"evalue": "",
"output_type": "error",
"traceback": [
"\u001b[31m---------------------------------------------------------------------------\u001b[39m",
"\u001b[31mKeyboardInterrupt\u001b[39m Traceback (most recent call last)",
"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[1]\u001b[39m\u001b[32m, line 110\u001b[39m\n\u001b[32m 107\u001b[39m optimizer.zero_grad()\n\u001b[32m 108\u001b[39m tgt_padding = decoder_list.eq(PAD_TOKEN)\n\u001b[32m--> \u001b[39m\u001b[32m110\u001b[39m logits: torch.Tensor = \u001b[43mNANOSOCRATES\u001b[49m\u001b[43m(\u001b[49m\u001b[43m(\u001b[49m\u001b[43mencoder_list\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msrc_padding\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdecoder_list\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtgt_padding\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 111\u001b[39m prob = torch.softmax(logits, \u001b[32m2\u001b[39m)\n\u001b[32m 113\u001b[39m most_probable_tokens = torch.argmax(prob, \u001b[32m2\u001b[39m)\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/deep_learning/lib/python3.13/site-packages/torch/nn/modules/module.py:1773\u001b[39m, in \u001b[36mModule._wrapped_call_impl\u001b[39m\u001b[34m(self, *args, **kwargs)\u001b[39m\n\u001b[32m 1771\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m._compiled_call_impl(*args, **kwargs) \u001b[38;5;66;03m# type: ignore[misc]\u001b[39;00m\n\u001b[32m 1772\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m-> \u001b[39m\u001b[32m1773\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_call_impl\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/deep_learning/lib/python3.13/site-packages/torch/nn/modules/module.py:1784\u001b[39m, in \u001b[36mModule._call_impl\u001b[39m\u001b[34m(self, *args, **kwargs)\u001b[39m\n\u001b[32m 1779\u001b[39m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[32m 1780\u001b[39m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[32m 1781\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m._backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m._backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m._forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m._forward_pre_hooks\n\u001b[32m 1782\u001b[39m \u001b[38;5;129;01mor\u001b[39;00m _global_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[32m 1783\u001b[39m \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[32m-> \u001b[39m\u001b[32m1784\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mforward_call\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 1786\u001b[39m result = \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[32m 1787\u001b[39m called_always_called_hooks = \u001b[38;5;28mset\u001b[39m()\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/Desktop/uni/deep learning/progetto/NanoSocrates/Project_Model/Libs/Transformer/Models/TrainingModel.py:49\u001b[39m, in \u001b[36mTrainingModel.forward\u001b[39m\u001b[34m(self, args)\u001b[39m\n\u001b[32m 45\u001b[39m decoder_tensor = \u001b[38;5;28mself\u001b[39m.__decoder_embedder(decoder_embedder_input)\n\u001b[32m 47\u001b[39m encoder_output, _ = \u001b[38;5;28mself\u001b[39m.__encoder((encoder_tensor, src_padding))\n\u001b[32m---> \u001b[39m\u001b[32m49\u001b[39m decoder_output, _, _, _, _ = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m__decoder\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 50\u001b[39m \u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43mdecoder_tensor\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mencoder_output\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mencoder_output\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msrc_padding\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtgt_padding\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 51\u001b[39m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 53\u001b[39m logits: torch.Tensor = \u001b[38;5;28mself\u001b[39m.__detokener(decoder_output)\n\u001b[32m 55\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m logits\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/deep_learning/lib/python3.13/site-packages/torch/nn/modules/module.py:1773\u001b[39m, in \u001b[36mModule._wrapped_call_impl\u001b[39m\u001b[34m(self, *args, **kwargs)\u001b[39m\n\u001b[32m 1771\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m._compiled_call_impl(*args, **kwargs) \u001b[38;5;66;03m# type: ignore[misc]\u001b[39;00m\n\u001b[32m 1772\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m-> \u001b[39m\u001b[32m1773\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_call_impl\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/deep_learning/lib/python3.13/site-packages/torch/nn/modules/module.py:1784\u001b[39m, in \u001b[36mModule._call_impl\u001b[39m\u001b[34m(self, *args, **kwargs)\u001b[39m\n\u001b[32m 1779\u001b[39m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[32m 1780\u001b[39m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[32m 1781\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m._backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m._backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m._forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m._forward_pre_hooks\n\u001b[32m 1782\u001b[39m \u001b[38;5;129;01mor\u001b[39;00m _global_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[32m 1783\u001b[39m \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[32m-> \u001b[39m\u001b[32m1784\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mforward_call\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 1786\u001b[39m result = \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[32m 1787\u001b[39m called_always_called_hooks = \u001b[38;5;28mset\u001b[39m()\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/deep_learning/lib/python3.13/site-packages/torch/nn/modules/container.py:244\u001b[39m, in \u001b[36mSequential.forward\u001b[39m\u001b[34m(self, input)\u001b[39m\n\u001b[32m 242\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mforward\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;28minput\u001b[39m):\n\u001b[32m 243\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m module \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m:\n\u001b[32m--> \u001b[39m\u001b[32m244\u001b[39m \u001b[38;5;28minput\u001b[39m = \u001b[43mmodule\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43minput\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[32m 245\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28minput\u001b[39m\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/deep_learning/lib/python3.13/site-packages/torch/nn/modules/module.py:1773\u001b[39m, in \u001b[36mModule._wrapped_call_impl\u001b[39m\u001b[34m(self, *args, **kwargs)\u001b[39m\n\u001b[32m 1771\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m._compiled_call_impl(*args, **kwargs) \u001b[38;5;66;03m# type: ignore[misc]\u001b[39;00m\n\u001b[32m 1772\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m-> \u001b[39m\u001b[32m1773\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_call_impl\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/deep_learning/lib/python3.13/site-packages/torch/nn/modules/module.py:1784\u001b[39m, in \u001b[36mModule._call_impl\u001b[39m\u001b[34m(self, *args, **kwargs)\u001b[39m\n\u001b[32m 1779\u001b[39m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[32m 1780\u001b[39m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[32m 1781\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m._backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m._backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m._forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m._forward_pre_hooks\n\u001b[32m 1782\u001b[39m \u001b[38;5;129;01mor\u001b[39;00m _global_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[32m 1783\u001b[39m \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[32m-> \u001b[39m\u001b[32m1784\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mforward_call\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 1786\u001b[39m result = \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[32m 1787\u001b[39m called_always_called_hooks = \u001b[38;5;28mset\u001b[39m()\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/Desktop/uni/deep learning/progetto/NanoSocrates/Project_Model/Libs/Transformer/Classes/Decoder.py:71\u001b[39m, in \u001b[36mDecoder.forward\u001b[39m\u001b[34m(self, args)\u001b[39m\n\u001b[32m 68\u001b[39m x = \u001b[38;5;28mself\u001b[39m.__layer_norm_1(x)\n\u001b[32m 70\u001b[39m \u001b[38;5;66;03m# 5) Encoderdecoder (cross) attention\u001b[39;00m\n\u001b[32m---> \u001b[39m\u001b[32m71\u001b[39m CROSS_ATTENTION = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m__cross_attention\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 72\u001b[39m \u001b[43m \u001b[49m\u001b[43mx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mk_x\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mv_x\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkey_padding_mask\u001b[49m\u001b[43m=\u001b[49m\u001b[43msrc_padding_mask\u001b[49m\n\u001b[32m 73\u001b[39m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 75\u001b[39m \u001b[38;5;66;03m# 6) Dropout\u001b[39;00m\n\u001b[32m 76\u001b[39m \u001b[38;5;66;03m# DROPPED_CROSS_ATTENTION = self.__dropout(CROSS_ATTENTION)\u001b[39;00m\n\u001b[32m 77\u001b[39m \u001b[38;5;66;03m# del CROSS_ATTENTION\u001b[39;00m\n\u001b[32m 78\u001b[39m \n\u001b[32m 79\u001b[39m \u001b[38;5;66;03m# 7) Residual Connection\u001b[39;00m\n\u001b[32m 80\u001b[39m x = x + CROSS_ATTENTION\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/deep_learning/lib/python3.13/site-packages/torch/nn/modules/module.py:1773\u001b[39m, in \u001b[36mModule._wrapped_call_impl\u001b[39m\u001b[34m(self, *args, **kwargs)\u001b[39m\n\u001b[32m 1771\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m._compiled_call_impl(*args, **kwargs) \u001b[38;5;66;03m# type: ignore[misc]\u001b[39;00m\n\u001b[32m 1772\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m-> \u001b[39m\u001b[32m1773\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_call_impl\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/deep_learning/lib/python3.13/site-packages/torch/nn/modules/module.py:1784\u001b[39m, in \u001b[36mModule._call_impl\u001b[39m\u001b[34m(self, *args, **kwargs)\u001b[39m\n\u001b[32m 1779\u001b[39m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[32m 1780\u001b[39m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[32m 1781\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m._backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m._backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m._forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m._forward_pre_hooks\n\u001b[32m 1782\u001b[39m \u001b[38;5;129;01mor\u001b[39;00m _global_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[32m 1783\u001b[39m \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[32m-> \u001b[39m\u001b[32m1784\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mforward_call\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 1786\u001b[39m result = \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[32m 1787\u001b[39m called_always_called_hooks = \u001b[38;5;28mset\u001b[39m()\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/Desktop/uni/deep learning/progetto/NanoSocrates/Project_Model/Libs/Transformer/Classes/TorchMultiHeadAttention.py:34\u001b[39m, in \u001b[36mTorchMultiHeadAttention.forward\u001b[39m\u001b[34m(self, x_q, x_k, x_v, key_padding_mask, attention_mask)\u001b[39m\n\u001b[32m 21\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mforward\u001b[39m(\n\u001b[32m 22\u001b[39m \u001b[38;5;28mself\u001b[39m,\n\u001b[32m 23\u001b[39m x_q: torch.Tensor,\n\u001b[32m (...)\u001b[39m\u001b[32m 32\u001b[39m \u001b[38;5;66;03m# x * Wv -> V\u001b[39;00m\n\u001b[32m 33\u001b[39m \u001b[38;5;66;03m# REMEMBER: tochAttention uses Batch internally to build the 3 dimension attention mask given the 2 dimension\u001b[39;00m\n\u001b[32m---> \u001b[39m\u001b[32m34\u001b[39m y, _ = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mattention\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 35\u001b[39m \u001b[43m \u001b[49m\u001b[43mx_q\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mx_k\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mx_v\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mattn_mask\u001b[49m\u001b[43m=\u001b[49m\u001b[43mattention_mask\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkey_padding_mask\u001b[49m\u001b[43m=\u001b[49m\u001b[43mkey_padding_mask\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 36\u001b[39m \u001b[43m \u001b[49m\u001b[43mneed_weights\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\n\u001b[32m 37\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 38\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m y\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/deep_learning/lib/python3.13/site-packages/torch/nn/modules/module.py:1773\u001b[39m, in \u001b[36mModule._wrapped_call_impl\u001b[39m\u001b[34m(self, *args, **kwargs)\u001b[39m\n\u001b[32m 1771\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m._compiled_call_impl(*args, **kwargs) \u001b[38;5;66;03m# type: ignore[misc]\u001b[39;00m\n\u001b[32m 1772\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m-> \u001b[39m\u001b[32m1773\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_call_impl\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/deep_learning/lib/python3.13/site-packages/torch/nn/modules/module.py:1784\u001b[39m, in \u001b[36mModule._call_impl\u001b[39m\u001b[34m(self, *args, **kwargs)\u001b[39m\n\u001b[32m 1779\u001b[39m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[32m 1780\u001b[39m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[32m 1781\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m._backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m._backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m._forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m._forward_pre_hooks\n\u001b[32m 1782\u001b[39m \u001b[38;5;129;01mor\u001b[39;00m _global_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[32m 1783\u001b[39m \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[32m-> \u001b[39m\u001b[32m1784\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mforward_call\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 1786\u001b[39m result = \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[32m 1787\u001b[39m called_always_called_hooks = \u001b[38;5;28mset\u001b[39m()\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/deep_learning/lib/python3.13/site-packages/torch/nn/modules/activation.py:1380\u001b[39m, in \u001b[36mMultiheadAttention.forward\u001b[39m\u001b[34m(self, query, key, value, key_padding_mask, need_weights, attn_mask, average_attn_weights, is_causal)\u001b[39m\n\u001b[32m 1354\u001b[39m attn_output, attn_output_weights = F.multi_head_attention_forward(\n\u001b[32m 1355\u001b[39m query,\n\u001b[32m 1356\u001b[39m key,\n\u001b[32m (...)\u001b[39m\u001b[32m 1377\u001b[39m is_causal=is_causal,\n\u001b[32m 1378\u001b[39m )\n\u001b[32m 1379\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m-> \u001b[39m\u001b[32m1380\u001b[39m attn_output, attn_output_weights = \u001b[43mF\u001b[49m\u001b[43m.\u001b[49m\u001b[43mmulti_head_attention_forward\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 1381\u001b[39m \u001b[43m \u001b[49m\u001b[43mquery\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1382\u001b[39m \u001b[43m \u001b[49m\u001b[43mkey\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1383\u001b[39m \u001b[43m \u001b[49m\u001b[43mvalue\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1384\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43membed_dim\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1385\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mnum_heads\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1386\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43min_proj_weight\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1387\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43min_proj_bias\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1388\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mbias_k\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1389\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mbias_v\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1390\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43madd_zero_attn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1391\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mdropout\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1392\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mout_proj\u001b[49m\u001b[43m.\u001b[49m\u001b[43mweight\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1393\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mout_proj\u001b[49m\u001b[43m.\u001b[49m\u001b[43mbias\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1394\u001b[39m \u001b[43m \u001b[49m\u001b[43mtraining\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mtraining\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1395\u001b[39m \u001b[43m \u001b[49m\u001b[43mkey_padding_mask\u001b[49m\u001b[43m=\u001b[49m\u001b[43mkey_padding_mask\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1396\u001b[39m \u001b[43m \u001b[49m\u001b[43mneed_weights\u001b[49m\u001b[43m=\u001b[49m\u001b[43mneed_weights\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1397\u001b[39m \u001b[43m \u001b[49m\u001b[43mattn_mask\u001b[49m\u001b[43m=\u001b[49m\u001b[43mattn_mask\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1398\u001b[39m \u001b[43m \u001b[49m\u001b[43maverage_attn_weights\u001b[49m\u001b[43m=\u001b[49m\u001b[43maverage_attn_weights\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1399\u001b[39m \u001b[43m \u001b[49m\u001b[43mis_causal\u001b[49m\u001b[43m=\u001b[49m\u001b[43mis_causal\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1400\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 1401\u001b[39m \u001b[38
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/deep_learning/lib/python3.13/site-packages/torch/nn/functional.py:6191\u001b[39m, in \u001b[36mmulti_head_attention_forward\u001b[39m\u001b[34m(query, key, value, embed_dim_to_check, num_heads, in_proj_weight, in_proj_bias, bias_k, bias_v, add_zero_attn, dropout_p, out_proj_weight, out_proj_bias, training, key_padding_mask, need_weights, attn_mask, use_separate_proj_weight, q_proj_weight, k_proj_weight, v_proj_weight, static_k, static_v, average_attn_weights, is_causal)\u001b[39m\n\u001b[32m 6179\u001b[39m tens_ops = (\n\u001b[32m 6180\u001b[39m query,\n\u001b[32m 6181\u001b[39m key,\n\u001b[32m (...)\u001b[39m\u001b[32m 6188\u001b[39m out_proj_bias,\n\u001b[32m 6189\u001b[39m )\n\u001b[32m 6190\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m has_torch_function(tens_ops):\n\u001b[32m-> \u001b[39m\u001b[32m6191\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mhandle_torch_function\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 6192\u001b[39m \u001b[43m \u001b[49m\u001b[43mmulti_head_attention_forward\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 6193\u001b[39m \u001b[43m \u001b[49m\u001b[43mtens_ops\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 6194\u001b[39m \u001b[43m \u001b[49m\u001b[43mquery\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 6195\u001b[39m \u001b[43m \u001b[49m\u001b[43mkey\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 6196\u001b[39m \u001b[43m \u001b[49m\u001b[43mvalue\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 6197\u001b[39m \u001b[43m \u001b[49m\u001b[43membed_dim_to_check\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 6198\u001b[39m \u001b[43m \u001b[49m\u001b[43mnum_heads\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 6199\u001b[39m \u001b[43m \u001b[49m\u001b[43min_proj_weight\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 6200\u001b[39m \u001b[43m \u001b[49m\u001b[43min_proj_bias\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 6201\u001b[39m \u001b[43m \u001b[49m\u001b[43mbias_k\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 6202\u001b[39m \u001b[43m \u001b[49m\u001b[43mbias_v\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 6203\u001b[39m \u001b[43m \u001b[49m\u001b[43madd_zero_attn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 6204\u001b[39m \u001b[43m \u001b[49m\u001b[43mdropout_p\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 6205\u001b[39m \u001b[43m \u001b[49m\u001b[43mout_proj_weight\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 6206\u001b[39m \u001b[43m \u001b[49m\u001b[43mout_proj_bias\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 6207\u001b[39m \u001b[43m \u001b[49m\u001b[43mtraining\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtraining\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 6208\u001b[39m \u001b[43m \u001b[49m\u001b[43mkey_padding_mask\u001b[49m\u001b[43m=\u001b[49m\u001b[43mkey_padding_mask\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 6209\u001b[39m \u001b[43m \u001b[49m\u001b[43mneed_weights\u001b[49m\u001b[43m=\u001b[49m\u001b[43mneed_weights\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 6210\u001b[39m \u001b[43m \u001b[49m\u001b[43mattn_mask\u001b[49m\u001b[43m=\u001b[49m\u001b[43mattn_mask\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 6211\u001b[39m \u001b[43m \u001b[49m\u001b[43mis_causal\u001b[49m\u001b[43m=\u001b[49m\u001b[43mis_causal\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 6212\u001b[39m \u001b[43m \u001b[49m\u001b[43muse_separate_proj_weight\u001b[49m\u001b[43m=\u001b[49m\u001b[43muse_separate_proj_weight\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 6213\u001b[39m \u001b[43m \u001b[49m\u001b[43mq_proj_weight\u001b[49m\u001b[43m=\u001b[49m\u001b[43mq_proj_weight\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 6214\u001b[39m \u001b[43m \u001b[49m\u001b[43mk_proj_weight\u001b[49m\u001b[43m=\u001b[49m\u001b[43mk_proj_weight\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 6215\u001b[39m \u001b[43m \u001b[49m\u001b[43mv_proj_weight\u001b[49m\u001b[43
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/deep_learning/lib/python3.13/site-packages/torch/overrides.py:1725\u001b[39m, in \u001b[36mhandle_torch_function\u001b[39m\u001b[34m(public_api, relevant_args, *args, **kwargs)\u001b[39m\n\u001b[32m 1721\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m _is_torch_function_mode_enabled():\n\u001b[32m 1722\u001b[39m \u001b[38;5;66;03m# if we're here, the mode must be set to a TorchFunctionStackMode\u001b[39;00m\n\u001b[32m 1723\u001b[39m \u001b[38;5;66;03m# this unsets it and calls directly into TorchFunctionStackMode's torch function\u001b[39;00m\n\u001b[32m 1724\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m _pop_mode_temporarily() \u001b[38;5;28;01mas\u001b[39;00m mode:\n\u001b[32m-> \u001b[39m\u001b[32m1725\u001b[39m result = \u001b[43mmode\u001b[49m\u001b[43m.\u001b[49m\u001b[43m__torch_function__\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpublic_api\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtypes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 1726\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m result \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mNotImplemented\u001b[39m:\n\u001b[32m 1727\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m result\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/deep_learning/lib/python3.13/site-packages/torch/utils/_device.py:103\u001b[39m, in \u001b[36mDeviceContext.__torch_function__\u001b[39m\u001b[34m(self, func, types, args, kwargs)\u001b[39m\n\u001b[32m 101\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m func \u001b[38;5;129;01min\u001b[39;00m _device_constructors() \u001b[38;5;129;01mand\u001b[39;00m kwargs.get(\u001b[33m\"\u001b[39m\u001b[33mdevice\u001b[39m\u001b[33m\"\u001b[39m) \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[32m 102\u001b[39m kwargs[\u001b[33m\"\u001b[39m\u001b[33mdevice\u001b[39m\u001b[33m\"\u001b[39m] = \u001b[38;5;28mself\u001b[39m.device\n\u001b[32m--> \u001b[39m\u001b[32m103\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/deep_learning/lib/python3.13/site-packages/torch/nn/functional.py:6484\u001b[39m, in \u001b[36mmulti_head_attention_forward\u001b[39m\u001b[34m(query, key, value, embed_dim_to_check, num_heads, in_proj_weight, in_proj_bias, bias_k, bias_v, add_zero_attn, dropout_p, out_proj_weight, out_proj_bias, training, key_padding_mask, need_weights, attn_mask, use_separate_proj_weight, q_proj_weight, k_proj_weight, v_proj_weight, static_k, static_v, average_attn_weights, is_causal)\u001b[39m\n\u001b[32m 6481\u001b[39m k = k.view(bsz, num_heads, src_len, head_dim)\n\u001b[32m 6482\u001b[39m v = v.view(bsz, num_heads, src_len, head_dim)\n\u001b[32m-> \u001b[39m\u001b[32m6484\u001b[39m attn_output = \u001b[43mscaled_dot_product_attention\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 6485\u001b[39m \u001b[43m \u001b[49m\u001b[43mq\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mk\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mv\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mattn_mask\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdropout_p\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mis_causal\u001b[49m\n\u001b[32m 6486\u001b[39m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 6487\u001b[39m attn_output = (\n\u001b[32m 6488\u001b[39m attn_output.permute(\u001b[32m2\u001b[39m, \u001b[32m0\u001b[39m, \u001b[32m1\u001b[39m, \u001b[32m3\u001b[39m).contiguous().view(bsz * tgt_len, embed_dim)\n\u001b[32m 6489\u001b[39m )\n\u001b[32m 6491\u001b[39m attn_output = linear(attn_output, out_proj_weight, out_proj_bias)\n",
"\u001b[31mKeyboardInterrupt\u001b[39m: "
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]
}
],
"source": [
"import random\n",
"import torch\n",
"import pandas as pd\n",
"from pathlib import Path\n",
"import Project_Model.Libs.Embedder as Embedder\n",
"import Project_Model.Libs.BPE as BPE\n",
"import Project_Model.Libs.Transformer as Transformer\n",
"import Project_Model.Libs.TorchShims as torch_shims\n",
"\n",
"# set a fixed seed\n",
"torch.manual_seed(0)\n",
"random.seed(0)\n",
"DEVICE = torch_shims.get_default_device()\n",
"torch.set_default_device(DEVICE)\n",
"\n",
"# set a default device\n",
"\n",
"# BPE Init\n",
"VOCABULARY_PATH = Path(\"Assets/Model/toy_10/toy_dictionary.json\")\n",
"SPECIAL_VOC = BPE.default_special_tokens()\n",
"\n",
"VOCABULARY = BPE.load_nanos_vocabulary(VOCABULARY_PATH)\n",
"TOKENANO = BPE.TokeNanoCore(VOCABULARY, SPECIAL_VOC)\n",
"\n",
"\n",
"# Constants\n",
"TOKEN_SPACE_SIZE = TOKENANO.vocabulary_size + 1\n",
"EMBEDDED_SIZE = 256\n",
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"FEED_FORWARD_MULTIPLIER = 4\n",
"ATTENTION_HEADS = 4\n",
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"SENTENCE_LENGTH = 256\n",
"NUMBER_OF_BLOCKS = 2\n",
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"MAX_EPOCHS = int(1e3)\n",
"\n",
"\n",
"PAD_TOKEN = TOKENANO.encode(\"<PAD>\")[0]\n",
"END_TOKEN = TOKENANO.encode(\"<END>\")[0]\n",
"\n",
"\n",
"# Load CSV\n",
"TOY_DATASET_PATH = Path(\"Assets/Dataset/1-hop/toy/rdf_text.csv\")\n",
"\n",
"TOY_DATASET = pd.read_csv(TOY_DATASET_PATH)\n",
"\n",
"TOY_BATCH_INPUT_LIST: list[list[int]] = []\n",
"TOY_BATCH_PADDING_LIST: list[list[bool]] = []\n",
"TOY_BATCH_TARGET_LIST: list[list[int]] = []\n",
"TOY_BATCH_DECODER_DEFAULT: list[list[int]]= []\n",
"\n",
"\n",
"for index, row in TOY_DATASET.iterrows():\n",
"\n",
" RDFs: str = row[\"RDFs\"]\n",
" Abstract: str = row[\"Abstract\"]\n",
"\n",
" input_tokens = TOKENANO.encode(RDFs)\n",
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" output_tokens = TOKENANO.encode(Abstract)[1:]\n",
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" decoder_default_tokens = TOKENANO.encode(\"<SOS>\")\n",
"\n",
" input_tokens, padding = Transformer.normalize_sequence(\n",
" input_tokens, SENTENCE_LENGTH, PAD_TOKEN, END_TOKEN\n",
" )\n",
" output_tokens, _ = Transformer.normalize_sequence(\n",
" output_tokens, SENTENCE_LENGTH, PAD_TOKEN, END_TOKEN\n",
" )\n",
" decoder_default_tokens, _ = Transformer.normalize_sequence(\n",
" decoder_default_tokens, SENTENCE_LENGTH, PAD_TOKEN, END_TOKEN, False\n",
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" )\n",
"\n",
" TOY_BATCH_INPUT_LIST.append(input_tokens)\n",
" TOY_BATCH_PADDING_LIST.append(padding)\n",
" TOY_BATCH_TARGET_LIST.append(output_tokens)\n",
" TOY_BATCH_DECODER_DEFAULT.append(decoder_default_tokens)\n",
"\n",
"# Training loop\n",
"LOSS_HISTORY = []\n",
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"NANOSOCRATES = Transformer.TrainingModel(\n",
" TOKEN_SPACE_SIZE,\n",
" EMBEDDED_SIZE,\n",
" FEED_FORWARD_MULTIPLIER,\n",
" ATTENTION_HEADS,\n",
" NUMBER_OF_BLOCKS\n",
")\n",
"cross_entropy = torch.nn.CrossEntropyLoss(ignore_index=PAD_TOKEN)\n",
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"optimizer = torch.optim.AdamW(NANOSOCRATES.parameters())\n",
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"scheduler = Transformer.WarmupLR(optimizer, 4000, EMBEDDED_SIZE)\n",
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"last_loss = 0\n",
"current_epoch = 0\n",
"\n",
"while current_epoch < MAX_EPOCHS:\n",
"\n",
" optimizer.zero_grad()\n",
"\n",
" encoder_list = torch.tensor([TOY_BATCH_INPUT_LIST[0]])\n",
" decoder_list = torch.tensor([TOY_BATCH_DECODER_DEFAULT[0]])\n",
" src_padding = torch.tensor([TOY_BATCH_PADDING_LIST[0]], dtype=torch.bool)\n",
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"\n",
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" # Transform target into logits\n",
" target_logits = torch.tensor([TOY_BATCH_TARGET_LIST[0]])\n",
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"\n",
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" last_loss = 0\n",
" loss_list = []\n",
" last_prediction: torch.Tensor\n",
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"\n",
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" for i in range(0, SENTENCE_LENGTH):\n",
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"\n",
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" optimizer.zero_grad()\n",
" tgt_padding = decoder_list.eq(PAD_TOKEN)\n",
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"\n",
" logits: torch.Tensor = NANOSOCRATES((encoder_list, src_padding, decoder_list, tgt_padding))\n",
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" prob = torch.softmax(logits, 2)\n",
"\n",
" most_probable_tokens = torch.argmax(prob, 2)\n",
" last_prediction = most_probable_tokens\n",
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"\n",
" logits = logits[:,:i,:]\n",
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" logits = logits.permute(0, 2, 1)\n",
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"\n",
" loss : torch.Tensor = cross_entropy(logits, target_logits[:, :i])\n",
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" # loss : torch.Tensor = cross_entropy(logits, target_logits)\n",
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"\n",
" last_loss = loss\n",
" loss_list.append(loss.item())\n",
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" loss.backward()\n",
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" optimizer.step()\n",
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" scheduler.step()\n",
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"\n",
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" if i < SENTENCE_LENGTH - 1:\n",
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" decoder_list[:,i+1] = target_logits[:,i]\n",
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"\n",
"\n",
"\n",
"\n",
"\n",
"\n",
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" current_epoch += 1\n",
"\n",
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" if current_epoch % 1 == 0:\n",
" loss_list = loss_list[1:]\n",
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" print(f\"EPOCH {current_epoch}\\n\\tLoss: {last_loss}\")\n",
" print(f\"ALL LOSS HISTORY:{loss_list}\")\n",
" print(f\"Max loss:{max(loss_list)}, Min loss: {min(loss_list)}\")\n",
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"\n",
" for encoded_sentence, expected_sentence in zip(\n",
" Transformer.tensor2token(last_prediction[:,:], END_TOKEN), # type: ignore\n",
" Transformer.tensor2token(target_logits[:,:], END_TOKEN)\n",
" ):\n",
" decoded_sentence = TOKENANO.decode(encoded_sentence)\n",
" decoded_target = TOKENANO.decode(expected_sentence)\n",
" print(f\"ACTUAL:\\n\\t\\t{decoded_sentence}\\nEXPECTED:\\n\\t\\t{decoded_target}\")\n",
"\n",
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"\n",
"\n",
"\n",
"\n",
"\n"
]
}
],
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