diff --git "a/training_log.csv" "b/training_log.csv"
--- "a/training_log.csv"
+++ "b/training_log.csv"
@@ -1,251 +1,251 @@
 epoch,G_total,G_gan,G_cycle,G_emb,G_id,D_loss,val_emb,val_id,val_cyc,total_val,lr_G
-1,0.5193166050585833,0.4789766314219345,0.15451245857007576,0.014578954210561334,0.17600833777225378,0.1876806209258961,0.01428257213379054,0.04603711653338826,0.06775049302403045,0.01852004702263714,0.0002
-2,0.2695626274202809,0.25501348159529946,0.037042791193181816,0.0130778325044296,0.04306353019945549,0.25012478443709285,0.012604235843552844,0.019156525058940093,0.024905585861035986,0.01070832901377403,0.00019999218337617781
-3,0.2631928873423374,0.2512978348045638,0.025319232362689393,0.012327569442603624,0.031994194261955496,0.25059514011397505,0.012192949318610456,0.013072036347179876,0.017469696903034397,0.009150647984326656,0.0001999687347390467
-4,0.26209286650021874,0.250983740271944,0.023155776515151515,0.011946976374496113,0.028202033765388258,0.2505127088409482,0.012795264468244884,0.01290661034442525,0.01959853775738536,0.009648147044303505,0.00019992965779141834
-5,0.26055441785039324,0.25123712064641895,0.01779992305871212,0.011741644822512613,0.016663466944839014,0.250690000779701,0.01212023476989049,0.018831657625370375,0.02936915276855554,0.010880198424337836,0.00019987495870399575
-6,0.2575556334582242,0.2506929947300391,0.008089285185842803,0.011427228459806153,0.0034012164491595645,0.25045233381517007,0.011470201005146879,0.0038418301533649515,0.007118478996942386,0.006831131417604172,0.0001998046461143989
-7,0.26520469731002144,0.25853252903868756,0.007117235588304924,0.011335922085651845,0.0029254381584398674,0.2578580170689207,0.01135164659227366,0.0032782477871438932,0.00624567942197799,0.006628216017049019,0.00019971873112580079
-8,0.25658656956571524,0.2501874468723933,0.005979170365767046,0.011037733049103708,0.0028235926772608904,0.25020110204364315,0.011249339228253002,0.02290435799627828,0.0350130473860823,0.011416410152362558,0.00019961722730517408
-9,0.25666333613070574,0.2504026026346467,0.005879923502604167,0.010817786872838483,0.002638598355379972,0.25038746772390424,0.011078125144274014,0.0033282810118575785,0.006738054080177908,0.006545696081340556,0.00019950015068114874
-10,0.25663790335257847,0.2503886475436615,0.005700128728693182,0.010860174092266596,0.002491651592832623,0.25024373697512076,0.011729867410157685,0.006161225146965792,0.012408602086867651,0.007721916428462186,0.00019936751974148083
-11,0.2565285917484399,0.25038697135267834,0.005292432380445076,0.01072911632275491,0.0024773222027402934,0.25042273631601625,0.010837665880503862,0.0035224435370132005,0.005521931579215047,0.006323270451874755,0.00019921935543013331
-12,0.2564491505514492,0.2504197179006808,0.004925389145359849,0.010630455574190074,0.002216214266690341,0.2503485474622611,0.01068136470048162,0.0038315573790738276,0.007841259759911538,0.006507964064139346,0.00019905568114396844
-13,0.266362794574463,0.26005631013801606,0.006853989109848485,0.01062362861114018,0.0030939183090672347,0.2595940217285445,0.010505765362683198,0.003944297135129328,0.007039387828073181,0.00635125117766185,0.00019887652272905347
-14,0.2561222463123726,0.25014548746022314,0.004720255533854167,0.010560753355084947,0.0022433332963423297,0.25010530919739693,0.010689532019845818,0.003496379329590127,0.008060376468600462,0.006500441589741968,0.0001986819084765789
-15,0.2560184825731046,0.25016379235368785,0.004410511363636364,0.010402745283914334,0.0021228859641335227,0.25029893721594954,0.010889861763090543,0.004691863194792582,0.009155584225916991,0.006829675623616228,0.00019847186911839133
-16,0.25594060865315527,0.25018965851176866,0.004361886689157197,0.010222993980190068,0.0020325215657552085,0.25030188470175774,0.01066204963211456,0.003829939480056055,0.007669483154566716,0.0064809670795195565,0.00019824643782214018
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-19,0.2559176250479438,0.25027147421331114,0.004315647934422348,0.009998800102056879,0.00215179443359375,0.25022263754497875,0.010409440551682012,0.0035271889383970438,0.006101485083649016,0.006167587678045612,0.00019747816040587113
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-21,0.2592969692848397,0.2536435995705313,0.004709916548295455,0.009932960117743774,0.00215861464991714,0.25411135409817553,0.01014221124553486,0.0029249203014288746,0.006680851070837968,0.0060316827599941145,0.00019688973295173447
-22,0.25575584234613363,0.2502211338823492,0.004279914624763258,0.00980925597137574,0.0020210844097715438,0.25022637024070277,0.010186922949050431,0.0060607388800037925,0.009924593825733451,0.006691994745098941,0.0001965727822444941
-23,0.25577427331245306,0.2503213379599831,0.0043121337890625,0.009643616181882945,0.001998998468572443,0.2502147370576859,0.009841253333117651,0.0026833478386043166,0.00481847793233338,0.005670809243652595,0.00019624073948702248
-24,0.2557319137183103,0.2503323328856266,0.004242341012665719,0.009547465206547217,0.0020165275804924243,0.25021568087014284,0.009826157874751674,0.003432267876949323,0.007383407832568754,0.005994646508327645,0.00019589365711272018
-25,0.2556972204916405,0.2503052719072862,0.004321242823745265,0.009515124889598651,0.0020223490397135416,0.2501728298627969,0.009737162719197247,0.0032607620979315075,0.005989520595429222,0.005793609628934697,0.00019553158992991764
-26,0.2555893366806435,0.25024398863315583,0.004140661991003788,0.009468581071970138,0.0019702287153764205,0.2502016309897105,0.00972217621544943,0.004943558568851111,0.009162930313006813,0.006271736995910507,0.0001951545951132202
-27,0.2557975913539077,0.25041486503499927,0.00464883515329072,0.009401588984906221,0.0021712378299597536,0.25027874513105913,0.009673894848674536,0.004173607724584619,0.008647803104553453,0.006119088507251075,0.00019476273219447965
-28,0.2571797153263381,0.251817767035329,0.00449725526751894,0.009405532163765395,0.0020945531671697445,0.2513306087255478,0.009725886827294269,0.0036932150494818493,0.006705826571029003,0.00590284757569822,0.00019435606305339355
-29,0.25573324167367184,0.25046543867299054,0.00411569306344697,0.00933022096358014,0.001911066228693182,0.2499966540481105,0.009647471906171868,0.002513675167669451,0.006357426804480265,0.005710846150300906,0.00019393465190773351
-30,0.255698356682604,0.2503880289106658,0.004078424627130682,0.009424247308775332,0.0019034345222241952,0.25003721231764015,0.009646397296582227,0.0032766896914361732,0.006024343410820659,0.005753301958516797,0.00019349856530320457
-31,0.2558122700814045,0.25061589033314674,0.0039821740352746215,0.0092166680247156,0.0018983343875769412,0.25005144222216175,0.00972595650439515,0.003648539199829152,0.007185319101984572,0.005946364082378947,0.00019304787210293686
-32,0.25576533155007797,0.25058519195426593,0.004267605868252841,0.009111430235207081,0.001976461699514678,0.25005284390666266,0.009635276925426138,0.004898896273200238,0.008821284522444172,0.00618965654227751,0.0001925826434766113
-33,0.2561132282650832,0.25084277964902646,0.004372614080255682,0.00927082097157836,0.001977476640181108,0.250378854599866,0.009657421680774702,0.0024530286524247417,0.006400540433115448,0.00571406774894137,0.00019210295288922115
-34,0.25579196790854136,0.2505775954145374,0.004167443477746212,0.009188387042871027,0.0020345606948390152,0.24993966395204717,0.009465434375907416,0.002817269640376174,0.0052400208533863015,0.005538446237329956,0.0001916088760894708
-35,0.25568962171222226,0.25043917148402245,0.004372225674715909,0.009197333645865773,0.0021453025124289773,0.24999544022661266,0.009872473953494235,0.005811966478137512,0.010388237484933241,0.006556257373054193,0.00019110049109781455
-36,0.2563450925819802,0.2511674086930174,0.004337509617660985,0.009085866430153449,0.0020102945963541667,0.25056061054721024,0.009697946416133123,0.0023294031327721946,0.005363192583899945,0.005618232779733776,0.00019057787819413592
-37,0.2556487998817906,0.2504598878730427,0.004454706365411932,0.009085051684894345,0.00200917099461411,0.24992429104718294,0.009624035239381634,0.004948804053445043,0.009672517096117625,0.006274149734647083,0.00019004111990507071
-38,0.2556909996812994,0.25056100538282683,0.00405059814453125,0.009067940190998894,0.0019094016335227274,0.24992735216111847,0.009244313676153188,0.005708624927691468,0.011750276203004076,0.006368046951146148,0.0001894903009909751
-39,0.2555645609263218,0.25045931312170894,0.004084454160748106,0.008992822520209082,0.002003719445430871,0.24998713890711466,0.009574299880667873,0.0054459058497425,0.010537454413007135,0.0063854859666089,0.0001889255084325409
-40,0.25574844708948424,0.25060732583204903,0.004286258581912878,0.009037934844240997,0.0019352860884232954,0.2499862323927157,0.009396446858654204,0.0020217744566490064,0.004315044257648127,0.005331905300756815,0.00018834683141706038
-41,0.256259002839074,0.25100100760207034,0.005681577740293561,0.008890773750502954,0.0024446059718276516,0.2501846090230075,0.009712502395774683,0.0056879266013983515,0.007140388675590815,0.006139082725586258,0.00018775436132434248
-42,0.25549784167246387,0.25045468473073207,0.003927741773200758,0.008913579669527032,0.0019365437825520832,0.25000219401085017,0.009369551927944563,0.00585193255930157,0.009817860105692449,0.006251755230471684,0.00018714819171228306
-43,0.25550172395778425,0.2504722433198582,0.004078211928858901,0.00886111764434838,0.0019109783750591856,0.24996949316877307,0.009307514283927563,0.002436426257507106,0.005482226617776019,0.005445622429492094,0.00018652841830209068
-44,0.2555709262688955,0.2505294911066691,0.003950676195549243,0.008890068228497649,0.0020132215095288826,0.2499374982624343,0.00926371302921325,0.00460600515662404,0.00835549131633066,0.005928006161902095,0.00018589513896317159
-45,0.25562783562775815,0.25066801784616527,0.003884323582504735,0.008778890636608456,0.0018198094223484849,0.24998676720893745,0.009354891817328398,0.0027870414214703487,0.004692264750306292,0.005425376525841863,0.0001852484536976745
-46,0.2553837366176374,0.25039802152099033,0.003998681270714962,0.00879254796062455,0.0018958675500118372,0.24999528583252068,0.009204466280567905,0.005144023556963278,0.009325092101631604,0.006049144706143442,0.0001845884646246995
-47,0.2556106871185881,0.25057791392008466,0.0042097056995738635,0.008838789666805303,0.0019240269516453599,0.24998090825297617,0.009244782288315828,0.0025012933047432657,0.004534214242796778,0.005325941898911919,0.00018391527596417205
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