vocal-v1 / checkpoints /v3 /training_log.jsonl
lamooon's picture
Upload checkpoints/v3/training_log.jsonl with huggingface_hub
8bda130 verified
{"epoch": 1, "train_loss": 4.45803740343124, "val_onset_f1": 0.012584734016458906, "val_onset_precision": 0.0063415231909802975, "val_onset_recall": 0.8117647058717417, "val_frame_f1": 0.21186941575526047, "val_frame_precision": 0.11919323964702844, "val_frame_recall": 0.9523454257195259, "val_pitch_accuracy": 0.30429917000810935, "val_loss": 1.3725575032963682, "best_f1": 0.012584734016458906, "elapsed": 186.19270062446594}
{"epoch": 2, "train_loss": 3.282650820314329, "val_onset_f1": 0.0798215554553342, "val_onset_precision": 0.0425008483202897, "val_onset_recall": 0.6549019607757529, "val_frame_f1": 0.35189895944112315, "val_frame_precision": 0.2181557872130513, "val_frame_recall": 0.9094469831195472, "val_pitch_accuracy": 0.44017532406934606, "val_loss": 0.9902183395018106, "best_f1": 0.0798215554553342, "elapsed": 164.2449541091919}
{"epoch": 3, "train_loss": 2.776251209917126, "val_onset_f1": 0.0786046867352341, "val_onset_precision": 0.041827649924372726, "val_onset_recall": 0.6509803921483532, "val_frame_f1": 0.4029052116584129, "val_frame_precision": 0.26176914055948464, "val_frame_recall": 0.8742889116843473, "val_pitch_accuracy": 0.5154341135871346, "val_loss": 0.871544301127598, "best_f1": 0.0798215554553342, "elapsed": 147.1007046699524}
{"epoch": 4, "train_loss": 2.585367386623024, "val_onset_f1": 0.0971846494209733, "val_onset_precision": 0.052625868055498445, "val_onset_recall": 0.6339869280962878, "val_frame_f1": 0.5768562236819812, "val_frame_precision": 0.42855201159821105, "val_frame_recall": 0.882122540333039, "val_pitch_accuracy": 0.5195374428793066, "val_loss": 0.8135813919570186, "best_f1": 0.0971846494209733, "elapsed": 164.15928292274475}
{"epoch": 5, "train_loss": 2.494547103522987, "val_onset_f1": 0.09593139069258709, "val_onset_precision": 0.051927021483264675, "val_onset_recall": 0.6287581699264214, "val_frame_f1": 0.6028420839522319, "val_frame_precision": 0.4583818958816733, "val_frame_recall": 0.8802573906547791, "val_pitch_accuracy": 0.5320339457236481, "val_loss": 0.8066509140154986, "best_f1": 0.0971846494209733, "elapsed": 157.57198643684387}
{"epoch": 6, "train_loss": 2.398980882636218, "val_onset_f1": 0.10751309030124308, "val_onset_precision": 0.0585428305399691, "val_onset_recall": 0.657516339860686, "val_frame_f1": 0.6766227957465304, "val_frame_precision": 0.5604752281214033, "val_frame_recall": 0.853492492771749, "val_pitch_accuracy": 0.5495663526992917, "val_loss": 0.8013632660453667, "best_f1": 0.10751309030124308, "elapsed": 156.2379550933838}
{"epoch": 7, "train_loss": 2.328131939390296, "val_onset_f1": 0.11431423763364566, "val_onset_precision": 0.06318984547452651, "val_onset_recall": 0.5986928104496902, "val_frame_f1": 0.7023754740856444, "val_frame_precision": 0.5960850621053546, "val_frame_recall": 0.8547980975465309, "val_pitch_accuracy": 0.5595449034779822, "val_loss": 0.7300743367870464, "best_f1": 0.11431423763364566, "elapsed": 151.6288125514984}
{"epoch": 8, "train_loss": 2.2741030974372585, "val_onset_f1": 0.09709897488879997, "val_onset_precision": 0.05193975353715021, "val_onset_recall": 0.7437908496634799, "val_frame_f1": 0.6703335651927788, "val_frame_precision": 0.5410437073950043, "val_frame_recall": 0.8808169355582571, "val_pitch_accuracy": 0.5640212627058061, "val_loss": 0.757631926039762, "best_f1": 0.11431423763364566, "elapsed": 156.34912705421448}
{"epoch": 9, "train_loss": 2.2553955689003238, "val_onset_f1": 0.105232329738429, "val_onset_precision": 0.05686253824237064, "val_onset_recall": 0.7045751633894827, "val_frame_f1": 0.6973197557360968, "val_frame_precision": 0.5897717012765447, "val_frame_recall": 0.852839690384358, "val_pitch_accuracy": 0.5739065560005838, "val_loss": 0.7499113113362231, "best_f1": 0.11431423763364566, "elapsed": 147.73661541938782}
{"epoch": 10, "train_loss": 2.2617931738218338, "val_onset_f1": 0.12147134133299695, "val_onset_precision": 0.06699919115655567, "val_onset_recall": 0.6496732026058866, "val_frame_f1": 0.7073492338020017, "val_frame_precision": 0.6188811188806861, "val_frame_recall": 0.8253287326300239, "val_pitch_accuracy": 0.5762379930984087, "val_loss": 0.7551215547206465, "best_f1": 0.12147134133299695, "elapsed": 135.40274000167847}
{"epoch": 11, "train_loss": 2.2446174643711783, "val_onset_f1": 0.08792471701307533, "val_onset_precision": 0.046518698692576375, "val_onset_recall": 0.7999999999895425, "val_frame_f1": 0.6110762624700324, "val_frame_precision": 0.46033545948478133, "val_frame_recall": 0.9086076657643303, "val_pitch_accuracy": 0.5832323043918836, "val_loss": 0.7592528112225735, "best_f1": 0.12147134133299695, "elapsed": 163.4368360042572}
{"epoch": 12, "train_loss": 2.2376665972603322, "val_onset_f1": 0.10412021190815555, "val_onset_precision": 0.056230366492087715, "val_onset_recall": 0.7019607843045496, "val_frame_f1": 0.6841251058699788, "val_frame_precision": 0.5658673500515188, "val_frame_recall": 0.8648699058091346, "val_pitch_accuracy": 0.5814604121975366, "val_loss": 0.7396981518076204, "best_f1": 0.12147134133299695, "elapsed": 148.06835341453552}
{"epoch": 13, "train_loss": 2.2099307683995426, "val_onset_f1": 0.10487388448774461, "val_onset_precision": 0.05653818627946371, "val_onset_recall": 0.7228758169840147, "val_frame_f1": 0.6624010133915832, "val_frame_precision": 0.5333902647306955, "val_frame_recall": 0.8737293667808693, "val_pitch_accuracy": 0.5908794180727494, "val_loss": 0.7377091986405204, "best_f1": 0.12147134133299695, "elapsed": 148.39724278450012}
{"epoch": 14, "train_loss": 2.1925495263237638, "val_onset_f1": 0.09860769743297522, "val_onset_precision": 0.05259938837915893, "val_onset_recall": 0.7869281045648767, "val_frame_f1": 0.6458911951569469, "val_frame_precision": 0.5071546358846177, "val_frame_recall": 0.8891168516265139, "val_pitch_accuracy": 0.5792222325836247, "val_loss": 0.7403893079851934, "best_f1": 0.12147134133299695, "elapsed": 150.26107144355774}
{"epoch": 1, "train_loss": 5.025159191929872, "val_onset_f1": 0.014377903273103744, "val_onset_precision": 0.007247221368706917, "val_onset_recall": 0.8941176470471357, "val_frame_f1": 0.14844296028638274, "val_frame_precision": 0.08017196261681643, "val_frame_recall": 0.9999999999990673, "val_pitch_accuracy": 0.19481488389425083, "val_loss": 1.7827393845168513, "best_f1": 0.014377903273103744, "elapsed": 175.54269886016846}
{"epoch": 2, "train_loss": 4.138422475375055, "val_onset_f1": 0.07458323343788051, "val_onset_precision": 0.039690548267709645, "val_onset_recall": 0.6169934640442223, "val_frame_f1": 0.44488207279682795, "val_frame_precision": 0.29834834356990153, "val_frame_recall": 0.8742889116843473, "val_pitch_accuracy": 0.3549379837728668, "val_loss": 1.2669484639234507, "best_f1": 0.07458323343788051, "elapsed": 157.37484335899353}
{"epoch": 3, "train_loss": 3.3782881029102834, "val_onset_f1": 0.09695817355614601, "val_onset_precision": 0.05228088159912631, "val_onset_recall": 0.666666666657952, "val_frame_f1": 0.3771554663865381, "val_frame_precision": 0.2391054472763021, "val_frame_recall": 0.8923808635634688, "val_pitch_accuracy": 0.47421430569759, "val_loss": 1.0252214537711064, "best_f1": 0.09695817355614601, "elapsed": 165.46700811386108}
{"epoch": 4, "train_loss": 3.0154545848263044, "val_onset_f1": 0.10227847958311093, "val_onset_precision": 0.05543358946206867, "val_onset_recall": 0.6601307189456193, "val_frame_f1": 0.46787716035556426, "val_frame_precision": 0.31871177047064353, "val_frame_recall": 0.8795113307834752, "val_pitch_accuracy": 0.49967359880583817, "val_loss": 0.9044581098176205, "best_f1": 0.10227847958311093, "elapsed": 165.22151446342468}
{"epoch": 5, "train_loss": 2.80909410453431, "val_onset_f1": 0.09206270097610705, "val_onset_precision": 0.04914984059506805, "val_onset_recall": 0.7254901960689478, "val_frame_f1": 0.45625479280227743, "val_frame_precision": 0.3071061892615158, "val_frame_recall": 0.8870651869804279, "val_pitch_accuracy": 0.5232677422358264, "val_loss": 0.9115322171084916, "best_f1": 0.10227847958311093, "elapsed": 152.26854157447815}
{"epoch": 6, "train_loss": 2.6736974500022566, "val_onset_f1": 0.11001380332809935, "val_onset_precision": 0.05987055016174309, "val_onset_recall": 0.6771241829976846, "val_frame_f1": 0.6516569290940215, "val_frame_precision": 0.5231881601985408, "val_frame_recall": 0.8637508160021786, "val_pitch_accuracy": 0.5478877179888577, "val_loss": 0.8416493508631169, "best_f1": 0.11001380332809935, "elapsed": 159.10925722122192}
{"epoch": 7, "train_loss": 2.5825655912664796, "val_onset_f1": 0.11659603551004881, "val_onset_precision": 0.06389656038154168, "val_onset_recall": 0.6653594771154855, "val_frame_f1": 0.7027256533977623, "val_frame_precision": 0.599578364845774, "val_frame_recall": 0.8487363610921861, "val_pitch_accuracy": 0.5657931549001531, "val_loss": 0.7703109729666707, "best_f1": 0.11659603551004881, "elapsed": 142.18489813804626}
{"epoch": 8, "train_loss": 2.505078543553361, "val_onset_f1": 0.1172240969574893, "val_onset_precision": 0.06394105062982654, "val_onset_recall": 0.7032679738470161, "val_frame_f1": 0.7086112979716283, "val_frame_precision": 0.6016667751802841, "val_frame_recall": 0.8617924088400057, "val_pitch_accuracy": 0.5675650470945001, "val_loss": 0.7874465400427788, "best_f1": 0.1172240969574893, "elapsed": 152.0352954864502}
{"epoch": 9, "train_loss": 2.480807053643232, "val_onset_f1": 0.10126805087430993, "val_onset_precision": 0.05429137947308631, "val_onset_recall": 0.7516339869182793, "val_frame_f1": 0.6711162858614145, "val_frame_precision": 0.5400704785719336, "val_frame_recall": 0.8861326121412979, "val_pitch_accuracy": 0.5726009512258019, "val_loss": 0.7803022468483437, "best_f1": 0.1172240969574893, "elapsed": 158.58479285240173}
{"epoch": 10, "train_loss": 2.47655235565297, "val_onset_f1": 0.12476547679057032, "val_onset_precision": 0.06853020739396042, "val_onset_recall": 0.6954248365922167, "val_frame_f1": 0.7014807140934577, "val_frame_precision": 0.6094943240449883, "val_frame_recall": 0.8261680499852408, "val_pitch_accuracy": 0.5589853585745043, "val_loss": 0.7868295594035134, "best_f1": 0.12476547679057032, "elapsed": 168.49948358535767}
{"epoch": 11, "train_loss": 2.4402977225806017, "val_onset_f1": 0.10474452424870748, "val_onset_precision": 0.05630210887684521, "val_onset_recall": 0.7503267973758128, "val_frame_f1": 0.6657437483600759, "val_frame_precision": 0.5293049364368888, "val_frame_recall": 0.8969504802752056, "val_pitch_accuracy": 0.5788492026479727, "val_loss": 0.7903148504043582, "best_f1": 0.12476547679057032, "elapsed": 172.19027972221375}
{"epoch": 12, "train_loss": 2.4353470062937594, "val_onset_f1": 0.11202404668041636, "val_onset_precision": 0.06066196418875674, "val_onset_recall": 0.7307189542388142, "val_frame_f1": 0.6801857312976124, "val_frame_precision": 0.5566110550373706, "val_frame_recall": 0.8742889116843473, "val_pitch_accuracy": 0.5814604121975366, "val_loss": 0.7912010120665793, "best_f1": 0.12476547679057032, "elapsed": 155.78727006912231}
{"epoch": 13, "train_loss": 2.392527304208201, "val_onset_f1": 0.11002147994685374, "val_onset_precision": 0.05924361295508022, "val_onset_recall": 0.7699346405128114, "val_frame_f1": 0.7052937084011655, "val_frame_precision": 0.5972572611419902, "val_frame_recall": 0.8610463489687018, "val_pitch_accuracy": 0.5666324722553701, "val_loss": 0.7979679789477542, "best_f1": 0.12476547679057032, "elapsed": 148.13319444656372}
{"epoch": 14, "train_loss": 2.374712561852051, "val_onset_f1": 0.10374193425417325, "val_onset_precision": 0.05552486187840191, "val_onset_recall": 0.7882352941073433, "val_frame_f1": 0.6368236886062076, "val_frame_precision": 0.5008012820510145, "val_frame_recall": 0.8742889116843473, "val_pitch_accuracy": 0.5721346638062369, "val_loss": 0.7977724735791892, "best_f1": 0.12476547679057032, "elapsed": 130.50316381454468}
{"epoch": 15, "train_loss": 2.3636243636520438, "val_onset_f1": 0.10819018561342282, "val_onset_precision": 0.05832992222671067, "val_onset_recall": 0.7450980392059464, "val_frame_f1": 0.6818390595043594, "val_frame_precision": 0.5489359280752538, "val_frame_recall": 0.8996549473086826, "val_pitch_accuracy": 0.5776368553571037, "val_loss": 0.7745637501061741, "val_note_precision": 0.8214013949731231, "val_note_recall": 0.8687886656743171, "val_note_f1": 0.8034666044690437, "best_f1": 0.12476547679057032, "elapsed": 150.92522192001343}
{"epoch": 1, "train_loss": 5.188145307882982, "val_onset_f1": 0.054822254358700286, "val_onset_precision": 0.02826275551699449, "val_onset_recall": 0.9096858638703766, "val_frame_f1": 0.14844296028638274, "val_frame_precision": 0.08017196261681643, "val_frame_recall": 0.9999999999990673, "val_pitch_accuracy": 0.16655786626861274, "val_loss": 1.8150805029184072, "best_f1": 0.054822254358700286, "elapsed": 312.67162322998047}
{"epoch": 2, "train_loss": 4.379896896206245, "val_onset_f1": 0.12136270977436425, "val_onset_precision": 0.06515170995112331, "val_onset_recall": 0.884380453748323, "val_frame_f1": 0.4034485645281557, "val_frame_precision": 0.26101137453740964, "val_frame_recall": 0.8880910193034709, "val_pitch_accuracy": 0.3384314091202663, "val_loss": 1.3440669438064987, "best_f1": 0.12136270977436425, "elapsed": 191.0824911594391}
{"epoch": 3, "train_loss": 3.6126051836229127, "val_onset_f1": 0.16806434873575163, "val_onset_precision": 0.09316888045536377, "val_onset_recall": 0.8568935427536785, "val_frame_f1": 0.3904338347164613, "val_frame_precision": 0.2501969848189709, "val_frame_recall": 0.8883707917552098, "val_pitch_accuracy": 0.4513662221389057, "val_loss": 1.100397586627905, "best_f1": 0.16806434873575163, "elapsed": 140.99343180656433}
{"epoch": 4, "train_loss": 3.2315579378904578, "val_onset_f1": 0.20025122786847419, "val_onset_precision": 0.11377423575585001, "val_onset_recall": 0.834642233853252, "val_frame_f1": 0.530808362083892, "val_frame_precision": 0.3808249178730661, "val_frame_recall": 0.8756877739430423, "val_pitch_accuracy": 0.5029376107427931, "val_loss": 0.9506389184424014, "best_f1": 0.20025122786847419, "elapsed": 145.01948761940002}
{"epoch": 5, "train_loss": 3.00249945665094, "val_onset_f1": 0.16429272914444287, "val_onset_precision": 0.09065040650402409, "val_onset_recall": 0.8756544502579596, "val_frame_f1": 0.4657205735698124, "val_frame_precision": 0.3156864696320311, "val_frame_recall": 0.8875314743999929, "val_pitch_accuracy": 0.5225216823645225, "val_loss": 0.9468666195952847, "best_f1": 0.20025122786847419, "elapsed": 145.52400946617126}
{"epoch": 6, "train_loss": 2.857469047053788, "val_onset_f1": 0.24200063872345448, "val_onset_precision": 0.14184770352541393, "val_onset_recall": 0.8232984293157797, "val_frame_f1": 0.6924739288233875, "val_frame_precision": 0.5834398159975828, "val_frame_recall": 0.8516273430934891, "val_pitch_accuracy": 0.5462090832784237, "val_loss": 0.8767425286680904, "best_f1": 0.24200063872345448, "elapsed": 180.3565411567688}
{"epoch": 1, "train_loss": 5.172173272785081, "val_onset_f1": 0.05117604884546501, "val_onset_precision": 0.026329325085142654, "val_onset_recall": 0.9088291746597466, "val_frame_f1": 0.1411627958986179, "val_frame_precision": 0.07594145253752808, "val_frame_recall": 0.9999999999990079, "val_pitch_accuracy": 0.16952683265532234, "val_loss": 1.7753638262139226, "best_f1": 0.05117604884546501, "elapsed": 212.6348433494568}
{"epoch": 2, "train_loss": 4.3401832066549835, "val_onset_f1": 0.1544793969492695, "val_onset_precision": 0.08464902186417277, "val_onset_recall": 0.882437619957378, "val_frame_f1": 0.5252196695297178, "val_frame_precision": 0.3686276080251617, "val_frame_recall": 0.9131038587432664, "val_pitch_accuracy": 0.35026287074660223, "val_loss": 1.2614425788248391, "best_f1": 0.1544793969492695, "elapsed": 161.7705421447754}
{"epoch": 3, "train_loss": 3.6272802556160193, "val_onset_f1": 0.19480795632178252, "val_onset_precision": 0.10954888117739048, "val_onset_recall": 0.8785988483643062, "val_frame_f1": 0.5056892739049312, "val_frame_precision": 0.34910683938202003, "val_frame_recall": 0.9169725225662959, "val_pitch_accuracy": 0.45709751016718864, "val_loss": 1.04811313296003, "best_f1": 0.19480795632178252, "elapsed": 153.53551149368286}
{"epoch": 4, "train_loss": 3.2387907935622264, "val_onset_f1": 0.18101204638566065, "val_onset_precision": 0.10061073609766387, "val_onset_recall": 0.901151631473603, "val_frame_f1": 0.4937340013190163, "val_frame_precision": 0.33631658399815384, "val_frame_recall": 0.9281817280022535, "val_pitch_accuracy": 0.5052078166843516, "val_loss": 0.9348675728096325, "best_f1": 0.19480795632178252, "elapsed": 128.7849416732788}
{"epoch": 5, "train_loss": 3.011668086779851, "val_onset_f1": 0.21678696912828138, "val_onset_precision": 0.12378227399678193, "val_onset_recall": 0.8718809980764306, "val_frame_f1": 0.7007787256471751, "val_frame_precision": 0.580579993482841, "val_frame_recall": 0.8837416922915546, "val_pitch_accuracy": 0.5282214066059634, "val_loss": 0.8699106649614703, "best_f1": 0.21678696912828138, "elapsed": 155.25418376922607}
{"epoch": 6, "train_loss": 2.859257609030068, "val_onset_f1": 0.2010028786380861, "val_onset_precision": 0.11307166006475028, "val_onset_recall": 0.9040307101684069, "val_frame_f1": 0.6812243327448826, "val_frame_precision": 0.5461128733014865, "val_frame_recall": 0.9051681380806416, "val_pitch_accuracy": 0.5581787521073721, "val_loss": 0.8586904354659575, "best_f1": 0.21678696912828138, "elapsed": 159.61217665672302}
{"epoch": 7, "train_loss": 2.759457809466496, "val_onset_f1": 0.2361712951727411, "val_onset_precision": 0.13616990005868887, "val_onset_recall": 0.8891554702452537, "val_frame_f1": 0.7071638657537312, "val_frame_precision": 0.5900616997275989, "val_frame_recall": 0.8822537446673124, "val_pitch_accuracy": 0.5574843765493924, "val_loss": 0.8123480615843284, "best_f1": 0.2361712951727411, "elapsed": 131.8687722682953}
{"epoch": 8, "train_loss": 2.687601442947921, "val_onset_f1": 0.10371350483038556, "val_onset_precision": 0.05501769575007897, "val_onset_recall": 0.9025911708210049, "val_frame_f1": 0.7183235819082326, "val_frame_precision": 0.608127621535716, "val_frame_recall": 0.8772939192531719, "val_pitch_accuracy": 0.5687927784936327, "val_loss": 0.8897088346232597, "best_f1": 0.2361712951727411, "elapsed": 162.08248496055603}
{"epoch": 9, "train_loss": 2.6958189624164404, "val_onset_f1": 0.23075964904881216, "val_onset_precision": 0.1325844304521089, "val_onset_recall": 0.8891554702452537, "val_frame_f1": 0.7210663665358744, "val_frame_precision": 0.5996316031836065, "val_frame_recall": 0.9041761729978135, "val_pitch_accuracy": 0.5817875210786808, "val_loss": 0.7876000706512565, "best_f1": 0.2361712951727411, "elapsed": 128.07388305664062}
{"epoch": 10, "train_loss": 2.6800574153983687, "val_onset_f1": 0.2513735307743783, "val_onset_precision": 0.14637807093755717, "val_onset_recall": 0.8891554702452537, "val_frame_f1": 0.73659446259461, "val_frame_precision": 0.6230700610714176, "val_frame_recall": 0.9007042952079151, "val_pitch_accuracy": 0.575438944548581, "val_loss": 0.7835827339440584, "best_f1": 0.2513735307743783, "elapsed": 176.2056999206543}
{"epoch": 11, "train_loss": 2.6078476895744, "val_onset_f1": 0.2344993031821985, "val_onset_precision": 0.13501526828549149, "val_onset_recall": 0.8910748560417895, "val_frame_f1": 0.7042285493853847, "val_frame_precision": 0.5697382134752194, "val_frame_recall": 0.9218331514721536, "val_pitch_accuracy": 0.5824818966366605, "val_loss": 0.7831862709463987, "best_f1": 0.2513735307743783, "elapsed": 144.28591132164001}
{"epoch": 12, "train_loss": 2.611540911230138, "val_onset_f1": 0.23782271167739108, "val_onset_precision": 0.13707667497424345, "val_onset_recall": 0.8973128598805312, "val_frame_f1": 0.6982728323759253, "val_frame_precision": 0.575218396710833, "val_frame_recall": 0.8883047316725639, "val_pitch_accuracy": 0.5693879575433296, "val_loss": 0.8220396070440013, "best_f1": 0.2513735307743783, "elapsed": 147.09265327453613}
{"epoch": 13, "train_loss": 2.553160667741394, "val_onset_f1": 0.24012137766641606, "val_onset_precision": 0.13919694072647096, "val_onset_recall": 0.8733205374238325, "val_frame_f1": 0.7265228639498313, "val_frame_precision": 0.6217704362553849, "val_frame_recall": 0.8737228449549908, "val_pitch_accuracy": 0.5835730582277714, "val_loss": 0.7778835428766626, "best_f1": 0.2513735307743783, "elapsed": 156.96230745315552}
{"epoch": 14, "train_loss": 2.559853632925205, "val_onset_f1": 0.24195398179447003, "val_onset_precision": 0.14077098217779635, "val_onset_recall": 0.8603646832972152, "val_frame_f1": 0.6349285490074026, "val_frame_precision": 0.49543988432849767, "val_frame_recall": 0.8837416922915546, "val_pitch_accuracy": 0.5807955559958528, "val_loss": 0.8293044828228596, "best_f1": 0.2513735307743783, "elapsed": 160.62753248214722}
{"epoch": 15, "train_loss": 2.510102774767654, "val_onset_f1": 0.2670066725290187, "val_onset_precision": 0.15823628766987444, "val_onset_recall": 0.8541266794584735, "val_frame_f1": 0.7278534702844119, "val_frame_precision": 0.614318864318445, "val_frame_recall": 0.8928677710535731, "val_pitch_accuracy": 0.6081737922819083, "val_loss": 0.7484651958163744, "val_note_precision": 0.8390773100127493, "val_note_recall": 0.8516288104150387, "val_note_f1": 0.8064775991811732, "best_f1": 0.2670066725290187, "elapsed": 133.95979857444763}
{"epoch": 16, "train_loss": 2.5250665895280395, "val_onset_f1": 0.2403667262879305, "val_onset_precision": 0.1394972239357345, "val_onset_recall": 0.8680422264833587, "val_frame_f1": 0.728577280922511, "val_frame_precision": 0.6209378712693961, "val_frame_recall": 0.8813609760927672, "val_pitch_accuracy": 0.5790100188467622, "val_loss": 0.7791951685737735, "best_f1": 0.2670066725290187, "elapsed": 138.24830627441406}
{"epoch": 17, "train_loss": 2.489613788397506, "val_onset_f1": 0.16326707586522093, "val_onset_precision": 0.08975093043225033, "val_onset_recall": 0.9025911708210049, "val_frame_f1": 0.5936794538507741, "val_frame_precision": 0.43982034497566064, "val_frame_recall": 0.9131038587432664, "val_pitch_accuracy": 0.6030155738512022, "val_loss": 0.76808606554523, "best_f1": 0.2670066725290187, "elapsed": 151.8244559764862}
{"epoch": 18, "train_loss": 2.475361260255215, "val_onset_f1": 0.2476203310726316, "val_onset_precision": 0.14408044622504196, "val_onset_recall": 0.8800383877117081, "val_frame_f1": 0.7350215111910543, "val_frame_precision": 0.6305103996588127, "val_frame_recall": 0.8810633865679187, "val_pitch_accuracy": 0.5903184207910025, "val_loss": 0.758439816926655, "best_f1": 0.2670066725290187, "elapsed": 153.75524306297302}
{"epoch": 19, "train_loss": 2.460527038003089, "val_onset_f1": 0.23332697335098787, "val_onset_precision": 0.13448149505303444, "val_onset_recall": 0.8805182341608421, "val_frame_f1": 0.5866333332857206, "val_frame_precision": 0.4388131673471245, "val_frame_recall": 0.8846344608660999, "val_pitch_accuracy": 0.5971629798625164, "val_loss": 0.7912184033066707, "best_f1": 0.2670066725290187, "elapsed": 171.37307929992676}
{"epoch": 20, "train_loss": 2.4801247795180235, "val_onset_f1": 0.25297891591618504, "val_onset_precision": 0.14827671708393397, "val_onset_recall": 0.8608445297463492, "val_frame_f1": 0.7366043369466481, "val_frame_precision": 0.636843627946885, "val_frame_recall": 0.8734252554301424, "val_pitch_accuracy": 0.5977581589122133, "val_loss": 0.7700916734538076, "val_note_precision": 0.8589737036200182, "val_note_recall": 0.8517751047190603, "val_note_f1": 0.8258210254413509, "best_f1": 0.2670066725290187, "elapsed": 173.28818917274475}