diff --git a/generator/outputs/logs/p3_3_vae_patchgan.json b/generator/outputs/logs/p3_3_vae_patchgan.json index f26e6a0..efe5f99 100644 --- a/generator/outputs/logs/p3_3_vae_patchgan.json +++ b/generator/outputs/logs/p3_3_vae_patchgan.json @@ -24,527 +24,527 @@ "lr_d": 0.0001, "beta_kl": 0.25, "lambda_perceptual": 0.1, - "lambda_adversarial": 0.1, + "lambda_adversarial": 0.01, "ndf_patch": 64 }, "history": { "recon_loss": [ - 0.21048237392917657, - 0.19502023699828702, - 0.18297071465187603, - 0.19129814436802497, - 0.18048820154279724, - 0.1784989392846568, - 0.17207328647247747, - 0.16280589195398185, - 0.1573610797397092, - 0.15148845356371668, - 0.1461392584710549, - 0.14490869093654501, - 0.1397501435608436, - 0.13813118205174932, - 0.13727535820032796, - 0.13501745293665135, - 0.13584097068852338, - 0.1332982173269121, - 0.13314595715039307, - 0.13236619353803813, - 0.13086195941218454, - 0.1302596262186511, - 0.1300788751970499, - 0.12819381808050168, - 0.12732886179135397, - 0.12582890380524162, - 0.12586307729411328, - 0.1243180935549685, - 0.12372656063073212, - 0.12184442987299374, - 0.12289042525693901, - 0.12280557551381426, - 0.12134526725699249, - 0.12132705526792595, - 0.1213438549102881, - 0.11976742461069018, - 0.1189075634520278, - 0.11869392601343301, - 0.11874047195554799, - 0.117522533919312, - 0.11819266148994112, - 0.11621911733005291, - 0.11483473204967813, - 0.11569778270955779, - 0.11535290541111404, - 0.11430604064948538, - 0.11513289564058311, - 0.11504829635159072, - 0.11417925926164174, - 0.11429929023242405, - 0.11237051758246544, - 0.11215632607857896, - 0.1111540690733072, - 0.11150377960159229, - 0.11108833772695473, - 0.11041813046058528, - 0.10850370189764051, - 0.10809642901150589, - 0.10692931655953583, - 0.10900155782826945, - 0.10970613979694681, - 0.10860411168482059, - 0.11032503268593906, - 0.1126491278091557, - 0.11339027415483426, - 0.11163446019029516, - 0.10916442699475676, - 0.10902748435226262, - 0.10967764777378139, - 0.1094813696307759, - 0.10688171892339347, - 0.10603785608759803, - 0.10709159695503549, - 0.10783593975899057, - 0.10689407786051942, - 0.10805186758247706, - 0.10730096759895484, - 0.10914180709574467, - 0.10965521663873114, - 0.1083346697796359, - 0.11155958567610663, - 0.11391076811740541, - 0.10912912585732774, - 0.10912497413273041, - 0.11343846010028297, - 0.11480826037561792, - 0.1116362733559476, - 0.11457416400886498, - 0.1142759728922039, - 0.12104331711545968, - 0.11806511987223585, - 0.11794181688664815, - 0.1210766851137846, - 0.11873740936892155, - 0.11463956635158795, - 0.11457132950870909, - 0.1163403105436482, - 0.1200980458758835, - 0.1253544254721994, - 0.12123021430885181 + 0.07256481288653663, + 0.04414264540960137, + 0.03923531813133094, + 0.03690198250512919, + 0.03610035986042558, + 0.03585429300562057, + 0.03614142174936003, + 0.03675156902187528, + 0.03742894164135314, + 0.0383954416307756, + 0.039195723903293796, + 0.04035789030007063, + 0.04136944739705222, + 0.04217637810282982, + 0.04317184983410387, + 0.04414223251529993, + 0.045082664196817286, + 0.0459897641140299, + 0.046940210410672374, + 0.04794481957856661, + 0.04979389414000206, + 0.050820046454731725, + 0.050248638519810304, + 0.049580192527709864, + 0.049034240106359504, + 0.048891564759497456, + 0.04878619169163653, + 0.04837235698524194, + 0.04854527746255581, + 0.04844111150815191, + 0.0483922261872098, + 0.04822369044025739, + 0.048200586078386023, + 0.047983415560144134, + 0.0478166768199995, + 0.0477692344918465, + 0.04770479275661911, + 0.04758516683155655, + 0.047635042673756935, + 0.04756982100761344, + 0.04745731656399802, + 0.04740560844413236, + 0.04746005712793423, + 0.04733826805893172, + 0.047378935079034575, + 0.04739771968024409, + 0.047426708408782624, + 0.047361184023002274, + 0.04733280055861697, + 0.04722336093043415, + 0.04732823220646789, + 0.0472236652022753, + 0.047047707785525895, + 0.04700392111339885, + 0.046977425869713485, + 0.04659851064157282, + 0.04664327050599023, + 0.046512148024625756, + 0.04652243379790049, + 0.04643834348067514, + 0.046477761987246506, + 0.04622124535883339, + 0.04625549639423943, + 0.04613285658992509, + 0.04605264870975262, + 0.04589356125419975, + 0.04583498457462615, + 0.04573038787955148, + 0.0457718974759436, + 0.04564371212329875, + 0.04559122066562756, + 0.045480694916322194, + 0.04536095822755343, + 0.045297518324775576, + 0.04521293488418699, + 0.04522842195076056, + 0.045203558049904995, + 0.04512962291383336, + 0.04501655121516977, + 0.04495001771351975, + 0.044781594123277396, + 0.04481303215854698, + 0.044778383241441004, + 0.044675282958863125, + 0.04455677082395961, + 0.04459468223568466, + 0.04447825120873431, + 0.04439788500372416, + 0.044356526783070505, + 0.04437946719236863, + 0.044278508139790125, + 0.0442026794816439, + 0.04421330326929306, + 0.0441932631099326, + 0.04406989279847879, + 0.043991477594862126, + 0.04401077344440497, + 0.043903381531883, + 0.043854401948360294, + 0.04389296859725673 ], "kl_loss": [ - 2.4562569958531957, - 1.003851546945735, - 0.6383791888753573, - 0.6167296634143234, - 0.47610875212738657, - 0.37824813060016715, - 0.32444628353557015, - 0.26246283337091786, - 0.24398899880739358, - 0.22430445323897225, - 0.21616006311443117, - 0.21170509348695093, - 0.20587752660752362, - 0.19568938831997734, - 0.19404012862688455, - 0.1866151445951217, - 0.184550642203062, - 0.1795366089631859, - 0.1737326546611949, - 0.169725509853954, - 0.1738417714070051, - 0.17650845061000595, - 0.1721198332742748, - 0.17369577820357093, - 0.1711989389334479, - 0.17340198920195937, - 0.17259813915205818, - 0.1764657135065804, - 0.177241051553661, - 0.1772580863828333, - 0.1777160302696065, - 0.1822892855375241, - 0.18138153513527325, - 0.17853387945100793, - 0.17685708610547912, - 0.1798670272796582, - 0.1796207419063291, - 0.18170238528241459, - 0.1821803457907632, - 0.18374669892538306, - 0.18160667891303697, - 0.18459757872753674, - 0.18100887619786793, - 0.1860812220117475, - 0.18614696930998412, - 0.18798703900896585, - 0.18705740771614587, - 0.18840715028027183, - 0.19209926944767308, - 0.18677029987940422, - 0.18930857972456858, - 0.19050368345063975, - 0.19024637169562852, - 0.19269215267820236, - 0.19042547305042928, - 0.19151107317362076, - 0.19576567758479688, - 0.19438897875639108, - 0.19776117919474587, - 0.19971292414981076, - 0.19674210756635055, - 0.19878320927675971, - 0.20493754180960166, - 0.20387869003491524, - 0.20550507892910233, - 0.20148318601597068, - 0.20633231581021577, - 0.20570937225706556, - 0.21170565037009043, - 0.2089539618892038, - 0.21066077833629063, - 0.2115025667107513, - 0.21099274430392134, - 0.21154515082255387, - 0.21153046461379427, - 0.21359701884480622, - 0.21120962917677358, - 0.2153645229135823, - 0.22168971314771563, - 0.22390575675118682, - 0.2258444666607767, - 0.2301438385541113, - 0.22804876229065096, - 0.2293865109483401, - 0.2402730770727508, - 0.23408484229674706, - 0.24096116570071277, - 0.2361867919436887, - 0.23606293390576655, - 0.2628212959274777, - 0.26044448910870105, - 0.2555364996003799, - 0.27547486995657283, - 0.2793021816601101, - 0.27457679617099273, - 0.27954825504213315, - 0.2877160691552692, - 0.29281348639573807, - 0.3061327184749465, - 0.30408311902712554 + 0.9422818552225064, + 0.8304157827654456, + 0.711033024212234, + 0.6201538036012242, + 0.5516812854852432, + 0.49781491747523987, + 0.4539294478475538, + 0.4149613824919758, + 0.3822571930085492, + 0.3525762819708922, + 0.32686203138695824, + 0.3036677601118373, + 0.2831739962228343, + 0.26551324956946903, + 0.24915392639545295, + 0.234747304684586, + 0.22180349417986014, + 0.21073915000654694, + 0.20005385755983174, + 0.19080995443539742, + 0.20008063157144776, + 0.20165701993764976, + 0.20599561308821043, + 0.20952844473286572, + 0.2119306048266908, + 0.21374986164717594, + 0.21439095319081575, + 0.2146782086382055, + 0.21535835013939783, + 0.2156351603822321, + 0.2156747308297035, + 0.2163603354850386, + 0.21604907694153297, + 0.2170932454049078, + 0.2172167382688604, + 0.21753370074125436, + 0.21788769651554588, + 0.21780646761131084, + 0.21757154243114668, + 0.2174266650954373, + 0.21739230457788858, + 0.21768093402059668, + 0.21731426490423006, + 0.21709907592998612, + 0.21729469019123632, + 0.21711179728691393, + 0.2172128687429632, + 0.2170052423309057, + 0.21706495239821255, + 0.2174526669530787, + 0.2170911322737861, + 0.21746987362320608, + 0.21689637371490145, + 0.21768690562910503, + 0.21710836957407814, + 0.21804575870434442, + 0.217907239165571, + 0.21759957396703908, + 0.21808122977232322, + 0.21784972603249753, + 0.21785366121265623, + 0.21845279487534466, + 0.21855741242567697, + 0.21834458735508797, + 0.21865385595677245, + 0.2191770772457632, + 0.21917275520853507, + 0.21897286963131693, + 0.2189757764721528, + 0.21977992066078716, + 0.22024847930058455, + 0.21994173469451758, + 0.21978110724534744, + 0.21947090617484516, + 0.219740368394006, + 0.21953950682256976, + 0.2196803634874841, + 0.2198349738923403, + 0.2205247895903567, + 0.2201039091580444, + 0.22056390408776763, + 0.22043023312575796, + 0.22098283940910274, + 0.22084448502486587, + 0.22079740432847259, + 0.220382661678088, + 0.2211024827745735, + 0.2208555058345326, + 0.22062583204008576, + 0.22087381401250505, + 0.22094633755011436, + 0.22113347610729372, + 0.2210337378594101, + 0.22095281971443412, + 0.22108463678731877, + 0.22107870204963237, + 0.22101640819102272, + 0.221434213889715, + 0.22125727438137063, + 0.22125603885859504 ], "perc_loss": [ - 4.271831746284779, - 4.414898863205543, - 4.345449808316353, - 4.418299290868971, - 4.406226211123997, - 4.412156843731546, - 4.431426151185973, - 4.43332190798898, - 4.435288389523824, - 4.398323868074987, - 4.365907162682623, - 4.365325452934982, - 4.314914556650015, - 4.298382311804682, - 4.279924751346947, - 4.264667995974549, - 4.274168285039755, - 4.244420167727348, - 4.241943887156299, - 4.229488877149729, - 4.229408635033502, - 4.219965547577948, - 4.216032783699851, - 4.210510074073433, - 4.21268753363536, - 4.198639931332352, - 4.21425447657577, - 4.178874774366363, - 4.158467790000459, - 4.128817136471088, - 4.131065084893479, - 4.131518239648933, - 4.110296932041136, - 4.110551395477393, - 4.138069965900519, - 4.106568053237393, - 4.092394193013509, - 4.0880326435097265, - 4.096837147688254, - 4.084967139949146, - 4.105645643849658, - 4.064014745573712, - 4.065661613248352, - 4.084955420249548, - 4.048549413171589, - 4.058824027195955, - 4.066551101003957, - 4.067567649560097, - 4.069045652691115, - 4.050883881556682, - 4.026759957655882, - 4.030894798091334, - 4.027543693016737, - 4.016542301728175, - 4.018207814958361, - 4.01114175717036, - 4.000287359596317, - 4.002966770758996, - 3.982757446093437, - 3.9969155808799286, - 4.016212357924535, - 3.98707708894697, - 4.007491260002821, - 4.015582276205731, - 4.008296819324167, - 4.0140069549919195, - 4.001121124650678, - 3.9993364423768134, - 3.9902534535807423, - 3.986888856969328, - 3.9636723251424284, - 3.9483983154989715, - 3.954257430683853, - 3.9654157258506513, - 3.96560929218928, - 3.9747307748876066, - 3.9687393175231085, - 3.9705918981478763, - 3.9935462795771084, - 3.9677678229462385, - 4.012355051488957, - 4.0471479785748015, - 3.9649116193127427, - 3.9756286781058354, - 4.014665265878041, - 4.032942090788458, - 4.021660830730047, - 4.024021967863425, - 4.022689126495623, - 4.064319693634653, - 4.044084052754264, - 4.037493507576804, - 4.069223482894082, - 4.024905401926774, - 3.9854260851175356, - 3.9817921840227566, - 4.002969692914914, - 4.018450167953459, - 4.071174277199639, - 4.067347707911434 + 3.268518664388575, + 2.9844126731921463, + 2.8893332792143536, + 2.842300501644102, + 2.8177173336346946, + 2.8061808974314957, + 2.80318136449553, + 2.8056567907333374, + 2.8115715369200096, + 2.8198827128125052, + 2.828476501835717, + 2.8390082136178627, + 2.849494279959263, + 2.8572748884176598, + 2.867123058718494, + 2.875808890049274, + 2.8851839202082057, + 2.892486855515048, + 2.9006601964306626, + 2.90893748937509, + 3.002905537430038, + 3.0841518523346663, + 3.1015493930914464, + 3.1056835936684895, + 3.1069560407573342, + 3.1064426521969657, + 3.108147989480923, + 3.1069585961154385, + 3.1126723849875297, + 3.110053312065255, + 3.111884709606823, + 3.109374719297784, + 3.1103647427681165, + 3.1077851240451517, + 3.1043045816258488, + 3.103300364098997, + 3.100696138337127, + 3.101050837427123, + 3.104057640601427, + 3.1031913258071637, + 3.1028205446707897, + 3.0987310552189493, + 3.104932033098661, + 3.100133360451103, + 3.10110838087196, + 3.1032485880403438, + 3.1042901129804106, + 3.1003458077072077, + 3.103027570960868, + 3.0989463599319134, + 3.100031643341749, + 3.0986684830779705, + 3.097568829344888, + 3.0981435597452345, + 3.0955454218081937, + 3.091543544561435, + 3.094627695205884, + 3.0887583132483, + 3.0919363335666494, + 3.0886334053471556, + 3.089639984134935, + 3.0892311589330688, + 3.0903091853500433, + 3.089088388487824, + 3.0876893849454374, + 3.0847945982574396, + 3.083339012076712, + 3.0836611441057973, + 3.0838507724623394, + 3.083322472551949, + 3.0839521288871765, + 3.0830512260779357, + 3.0811995609193787, + 3.077091329627567, + 3.0774103555923853, + 3.0779298793556342, + 3.0798700487511788, + 3.0797718432214527, + 3.0784103956996884, + 3.0775557175660744, + 3.0766860032692933, + 3.0762227615739546, + 3.078130325700483, + 3.0726998621581965, + 3.0729522781494336, + 3.073877077836257, + 3.0732357578399854, + 3.0725482758293805, + 3.0729044237707415, + 3.0753370171938186, + 3.0735755771653266, + 3.073718212099157, + 3.0729570011807303, + 3.073591929725093, + 3.0722544748558955, + 3.0702306806531725, + 3.071104440933619, + 3.070158361369728, + 3.0697627974371624, + 3.0690404686153445 ], "adv_g_loss": [ - 2.0889554358541202, - 2.431506502832103, - 2.58256017550444, - 2.7984188872779536, - 2.6471575883209195, - 2.703440791505397, - 2.5477578647784953, - 2.3742674223792095, - 2.3116572875227046, - 2.1857953431546435, - 2.242019505868865, - 2.172077705733414, - 2.058021314565538, - 2.080680656382161, - 2.1441320017234893, - 2.096459154517223, - 2.1429341703764777, - 2.144549473316178, - 2.1343159802162495, - 2.168498454611494, - 2.122300014918686, - 2.175204260688689, - 2.259016622860844, - 2.234001100393665, - 2.3466592317080903, - 2.358340935827617, - 2.397972164882554, - 2.3408731018117446, - 2.2997899073550205, - 2.2490297980670237, - 2.393347188193574, - 2.325204711395483, - 2.384071101108168, - 2.4477171558472843, - 2.585383534590658, - 2.4376790565319166, - 2.4323552496926304, - 2.487091144150855, - 2.558889996992727, - 2.498078364831133, - 2.652146563363763, - 2.5388465030835223, - 2.680304215504573, - 2.771813740205561, - 2.5515857805203424, - 2.6188599384174895, - 2.6594284013805227, - 2.7741920218253746, - 2.7339475711123047, - 2.763662334945467, - 2.723879899097304, - 2.81697260760344, - 2.8588432025833006, - 2.792523229988212, - 2.7813775963508167, - 2.8519935824422755, - 2.807129791404447, - 2.822288666907539, - 2.820211192736259, - 2.8357399996274557, - 2.9142754202724523, - 2.9317720501850815, - 3.0449257709531703, - 3.075957155125773, - 3.177517345063707, - 3.068604431600652, - 3.030642645736026, - 3.0077166121739607, - 2.9618968596825233, - 3.066009481238504, - 3.1443460767085734, - 3.134638136268681, - 3.106854225325788, - 3.119754250742431, - 3.1698144992702026, - 3.1671237260357947, - 3.212111535744789, - 3.1623704059001727, - 3.1775182699545836, - 3.2225774422160582, - 3.1992346585815787, - 3.30181507116709, - 3.306240015050285, - 3.2726660202711058, - 3.3324739433761335, - 3.309636655016842, - 3.3148074639149203, - 3.3544399009810553, - 3.349090330621116, - 3.3984305965594754, - 3.3496672954314795, - 3.340675473722637, - 3.322224827403696, - 3.340145743300772, - 3.2233474076303663, - 3.2789267235332065, - 3.2296756541627083, - 3.204706610777439, - 3.2321022107050967, - 3.203134943277408 + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 1.1438086142078934, + 1.3848216148714225, + 1.431843824498057, + 1.4550386664107378, + 1.534417847609227, + 1.5428873566456904, + 1.5969856012459351, + 1.6761763638968015, + 1.6849639529728482, + 1.6978890428033013, + 1.7520971780754306, + 1.758636311062763, + 1.7961577434952443, + 1.7791677351849966, + 1.8282766153351364, + 1.8869179757869141, + 1.8936229561073468, + 1.916680078762464, + 2.0205936250396266, + 2.0106747031020813, + 2.1042307398488953, + 2.0886956008198934, + 2.1438577952914133, + 2.144290308058103, + 2.2067003882466216, + 2.260120966622972, + 2.3372040491583, + 2.2787050508981586, + 2.4021470887411356, + 2.406920169790586, + 2.4421350724167294, + 2.4470817596993895, + 2.46695097300232, + 2.470248263870549, + 2.5584849823489146, + 2.492347888998751, + 2.526307321766503, + 2.5345261624226203, + 2.5415179539694743, + 2.553662398814136, + 2.590494660103423, + 2.609607903366415, + 2.5870104153186846, + 2.633848020281547, + 2.617674359271669, + 2.6077225506305695, + 2.626374716687406, + 2.623414141500098, + 2.6401452143222857, + 2.685499318389811, + 2.6790291177920804, + 2.6827956965336432, + 2.6683848851766343, + 2.692997595948032, + 2.7399796782395778, + 2.7001287651877117, + 2.7064600485002894, + 2.7366674155251594, + 2.742031560239629, + 2.7530031089599314, + 2.718017868251882, + 2.733836143444746, + 2.7269677244699917, + 2.7397567153486433, + 2.7358992522598333, + 2.7409965941029735, + 2.74284782852882, + 2.7570678810788016, + 2.744860523276859, + 2.727091629790445, + 2.728150630608583, + 2.7151212447728867, + 2.7098901113893232, + 2.7117845436446686, + 2.6960576665707126, + 2.6918129436990137, + 2.6912999886732836, + 2.7062390074770675, + 2.712936248534765, + 2.713185273683988 ], "adv_d_loss": [ - 0.24894345719287667, - 0.17390209497111794, - 0.13534904380217513, - 0.13304952260715744, - 0.15291849351249254, - 0.14715776490206775, - 0.17125040016527104, - 0.19274577863004982, - 0.18578718218984258, - 0.21875576794338533, - 0.21961111412184614, - 0.22060128946143848, - 0.2477767218509291, - 0.2354066458522764, - 0.22676930955459929, - 0.23203017615163937, - 0.23432785385630578, - 0.2316853996589143, - 0.23402280379564333, - 0.22844872873626712, - 0.22811520744401675, - 0.22338211313526854, - 0.2136384905435336, - 0.22049070462488976, - 0.19165504005793324, - 0.18345961038373473, - 0.1756664753342286, - 0.195083101789475, - 0.20340240698976395, - 0.19078307929966185, - 0.17902874801721838, - 0.20193760733828586, - 0.18817758448740357, - 0.17216961945478731, - 0.17294822287005493, - 0.1722318371757865, - 0.16856700216189155, - 0.1688445098618539, - 0.15808016375407705, - 0.1689767152007319, - 0.15433955042121503, - 0.15300460385047218, - 0.14637375394535115, - 0.14158190407145482, - 0.16016785049030924, - 0.14892392718575448, - 0.1507265834758679, - 0.14092685341930541, - 0.14043589852527422, - 0.134984684160823, - 0.1350740126501291, - 0.11972226521684828, - 0.11917545080073497, - 0.12366373358596848, - 0.11311743951315044, - 0.1102707584380594, - 0.12037636493292884, - 0.11112681263659754, - 0.10647379753426608, - 0.1106369305624921, - 0.10126394940874515, - 0.09652469677723244, - 0.09366368272333828, - 0.08211454640055059, - 0.07760829012442985, - 0.07622728248437245, - 0.07922865916839522, - 0.07928897440035501, - 0.08362293706283483, - 0.07019435945285372, - 0.06777056487691072, - 0.064988285362816, - 0.06298202340905037, - 0.06424616537908585, - 0.05719249795835752, - 0.05796155471227363, - 0.05460724353782323, - 0.054429387538415246, - 0.05256472083811577, - 0.0514424793366502, - 0.050568766039238974, - 0.048279059658814065, - 0.04288315045364742, - 0.037862979182097904, - 0.038264645125247285, - 0.038307074956898376, - 0.03910250372639419, - 0.03329014621026273, - 0.03515934087256463, - 0.03671098640686076, - 0.03210316471254023, - 0.0281283140867057, - 0.03255670556289136, - 0.030115999629657365, - 0.02929343422377307, - 0.02706535895052565, - 0.028704162273142073, - 0.028296635241414875, - 0.026950161147894513, - 0.02409191641749607 + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.43680395959661555, + 0.34810768227037203, + 0.3377910334075618, + 0.3321381963662103, + 0.2982299141904228, + 0.30104209130836856, + 0.28214932976561224, + 0.26205551579721975, + 0.2678493159608199, + 0.2567906266508194, + 0.25110278342269426, + 0.24189095977598277, + 0.2394267334483373, + 0.24564475484956533, + 0.24081433725216958, + 0.21658801688597754, + 0.213517039664026, + 0.21218282094177526, + 0.18916759920171183, + 0.19284203568170977, + 0.181842301462769, + 0.1791912000785526, + 0.18734478913088384, + 0.17373414262810832, + 0.16635354463424948, + 0.16650411119270656, + 0.15708727274153733, + 0.16674049754237008, + 0.1501258422867355, + 0.15181534979333225, + 0.13657129330672005, + 0.1467462844478014, + 0.1383675114235753, + 0.14689494454516813, + 0.12695099818162048, + 0.12875286992798504, + 0.13186773245469627, + 0.12181158371779144, + 0.12662809188517496, + 0.1175684176114762, + 0.11314824839226073, + 0.11264375143517287, + 0.1165530812393269, + 0.10845673464350084, + 0.10203271553827784, + 0.11023388663306832, + 0.10421399819131336, + 0.0983247641298888, + 0.09406759767817, + 0.09505048260076815, + 0.09383611069021063, + 0.09381456619017145, + 0.08943638993968439, + 0.08595997961556427, + 0.08149021235692641, + 0.08130677379906559, + 0.07870399655025993, + 0.07449058663203484, + 0.07478499058315642, + 0.07468204382154295, + 0.07225174684491423, + 0.07153088875258198, + 0.06767470285328281, + 0.06715900409154785, + 0.06388170873889557, + 0.06149009168227641, + 0.06165273037826658, + 0.05667935721735414, + 0.058510264835487574, + 0.056089043583418444, + 0.05523068375256645, + 0.05533928267705517, + 0.05186875127295717, + 0.05044461999279566, + 0.050165704740052164, + 0.046495266505477265, + 0.04587119478039826, + 0.04412680363051721, + 0.04238344537309156, + 0.041027947104114115 ], "fid": { - "25": 98.35616302490234, - "50": 70.87767028808594, - "75": 70.66852569580078, - "100": 96.90153503417969 + "25": 73.48986053466797, + "50": 51.912357330322266, + "75": 50.058326721191406, + "100": 52.463279724121094 }, - "train_time_s": 2285.786023378372 + "train_time_s": 2145.0215554237366 }, "n_params": 10608451 } \ No newline at end of file diff --git a/generator/outputs/models/p3_3_vae_patchgan_best_ema.pt b/generator/outputs/models/p3_3_vae_patchgan_best_ema.pt index c551c49..3d6e5c0 100644 --- a/generator/outputs/models/p3_3_vae_patchgan_best_ema.pt +++ b/generator/outputs/models/p3_3_vae_patchgan_best_ema.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:7d38f69894657e7790e8a8b35ef90468a3c8e8f7c476b72e72b49a6d3cb94693 +oid sha256:4ed65bde40d9c905d63eb051d3c7f014585a023e216e6cd421f6d85b38dd35df size 42443986 diff --git a/generator/outputs/models/p3_3_vae_patchgan_best_vae.pt b/generator/outputs/models/p3_3_vae_patchgan_best_vae.pt index 22fbfc5..bbe4f24 100644 --- a/generator/outputs/models/p3_3_vae_patchgan_best_vae.pt +++ b/generator/outputs/models/p3_3_vae_patchgan_best_vae.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:616bb944b4f0fc709309743f7d3ff700a61afb2c9736f02dade39a9c79b9afa5 +oid sha256:a90e108e77500dce0a04a7cd1b5785ab1ca07e1fd2054ec2e9520aaee4fded69 size 42443986 diff --git a/generator/outputs/models/p3_3_vae_patchgan_final_ema.pt b/generator/outputs/models/p3_3_vae_patchgan_final_ema.pt index c353b08..2428532 100644 --- a/generator/outputs/models/p3_3_vae_patchgan_final_ema.pt +++ b/generator/outputs/models/p3_3_vae_patchgan_final_ema.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:ff857ed19837b03ef1bca40e59140f0feb888649cf150a1b96598930dd632627 +oid sha256:e991056db79695d526ddf2b98239c5994da9fac8d43c2016bf75d6706cfc832f size 42444017 diff --git a/generator/outputs/models/p3_3_vae_patchgan_final_patchgan.pt b/generator/outputs/models/p3_3_vae_patchgan_final_patchgan.pt index 4e04145..7be7c8a 100644 --- a/generator/outputs/models/p3_3_vae_patchgan_final_patchgan.pt +++ b/generator/outputs/models/p3_3_vae_patchgan_final_patchgan.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:12fb950f137e169c9e3a417ca6fc56c70087f723a605c6e6ccfe11a57f58191e +oid sha256:3c727f6e118eb6f568d2a34e0ac0f5ae29647aadb525c285a3e6eab1eff069f2 size 11067330 diff --git a/generator/outputs/models/p3_3_vae_patchgan_final_vae.pt b/generator/outputs/models/p3_3_vae_patchgan_final_vae.pt index 8ce0ee1..d314612 100644 --- a/generator/outputs/models/p3_3_vae_patchgan_final_vae.pt +++ b/generator/outputs/models/p3_3_vae_patchgan_final_vae.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:95095c3717a999820b8e6f88b252799d7b75cde1dddda36df1a4f7d441c80fd3 +oid sha256:5db2d0aea984d40cb40e454e35fc5494c01dd7b9f5de4631c71e8238dd0091ae size 42444017 diff --git a/generator/outputs/pipeline/20260502T173927.858755+0000.json b/generator/outputs/pipeline/20260502T173927.858755+0000.json new file mode 100644 index 0000000..63023fe --- /dev/null +++ b/generator/outputs/pipeline/20260502T173927.858755+0000.json @@ -0,0 +1,12 @@ +{ + "created_at": "2026-05-02T17:39:27.858755+00:00", + "config_paths": [ + "generator/configs/phase3/p3_3_vae_patchgan.json" + ], + "instance_id": 36025335, + "offer_id": 19025020, + "ssh_host": "ssh6.vast.ai", + "ssh_port": 25334, + "status": "completed", + "remote_workspace": "/workspace/DRL_PROJ" +} \ No newline at end of file diff --git a/generator/outputs/pipeline/20260502T184433.143461+0000.json b/generator/outputs/pipeline/20260502T184433.143461+0000.json new file mode 100644 index 0000000..e88b331 --- /dev/null +++ b/generator/outputs/pipeline/20260502T184433.143461+0000.json @@ -0,0 +1,12 @@ +{ + "created_at": "2026-05-02T18:44:33.143461+00:00", + "config_paths": [ + "generator/configs/phase3/p3_3_vae_patchgan.json" + ], + "instance_id": 36027837, + "offer_id": 29548831, + "ssh_host": null, + "ssh_port": null, + "status": "cancelled", + "remote_workspace": "/workspace/DRL_PROJ" +} \ No newline at end of file diff --git a/generator/outputs/pipeline/20260502T185149.983505+0000.json b/generator/outputs/pipeline/20260502T185149.983505+0000.json new file mode 100644 index 0000000..a280c39 --- /dev/null +++ b/generator/outputs/pipeline/20260502T185149.983505+0000.json @@ -0,0 +1,12 @@ +{ + "created_at": "2026-05-02T18:51:49.983505+00:00", + "config_paths": [ + "generator/configs/phase3/p3_3_vae_patchgan.json" + ], + "instance_id": 36028210, + "offer_id": 35956124, + "ssh_host": "ssh1.vast.ai", + "ssh_port": 28210, + "status": "completed", + "remote_workspace": "/workspace/DRL_PROJ" +} \ No newline at end of file diff --git a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0010.png b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0010.png index 2e38b73..233364e 100644 Binary files a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0010.png and b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0010.png differ diff --git a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0010_recon.png b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0010_recon.png index 66afb3c..df6e81c 100644 Binary files a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0010_recon.png and b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0010_recon.png differ diff --git a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0020.png b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0020.png index 8add8cf..dc09fb0 100644 Binary files a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0020.png and b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0020.png differ diff --git a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0020_recon.png b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0020_recon.png index 0b78605..7d4aa8f 100644 Binary files a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0020_recon.png and b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0020_recon.png differ diff --git a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0030.png b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0030.png index d1415d1..907736b 100644 Binary files a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0030.png and b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0030.png differ diff --git a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0030_recon.png b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0030_recon.png index 2cef946..cad41a1 100644 Binary files a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0030_recon.png and b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0030_recon.png differ diff --git a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0040.png b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0040.png index 6dcacf2..f0fe6ef 100644 Binary files a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0040.png and b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0040.png differ diff --git a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0040_recon.png b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0040_recon.png index 3ba2134..ebbd8f5 100644 Binary files a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0040_recon.png and b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0040_recon.png differ diff --git a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0050.png b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0050.png index 3420ce0..4e18c2f 100644 Binary files a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0050.png and b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0050.png differ diff --git a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0050_recon.png b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0050_recon.png index ca2c7a0..2b40b74 100644 Binary files a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0050_recon.png and b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0050_recon.png differ diff --git a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0060.png b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0060.png index d72cf85..2c3a5d2 100644 Binary files a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0060.png and b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0060.png differ diff --git a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0060_recon.png b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0060_recon.png index 0580bcd..a83a3ec 100644 Binary files a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0060_recon.png and b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0060_recon.png differ diff --git a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0070.png b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0070.png index 3200435..a492c88 100644 Binary files a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0070.png and b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0070.png differ diff --git a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0070_recon.png b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0070_recon.png index 031ab63..7ab6efc 100644 Binary files a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0070_recon.png and b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0070_recon.png differ diff --git a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0080.png b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0080.png index 9b7c047..0020b34 100644 Binary files a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0080.png and b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0080.png differ diff --git a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0080_recon.png b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0080_recon.png index e3aa0fa..9a8bd2d 100644 Binary files a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0080_recon.png and b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0080_recon.png differ diff --git a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0090.png b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0090.png index fbd7ca5..2673a20 100644 Binary files a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0090.png and b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0090.png differ diff --git a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0090_recon.png b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0090_recon.png index b8ea5e3..1a44e94 100644 Binary files a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0090_recon.png and b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0090_recon.png differ diff --git a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0100.png b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0100.png index b3288bf..ae5f476 100644 Binary files a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0100.png and b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0100.png differ diff --git a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0100_recon.png b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0100_recon.png index d04d83b..92c3bb7 100644 Binary files a/generator/outputs/samples/p3_3_vae_patchgan/epoch_0100_recon.png and b/generator/outputs/samples/p3_3_vae_patchgan/epoch_0100_recon.png differ