Create training_logs.txt

training_logs.txt

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+Epoch 1 step 100: sentiment loss 1.3692
+Epoch 1 step 200: sentiment loss 1.3154
+Epoch 1 step 300: clickbait loss 0.6106
+Epoch 1 step 400: hate_speech loss 0.6357
+Epoch 1 step 500: sentiment loss 1.2390
+ → Eval at step 500: {'sentiment_f1': 0.20576972172581057, 'sentiment_acc': 0.6993492407809111, 'sentiment_loss': 0.9421734826205528, 'topic_f1': 0.1282392353926495, 'topic_acc': 0.5648590021691974, 'topic_loss': 1.8279520910080165, 'hate_speech_f1': 0.2022755930337245, 'hate_speech_acc': 0.16569525395503748, 'hate_speech_loss': 0.6199506144774588, 'clickbait_f1': 0.41724537037037035, 'clickbait_acc': 0.6900584795321637, 'clickbait_loss': 0.6177541613578796}
+Epoch 1 step 600: topic loss 1.5482
+Epoch 1 step 700: clickbait loss 0.7267
+Epoch 1 step 800: topic loss 1.6540
+Epoch 1 step 900: hate_speech loss 0.5409
+Epoch 1 step 1000: topic loss 1.7669
+ → Eval at step 1000: {'sentiment_f1': 0.20576972172581057, 'sentiment_acc': 0.6993492407809111, 'sentiment_loss': 0.8103806531592591, 'topic_f1': 0.1483511682252292, 'topic_acc': 0.6537960954446854, 'topic_loss': 1.2761294425350347, 'hate_speech_f1': 0.21978688075317182, 'hate_speech_acc': 0.4013322231473772, 'hate_speech_loss': 0.4686506931719027, 'clickbait_f1': 0.4072790294627383, 'clickbait_acc': 0.6871345029239766, 'clickbait_loss': 0.6002049337733876}
+Epoch 1 step 1100: sentiment loss 0.8547
+Epoch 1 step 1200: topic loss 1.5228
+Epoch 1 step 1300: hate_speech loss 0.4049
+Epoch 1 step 1400: topic loss 1.2301
+Epoch 1 step 1500: sentiment loss 0.8446
+ → Eval at step 1500: {'sentiment_f1': 0.3084644965545749, 'sentiment_acc': 0.7279826464208243, 'sentiment_loss': 0.7104724400664029, 'topic_f1': 0.1584381833492341, 'topic_acc': 0.6694143167028199, 'topic_loss': 1.0760636978769955, 'hate_speech_f1': 0.21210631736514104, 'hate_speech_acc': 0.398834304746045, 'hate_speech_loss': 0.35977300217277125, 'clickbait_f1': 0.4896214896214896, 'clickbait_acc': 0.7105263157894737, 'clickbait_loss': 0.5344259766015139}
+Epoch 1 step 1600: topic loss 0.8216
+Epoch 1 metrics: {'sentiment_f1': 0.3581688735123751, 'sentiment_acc': 0.735357917570499, 'sentiment_loss': 0.6806864664979178, 'topic_f1': 0.16911050625516533, 'topic_acc': 0.6746203904555315, 'topic_loss': 1.057341432938837, 'hate_speech_f1': 0.22135899602101655, 'hate_speech_acc': 0.3938384679433805, 'hate_speech_loss': 0.3489340410420769, 'clickbait_f1': 0.49817332454932023, 'clickbait_acc': 0.7134502923976608, 'clickbait_loss': 0.532770498232408}
+Epoch 2 step 1700: sentiment loss 0.4796
+Epoch 2 step 1800: topic loss 0.8171
+Epoch 2 step 1900: sentiment loss 0.5646
+Epoch 2 step 2000: topic loss 0.8544
+ → Eval at step 2000: {'sentiment_f1': 0.49555960290613765, 'sentiment_acc': 0.7700650759219089, 'sentiment_loss': 0.6019107131925348, 'topic_f1': 0.26501114856354785, 'topic_acc': 0.6993492407809111, 'topic_loss': 0.9793762856558578, 'hate_speech_f1': 0.2069880170271401, 'hate_speech_acc': 0.4038301415487094, 'hate_speech_loss': 0.331906401405209, 'clickbait_f1': 0.6577357199863185, 'clickbait_acc': 0.7690058479532164, 'clickbait_loss': 0.4938473511825908}
+Epoch 2 step 2100: sentiment loss 0.6775
+Epoch 2 step 2200: hate_speech loss 0.2832
+Epoch 2 step 2300: sentiment loss 0.7031
+Epoch 2 step 2400: topic loss 1.4750
+Epoch 2 step 2500: sentiment loss 0.6050
+ → Eval at step 2500: {'sentiment_f1': 0.5735476264242058, 'sentiment_acc': 0.7778741865509762, 'sentiment_loss': 0.5540432052253044, 'topic_f1': 0.3056992162446793, 'topic_acc': 0.702819956616052, 'topic_loss': 0.946836929104916, 'hate_speech_f1': 0.2341661318056117, 'hate_speech_acc': 0.4096586178184846, 'hate_speech_loss': 0.31792978158122615, 'clickbait_f1': 0.7230769230769231, 'clickbait_acc': 0.7777777777777778, 'clickbait_loss': 0.46919777718457306}
+Epoch 2 step 2600: topic loss 0.8227
+Epoch 2 step 2700: hate_speech loss 0.3484
+Epoch 2 step 2800: clickbait loss 0.5196
+Epoch 2 step 2900: sentiment loss 0.6758
+Epoch 2 step 3000: hate_speech loss 0.3274
+ → Eval at step 3000: {'sentiment_f1': 0.6277721949947691, 'sentiment_acc': 0.7913232104121475, 'sentiment_loss': 0.523905463618775, 'topic_f1': 0.32876501922558143, 'topic_acc': 0.7145336225596529, 'topic_loss': 0.9141256038660872, 'hate_speech_f1': 0.2366393987002069, 'hate_speech_acc': 0.4238134887593672, 'hate_speech_loss': 0.3088996484875679, 'clickbait_f1': 0.7566560113845141, 'clickbait_acc': 0.804093567251462, 'clickbait_loss': 0.45281941240484064}
+Epoch 2 step 3100: topic loss 0.9555
+Epoch 2 step 3200: hate_speech loss 0.2515
+Epoch 2 metrics: {'sentiment_f1': 0.6382264751518991, 'sentiment_acc': 0.7926247288503254, 'sentiment_loss': 0.5191073474818713, 'topic_f1': 0.36840157849751604, 'topic_acc': 0.7219088937093275, 'topic_loss': 0.8914716363922782, 'hate_speech_f1': 0.24143908330128383, 'hate_speech_acc': 0.42714404662781014, 'hate_speech_loss': 0.30459744247951004, 'clickbait_f1': 0.7409636019356196, 'clickbait_acc': 0.7894736842105263, 'clickbait_loss': 0.44848882339217444}
+Epoch 3 step 3300: sentiment loss 0.5986
+Epoch 3 step 3400: hate_speech loss 0.2494
+Epoch 3 step 3500: topic loss 0.7551
+ → Eval at step 3500: {'sentiment_f1': 0.6476593107603279, 'sentiment_acc': 0.8004338394793926, 'sentiment_loss': 0.5132168629398085, 'topic_f1': 0.34515214659124527, 'topic_acc': 0.7136659436008677, 'topic_loss': 0.876683382547065, 'hate_speech_f1': 0.2649018284126499, 'hate_speech_acc': 0.42547876769358867, 'hate_speech_loss': 0.30134229205156626, 'clickbait_f1': 0.7695217391304348, 'clickbait_acc': 0.8187134502923976, 'clickbait_loss': 0.4457201822237535}
+Epoch 3 step 3600: sentiment loss 0.5932
+Epoch 3 step 3700: hate_speech loss 0.2800
+Epoch 3 step 3800: clickbait loss 0.4476
+Epoch 3 step 3900: topic loss 0.8138
+Epoch 3 step 4000: sentiment loss 0.8183
+ → Eval at step 4000: {'sentiment_f1': 0.6807165235206206, 'sentiment_acc': 0.8017353579175704, 'sentiment_loss': 0.5020866271567671, 'topic_f1': 0.3949414546819435, 'topic_acc': 0.7271149674620391, 'topic_loss': 0.8613067621696894, 'hate_speech_f1': 0.35268163565240257, 'hate_speech_acc': 0.43547044129891754, 'hate_speech_loss': 0.2927965466913424, 'clickbait_f1': 0.7509787575319481, 'clickbait_acc': 0.7982456140350878, 'clickbait_loss': 0.44473976438695734}
+Epoch 3 step 4100: topic loss 1.2571
+Epoch 3 step 4200: topic loss 0.9098
+Epoch 3 step 4300: sentiment loss 0.2756
+Epoch 3 step 4400: topic loss 0.8247
+Epoch 3 step 4500: sentiment loss 0.7068
+ → Eval at step 4500: {'sentiment_f1': 0.6821267195889942, 'sentiment_acc': 0.8043383947939262, 'sentiment_loss': 0.4960186452898261, 'topic_f1': 0.4227348846844718, 'topic_acc': 0.7357917570498915, 'topic_loss': 0.8361799663111363, 'hate_speech_f1': 0.36543619573292363, 'hate_speech_acc': 0.4379683597002498, 'hate_speech_loss': 0.2918686474624433, 'clickbait_f1': 0.7639200110446779, 'clickbait_acc': 0.8099415204678363, 'clickbait_loss': 0.4420894438570196}
+Epoch 3 step 4600: hate_speech loss 0.3432
+Epoch 3 step 4700: topic loss 1.0258
+Epoch 3 step 4800: topic loss 1.0458
+Epoch 3 metrics: {'sentiment_f1': 0.6771907296200572, 'sentiment_acc': 0.8043383947939262, 'sentiment_loss': 0.4949445339710745, 'topic_f1': 0.41670644679879354, 'topic_acc': 0.7301518438177874, 'topic_loss': 0.831782393489186, 'hate_speech_f1': 0.3940992961273352, 'hate_speech_acc': 0.4379683597002498, 'hate_speech_loss': 0.2888920067956573, 'clickbait_f1': 0.7426131343869637, 'clickbait_acc': 0.7982456140350878, 'clickbait_loss': 0.4372460273179141}
+Epoch 4 step 4900: sentiment loss 0.6498
+Epoch 4 step 5000: sentiment loss 0.3727
+ → Eval at step 5000: {'sentiment_f1': 0.6909037931050938, 'sentiment_acc': 0.8052060737527115, 'sentiment_loss': 0.4915450882830032, 'topic_f1': 0.4260006030271965, 'topic_acc': 0.735357917570499, 'topic_loss': 0.819081868210884, 'hate_speech_f1': 0.37673815488899276, 'hate_speech_acc': 0.43713572023313907, 'hate_speech_loss': 0.2876416856521054, 'clickbait_f1': 0.7569296375266524, 'clickbait_acc': 0.7982456140350878, 'clickbait_loss': 0.4428531690077348}
+Epoch 4 step 5100: sentiment loss 0.4780
+Epoch 4 step 5200: sentiment loss 0.4401
+Epoch 4 step 5300: topic loss 0.5753
+Epoch 4 step 5400: hate_speech loss 0.2678
+Epoch 4 step 5500: sentiment loss 0.4808
+ → Eval at step 5500: {'sentiment_f1': 0.6966629787922676, 'sentiment_acc': 0.8125813449023861, 'sentiment_loss': 0.48780191699935965, 'topic_f1': 0.4361442925623442, 'topic_acc': 0.7366594360086768, 'topic_loss': 0.825980536588659, 'hate_speech_f1': 0.4128418665770159, 'hate_speech_acc': 0.44296419650291424, 'hate_speech_loss': 0.28472089806669637, 'clickbait_f1': 0.7425560388089663, 'clickbait_acc': 0.7894736842105263, 'clickbait_loss': 0.4423056190664118}
+Epoch 4 step 5600: topic loss 0.6937
+Epoch 4 step 5700: sentiment loss 0.3063
+Epoch 4 step 5800: sentiment loss 0.6378
+Epoch 4 step 5900: topic loss 0.9692
+Epoch 4 step 6000: clickbait loss 0.5368
+ → Eval at step 6000: {'sentiment_f1': 0.6991212376151239, 'sentiment_acc': 0.8134490238611713, 'sentiment_loss': 0.487593692153284, 'topic_f1': 0.4639244384150496, 'topic_acc': 0.7401301518438178, 'topic_loss': 0.7961098756130836, 'hate_speech_f1': 0.4514880765979936, 'hate_speech_acc': 0.4587843463780183, 'hate_speech_loss': 0.2811801817856337, 'clickbait_f1': 0.7596979707409155, 'clickbait_acc': 0.804093567251462, 'clickbait_loss': 0.4243646128611131}
+Epoch 4 step 6100: sentiment loss 0.5843
+Epoch 4 step 6200: clickbait loss 0.3032
+Epoch 4 step 6300: topic loss 0.9566
+Epoch 4 step 6400: hate_speech loss 0.2335
+Epoch 4 metrics: {'sentiment_f1': 0.7165698052078251, 'sentiment_acc': 0.8078091106290672, 'sentiment_loss': 0.48742026172272146, 'topic_f1': 0.4519637084608067, 'topic_acc': 0.7422993492407809, 'topic_loss': 0.7994420084438912, 'hate_speech_f1': 0.4207796119760386, 'hate_speech_acc': 0.4621149042464613, 'hate_speech_loss': 0.2804163992404938, 'clickbait_f1': 0.7665847665847666, 'clickbait_acc': 0.7953216374269005, 'clickbait_loss': 0.44118160009384155}
+Epoch 5 step 6500: hate_speech loss 0.2389
+ → Eval at step 6500: {'sentiment_f1': 0.7023850166832311, 'sentiment_acc': 0.8151843817787419, 'sentiment_loss': 0.4825498328021128, 'topic_f1': 0.46152704170053854, 'topic_acc': 0.7457700650759219, 'topic_loss': 0.7905070780176823, 'hate_speech_f1': 0.4305525786926614, 'hate_speech_acc': 0.4521232306411324, 'hate_speech_loss': 0.28279679229384974, 'clickbait_f1': 0.7622966507177034, 'clickbait_acc': 0.7982456140350878, 'clickbait_loss': 0.42491416226733814}
+Epoch 5 step 6600: sentiment loss 0.2767
+Epoch 5 step 6700: hate_speech loss 0.2327
+Epoch 5 step 6800: topic loss 0.4040
+Epoch 5 step 6900: sentiment loss 0.4476
+Epoch 5 step 7000: sentiment loss 0.6389
+ → Eval at step 7000: {'sentiment_f1': 0.7142315270968833, 'sentiment_acc': 0.8164859002169197, 'sentiment_loss': 0.4757024177337346, 'topic_f1': 0.4826170451555846, 'topic_acc': 0.7440347071583514, 'topic_loss': 0.7938372586687951, 'hate_speech_f1': 0.4285724124292809, 'hate_speech_acc': 0.4579517069109076, 'hate_speech_loss': 0.2792751459698928, 'clickbait_f1': 0.7469016771073287, 'clickbait_acc': 0.7923976608187134, 'clickbait_loss': 0.4257746663960544}
+Epoch 5 step 7100: sentiment loss 0.2836
+Epoch 5 step 7200: sentiment loss 0.3842
+Epoch 5 step 7300: hate_speech loss 0.3143
+Epoch 5 step 7400: sentiment loss 0.4562
+Epoch 5 step 7500: clickbait loss 0.6591
+ → Eval at step 7500: {'sentiment_f1': 0.7151949605763046, 'sentiment_acc': 0.8130151843817788, 'sentiment_loss': 0.4771719720878013, 'topic_f1': 0.49881719713330375, 'topic_acc': 0.7496746203904555, 'topic_loss': 0.7719127829250407, 'hate_speech_f1': 0.4326614659677763, 'hate_speech_acc': 0.47293921731890093, 'hate_speech_loss': 0.27786001210149963, 'clickbait_f1': 0.7465701219512195, 'clickbait_acc': 0.7953216374269005, 'clickbait_loss': 0.425836443901062}
+Epoch 5 step 7600: topic loss 0.6455
+Epoch 5 step 7700: sentiment loss 0.5400
+Epoch 5 step 7800: sentiment loss 0.7641
+Epoch 5 step 7900: clickbait loss 0.3217
+Epoch 5 step 8000: sentiment loss 0.4473
+ → Eval at step 8000: {'sentiment_f1': 0.7182111566594325, 'sentiment_acc': 0.817353579175705, 'sentiment_loss': 0.483073111266306, 'topic_f1': 0.502856145525964, 'topic_acc': 0.7535791757049891, 'topic_loss': 0.7745312944769043, 'hate_speech_f1': 0.45656521482332846, 'hate_speech_acc': 0.4829308909242298, 'hate_speech_loss': 0.27882562224802215, 'clickbait_f1': 0.7555147058823529, 'clickbait_acc': 0.7953216374269005, 'clickbait_loss': 0.4248572967269204}
+Epoch 5 metrics: {'sentiment_f1': 0.7101783366228784, 'sentiment_acc': 0.8130151843817788, 'sentiment_loss': 0.4796372628579401, 'topic_f1': 0.5136876606022985, 'topic_acc': 0.751409978308026, 'topic_loss': 0.7703019550503933, 'hate_speech_f1': 0.4323982048600583, 'hate_speech_acc': 0.48376353039134057, 'hate_speech_loss': 0.2778236050354807, 'clickbait_f1': 0.7675887432043492, 'clickbait_acc': 0.8011695906432749, 'clickbait_loss': 0.4227235100486062}
+Epoch 6 step 8100: topic loss 0.3826
+Epoch 6 step 8200: sentiment loss 0.4690
+Epoch 6 step 8300: sentiment loss 0.1760
+Epoch 6 step 8400: sentiment loss 1.0767
+Epoch 6 step 8500: topic loss 0.2320
+ → Eval at step 8500: {'sentiment_f1': 0.7179640231628424, 'sentiment_acc': 0.8156182212581344, 'sentiment_loss': 0.47630774199146114, 'topic_f1': 0.5158853884142715, 'topic_acc': 0.7566160520607376, 'topic_loss': 0.7559530415049155, 'hate_speech_f1': 0.461813112363477, 'hate_speech_acc': 0.48542880932556204, 'hate_speech_loss': 0.2763367510939899, 'clickbait_f1': 0.748159057437408, 'clickbait_acc': 0.7953216374269005, 'clickbait_loss': 0.4236313077536496}
+Epoch 6 step 8600: topic loss 0.6582
+Epoch 6 step 8700: topic loss 0.7085
+Epoch 6 step 8800: hate_speech loss 0.3097
+Epoch 6 step 8900: topic loss 0.8511
+Epoch 6 step 9000: sentiment loss 0.5054
+ → Eval at step 9000: {'sentiment_f1': 0.7182095693029025, 'sentiment_acc': 0.8134490238611713, 'sentiment_loss': 0.473798920540777, 'topic_f1': 0.525577949823219, 'topic_acc': 0.7540130151843818, 'topic_loss': 0.7577348524474934, 'hate_speech_f1': 0.44620241126920207, 'hate_speech_acc': 0.47293921731890093, 'hate_speech_loss': 0.2769445984771377, 'clickbait_f1': 0.7513185789047858, 'clickbait_acc': 0.7923976608187134, 'clickbait_loss': 0.41579732027920807}
+Epoch 6 step 9100: sentiment loss 0.2435
+Epoch 6 step 9200: sentiment loss 0.3319
+Epoch 6 step 9300: sentiment loss 0.4357
+Epoch 6 step 9400: topic loss 0.9514
+Epoch 6 step 9500: topic loss 0.5237
+ → Eval at step 9500: {'sentiment_f1': 0.7146580720173434, 'sentiment_acc': 0.8177874186550976, 'sentiment_loss': 0.4712990478497662, 'topic_f1': 0.5208857332487807, 'topic_acc': 0.7531453362255965, 'topic_loss': 0.7526653293673307, 'hate_speech_f1': 0.44749820157282605, 'hate_speech_acc': 0.4746044962531224, 'hate_speech_loss': 0.27651390315670715, 'clickbait_f1': 0.7525247758376593, 'clickbait_acc': 0.7982456140350878, 'clickbait_loss': 0.42521333965388214}
+Epoch 6 step 9600: topic loss 0.3528
+Epoch 6 metrics: {'sentiment_f1': 0.7293403994413429, 'sentiment_acc': 0.8182212581344902, 'sentiment_loss': 0.47293908945093416, 'topic_f1': 0.5145525247373884, 'topic_acc': 0.7509761388286335, 'topic_loss': 0.7647588419893833, 'hate_speech_f1': 0.4429333594001593, 'hate_speech_acc': 0.47960033305578686, 'hate_speech_loss': 0.278283671328896, 'clickbait_f1': 0.7354048176647708, 'clickbait_acc': 0.783625730994152, 'clickbait_loss': 0.4302741126580672}
+Epoch 7 step 9700: sentiment loss 0.2671
+Epoch 7 step 9800: topic loss 0.3062
+Epoch 7 step 9900: sentiment loss 0.2595
+Epoch 7 step 10000: hate_speech loss 0.1911
+ → Eval at step 10000: {'sentiment_f1': 0.7165379189550536, 'sentiment_acc': 0.8108459869848156, 'sentiment_loss': 0.47844980432562634, 'topic_f1': 0.5169616077051108, 'topic_acc': 0.7557483731019523, 'topic_loss': 0.7524120047280233, 'hate_speech_f1': 0.44507457324689825, 'hate_speech_acc': 0.48792672772689427, 'hate_speech_loss': 0.27662629712569087, 'clickbait_f1': 0.7437607505038887, 'clickbait_acc': 0.7923976608187134, 'clickbait_loss': 0.42564475536346436}
+Epoch 7 step 10100: sentiment loss 0.4054
+Epoch 7 step 10200: sentiment loss 0.4333
+Epoch 7 step 10300: topic loss 0.5397
+Epoch 7 step 10400: sentiment loss 0.4730
+Epoch 7 step 10500: topic loss 0.7899
+ → Eval at step 10500: {'sentiment_f1': 0.7248619998697483, 'sentiment_acc': 0.813882863340564, 'sentiment_loss': 0.4811984133230497, 'topic_f1': 0.5198460318508673, 'topic_acc': 0.7579175704989154, 'topic_loss': 0.7498531510211426, 'hate_speech_f1': 0.46010395440491614, 'hate_speech_acc': 0.47377185678601164, 'hate_speech_loss': 0.27410607432064255, 'clickbait_f1': 0.7437607505038887, 'clickbait_acc': 0.7923976608187134, 'clickbait_loss': 0.4211826866323298}
+Epoch 7 step 10600: sentiment loss 0.3722
+Epoch 7 step 10700: topic loss 0.6101
+Epoch 7 step 10800: sentiment loss 0.2954
+Epoch 7 step 10900: topic loss 0.5226
+Epoch 7 step 11000: clickbait loss 0.3777
+ → Eval at step 11000: {'sentiment_f1': 0.7285729444338586, 'sentiment_acc': 0.8151843817787419, 'sentiment_loss': 0.47235813685884215, 'topic_f1': 0.5349516909771973, 'topic_acc': 0.7553145336225596, 'topic_loss': 0.7500714186885177, 'hate_speech_f1': 0.4753141499023852, 'hate_speech_acc': 0.48626144879267275, 'hate_speech_loss': 0.27616966202070836, 'clickbait_f1': 0.7607531180044771, 'clickbait_acc': 0.7953216374269005, 'clickbait_loss': 0.4206146245652979}
+Epoch 7 step 11100: sentiment loss 0.2610
+Epoch 7 step 11200: hate_speech loss 0.2352
+Epoch 7 metrics: {'sentiment_f1': 0.7179106398663551, 'sentiment_acc': 0.813882863340564, 'sentiment_loss': 0.4707603105535246, 'topic_f1': 0.5357955128382808, 'topic_acc': 0.7570498915401301, 'topic_loss': 0.7367574564142995, 'hate_speech_f1': 0.4850029241749893, 'hate_speech_acc': 0.4945878434637802, 'hate_speech_loss': 0.27406081870982524, 'clickbait_f1': 0.7443842921784098, 'clickbait_acc': 0.783625730994152, 'clickbait_loss': 0.42560016025196423}
+Epoch 8 step 11300: sentiment loss 0.5687
+Epoch 8 step 11400: topic loss 0.6719
+Epoch 8 step 11500: hate_speech loss 0.1791
+ → Eval at step 11500: {'sentiment_f1': 0.7230261447213886, 'sentiment_acc': 0.817353579175705, 'sentiment_loss': 0.4718917210216392, 'topic_f1': 0.5264739108683919, 'topic_acc': 0.751409978308026, 'topic_loss': 0.7516319260562527, 'hate_speech_f1': 0.48595705945447315, 'hate_speech_acc': 0.5054121565362198, 'hate_speech_loss': 0.2741148244393499, 'clickbait_f1': 0.7499289109152212, 'clickbait_acc': 0.7894736842105263, 'clickbait_loss': 0.42043355920098047}
+Epoch 8 step 11600: topic loss 0.6732
+Epoch 8 step 11700: topic loss 1.0235
+Epoch 8 step 11800: sentiment loss 0.4030
+Epoch 8 step 11900: topic loss 0.3195
+Epoch 8 step 12000: hate_speech loss 0.2291
+ → Eval at step 12000: {'sentiment_f1': 0.7240014675819912, 'sentiment_acc': 0.8082429501084599, 'sentiment_loss': 0.4755672775719264, 'topic_f1': 0.5206662552605849, 'topic_acc': 0.7518438177874186, 'topic_loss': 0.744218010608464, 'hate_speech_f1': 0.48802683519002255, 'hate_speech_acc': 0.4954204829308909, 'hate_speech_loss': 0.2728516130070937, 'clickbait_f1': 0.7622966507177034, 'clickbait_acc': 0.7982456140350878, 'clickbait_loss': 0.4262126088142395}
+Epoch 8 step 12100: hate_speech loss 0.2485
+Epoch 8 step 12200: sentiment loss 0.3011
+Epoch 8 step 12300: sentiment loss 0.1968
+Epoch 8 step 12400: sentiment loss 0.5206
+Epoch 8 step 12500: clickbait loss 0.2896
+ → Eval at step 12500: {'sentiment_f1': 0.7252792103726695, 'sentiment_acc': 0.8225596529284165, 'sentiment_loss': 0.47458156264603957, 'topic_f1': 0.5468101890357034, 'topic_acc': 0.7579175704989154, 'topic_loss': 0.7381515316665173, 'hate_speech_f1': 0.4811497550283348, 'hate_speech_acc': 0.4962531223980017, 'hate_speech_loss': 0.2730731473941552, 'clickbait_f1': 0.7385537190082645, 'clickbait_acc': 0.783625730994152, 'clickbait_loss': 0.4159941619092768}
+Epoch 8 step 12600: topic loss 0.3888
+Epoch 8 step 12700: hate_speech loss 0.2598
+Epoch 8 step 12800: hate_speech loss 0.2257
+Epoch 8 step 12900: topic loss 0.5941
+Epoch 8 metrics: {'sentiment_f1': 0.7259822596143618, 'sentiment_acc': 0.8160520607375271, 'sentiment_loss': 0.4773180556215652, 'topic_f1': 0.5499250996759739, 'topic_acc': 0.7566160520607376, 'topic_loss': 0.742373075897563, 'hate_speech_f1': 0.4808924192996159, 'hate_speech_acc': 0.4845961698584513, 'hate_speech_loss': 0.2744842677524215, 'clickbait_f1': 0.745351580934403, 'clickbait_acc': 0.7923976608187134, 'clickbait_loss': 0.4286793687126853}
+Epoch 9 step 13000: topic loss 0.6567
+ → Eval at step 13000: {'sentiment_f1': 0.7284514333246318, 'sentiment_acc': 0.8121475054229935, 'sentiment_loss': 0.47933033966038324, 'topic_f1': 0.545036539132991, 'topic_acc': 0.7605206073752712, 'topic_loss': 0.7400020876618689, 'hate_speech_f1': 0.48265910711483356, 'hate_speech_acc': 0.511240632805995, 'hate_speech_loss': 0.2724790231961953, 'clickbait_f1': 0.7554066985645933, 'clickbait_acc': 0.7923976608187134, 'clickbait_loss': 0.4147631444714286}
+Epoch 9 step 13100: topic loss 0.4826
+Epoch 9 step 13200: hate_speech loss 0.2920
+Epoch 9 step 13300: topic loss 0.8023
+Epoch 9 step 13400: sentiment loss 0.2846
+Epoch 9 step 13500: hate_speech loss 0.2616
+ → Eval at step 13500: {'sentiment_f1': 0.7205145387750214, 'sentiment_acc': 0.8151843817787419, 'sentiment_loss': 0.48415346464065656, 'topic_f1': 0.5462229275955605, 'topic_acc': 0.7587852494577007, 'topic_loss': 0.7331277013386357, 'hate_speech_f1': 0.47551591925583486, 'hate_speech_acc': 0.48792672772689427, 'hate_speech_loss': 0.27353577041312266, 'clickbait_f1': 0.7345588235294118, 'clickbait_acc': 0.7777777777777778, 'clickbait_loss': 0.4207876433025707}
+Epoch 9 step 13600: sentiment loss 0.4012
+Epoch 9 step 13700: sentiment loss 0.3114
+Epoch 9 step 13800: sentiment loss 0.3766
+Epoch 9 step 13900: sentiment loss 0.5022
+Epoch 9 step 14000: hate_speech loss 0.2746
+ → Eval at step 14000: {'sentiment_f1': 0.7195705235925053, 'sentiment_acc': 0.810412147505423, 'sentiment_loss': 0.47675241244165867, 'topic_f1': 0.5548124702790961, 'topic_acc': 0.7631236442516269, 'topic_loss': 0.7319909879708126, 'hate_speech_f1': 0.47451936395938155, 'hate_speech_acc': 0.4945878434637802, 'hate_speech_loss': 0.2747874608949611, 'clickbait_f1': 0.7499289109152212, 'clickbait_acc': 0.7894736842105263, 'clickbait_loss': 0.4184808812358163}
+Epoch 9 step 14100: sentiment loss 0.3467
+Epoch 9 step 14200: topic loss 0.8251
+Epoch 9 step 14300: topic loss 0.8210
+Epoch 9 step 14400: sentiment loss 0.5153
+Epoch 9 step 14500: topic loss 0.3437
+ → Eval at step 14500: {'sentiment_f1': 0.7223268127216385, 'sentiment_acc': 0.8112798264642083, 'sentiment_loss': 0.47648982673066936, 'topic_f1': 0.5479832343281095, 'topic_acc': 0.7570498915401301, 'topic_loss': 0.7466654740273952, 'hate_speech_f1': 0.48382843415594656, 'hate_speech_acc': 0.5070774354704413, 'hate_speech_loss': 0.2730264346066274, 'clickbait_f1': 0.7485294117647059, 'clickbait_acc': 0.7894736842105263, 'clickbait_loss': 0.41838748346675525}
+Epoch 9 metrics: {'sentiment_f1': 0.7255378685826059, 'sentiment_acc': 0.8134490238611713, 'sentiment_loss': 0.47537868970061004, 'topic_f1': 0.5585099479047512, 'topic_acc': 0.7613882863340564, 'topic_loss': 0.7417333050286525, 'hate_speech_f1': 0.4820432956828702, 'hate_speech_acc': 0.48626144879267275, 'hate_speech_loss': 0.27533750079180064, 'clickbait_f1': 0.7428386020209512, 'clickbait_acc': 0.7865497076023392, 'clickbait_loss': 0.42122598669745703}
+Epoch 10 step 14600: hate_speech loss 0.2068
+Epoch 10 step 14700: topic loss 0.6491
+Epoch 10 step 14800: topic loss 0.5375
+Epoch 10 step 14900: hate_speech loss 0.1982
+Epoch 10 step 15000: sentiment loss 0.3660
+ → Eval at step 15000: {'sentiment_f1': 0.7267580517193559, 'sentiment_acc': 0.810412147505423, 'sentiment_loss': 0.47674582316859127, 'topic_f1': 0.54558387914857, 'topic_acc': 0.7592190889370932, 'topic_loss': 0.7399679724484274, 'hate_speech_f1': 0.4804844114097421, 'hate_speech_acc': 0.48376353039134057, 'hate_speech_loss': 0.2748761004523227, 'clickbait_f1': 0.7413251826141014, 'clickbait_acc': 0.7865497076023392, 'clickbait_loss': 0.42854604395953094}
+Epoch 10 step 15100: hate_speech loss 0.2182
+Epoch 10 step 15200: sentiment loss 0.1764
+Epoch 10 step 15300: sentiment loss 0.3450
+Epoch 10 step 15400: sentiment loss 0.4319
+Epoch 10 step 15500: hate_speech loss 0.1984
+ → Eval at step 15500: {'sentiment_f1': 0.7222853983651383, 'sentiment_acc': 0.8078091106290672, 'sentiment_loss': 0.4828627587181248, 'topic_f1': 0.5435547972295135, 'topic_acc': 0.7574837310195228, 'topic_loss': 0.7354109259194708, 'hate_speech_f1': 0.48542630381495117, 'hate_speech_acc': 0.488759367194005, 'hate_speech_loss': 0.2717130529253106, 'clickbait_f1': 0.7334106172049888, 'clickbait_acc': 0.7719298245614035, 'clickbait_loss': 0.4242906055667184}
+Epoch 10 step 15600: sentiment loss 0.3730
+Epoch 10 step 15700: topic loss 0.4636
+Epoch 10 step 15800: sentiment loss 0.3405
+Epoch 10 step 15900: sentiment loss 0.3756
+Epoch 10 step 16000: sentiment loss 0.7160
+ → Eval at step 16000: {'sentiment_f1': 0.7273350746520792, 'sentiment_acc': 0.8134490238611713, 'sentiment_loss': 0.4802500741326646, 'topic_f1': 0.5410957796717446, 'topic_acc': 0.7613882863340564, 'topic_loss': 0.7318385036993925, 'hate_speech_f1': 0.482809883941085, 'hate_speech_acc': 0.5095753538717736, 'hate_speech_loss': 0.27549400415859726, 'clickbait_f1': 0.738878842676311, 'clickbait_acc': 0.7777777777777778, 'clickbait_loss': 0.42274966023185034}
+Epoch 10 step 16100: sentiment loss 0.1838
+Epoch 10 metrics: {'sentiment_f1': 0.7237589786591265, 'sentiment_acc': 0.8099783080260303, 'sentiment_loss': 0.4810421619411201, 'topic_f1': 0.5533255562028749, 'topic_acc': 0.7605206073752712, 'topic_loss': 0.7407549801856688, 'hate_speech_f1': 0.478255217790593, 'hate_speech_acc': 0.4970857618651124, 'hate_speech_loss': 0.27218920972786453, 'clickbait_f1': 0.7429936975842409, 'clickbait_acc': 0.7807017543859649, 'clickbait_loss': 0.4387291967868805}
+Training finished
+Best avg F1: 0.6272