r50_dc5_smca_e50.txt

{"train_lr": 9.99999999999901e-05, "train_class_error": 31.196778625108774, "train_loss": 15.528389098791635, "train_loss_bbox": 0.5414071332567054, "train_loss_bbox_0": 0.7318009751830359, "train_loss_bbox_1": 0.6062434009303667, "train_loss_bbox_2": 0.5658644430050102, "train_loss_bbox_3": 0.5514954874405644, "train_loss_bbox_4": 0.545168414955837, "train_loss_ce": 0.9316879271489429, "train_loss_ce_0": 1.0011084620199264, "train_loss_ce_1": 0.9530689685863586, "train_loss_ce_2": 0.9449041165591866, "train_loss_ce_3": 0.9349219235325157, "train_loss_ce_4": 0.9288089746662491, "train_loss_giou": 0.979517080763527, "train_loss_giou_0": 1.243889285348498, "train_loss_giou_1": 1.0753086873963948, "train_loss_giou_2": 1.0144549188325422, "train_loss_giou_3": 0.9944078249552729, "train_loss_giou_4": 0.9843310822891347, "train_cardinality_error_unscaled": 292.7599756526444, "train_cardinality_error_0_unscaled": 292.6496009738942, "train_cardinality_error_1_unscaled": 292.53253077235223, "train_cardinality_error_2_unscaled": 292.66092925740566, "train_cardinality_error_3_unscaled": 292.56630427431355, "train_cardinality_error_4_unscaled": 292.68448194237794, "train_class_error_unscaled": 31.196778625108774, "train_loss_bbox_unscaled": 0.10828142664796499, "train_loss_bbox_0_unscaled": 0.14636019502280045, "train_loss_bbox_1_unscaled": 0.12124868019499227, "train_loss_bbox_2_unscaled": 0.11317288857590808, "train_loss_bbox_3_unscaled": 0.11029909749224481, "train_loss_bbox_4_unscaled": 0.10903368300300892, "train_loss_ce_unscaled": 0.46584396357447144, "train_loss_ce_0_unscaled": 0.5005542310099632, "train_loss_ce_1_unscaled": 0.4765344842931793, "train_loss_ce_2_unscaled": 0.4724520582795933, "train_loss_ce_3_unscaled": 0.46746096176625784, "train_loss_ce_4_unscaled": 0.46440448733312456, "train_loss_giou_unscaled": 0.4897585403817635, "train_loss_giou_0_unscaled": 0.621944642674249, "train_loss_giou_1_unscaled": 0.5376543436981974, "train_loss_giou_2_unscaled": 0.5072274594162711, "train_loss_giou_3_unscaled": 0.49720391247763646, "train_loss_giou_4_unscaled": 0.49216554114456734, "test_class_error": 18.46675206298828, "test_loss": 12.060563807678223, "test_loss_bbox": 0.3451074917316437, "test_loss_bbox_0": 0.5258669595241546, "test_loss_bbox_1": 0.39736972103118895, "test_loss_bbox_2": 0.36149884412288663, "test_loss_bbox_3": 0.3502920546770096, "test_loss_bbox_4": 0.34709946959018706, "test_loss_ce": 0.7246819983959198, "test_loss_ce_0": 0.8331570823669434, "test_loss_ce_1": 0.7973539258003235, "test_loss_ce_2": 0.7797523778915405, "test_loss_ce_3": 0.746596689414978, "test_loss_ce_4": 0.7225393714427948, "test_loss_giou": 0.7778043462991715, "test_loss_giou_0": 1.090304452896118, "test_loss_giou_1": 0.8795039678573608, "test_loss_giou_2": 0.8095558227300644, "test_loss_giou_3": 0.7875799724817276, "test_loss_giou_4": 0.7844992181301117, "test_cardinality_error_unscaled": 292.3052, "test_cardinality_error_0_unscaled": 292.3096, "test_cardinality_error_1_unscaled": 292.1346, "test_cardinality_error_2_unscaled": 292.2128, "test_cardinality_error_3_unscaled": 292.2072, "test_cardinality_error_4_unscaled": 292.2708, "test_class_error_unscaled": 18.46675206298828, "test_loss_bbox_unscaled": 0.06902149833142758, "test_loss_bbox_0_unscaled": 0.10517339174747467, "test_loss_bbox_1_unscaled": 0.0794739441871643, "test_loss_bbox_2_unscaled": 0.07229976885914803, "test_loss_bbox_3_unscaled": 0.07005841086804866, "test_loss_bbox_4_unscaled": 0.06941989393830299, "test_loss_ce_unscaled": 0.3623409991979599, "test_loss_ce_0_unscaled": 0.4165785411834717, "test_loss_ce_1_unscaled": 0.39867696290016175, "test_loss_ce_2_unscaled": 0.38987618894577025, "test_loss_ce_3_unscaled": 0.373298344707489, "test_loss_ce_4_unscaled": 0.3612696857213974, "test_loss_giou_unscaled": 0.38890217314958575, "test_loss_giou_0_unscaled": 0.545152226448059, "test_loss_giou_1_unscaled": 0.4397519839286804, "test_loss_giou_2_unscaled": 0.4047779113650322, "test_loss_giou_3_unscaled": 0.3937899862408638, "test_loss_giou_4_unscaled": 0.39224960906505585, "test_coco_eval_bbox": [0.16731974618891396, 0.2980746759638397, 0.1595362203481283, 0.06746947252244956, 0.18858565650981898, 0.2545023538400614, 0.2006437399333192, 0.33390487531503715, 0.383974678834609, 0.14869517489425754, 0.409816946009255, 0.5919474118006312], "epoch": 0, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 18.268056996181823, "train_loss": 11.735778376712023, "train_loss_bbox": 0.368771560506256, "train_loss_bbox_0": 0.5196704453727349, "train_loss_bbox_1": 0.4004733115999008, "train_loss_bbox_2": 0.3777263164389251, "train_loss_bbox_3": 0.3703720289022113, "train_loss_bbox_4": 0.36918065813152745, "train_loss_ce": 0.6867294262988342, "train_loss_ce_0": 0.8048018414573033, "train_loss_ce_1": 0.774393524019705, "train_loss_ce_2": 0.7471413465530934, "train_loss_ce_3": 0.7134449473559155, "train_loss_ce_4": 0.6922015100657077, "train_loss_giou": 0.7642641733068584, "train_loss_giou_0": 1.0022103098350499, "train_loss_giou_1": 0.8238684054775005, "train_loss_giou_2": 0.7838061935448862, "train_loss_giou_3": 0.770576514161586, "train_loss_giou_4": 0.7661458605084854, "train_cardinality_error_unscaled": 292.58122548356556, "train_cardinality_error_0_unscaled": 292.3976734749087, "train_cardinality_error_1_unscaled": 292.42171648857027, "train_cardinality_error_2_unscaled": 292.5482381982957, "train_cardinality_error_3_unscaled": 292.5614432571351, "train_cardinality_error_4_unscaled": 292.5383639929663, "train_class_error_unscaled": 18.268056996181823, "train_loss_bbox_unscaled": 0.07375431209590992, "train_loss_bbox_0_unscaled": 0.10393408904763903, "train_loss_bbox_1_unscaled": 0.0800946623340892, "train_loss_bbox_2_unscaled": 0.07554526328821333, "train_loss_bbox_3_unscaled": 0.07407440579586143, "train_loss_bbox_4_unscaled": 0.07383613162819509, "train_loss_ce_unscaled": 0.3433647131494171, "train_loss_ce_0_unscaled": 0.40240092072865163, "train_loss_ce_1_unscaled": 0.3871967620098525, "train_loss_ce_2_unscaled": 0.3735706732765467, "train_loss_ce_3_unscaled": 0.35672247367795773, "train_loss_ce_4_unscaled": 0.34610075503285387, "train_loss_giou_unscaled": 0.3821320866534292, "train_loss_giou_0_unscaled": 0.5011051549175249, "train_loss_giou_1_unscaled": 0.41193420273875025, "train_loss_giou_2_unscaled": 0.3919030967724431, "train_loss_giou_3_unscaled": 0.385288257080793, "train_loss_giou_4_unscaled": 0.3830729302542427, "test_class_error": 14.560563858795167, "test_loss": 10.63651764984131, "test_loss_bbox": 0.3069142560482025, "test_loss_bbox_0": 0.44530462279319766, "test_loss_bbox_1": 0.33411404654979704, "test_loss_bbox_2": 0.31565160057544706, "test_loss_bbox_3": 0.3098010610342026, "test_loss_bbox_4": 0.3079586480855942, "test_loss_ce": 0.6053946328163147, "test_loss_ce_0": 0.7281152779579163, "test_loss_ce_1": 0.7089901320457459, "test_loss_ce_2": 0.6726330075263977, "test_loss_ce_3": 0.6298213593959808, "test_loss_ce_4": 0.6107925912857056, "test_loss_giou": 0.718975962638855, "test_loss_giou_0": 0.9826216691970825, "test_loss_giou_1": 0.7803761896133423, "test_loss_giou_2": 0.7377215695858002, "test_loss_giou_3": 0.7225466169834137, "test_loss_giou_4": 0.7187844340324402, "test_cardinality_error_unscaled": 291.7412, "test_cardinality_error_0_unscaled": 292.1644, "test_cardinality_error_1_unscaled": 291.9912, "test_cardinality_error_2_unscaled": 291.892, "test_cardinality_error_3_unscaled": 292.0508, "test_cardinality_error_4_unscaled": 292.0754, "test_class_error_unscaled": 14.560563858795167, "test_loss_bbox_unscaled": 0.061382851234078405, "test_loss_bbox_0_unscaled": 0.08906092433929444, "test_loss_bbox_1_unscaled": 0.06682280926704406, "test_loss_bbox_2_unscaled": 0.0631303200930357, "test_loss_bbox_3_unscaled": 0.06196021219491959, "test_loss_bbox_4_unscaled": 0.06159172966182232, "test_loss_ce_unscaled": 0.30269731640815734, "test_loss_ce_0_unscaled": 0.36405763897895815, "test_loss_ce_1_unscaled": 0.35449506602287295, "test_loss_ce_2_unscaled": 0.3363165037631988, "test_loss_ce_3_unscaled": 0.3149106796979904, "test_loss_ce_4_unscaled": 0.3053962956428528, "test_loss_giou_unscaled": 0.3594879813194275, "test_loss_giou_0_unscaled": 0.49131083459854125, "test_loss_giou_1_unscaled": 0.39018809480667116, "test_loss_giou_2_unscaled": 0.3688607847929001, "test_loss_giou_3_unscaled": 0.36127330849170686, "test_loss_giou_4_unscaled": 0.3593922170162201, "test_coco_eval_bbox": [0.24408759501484836, 0.4129833072614451, 0.24297121932303886, 0.10546627301183079, 0.27405534419448047, 0.3627022866667072, 0.2416005880762205, 0.3983694226663388, 0.44405328274340355, 0.19545639096177625, 0.48500749780860763, 0.6732543193448541], "epoch": 1, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 15.490189168380011, "train_loss": 10.707285537652648, "train_loss_bbox": 0.33395264261141044, "train_loss_bbox_0": 0.4636698361613682, "train_loss_bbox_1": 0.3574059477649618, "train_loss_bbox_2": 0.34008265175424185, "train_loss_bbox_3": 0.33443135047505546, "train_loss_bbox_4": 0.3342776336577044, "train_loss_ce": 0.6073996756459128, "train_loss_ce_0": 0.7332101803755189, "train_loss_ce_1": 0.7122439496570876, "train_loss_ce_2": 0.6754228838577203, "train_loss_ce_3": 0.6373310355369057, "train_loss_ce_4": 0.6142439910028133, "train_loss_giou": 0.7119127581666727, "train_loss_giou_0": 0.9304470126939758, "train_loss_giou_1": 0.7620730645592813, "train_loss_giou_2": 0.7288969020202632, "train_loss_giou_3": 0.7165873169266096, "train_loss_giou_4": 0.7136967109568416, "train_cardinality_error_unscaled": 292.66702455025023, "train_cardinality_error_0_unscaled": 292.4821790883268, "train_cardinality_error_1_unscaled": 292.65754768023805, "train_cardinality_error_2_unscaled": 292.6857669417016, "train_cardinality_error_3_unscaled": 292.74830075747326, "train_cardinality_error_4_unscaled": 292.632515555255, "train_class_error_unscaled": 15.490189168380011, "train_loss_bbox_unscaled": 0.06679052852213092, "train_loss_bbox_0_unscaled": 0.09273396721030384, "train_loss_bbox_1_unscaled": 0.07148118955435287, "train_loss_bbox_2_unscaled": 0.06801653034122399, "train_loss_bbox_3_unscaled": 0.0668862700963968, "train_loss_bbox_4_unscaled": 0.06685552673899851, "train_loss_ce_unscaled": 0.3036998378229564, "train_loss_ce_0_unscaled": 0.36660509018775944, "train_loss_ce_1_unscaled": 0.3561219748285438, "train_loss_ce_2_unscaled": 0.33771144192886016, "train_loss_ce_3_unscaled": 0.31866551776845287, "train_loss_ce_4_unscaled": 0.3071219955014067, "train_loss_giou_unscaled": 0.3559563790833363, "train_loss_giou_0_unscaled": 0.4652235063469879, "train_loss_giou_1_unscaled": 0.3810365322796406, "train_loss_giou_2_unscaled": 0.3644484510101316, "train_loss_giou_3_unscaled": 0.3582936584633048, "train_loss_giou_4_unscaled": 0.3568483554784208, "test_class_error": 14.229039004516602, "test_loss": 10.148190040588378, "test_loss_bbox": 0.2850881031036377, "test_loss_bbox_0": 0.42153690094947815, "test_loss_bbox_1": 0.30917670147418974, "test_loss_bbox_2": 0.29324959456920624, "test_loss_bbox_3": 0.28706768403053284, "test_loss_bbox_4": 0.2864378787994385, "test_loss_ce": 0.5670650856971741, "test_loss_ce_0": 0.7100866836547851, "test_loss_ce_1": 0.6853108603477478, "test_loss_ce_2": 0.6570972462177277, "test_loss_ce_3": 0.5986407469749451, "test_loss_ce_4": 0.5725412427902221, "test_loss_giou": 0.6804344055891037, "test_loss_giou_0": 0.9717704154014587, "test_loss_giou_1": 0.7473101061344146, "test_loss_giou_2": 0.7040502108573914, "test_loss_giou_3": 0.6871611512184143, "test_loss_giou_4": 0.6841650342941284, "test_cardinality_error_unscaled": 292.5504, "test_cardinality_error_0_unscaled": 292.3484, "test_cardinality_error_1_unscaled": 292.4594, "test_cardinality_error_2_unscaled": 292.4672, "test_cardinality_error_3_unscaled": 292.5426, "test_cardinality_error_4_unscaled": 292.492, "test_class_error_unscaled": 14.229039004516602, "test_loss_bbox_unscaled": 0.0570176206111908, "test_loss_bbox_0_unscaled": 0.08430738014578819, "test_loss_bbox_1_unscaled": 0.06183534023761749, "test_loss_bbox_2_unscaled": 0.05864991899430752, "test_loss_bbox_3_unscaled": 0.05741353684365749, "test_loss_bbox_4_unscaled": 0.05728757579922676, "test_loss_ce_unscaled": 0.28353254284858703, "test_loss_ce_0_unscaled": 0.35504334182739256, "test_loss_ce_1_unscaled": 0.3426554301738739, "test_loss_ce_2_unscaled": 0.32854862310886385, "test_loss_ce_3_unscaled": 0.29932037348747254, "test_loss_ce_4_unscaled": 0.28627062139511106, "test_loss_giou_unscaled": 0.34021720279455187, "test_loss_giou_0_unscaled": 0.48588520770072935, "test_loss_giou_1_unscaled": 0.3736550530672073, "test_loss_giou_2_unscaled": 0.3520251054286957, "test_loss_giou_3_unscaled": 0.34358057560920713, "test_loss_giou_4_unscaled": 0.3420825171470642, "test_coco_eval_bbox": [0.28181926954010184, 0.45766308022991575, 0.2917316723471633, 0.1278286116160002, 0.3170769916989581, 0.4197801542825279, 0.26627148897023006, 0.43511119458022596, 0.47549811585174906, 0.22691000808904604, 0.5178426875813353, 0.7111196370068344], "epoch": 2, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 13.973149889234309, "train_loss": 10.12784788083856, "train_loss_bbox": 0.3150348799784645, "train_loss_bbox_0": 0.434345853835824, "train_loss_bbox_1": 0.33567840129088666, "train_loss_bbox_2": 0.32080715319151065, "train_loss_bbox_3": 0.31574120427962166, "train_loss_bbox_4": 0.31534215415885, "train_loss_ce": 0.5649568592318498, "train_loss_ce_0": 0.6954708227999362, "train_loss_ce_1": 0.6738152996433228, "train_loss_ce_2": 0.6334192040251021, "train_loss_ce_3": 0.5941035986958475, "train_loss_ce_4": 0.5721094180964237, "train_loss_giou": 0.679452819830588, "train_loss_giou_0": 0.8885239862922434, "train_loss_giou_1": 0.7271861524411714, "train_loss_giou_2": 0.6962211852850151, "train_loss_giou_3": 0.6843608681384127, "train_loss_giou_4": 0.6812780288941367, "train_cardinality_error_unscaled": 292.60434701744896, "train_cardinality_error_0_unscaled": 292.6600754091708, "train_cardinality_error_1_unscaled": 292.61303767076964, "train_cardinality_error_2_unscaled": 292.73243270661436, "train_cardinality_error_3_unscaled": 292.6883453942919, "train_cardinality_error_4_unscaled": 292.5783511429731, "train_class_error_unscaled": 13.973149889234309, "train_loss_bbox_unscaled": 0.0630069759689613, "train_loss_bbox_0_unscaled": 0.08686917076378871, "train_loss_bbox_1_unscaled": 0.06713568024794828, "train_loss_bbox_2_unscaled": 0.0641614306298871, "train_loss_bbox_3_unscaled": 0.063148240849928, "train_loss_bbox_4_unscaled": 0.06306843081773654, "train_loss_ce_unscaled": 0.2824784296159249, "train_loss_ce_0_unscaled": 0.3477354113999681, "train_loss_ce_1_unscaled": 0.3369076498216614, "train_loss_ce_2_unscaled": 0.31670960201255105, "train_loss_ce_3_unscaled": 0.29705179934792375, "train_loss_ce_4_unscaled": 0.28605470904821184, "train_loss_giou_unscaled": 0.339726409915294, "train_loss_giou_0_unscaled": 0.4442619931461217, "train_loss_giou_1_unscaled": 0.3635930762205857, "train_loss_giou_2_unscaled": 0.34811059264250754, "train_loss_giou_3_unscaled": 0.34218043406920634, "train_loss_giou_4_unscaled": 0.34063901444706834, "test_class_error": 12.167068431091309, "test_loss": 9.482255374145508, "test_loss_bbox": 0.2739321558952332, "test_loss_bbox_0": 0.39011165544986726, "test_loss_bbox_1": 0.29627394807338714, "test_loss_bbox_2": 0.27886123485565184, "test_loss_bbox_3": 0.273950256228447, "test_loss_bbox_4": 0.2732032564163208, "test_loss_ce": 0.5280158620834351, "test_loss_ce_0": 0.6523147387981415, "test_loss_ce_1": 0.6370090689182282, "test_loss_ce_2": 0.5949829590797424, "test_loss_ce_3": 0.5564354370594025, "test_loss_ce_4": 0.5364088239192962, "test_loss_giou": 0.6453935479164123, "test_loss_giou_0": 0.8876832402706146, "test_loss_giou_1": 0.7013522654056549, "test_loss_giou_2": 0.6613998974323273, "test_loss_giou_3": 0.6483218827962876, "test_loss_giou_4": 0.6466051627635956, "test_cardinality_error_unscaled": 291.9498, "test_cardinality_error_0_unscaled": 292.103, "test_cardinality_error_1_unscaled": 292.097, "test_cardinality_error_2_unscaled": 292.2322, "test_cardinality_error_3_unscaled": 292.1958, "test_cardinality_error_4_unscaled": 292.0268, "test_class_error_unscaled": 12.167068431091309, "test_loss_bbox_unscaled": 0.05478643116950989, "test_loss_bbox_0_unscaled": 0.07802233121395111, "test_loss_bbox_1_unscaled": 0.05925478961467743, "test_loss_bbox_2_unscaled": 0.05577224701344967, "test_loss_bbox_3_unscaled": 0.05479005133509636, "test_loss_bbox_4_unscaled": 0.05464065143764019, "test_loss_ce_unscaled": 0.26400793104171755, "test_loss_ce_0_unscaled": 0.32615736939907075, "test_loss_ce_1_unscaled": 0.3185045344591141, "test_loss_ce_2_unscaled": 0.2974914795398712, "test_loss_ce_3_unscaled": 0.27821771852970123, "test_loss_ce_4_unscaled": 0.2682044119596481, "test_loss_giou_unscaled": 0.3226967739582062, "test_loss_giou_0_unscaled": 0.4438416201353073, "test_loss_giou_1_unscaled": 0.35067613270282744, "test_loss_giou_2_unscaled": 0.33069994871616365, "test_loss_giou_3_unscaled": 0.3241609413981438, "test_loss_giou_4_unscaled": 0.3233025813817978, "test_coco_eval_bbox": [0.3149528836601673, 0.49639345310532595, 0.3286743935556564, 0.15081682334779484, 0.3455134469143837, 0.4707202090657869, 0.2843878506256214, 0.461617937641683, 0.5044455239711543, 0.24608842234334183, 0.5546743991216857, 0.7400378133286023], "epoch": 3, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 12.917020422896657, "train_loss": 9.74075865590748, "train_loss_bbox": 0.301355797051678, "train_loss_bbox_0": 0.4153465192301919, "train_loss_bbox_1": 0.3227181396698187, "train_loss_bbox_2": 0.3081479367923385, "train_loss_bbox_3": 0.30266636324071133, "train_loss_bbox_4": 0.30186757397969327, "train_loss_ce": 0.5365532496549773, "train_loss_ce_0": 0.668928242978991, "train_loss_ce_1": 0.6442197495072487, "train_loss_ce_2": 0.60277555468125, "train_loss_ce_3": 0.5645472181263803, "train_loss_ce_4": 0.5432762149094036, "train_loss_giou": 0.6588669466765553, "train_loss_giou_0": 0.8615608775239182, "train_loss_giou_1": 0.7068030156288888, "train_loss_giou_2": 0.6760742291717428, "train_loss_giou_3": 0.6640423458610242, "train_loss_giou_4": 0.6610086847076022, "train_cardinality_error_unscaled": 292.5691870688489, "train_cardinality_error_0_unscaled": 292.58252739077506, "train_cardinality_error_1_unscaled": 292.69423779250644, "train_cardinality_error_2_unscaled": 292.73425030434197, "train_cardinality_error_3_unscaled": 292.6559583389693, "train_cardinality_error_4_unscaled": 292.61602191262006, "train_class_error_unscaled": 12.917020422896657, "train_loss_bbox_unscaled": 0.06027115940159303, "train_loss_bbox_0_unscaled": 0.08306930385919001, "train_loss_bbox_1_unscaled": 0.06454362792698481, "train_loss_bbox_2_unscaled": 0.06162958735509161, "train_loss_bbox_3_unscaled": 0.06053327266217572, "train_loss_bbox_4_unscaled": 0.06037351480828406, "train_loss_ce_unscaled": 0.26827662482748865, "train_loss_ce_0_unscaled": 0.3344641214894955, "train_loss_ce_1_unscaled": 0.32210987475362435, "train_loss_ce_2_unscaled": 0.301387777340625, "train_loss_ce_3_unscaled": 0.28227360906319016, "train_loss_ce_4_unscaled": 0.2716381074547018, "train_loss_giou_unscaled": 0.32943347333827766, "train_loss_giou_0_unscaled": 0.4307804387619591, "train_loss_giou_1_unscaled": 0.3534015078144444, "train_loss_giou_2_unscaled": 0.3380371145858714, "train_loss_giou_3_unscaled": 0.3320211729305121, "train_loss_giou_4_unscaled": 0.3305043423538011, "test_class_error": 11.863050539398193, "test_loss": 9.312974765014648, "test_loss_bbox": 0.25950109466314314, "test_loss_bbox_0": 0.37237300016880037, "test_loss_bbox_1": 0.287707942712307, "test_loss_bbox_2": 0.2699315384864807, "test_loss_bbox_3": 0.26326498399972914, "test_loss_bbox_4": 0.26044919695854185, "test_loss_ce": 0.5172459950447083, "test_loss_ce_0": 0.6557295129776001, "test_loss_ce_1": 0.6168786373615265, "test_loss_ce_2": 0.5764123878479004, "test_loss_ce_3": 0.5406158335208893, "test_loss_ce_4": 0.524474061870575, "test_loss_giou": 0.633833282995224, "test_loss_giou_0": 0.8957442262649536, "test_loss_giou_1": 0.700228957915306, "test_loss_giou_2": 0.6587928398370743, "test_loss_giou_3": 0.6435321449518204, "test_loss_giou_4": 0.6362591330528259, "test_cardinality_error_unscaled": 292.1356, "test_cardinality_error_0_unscaled": 292.3092, "test_cardinality_error_1_unscaled": 292.3542, "test_cardinality_error_2_unscaled": 292.3108, "test_cardinality_error_3_unscaled": 292.2672, "test_cardinality_error_4_unscaled": 292.1488, "test_class_error_unscaled": 11.863050539398193, "test_loss_bbox_unscaled": 0.05190021897852421, "test_loss_bbox_0_unscaled": 0.07447460007071495, "test_loss_bbox_1_unscaled": 0.057541588562726974, "test_loss_bbox_2_unscaled": 0.053986307659745214, "test_loss_bbox_3_unscaled": 0.05265299682915211, "test_loss_bbox_4_unscaled": 0.05208983936905861, "test_loss_ce_unscaled": 0.2586229975223541, "test_loss_ce_0_unscaled": 0.32786475648880004, "test_loss_ce_1_unscaled": 0.30843931868076324, "test_loss_ce_2_unscaled": 0.2882061939239502, "test_loss_ce_3_unscaled": 0.27030791676044463, "test_loss_ce_4_unscaled": 0.2622370309352875, "test_loss_giou_unscaled": 0.316916641497612, "test_loss_giou_0_unscaled": 0.4478721131324768, "test_loss_giou_1_unscaled": 0.350114478957653, "test_loss_giou_2_unscaled": 0.32939641991853713, "test_loss_giou_3_unscaled": 0.3217660724759102, "test_loss_giou_4_unscaled": 0.31812956652641294, "test_coco_eval_bbox": [0.32586184523981054, 0.5098473071393222, 0.3416800259395849, 0.1590200547035709, 0.3575451828309558, 0.4740636060769468, 0.29207421109235854, 0.47832857376257165, 0.5212550518033406, 0.2648453693226921, 0.5706024404396868, 0.7506584049025367], "epoch": 4, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 12.261714782828362, "train_loss": 9.473415548546976, "train_loss_bbox": 0.2921465186601996, "train_loss_bbox_0": 0.4034950735240703, "train_loss_bbox_1": 0.3133595849682252, "train_loss_bbox_2": 0.29930605916121195, "train_loss_bbox_3": 0.29381956282766764, "train_loss_bbox_4": 0.2926953846449404, "train_loss_ce": 0.516491994807963, "train_loss_ce_0": 0.6511848155138507, "train_loss_ce_1": 0.622323893388537, "train_loss_ce_2": 0.5803551003780333, "train_loss_ce_3": 0.5431065466600117, "train_loss_ce_4": 0.523365166380419, "train_loss_giou": 0.6449365757670806, "train_loss_giou_0": 0.8446762513101754, "train_loss_giou_1": 0.6918636312705487, "train_loss_giou_2": 0.6626690039772731, "train_loss_giou_3": 0.6505879382321319, "train_loss_giou_4": 0.6470324481005648, "train_cardinality_error_unscaled": 292.4787552414446, "train_cardinality_error_0_unscaled": 292.49618727174357, "train_cardinality_error_1_unscaled": 292.5942614635466, "train_cardinality_error_2_unscaled": 292.5510026376302, "train_cardinality_error_3_unscaled": 292.54056201812523, "train_cardinality_error_4_unscaled": 292.43566549438657, "train_class_error_unscaled": 12.261714782828362, "train_loss_bbox_unscaled": 0.05842930370122678, "train_loss_bbox_0_unscaled": 0.08069901468642192, "train_loss_bbox_1_unscaled": 0.06267191699268763, "train_loss_bbox_2_unscaled": 0.05986121183519017, "train_loss_bbox_3_unscaled": 0.058763912560091475, "train_loss_bbox_4_unscaled": 0.0585390769517641, "train_loss_ce_unscaled": 0.2582459974039815, "train_loss_ce_0_unscaled": 0.32559240775692533, "train_loss_ce_1_unscaled": 0.3111619466942685, "train_loss_ce_2_unscaled": 0.29017755018901664, "train_loss_ce_3_unscaled": 0.27155327333000584, "train_loss_ce_4_unscaled": 0.2616825831902095, "train_loss_giou_unscaled": 0.3224682878835403, "train_loss_giou_0_unscaled": 0.4223381256550877, "train_loss_giou_1_unscaled": 0.34593181563527436, "train_loss_giou_2_unscaled": 0.33133450198863656, "train_loss_giou_3_unscaled": 0.32529396911606595, "train_loss_giou_4_unscaled": 0.3235162240502824, "test_class_error": 11.043336563110351, "test_loss": 9.03083395462036, "test_loss_bbox": 0.2570457974433899, "test_loss_bbox_0": 0.3643421954870224, "test_loss_bbox_1": 0.2818642965555191, "test_loss_bbox_2": 0.26832559201717376, "test_loss_bbox_3": 0.26085698709487914, "test_loss_bbox_4": 0.2578566784620285, "test_loss_ce": 0.5016491829872132, "test_loss_ce_0": 0.6266532834529877, "test_loss_ce_1": 0.6019843695640564, "test_loss_ce_2": 0.5516168612003326, "test_loss_ce_3": 0.5234205115795135, "test_loss_ce_4": 0.5083104000091553, "test_loss_giou": 0.6170521822929382, "test_loss_giou_0": 0.8555277660369873, "test_loss_giou_1": 0.6722254315853119, "test_loss_giou_2": 0.6388064210891724, "test_loss_giou_3": 0.6244601650953293, "test_loss_giou_4": 0.6188358684539795, "test_cardinality_error_unscaled": 291.4038, "test_cardinality_error_0_unscaled": 291.7176, "test_cardinality_error_1_unscaled": 291.5826, "test_cardinality_error_2_unscaled": 291.3394, "test_cardinality_error_3_unscaled": 291.8168, "test_cardinality_error_4_unscaled": 291.4348, "test_class_error_unscaled": 11.043336563110351, "test_loss_bbox_unscaled": 0.05140915953218937, "test_loss_bbox_0_unscaled": 0.07286843899488449, "test_loss_bbox_1_unscaled": 0.056372859460115436, "test_loss_bbox_2_unscaled": 0.05366511848568916, "test_loss_bbox_3_unscaled": 0.05217139736413956, "test_loss_bbox_4_unscaled": 0.051571335723996165, "test_loss_ce_unscaled": 0.2508245914936066, "test_loss_ce_0_unscaled": 0.3133266417264938, "test_loss_ce_1_unscaled": 0.3009921847820282, "test_loss_ce_2_unscaled": 0.2758084306001663, "test_loss_ce_3_unscaled": 0.26171025578975676, "test_loss_ce_4_unscaled": 0.25415520000457764, "test_loss_giou_unscaled": 0.3085260911464691, "test_loss_giou_0_unscaled": 0.42776388301849366, "test_loss_giou_1_unscaled": 0.33611271579265595, "test_loss_giou_2_unscaled": 0.3194032105445862, "test_loss_giou_3_unscaled": 0.31223008254766466, "test_loss_giou_4_unscaled": 0.30941793422698977, "test_coco_eval_bbox": [0.33508360533736153, 0.5274012163000822, 0.34755310382088933, 0.1710419643469947, 0.3696973595795669, 0.4898159801732926, 0.2964865738695916, 0.4843771481201992, 0.5248552675852624, 0.27816374821958906, 0.5700699491498326, 0.7586364105639983], "epoch": 5, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 11.482681243519297, "train_loss": 9.222917247202309, "train_loss_bbox": 0.28462916812923095, "train_loss_bbox_0": 0.3914639659787279, "train_loss_bbox_1": 0.30620582828550913, "train_loss_bbox_2": 0.29229406136593605, "train_loss_bbox_3": 0.28663021697233576, "train_loss_bbox_4": 0.2852575925186258, "train_loss_ce": 0.49874395517947046, "train_loss_ce_0": 0.6321845930052049, "train_loss_ce_1": 0.602166167832382, "train_loss_ce_2": 0.5602341959287974, "train_loss_ce_3": 0.5243174929731628, "train_loss_ce_4": 0.5052579018458306, "train_loss_giou": 0.6312128101458783, "train_loss_giou_0": 0.8249957475085131, "train_loss_giou_1": 0.6777915048255386, "train_loss_giou_2": 0.6490749999393021, "train_loss_giou_3": 0.6370267484155185, "train_loss_giou_4": 0.633430300655601, "train_cardinality_error_unscaled": 292.5844210739889, "train_cardinality_error_0_unscaled": 292.64293926687407, "train_cardinality_error_1_unscaled": 292.651291762478, "train_cardinality_error_2_unscaled": 292.6748529013932, "train_cardinality_error_3_unscaled": 292.6316701609631, "train_cardinality_error_4_unscaled": 292.5921648857027, "train_class_error_unscaled": 11.482681243519297, "train_loss_bbox_unscaled": 0.056925833619925426, "train_loss_bbox_0_unscaled": 0.07829279321297876, "train_loss_bbox_1_unscaled": 0.06124116567133684, "train_loss_bbox_2_unscaled": 0.05845881227328799, "train_loss_bbox_3_unscaled": 0.05732604340232791, "train_loss_bbox_4_unscaled": 0.05705151849523455, "train_loss_ce_unscaled": 0.24937197758973523, "train_loss_ce_0_unscaled": 0.31609229650260245, "train_loss_ce_1_unscaled": 0.301083083916191, "train_loss_ce_2_unscaled": 0.2801170979643987, "train_loss_ce_3_unscaled": 0.2621587464865814, "train_loss_ce_4_unscaled": 0.2526289509229153, "train_loss_giou_unscaled": 0.31560640507293913, "train_loss_giou_0_unscaled": 0.41249787375425656, "train_loss_giou_1_unscaled": 0.3388957524127693, "train_loss_giou_2_unscaled": 0.32453749996965103, "train_loss_giou_3_unscaled": 0.31851337420775927, "train_loss_giou_4_unscaled": 0.3167151503278005, "test_class_error": 11.510449407958985, "test_loss": 8.899912085723876, "test_loss_bbox": 0.2564071590065956, "test_loss_bbox_0": 0.36232256095409393, "test_loss_bbox_1": 0.27429029738903044, "test_loss_bbox_2": 0.26117783100605013, "test_loss_bbox_3": 0.2582325541496277, "test_loss_bbox_4": 0.2571662195444107, "test_loss_ce": 0.4843518327951431, "test_loss_ce_0": 0.6145365784168243, "test_loss_ce_1": 0.581103937292099, "test_loss_ce_2": 0.5391294625282288, "test_loss_ce_3": 0.5082249885320663, "test_loss_ce_4": 0.4903464441537857, "test_loss_giou": 0.6165975267171859, "test_loss_giou_0": 0.8459831263065338, "test_loss_giou_1": 0.6702318854570389, "test_loss_giou_2": 0.6359779747009278, "test_loss_giou_3": 0.6239647576332092, "test_loss_giou_4": 0.6198669584274292, "test_cardinality_error_unscaled": 292.2412, "test_cardinality_error_0_unscaled": 292.3288, "test_cardinality_error_1_unscaled": 292.2362, "test_cardinality_error_2_unscaled": 292.3566, "test_cardinality_error_3_unscaled": 292.3808, "test_cardinality_error_4_unscaled": 292.3084, "test_class_error_unscaled": 11.510449407958985, "test_loss_bbox_unscaled": 0.05128143172264099, "test_loss_bbox_0_unscaled": 0.07246451231837273, "test_loss_bbox_1_unscaled": 0.054858059471845626, "test_loss_bbox_2_unscaled": 0.052235566115379335, "test_loss_bbox_3_unscaled": 0.05164651082456112, "test_loss_bbox_4_unscaled": 0.051433243826031684, "test_loss_ce_unscaled": 0.24217591639757155, "test_loss_ce_0_unscaled": 0.30726828920841215, "test_loss_ce_1_unscaled": 0.2905519686460495, "test_loss_ce_2_unscaled": 0.2695647312641144, "test_loss_ce_3_unscaled": 0.25411249426603316, "test_loss_ce_4_unscaled": 0.24517322207689285, "test_loss_giou_unscaled": 0.30829876335859296, "test_loss_giou_0_unscaled": 0.4229915631532669, "test_loss_giou_1_unscaled": 0.33511594272851947, "test_loss_giou_2_unscaled": 0.3179889873504639, "test_loss_giou_3_unscaled": 0.3119823788166046, "test_loss_giou_4_unscaled": 0.3099334792137146, "test_coco_eval_bbox": [0.34200225199391765, 0.5326684538098073, 0.3568167455254304, 0.16487539533362777, 0.37467883764088045, 0.5000947658773747, 0.304932601987209, 0.4896458474033413, 0.5291572376065474, 0.27478020044706963, 0.5756930988365861, 0.7609052983841602], "epoch": 6, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 11.001092456020167, "train_loss": 9.03209433474335, "train_loss_bbox": 0.2774826137961997, "train_loss_bbox_0": 0.3826936957537604, "train_loss_bbox_1": 0.299349320614296, "train_loss_bbox_2": 0.2857546341422445, "train_loss_bbox_3": 0.279618539321242, "train_loss_bbox_4": 0.27824362192893004, "train_loss_ce": 0.48468324401962987, "train_loss_ce_0": 0.6186188843948309, "train_loss_ce_1": 0.5861420795234795, "train_loss_ce_2": 0.5434227029231248, "train_loss_ce_3": 0.5090830526307747, "train_loss_ce_4": 0.49079160189114224, "train_loss_giou": 0.6220678141216908, "train_loss_giou_0": 0.8122204620082243, "train_loss_giou_1": 0.66857818972854, "train_loss_giou_2": 0.6407187107099371, "train_loss_giou_3": 0.6282292007372019, "train_loss_giou_4": 0.6243959720666363, "train_cardinality_error_unscaled": 292.623647369133, "train_cardinality_error_0_unscaled": 292.590355741918, "train_cardinality_error_1_unscaled": 292.708262883809, "train_cardinality_error_2_unscaled": 292.6868659542811, "train_cardinality_error_3_unscaled": 292.6532530772352, "train_cardinality_error_4_unscaled": 292.58824225618827, "train_class_error_unscaled": 11.001092456020167, "train_loss_bbox_unscaled": 0.05549652275289087, "train_loss_bbox_0_unscaled": 0.07653873914898844, "train_loss_bbox_1_unscaled": 0.05986986412374101, "train_loss_bbox_2_unscaled": 0.05715092683411771, "train_loss_bbox_3_unscaled": 0.0559237078575466, "train_loss_bbox_4_unscaled": 0.05564872439281533, "train_loss_ce_unscaled": 0.24234162200981493, "train_loss_ce_0_unscaled": 0.30930944219741546, "train_loss_ce_1_unscaled": 0.29307103976173976, "train_loss_ce_2_unscaled": 0.2717113514615624, "train_loss_ce_3_unscaled": 0.25454152631538735, "train_loss_ce_4_unscaled": 0.24539580094557112, "train_loss_giou_unscaled": 0.3110339070608454, "train_loss_giou_0_unscaled": 0.40611023100411214, "train_loss_giou_1_unscaled": 0.33428909486427, "train_loss_giou_2_unscaled": 0.32035935535496857, "train_loss_giou_3_unscaled": 0.31411460036860095, "train_loss_giou_4_unscaled": 0.31219798603331816, "test_class_error": 10.476409359741211, "test_loss": 8.683229300689698, "test_loss_bbox": 0.24678135905265808, "test_loss_bbox_0": 0.3468461792469025, "test_loss_bbox_1": 0.26785489678382873, "test_loss_bbox_2": 0.25468454086780545, "test_loss_bbox_3": 0.2498287737607956, "test_loss_bbox_4": 0.24765776604413986, "test_loss_ce": 0.4754452015399933, "test_loss_ce_0": 0.6028942649841309, "test_loss_ce_1": 0.5692427820682525, "test_loss_ce_2": 0.5334416523456573, "test_loss_ce_3": 0.4958033398389816, "test_loss_ce_4": 0.47915438299179075, "test_loss_giou": 0.602489504814148, "test_loss_giou_0": 0.8165627009391785, "test_loss_giou_1": 0.6556818350076675, "test_loss_giou_2": 0.6232087431192398, "test_loss_giou_3": 0.6100341557025909, "test_loss_giou_4": 0.605617175245285, "test_cardinality_error_unscaled": 292.4222, "test_cardinality_error_0_unscaled": 292.4402, "test_cardinality_error_1_unscaled": 292.4958, "test_cardinality_error_2_unscaled": 292.4492, "test_cardinality_error_3_unscaled": 292.485, "test_cardinality_error_4_unscaled": 292.4034, "test_class_error_unscaled": 10.476409359741211, "test_loss_bbox_unscaled": 0.04935627177357674, "test_loss_bbox_0_unscaled": 0.06936923581957817, "test_loss_bbox_1_unscaled": 0.05357097942531109, "test_loss_bbox_2_unscaled": 0.0509369080811739, "test_loss_bbox_3_unscaled": 0.04996575467288494, "test_loss_bbox_4_unscaled": 0.049531553238630295, "test_loss_ce_unscaled": 0.23772260076999666, "test_loss_ce_0_unscaled": 0.30144713249206545, "test_loss_ce_1_unscaled": 0.28462139103412626, "test_loss_ce_2_unscaled": 0.26672082617282866, "test_loss_ce_3_unscaled": 0.2479016699194908, "test_loss_ce_4_unscaled": 0.23957719149589538, "test_loss_giou_unscaled": 0.301244752407074, "test_loss_giou_0_unscaled": 0.40828135046958924, "test_loss_giou_1_unscaled": 0.32784091750383376, "test_loss_giou_2_unscaled": 0.3116043715596199, "test_loss_giou_3_unscaled": 0.30501707785129545, "test_loss_giou_4_unscaled": 0.3028085876226425, "test_coco_eval_bbox": [0.35212599576720627, 0.5462401056481659, 0.36710602588798485, 0.17883213093498282, 0.3904717602758132, 0.5199848529417312, 0.3079267156229417, 0.5026492875178742, 0.5428310318317862, 0.28857830043184746, 0.5932513177116698, 0.7755814114470735], "epoch": 7, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 10.557146649552218, "train_loss": 8.869901211000853, "train_loss_bbox": 0.2719670276009035, "train_loss_bbox_0": 0.3750598584553087, "train_loss_bbox_1": 0.2941197140564837, "train_loss_bbox_2": 0.2804569324558374, "train_loss_bbox_3": 0.27421966458643204, "train_loss_bbox_4": 0.2728062621799653, "train_loss_ce": 0.47445505158415135, "train_loss_ce_0": 0.6050655034286444, "train_loss_ce_1": 0.5708909391042716, "train_loss_ce_2": 0.5296266290957448, "train_loss_ce_3": 0.49747143938873417, "train_loss_ce_4": 0.48002839098467437, "train_loss_giou": 0.6137920278926333, "train_loss_giou_0": 0.8018048430237318, "train_loss_giou_1": 0.6599719541425249, "train_loss_giou_2": 0.632215060143514, "train_loss_giou_3": 0.6198332771249735, "train_loss_giou_4": 0.6161166411591096, "train_cardinality_error_unscaled": 292.4990785202218, "train_cardinality_error_0_unscaled": 292.3461805085892, "train_cardinality_error_1_unscaled": 292.55703875287435, "train_cardinality_error_2_unscaled": 292.4853155011497, "train_cardinality_error_3_unscaled": 292.55762207493575, "train_cardinality_error_4_unscaled": 292.43630799404843, "train_class_error_unscaled": 10.557146649552218, "train_loss_bbox_unscaled": 0.054393405535524283, "train_loss_bbox_0_unscaled": 0.07501197168995317, "train_loss_bbox_1_unscaled": 0.05882394282596006, "train_loss_bbox_2_unscaled": 0.05609138646002682, "train_loss_bbox_3_unscaled": 0.054843932884533285, "train_loss_bbox_4_unscaled": 0.05456125241790325, "train_loss_ce_unscaled": 0.23722752579207568, "train_loss_ce_0_unscaled": 0.3025327517143222, "train_loss_ce_1_unscaled": 0.2854454695521358, "train_loss_ce_2_unscaled": 0.2648133145478724, "train_loss_ce_3_unscaled": 0.24873571969436709, "train_loss_ce_4_unscaled": 0.24001419549233718, "train_loss_giou_unscaled": 0.30689601394631666, "train_loss_giou_0_unscaled": 0.4009024215118659, "train_loss_giou_1_unscaled": 0.3299859770712624, "train_loss_giou_2_unscaled": 0.316107530071757, "train_loss_giou_3_unscaled": 0.30991663856248675, "train_loss_giou_4_unscaled": 0.3080583205795548, "test_class_error": 10.331687590026856, "test_loss": 8.508651348876953, "test_loss_bbox": 0.24272954784631728, "test_loss_bbox_0": 0.3384603068113327, "test_loss_bbox_1": 0.2639655766606331, "test_loss_bbox_2": 0.24974330688714982, "test_loss_bbox_3": 0.24396821919679643, "test_loss_bbox_4": 0.24339466781616212, "test_loss_ce": 0.45723008546829225, "test_loss_ce_0": 0.5925438425540924, "test_loss_ce_1": 0.5546646929740906, "test_loss_ce_2": 0.5123713290691376, "test_loss_ce_3": 0.48303893585205077, "test_loss_ce_4": 0.4645565946817398, "test_loss_giou": 0.5971114690542221, "test_loss_giou_0": 0.8002827392578125, "test_loss_giou_1": 0.6490884994029998, "test_loss_giou_2": 0.615169970536232, "test_loss_giou_3": 0.6018778868198394, "test_loss_giou_4": 0.5984536698102951, "test_cardinality_error_unscaled": 292.4908, "test_cardinality_error_0_unscaled": 292.4322, "test_cardinality_error_1_unscaled": 292.4914, "test_cardinality_error_2_unscaled": 292.4948, "test_cardinality_error_3_unscaled": 292.4654, "test_cardinality_error_4_unscaled": 292.4138, "test_class_error_unscaled": 10.331687590026856, "test_loss_bbox_unscaled": 0.04854590963125229, "test_loss_bbox_0_unscaled": 0.06769206119775772, "test_loss_bbox_1_unscaled": 0.052793115267157555, "test_loss_bbox_2_unscaled": 0.04994866138100624, "test_loss_bbox_3_unscaled": 0.04879364392161369, "test_loss_bbox_4_unscaled": 0.04867893353998661, "test_loss_ce_unscaled": 0.22861504273414612, "test_loss_ce_0_unscaled": 0.2962719212770462, "test_loss_ce_1_unscaled": 0.2773323464870453, "test_loss_ce_2_unscaled": 0.2561856645345688, "test_loss_ce_3_unscaled": 0.24151946792602538, "test_loss_ce_4_unscaled": 0.2322782973408699, "test_loss_giou_unscaled": 0.29855573452711104, "test_loss_giou_0_unscaled": 0.40014136962890623, "test_loss_giou_1_unscaled": 0.3245442497014999, "test_loss_giou_2_unscaled": 0.307584985268116, "test_loss_giou_3_unscaled": 0.3009389434099197, "test_loss_giou_4_unscaled": 0.29922683490514757, "test_coco_eval_bbox": [0.3577287411947694, 0.5528528836696395, 0.37391160041902677, 0.18494747254978267, 0.3921069730901087, 0.5245947543452684, 0.3099478921417073, 0.5095176925476562, 0.5500516332678743, 0.2945429206197352, 0.5988161215361734, 0.7886999736041866], "epoch": 8, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 10.2895463941611, "train_loss": 8.727765172449867, "train_loss_bbox": 0.2676934669433968, "train_loss_bbox_0": 0.3681907803152776, "train_loss_bbox_1": 0.2897533742605382, "train_loss_bbox_2": 0.27651554920776006, "train_loss_bbox_3": 0.2701465050991835, "train_loss_bbox_4": 0.2685933104919941, "train_loss_ce": 0.463540732718467, "train_loss_ce_0": 0.5954345231282442, "train_loss_ce_1": 0.5588139448157187, "train_loss_ce_2": 0.5179877123485177, "train_loss_ce_3": 0.4858822193443695, "train_loss_ce_4": 0.46909541137950855, "train_loss_giou": 0.6062189366385778, "train_loss_giou_0": 0.7913647129432316, "train_loss_giou_1": 0.6524378818788725, "train_loss_giou_2": 0.6247751113305988, "train_loss_giou_3": 0.6126609926038805, "train_loss_giou_4": 0.6086600067659086, "train_cardinality_error_unscaled": 292.4048846882186, "train_cardinality_error_0_unscaled": 292.58893547950765, "train_cardinality_error_1_unscaled": 292.66427701880156, "train_cardinality_error_2_unscaled": 292.5676230894089, "train_cardinality_error_3_unscaled": 292.54478898958473, "train_cardinality_error_4_unscaled": 292.44214966860545, "train_class_error_unscaled": 10.2895463941611, "train_loss_bbox_unscaled": 0.05353869337424279, "train_loss_bbox_0_unscaled": 0.0736381560611911, "train_loss_bbox_1_unscaled": 0.057950674874530934, "train_loss_bbox_2_unscaled": 0.05530310985069769, "train_loss_bbox_3_unscaled": 0.054029301002905844, "train_loss_bbox_4_unscaled": 0.05371866211857978, "train_loss_ce_unscaled": 0.2317703663592335, "train_loss_ce_0_unscaled": 0.2977172615641221, "train_loss_ce_1_unscaled": 0.27940697240785933, "train_loss_ce_2_unscaled": 0.25899385617425885, "train_loss_ce_3_unscaled": 0.24294110967218474, "train_loss_ce_4_unscaled": 0.23454770568975428, "train_loss_giou_unscaled": 0.3031094683192889, "train_loss_giou_0_unscaled": 0.3956823564716158, "train_loss_giou_1_unscaled": 0.32621894093943626, "train_loss_giou_2_unscaled": 0.3123875556652994, "train_loss_giou_3_unscaled": 0.30633049630194026, "train_loss_giou_4_unscaled": 0.3043300033829543, "test_class_error": 9.915374401855468, "test_loss": 8.448162330627442, "test_loss_bbox": 0.243222063434124, "test_loss_bbox_0": 0.3460317945241928, "test_loss_bbox_1": 0.2626542227983475, "test_loss_bbox_2": 0.25057791652679445, "test_loss_bbox_3": 0.24634852801561355, "test_loss_bbox_4": 0.24379684011936187, "test_loss_ce": 0.4526140866756439, "test_loss_ce_0": 0.5796997258663178, "test_loss_ce_1": 0.5410935389518737, "test_loss_ce_2": 0.5038650892019272, "test_loss_ce_3": 0.4721868383646011, "test_loss_ce_4": 0.4576248775959015, "test_loss_giou": 0.59366848320961, "test_loss_giou_0": 0.8039994832038879, "test_loss_giou_1": 0.6400002995491028, "test_loss_giou_2": 0.6122424804210663, "test_loss_giou_3": 0.6019009573936462, "test_loss_giou_4": 0.5966351119518281, "test_cardinality_error_unscaled": 292.224, "test_cardinality_error_0_unscaled": 292.4132, "test_cardinality_error_1_unscaled": 292.3698, "test_cardinality_error_2_unscaled": 292.0706, "test_cardinality_error_3_unscaled": 292.2554, "test_cardinality_error_4_unscaled": 292.257, "test_class_error_unscaled": 9.915374401855468, "test_loss_bbox_unscaled": 0.04864441275000572, "test_loss_bbox_0_unscaled": 0.0692063588321209, "test_loss_bbox_1_unscaled": 0.05253084457218647, "test_loss_bbox_2_unscaled": 0.050115583324432375, "test_loss_bbox_3_unscaled": 0.04926970568299294, "test_loss_bbox_4_unscaled": 0.048759367972612384, "test_loss_ce_unscaled": 0.22630704333782195, "test_loss_ce_0_unscaled": 0.2898498629331589, "test_loss_ce_1_unscaled": 0.27054676947593687, "test_loss_ce_2_unscaled": 0.2519325446009636, "test_loss_ce_3_unscaled": 0.23609341918230056, "test_loss_ce_4_unscaled": 0.22881243879795074, "test_loss_giou_unscaled": 0.296834241604805, "test_loss_giou_0_unscaled": 0.40199974160194396, "test_loss_giou_1_unscaled": 0.3200001497745514, "test_loss_giou_2_unscaled": 0.30612124021053316, "test_loss_giou_3_unscaled": 0.3009504786968231, "test_loss_giou_4_unscaled": 0.29831755597591403, "test_coco_eval_bbox": [0.36644110036393795, 0.5677081072141493, 0.38485407950641815, 0.1863128413255492, 0.3975759142472988, 0.5344563253589618, 0.3157378217887481, 0.5116139221086433, 0.5503685356627622, 0.29505391440617684, 0.6030251108254262, 0.7773989397088954], "epoch": 9, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 9.825999038686744, "train_loss": 8.58579553391023, "train_loss_bbox": 0.26230476472471864, "train_loss_bbox_0": 0.3614764142089649, "train_loss_bbox_1": 0.2846825266407845, "train_loss_bbox_2": 0.27111545055409286, "train_loss_bbox_3": 0.26468414837870147, "train_loss_bbox_4": 0.2630823028351858, "train_loss_ce": 0.45525635370144935, "train_loss_ce_0": 0.5851655597214639, "train_loss_ce_1": 0.5476671617750739, "train_loss_ce_2": 0.5088276366510347, "train_loss_ce_3": 0.4777554426990761, "train_loss_ce_4": 0.46074769905031765, "train_loss_giou": 0.5980294972394117, "train_loss_giou_0": 0.780082946406655, "train_loss_giou_1": 0.6435743666027357, "train_loss_giou_2": 0.6168485952438689, "train_loss_giou_3": 0.6041131713988815, "train_loss_giou_4": 0.6003814931965464, "train_cardinality_error_unscaled": 292.66913803598, "train_cardinality_error_0_unscaled": 292.68741546057083, "train_cardinality_error_1_unscaled": 292.7671445962397, "train_cardinality_error_2_unscaled": 292.69749256053024, "train_cardinality_error_3_unscaled": 292.7692411740836, "train_cardinality_error_4_unscaled": 292.6727225077776, "train_class_error_unscaled": 9.825999038686744, "train_loss_bbox_unscaled": 0.052460952945372036, "train_loss_bbox_0_unscaled": 0.07229528284809167, "train_loss_bbox_1_unscaled": 0.05693650534410515, "train_loss_bbox_2_unscaled": 0.05422309008811813, "train_loss_bbox_3_unscaled": 0.05293682968249248, "train_loss_bbox_4_unscaled": 0.05261646060331755, "train_loss_ce_unscaled": 0.22762817685072467, "train_loss_ce_0_unscaled": 0.29258277986073195, "train_loss_ce_1_unscaled": 0.27383358088753695, "train_loss_ce_2_unscaled": 0.25441381832551735, "train_loss_ce_3_unscaled": 0.23887772134953805, "train_loss_ce_4_unscaled": 0.23037384952515882, "train_loss_giou_unscaled": 0.29901474861970584, "train_loss_giou_0_unscaled": 0.3900414732033275, "train_loss_giou_1_unscaled": 0.32178718330136785, "train_loss_giou_2_unscaled": 0.30842429762193446, "train_loss_giou_3_unscaled": 0.30205658569944077, "train_loss_giou_4_unscaled": 0.3001907465982732, "test_class_error": 9.717064000701905, "test_loss": 8.372068334960938, "test_loss_bbox": 0.24204104223251344, "test_loss_bbox_0": 0.3396733132123947, "test_loss_bbox_1": 0.2612990223526955, "test_loss_bbox_2": 0.24694460513591765, "test_loss_bbox_3": 0.24200589863061905, "test_loss_bbox_4": 0.24371260464191435, "test_loss_ce": 0.45118090989589693, "test_loss_ce_0": 0.5838496169090271, "test_loss_ce_1": 0.5547329255104065, "test_loss_ce_2": 0.5003335359096527, "test_loss_ce_3": 0.4720254981994629, "test_loss_ce_4": 0.45525787122249606, "test_loss_giou": 0.5856738683223724, "test_loss_giou_0": 0.7806122611999512, "test_loss_giou_1": 0.6319753958940506, "test_loss_giou_2": 0.6018621481895446, "test_loss_giou_3": 0.5901833879709244, "test_loss_giou_4": 0.5887044673681259, "test_cardinality_error_unscaled": 292.1668, "test_cardinality_error_0_unscaled": 292.384, "test_cardinality_error_1_unscaled": 292.3708, "test_cardinality_error_2_unscaled": 292.1504, "test_cardinality_error_3_unscaled": 292.2522, "test_cardinality_error_4_unscaled": 292.188, "test_class_error_unscaled": 9.717064000701905, "test_loss_bbox_unscaled": 0.04840820844173432, "test_loss_bbox_0_unscaled": 0.06793466264605522, "test_loss_bbox_1_unscaled": 0.052259804436564444, "test_loss_bbox_2_unscaled": 0.049388920962810515, "test_loss_bbox_3_unscaled": 0.04840117972195149, "test_loss_bbox_4_unscaled": 0.04874252088367939, "test_loss_ce_unscaled": 0.22559045494794847, "test_loss_ce_0_unscaled": 0.2919248084545136, "test_loss_ce_1_unscaled": 0.27736646275520327, "test_loss_ce_2_unscaled": 0.25016676795482634, "test_loss_ce_3_unscaled": 0.23601274909973144, "test_loss_ce_4_unscaled": 0.22762893561124803, "test_loss_giou_unscaled": 0.2928369341611862, "test_loss_giou_0_unscaled": 0.3903061305999756, "test_loss_giou_1_unscaled": 0.3159876979470253, "test_loss_giou_2_unscaled": 0.3009310740947723, "test_loss_giou_3_unscaled": 0.2950916939854622, "test_loss_giou_4_unscaled": 0.29435223368406294, "test_coco_eval_bbox": [0.36981715608141885, 0.5687946428469381, 0.3863889941671299, 0.19192060022270802, 0.40818782031242523, 0.5325844379942901, 0.3195392182662159, 0.5179989146710716, 0.5567410529641434, 0.3119527209947835, 0.6102320056962789, 0.779617923260421], "epoch": 10, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 9.594759311305804, "train_loss": 8.463069159946212, "train_loss_bbox": 0.2591523462653273, "train_loss_bbox_0": 0.3557922294300141, "train_loss_bbox_1": 0.2814324364493426, "train_loss_bbox_2": 0.26845861737823334, "train_loss_bbox_3": 0.26193782063265314, "train_loss_bbox_4": 0.2600427597527347, "train_loss_ce": 0.4450275384582026, "train_loss_ce_0": 0.5763049416156353, "train_loss_ce_1": 0.5352373612127784, "train_loss_ce_2": 0.49477562994111557, "train_loss_ce_3": 0.46524202222795397, "train_loss_ce_4": 0.45018919655390816, "train_loss_giou": 0.5930888985371728, "train_loss_giou_0": 0.7715683999148496, "train_loss_giou_1": 0.6379915129730445, "train_loss_giou_2": 0.6117507373939569, "train_loss_giou_3": 0.5995220744106342, "train_loss_giou_4": 0.5955546341738697, "train_cardinality_error_unscaled": 292.5928327471933, "train_cardinality_error_0_unscaled": 292.61589510347625, "train_cardinality_error_1_unscaled": 292.79997125659406, "train_cardinality_error_2_unscaled": 292.631991410794, "train_cardinality_error_3_unscaled": 292.65495231976195, "train_cardinality_error_4_unscaled": 292.50452285946164, "train_class_error_unscaled": 9.594759311305804, "train_loss_bbox_unscaled": 0.051830469275539144, "train_loss_bbox_0_unscaled": 0.07115844587647921, "train_loss_bbox_1_unscaled": 0.0562864873033225, "train_loss_bbox_2_unscaled": 0.053691723461688795, "train_loss_bbox_3_unscaled": 0.052387564132401, "train_loss_bbox_4_unscaled": 0.052008551934447526, "train_loss_ce_unscaled": 0.2225137692291013, "train_loss_ce_0_unscaled": 0.28815247080781764, "train_loss_ce_1_unscaled": 0.2676186806063892, "train_loss_ce_2_unscaled": 0.24738781497055778, "train_loss_ce_3_unscaled": 0.23262101111397698, "train_loss_ce_4_unscaled": 0.22509459827695408, "train_loss_giou_unscaled": 0.2965444492685864, "train_loss_giou_0_unscaled": 0.3857841999574248, "train_loss_giou_1_unscaled": 0.31899575648652223, "train_loss_giou_2_unscaled": 0.30587536869697846, "train_loss_giou_3_unscaled": 0.2997610372053171, "train_loss_giou_4_unscaled": 0.29777731708693483, "test_class_error": 10.512487314605712, "test_loss": 8.361140300750732, "test_loss_bbox": 0.2352069469690323, "test_loss_bbox_0": 0.32951270596981047, "test_loss_bbox_1": 0.2544180955529213, "test_loss_bbox_2": 0.2424616530060768, "test_loss_bbox_3": 0.23777173548936845, "test_loss_bbox_4": 0.23621283905506135, "test_loss_ce": 0.45608547132015226, "test_loss_ce_0": 0.5827424125671387, "test_loss_ce_1": 0.5484565002918244, "test_loss_ce_2": 0.5083370589256286, "test_loss_ce_3": 0.47497391595840455, "test_loss_ce_4": 0.4610166879415512, "test_loss_giou": 0.5836794797897339, "test_loss_giou_0": 0.7967685752391815, "test_loss_giou_1": 0.6310200917959213, "test_loss_giou_2": 0.6021670751571655, "test_loss_giou_3": 0.5935789585590363, "test_loss_giou_4": 0.5867301350593567, "test_cardinality_error_unscaled": 292.1586, "test_cardinality_error_0_unscaled": 292.3476, "test_cardinality_error_1_unscaled": 292.299, "test_cardinality_error_2_unscaled": 292.2414, "test_cardinality_error_3_unscaled": 292.2922, "test_cardinality_error_4_unscaled": 292.0672, "test_class_error_unscaled": 10.512487314605712, "test_loss_bbox_unscaled": 0.04704138945043087, "test_loss_bbox_0_unscaled": 0.06590254120230675, "test_loss_bbox_1_unscaled": 0.05088361911177635, "test_loss_bbox_2_unscaled": 0.04849233051538467, "test_loss_bbox_3_unscaled": 0.04755434710681439, "test_loss_bbox_4_unscaled": 0.04724256776273251, "test_loss_ce_unscaled": 0.22804273566007613, "test_loss_ce_0_unscaled": 0.29137120628356933, "test_loss_ce_1_unscaled": 0.2742282501459122, "test_loss_ce_2_unscaled": 0.2541685294628143, "test_loss_ce_3_unscaled": 0.23748695797920227, "test_loss_ce_4_unscaled": 0.2305083439707756, "test_loss_giou_unscaled": 0.29183973989486695, "test_loss_giou_0_unscaled": 0.39838428761959077, "test_loss_giou_1_unscaled": 0.31551004589796067, "test_loss_giou_2_unscaled": 0.30108353757858275, "test_loss_giou_3_unscaled": 0.29678947927951815, "test_loss_giou_4_unscaled": 0.29336506752967834, "test_coco_eval_bbox": [0.37203762990893197, 0.5681192978150038, 0.3896343623907667, 0.18857218820511099, 0.4101714893794552, 0.5391469185435943, 0.3186277368083881, 0.5212375330950356, 0.5595726573448205, 0.31556205494658307, 0.6134951021347668, 0.784818120351733], "epoch": 11, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 9.334746581073318, "train_loss": 8.359159518365333, "train_loss_bbox": 0.25662309170498926, "train_loss_bbox_0": 0.3515706365318594, "train_loss_bbox_1": 0.2784124314386927, "train_loss_bbox_2": 0.26568363443919985, "train_loss_bbox_3": 0.25937889436738315, "train_loss_bbox_4": 0.2575480579729253, "train_loss_ce": 0.4378800278290931, "train_loss_ce_0": 0.5694079291960811, "train_loss_ce_1": 0.5260664499619889, "train_loss_ce_2": 0.48571490518568367, "train_loss_ce_3": 0.45729622876214415, "train_loss_ce_4": 0.44262968400213853, "train_loss_giou": 0.5871018409607062, "train_loss_giou_0": 0.7636045545801151, "train_loss_giou_1": 0.6313803490630735, "train_loss_giou_2": 0.6057778841609418, "train_loss_giou_3": 0.5935486141422451, "train_loss_giou_4": 0.5895342987363819, "train_cardinality_error_unscaled": 292.68149770052753, "train_cardinality_error_0_unscaled": 292.64654910050047, "train_cardinality_error_1_unscaled": 292.7421209251995, "train_cardinality_error_2_unscaled": 292.7414615176518, "train_cardinality_error_3_unscaled": 292.60755106181523, "train_cardinality_error_4_unscaled": 292.602461788178, "train_class_error_unscaled": 9.334746581073318, "train_loss_bbox_unscaled": 0.051324618353695985, "train_loss_bbox_0_unscaled": 0.07031412731065498, "train_loss_bbox_1_unscaled": 0.055682486288872304, "train_loss_bbox_2_unscaled": 0.053136726898774474, "train_loss_bbox_3_unscaled": 0.051875778868084955, "train_loss_bbox_4_unscaled": 0.05150961159176325, "train_loss_ce_unscaled": 0.21894001391454654, "train_loss_ce_0_unscaled": 0.28470396459804054, "train_loss_ce_1_unscaled": 0.26303322498099446, "train_loss_ce_2_unscaled": 0.24285745259284183, "train_loss_ce_3_unscaled": 0.22864811438107208, "train_loss_ce_4_unscaled": 0.22131484200106927, "train_loss_giou_unscaled": 0.2935509204803531, "train_loss_giou_0_unscaled": 0.38180227729005756, "train_loss_giou_1_unscaled": 0.31569017453153675, "train_loss_giou_2_unscaled": 0.3028889420804709, "train_loss_giou_3_unscaled": 0.29677430707112257, "train_loss_giou_4_unscaled": 0.29476714936819093, "test_class_error": 9.969143897247314, "test_loss": 8.341989208221436, "test_loss_bbox": 0.23874280515909194, "test_loss_bbox_0": 0.3320778060913086, "test_loss_bbox_1": 0.2587201281309128, "test_loss_bbox_2": 0.2465597864985466, "test_loss_bbox_3": 0.24177492426633834, "test_loss_bbox_4": 0.24039640092849732, "test_loss_ce": 0.45480731530189517, "test_loss_ce_0": 0.5753789046287536, "test_loss_ce_1": 0.5397385911941528, "test_loss_ce_2": 0.5002568430662155, "test_loss_ce_3": 0.4719613791942596, "test_loss_ce_4": 0.45929554543495177, "test_loss_giou": 0.5848595522642136, "test_loss_giou_0": 0.7796789588928222, "test_loss_giou_1": 0.6309854702949524, "test_loss_giou_2": 0.6038788783073425, "test_loss_giou_3": 0.5931961795806885, "test_loss_giou_4": 0.5896797528743744, "test_cardinality_error_unscaled": 292.1046, "test_cardinality_error_0_unscaled": 292.065, "test_cardinality_error_1_unscaled": 291.9404, "test_cardinality_error_2_unscaled": 292.061, "test_cardinality_error_3_unscaled": 291.9602, "test_cardinality_error_4_unscaled": 291.9596, "test_class_error_unscaled": 9.969143897247314, "test_loss_bbox_unscaled": 0.047748561012744904, "test_loss_bbox_0_unscaled": 0.06641556126475334, "test_loss_bbox_1_unscaled": 0.051744025593996046, "test_loss_bbox_2_unscaled": 0.04931195733845234, "test_loss_bbox_3_unscaled": 0.048354984822869304, "test_loss_bbox_4_unscaled": 0.04807928019464016, "test_loss_ce_unscaled": 0.22740365765094758, "test_loss_ce_0_unscaled": 0.2876894523143768, "test_loss_ce_1_unscaled": 0.2698692955970764, "test_loss_ce_2_unscaled": 0.25012842153310777, "test_loss_ce_3_unscaled": 0.2359806895971298, "test_loss_ce_4_unscaled": 0.22964777271747588, "test_loss_giou_unscaled": 0.2924297761321068, "test_loss_giou_0_unscaled": 0.3898394794464111, "test_loss_giou_1_unscaled": 0.3154927351474762, "test_loss_giou_2_unscaled": 0.3019394391536713, "test_loss_giou_3_unscaled": 0.29659808979034424, "test_loss_giou_4_unscaled": 0.2948398764371872, "test_coco_eval_bbox": [0.3754326074185355, 0.5698695841700511, 0.39851413080274545, 0.2005806385889414, 0.41597848656631625, 0.5426627612940149, 0.32028215706021085, 0.5194044482350411, 0.5558635395968728, 0.3038599727383184, 0.6063025987376517, 0.7915714976506691], "epoch": 12, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 9.086226275949828, "train_loss": 8.262852749546536, "train_loss_bbox": 0.2531839682427461, "train_loss_bbox_0": 0.3470038249877056, "train_loss_bbox_1": 0.2756373016825068, "train_loss_bbox_2": 0.2622568314356119, "train_loss_bbox_3": 0.2560388663425653, "train_loss_bbox_4": 0.2541164232794098, "train_loss_ce": 0.4310408167296134, "train_loss_ce_0": 0.5607449271819853, "train_loss_ce_1": 0.5154829110245284, "train_loss_ce_2": 0.4766731467856358, "train_loss_ce_3": 0.4498600418766716, "train_loss_ce_4": 0.43589669329160996, "train_loss_giou": 0.5833245268018242, "train_loss_giou_0": 0.7568053154827341, "train_loss_giou_1": 0.6280267832768749, "train_loss_giou_2": 0.6016227400070693, "train_loss_giou_3": 0.589610769049726, "train_loss_giou_4": 0.5855268566055032, "train_cardinality_error_unscaled": 292.5988857703233, "train_cardinality_error_0_unscaled": 292.7421462870283, "train_cardinality_error_1_unscaled": 292.82228121195726, "train_cardinality_error_2_unscaled": 292.7985932638983, "train_cardinality_error_3_unscaled": 292.7060310428784, "train_cardinality_error_4_unscaled": 292.544552279183, "train_class_error_unscaled": 9.086226275949828, "train_loss_bbox_unscaled": 0.05063679367195511, "train_loss_bbox_0_unscaled": 0.06940076499975825, "train_loss_bbox_1_unscaled": 0.05512746033380553, "train_loss_bbox_2_unscaled": 0.05245136628102526, "train_loss_bbox_3_unscaled": 0.05120777326523774, "train_loss_bbox_4_unscaled": 0.050823284671225544, "train_loss_ce_unscaled": 0.2155204083648067, "train_loss_ce_0_unscaled": 0.28037246359099266, "train_loss_ce_1_unscaled": 0.2577414555122642, "train_loss_ce_2_unscaled": 0.2383365733928179, "train_loss_ce_3_unscaled": 0.2249300209383358, "train_loss_ce_4_unscaled": 0.21794834664580498, "train_loss_giou_unscaled": 0.2916622634009121, "train_loss_giou_0_unscaled": 0.37840265774136705, "train_loss_giou_1_unscaled": 0.31401339163843744, "train_loss_giou_2_unscaled": 0.30081137000353464, "train_loss_giou_3_unscaled": 0.294805384524863, "train_loss_giou_4_unscaled": 0.2927634283027516, "test_class_error": 10.073195502471924, "test_loss": 8.232769987487792, "test_loss_bbox": 0.23740439466238022, "test_loss_bbox_0": 0.32778447456359866, "test_loss_bbox_1": 0.25895055408477785, "test_loss_bbox_2": 0.24623834768533706, "test_loss_bbox_3": 0.23966847774982453, "test_loss_bbox_4": 0.2391929917573929, "test_loss_ce": 0.4417056719303131, "test_loss_ce_0": 0.5576644819259644, "test_loss_ce_1": 0.5198309246540069, "test_loss_ce_2": 0.48198877284526825, "test_loss_ce_3": 0.457232373547554, "test_loss_ce_4": 0.44421834275722505, "test_loss_giou": 0.5835648662805557, "test_loss_giou_0": 0.7859461372852325, "test_loss_giou_1": 0.632622146487236, "test_loss_giou_2": 0.6015398059844971, "test_loss_giou_3": 0.5902928993463517, "test_loss_giou_4": 0.5869243075370788, "test_cardinality_error_unscaled": 291.6908, "test_cardinality_error_0_unscaled": 292.0276, "test_cardinality_error_1_unscaled": 291.9798, "test_cardinality_error_2_unscaled": 291.9212, "test_cardinality_error_3_unscaled": 292.0396, "test_cardinality_error_4_unscaled": 291.4264, "test_class_error_unscaled": 10.073195502471924, "test_loss_bbox_unscaled": 0.04748087886571884, "test_loss_bbox_0_unscaled": 0.06555689492821694, "test_loss_bbox_1_unscaled": 0.051790110871195796, "test_loss_bbox_2_unscaled": 0.04924766957461834, "test_loss_bbox_3_unscaled": 0.04793369559645653, "test_loss_bbox_4_unscaled": 0.047838598400354385, "test_loss_ce_unscaled": 0.22085283596515656, "test_loss_ce_0_unscaled": 0.2788322409629822, "test_loss_ce_1_unscaled": 0.25991546232700347, "test_loss_ce_2_unscaled": 0.24099438642263413, "test_loss_ce_3_unscaled": 0.228616186773777, "test_loss_ce_4_unscaled": 0.22210917137861252, "test_loss_giou_unscaled": 0.29178243314027785, "test_loss_giou_0_unscaled": 0.3929730686426163, "test_loss_giou_1_unscaled": 0.316311073243618, "test_loss_giou_2_unscaled": 0.30076990299224854, "test_loss_giou_3_unscaled": 0.2951464496731758, "test_loss_giou_4_unscaled": 0.2934621537685394, "test_coco_eval_bbox": [0.37786860106305026, 0.5752126720234432, 0.3940520456609493, 0.19667749194241937, 0.41335654328777127, 0.5399026863721315, 0.32270676670997267, 0.5250917094811643, 0.5622944192364366, 0.3136709288973017, 0.619721400002963, 0.7802410741817613], "epoch": 13, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 8.875089941627197, "train_loss": 8.164067632594419, "train_loss_bbox": 0.2501038942018938, "train_loss_bbox_0": 0.34261921687303853, "train_loss_bbox_1": 0.2721621049181318, "train_loss_bbox_2": 0.2592911888904095, "train_loss_bbox_3": 0.25276193687162946, "train_loss_bbox_4": 0.25110145271818113, "train_loss_ce": 0.42494879366448796, "train_loss_ce_0": 0.554923778143091, "train_loss_ce_1": 0.5080808897856832, "train_loss_ce_2": 0.4686141461385904, "train_loss_ce_3": 0.4429760854089113, "train_loss_ce_4": 0.4292550745166825, "train_loss_giou": 0.5772440274442934, "train_loss_giou_0": 0.7500214730408942, "train_loss_giou_1": 0.6209935881837398, "train_loss_giou_2": 0.5957436760118813, "train_loss_giou_3": 0.5834917265160446, "train_loss_giou_4": 0.5797345748532251, "train_cardinality_error_unscaled": 292.6154724063303, "train_cardinality_error_0_unscaled": 292.80036859191125, "train_cardinality_error_1_unscaled": 292.8521236304612, "train_cardinality_error_2_unscaled": 292.7764608413364, "train_cardinality_error_3_unscaled": 292.79168639253345, "train_cardinality_error_4_unscaled": 292.53872751251185, "train_class_error_unscaled": 8.875089941627197, "train_loss_bbox_unscaled": 0.050020778846223926, "train_loss_bbox_0_unscaled": 0.0685238433855926, "train_loss_bbox_1_unscaled": 0.05443242098607025, "train_loss_bbox_2_unscaled": 0.05185823779891792, "train_loss_bbox_3_unscaled": 0.05055238737629107, "train_loss_bbox_4_unscaled": 0.0502202905351456, "train_loss_ce_unscaled": 0.21247439683224398, "train_loss_ce_0_unscaled": 0.2774618890715455, "train_loss_ce_1_unscaled": 0.2540404448928416, "train_loss_ce_2_unscaled": 0.2343070730692952, "train_loss_ce_3_unscaled": 0.22148804270445566, "train_loss_ce_4_unscaled": 0.21462753725834124, "train_loss_giou_unscaled": 0.2886220137221467, "train_loss_giou_0_unscaled": 0.3750107365204471, "train_loss_giou_1_unscaled": 0.3104967940918699, "train_loss_giou_2_unscaled": 0.29787183800594064, "train_loss_giou_3_unscaled": 0.2917458632580223, "train_loss_giou_4_unscaled": 0.28986728742661255, "test_class_error": 9.369100115203857, "test_loss": 7.988706232070923, "test_loss_bbox": 0.22617047480344774, "test_loss_bbox_0": 0.3186827959299088, "test_loss_bbox_1": 0.24762601957321168, "test_loss_bbox_2": 0.23238569487333297, "test_loss_bbox_3": 0.22995838034152985, "test_loss_bbox_4": 0.2278462673664093, "test_loss_ce": 0.4353600876569748, "test_loss_ce_0": 0.5498824962615967, "test_loss_ce_1": 0.5096810978651046, "test_loss_ce_2": 0.4808623590946198, "test_loss_ce_3": 0.44934516804218294, "test_loss_ce_4": 0.4380787792444229, "test_loss_giou": 0.5618651187181473, "test_loss_giou_0": 0.7545354308128357, "test_loss_giou_1": 0.6121412525177002, "test_loss_giou_2": 0.5795003343582154, "test_loss_giou_3": 0.5699361664772034, "test_loss_giou_4": 0.5648483055830001, "test_cardinality_error_unscaled": 291.6744, "test_cardinality_error_0_unscaled": 292.1224, "test_cardinality_error_1_unscaled": 292.0698, "test_cardinality_error_2_unscaled": 291.6122, "test_cardinality_error_3_unscaled": 291.592, "test_cardinality_error_4_unscaled": 291.4864, "test_class_error_unscaled": 9.369100115203857, "test_loss_bbox_unscaled": 0.04523409503698349, "test_loss_bbox_0_unscaled": 0.06373655925393104, "test_loss_bbox_1_unscaled": 0.049525203889608384, "test_loss_bbox_2_unscaled": 0.046477138909697534, "test_loss_bbox_3_unscaled": 0.04599167605340481, "test_loss_bbox_4_unscaled": 0.04556925351023674, "test_loss_ce_unscaled": 0.2176800438284874, "test_loss_ce_0_unscaled": 0.27494124813079834, "test_loss_ce_1_unscaled": 0.2548405489325523, "test_loss_ce_2_unscaled": 0.2404311795473099, "test_loss_ce_3_unscaled": 0.22467258402109147, "test_loss_ce_4_unscaled": 0.21903938962221145, "test_loss_giou_unscaled": 0.28093255935907363, "test_loss_giou_0_unscaled": 0.37726771540641785, "test_loss_giou_1_unscaled": 0.3060706262588501, "test_loss_giou_2_unscaled": 0.2897501671791077, "test_loss_giou_3_unscaled": 0.2849680832386017, "test_loss_giou_4_unscaled": 0.28242415279150007, "test_coco_eval_bbox": [0.3869971620273149, 0.5885484702059163, 0.4071727740679167, 0.21043640242837092, 0.42573834000510286, 0.5465017454105595, 0.32490567719554664, 0.5336257734605319, 0.5734523025175369, 0.3285051821319124, 0.6320916059168213, 0.792757721427146], "epoch": 14, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 8.652994842179716, "train_loss": 8.068447185388264, "train_loss_bbox": 0.24698675250621702, "train_loss_bbox_0": 0.33780995471082775, "train_loss_bbox_1": 0.2689196421897945, "train_loss_bbox_2": 0.2559130803102306, "train_loss_bbox_3": 0.24980872868937293, "train_loss_bbox_4": 0.2478510052883809, "train_loss_ce": 0.4191217424682331, "train_loss_ce_0": 0.5488074873190488, "train_loss_ce_1": 0.5006880647411257, "train_loss_ce_2": 0.4624176164989492, "train_loss_ce_3": 0.43694501268253766, "train_loss_ce_4": 0.42355189380123476, "train_loss_giou": 0.5712003373773611, "train_loss_giou_0": 0.7424546927999743, "train_loss_giou_1": 0.6152855981769685, "train_loss_giou_2": 0.5894431592759269, "train_loss_giou_3": 0.577561228223781, "train_loss_giou_4": 0.5736811903594965, "train_cardinality_error_unscaled": 292.53805965102123, "train_cardinality_error_0_unscaled": 292.8026680643852, "train_cardinality_error_1_unscaled": 292.7455447720817, "train_cardinality_error_2_unscaled": 292.7262528743406, "train_cardinality_error_3_unscaled": 292.64151055052076, "train_cardinality_error_4_unscaled": 292.38645509265524, "train_class_error_unscaled": 8.652994842179716, "train_loss_bbox_unscaled": 0.04939735050106704, "train_loss_bbox_0_unscaled": 0.06756199093883986, "train_loss_bbox_1_unscaled": 0.05378392843264282, "train_loss_bbox_2_unscaled": 0.051182616056856, "train_loss_bbox_3_unscaled": 0.04996174573356629, "train_loss_bbox_4_unscaled": 0.04957020104719518, "train_loss_ce_unscaled": 0.20956087123411654, "train_loss_ce_0_unscaled": 0.2744037436595244, "train_loss_ce_1_unscaled": 0.25034403237056285, "train_loss_ce_2_unscaled": 0.2312088082494746, "train_loss_ce_3_unscaled": 0.21847250634126883, "train_loss_ce_4_unscaled": 0.21177594690061738, "train_loss_giou_unscaled": 0.28560016868868054, "train_loss_giou_0_unscaled": 0.37122734639998717, "train_loss_giou_1_unscaled": 0.30764279908848424, "train_loss_giou_2_unscaled": 0.29472157963796347, "train_loss_giou_3_unscaled": 0.2887806141118905, "train_loss_giou_4_unscaled": 0.28684059517974825, "test_class_error": 9.202579216766358, "test_loss": 8.016871241760255, "test_loss_bbox": 0.23147010959386827, "test_loss_bbox_0": 0.31371113724708555, "test_loss_bbox_1": 0.24880805176496507, "test_loss_bbox_2": 0.23669455143213272, "test_loss_bbox_3": 0.23405098053216933, "test_loss_bbox_4": 0.23264663095474244, "test_loss_ce": 0.43757935473918913, "test_loss_ce_0": 0.5590183827877044, "test_loss_ce_1": 0.5221709053516388, "test_loss_ce_2": 0.48202744500637057, "test_loss_ce_3": 0.45348001265525817, "test_loss_ce_4": 0.44060877537727355, "test_loss_giou": 0.5616754166126251, "test_loss_giou_0": 0.7503670664787292, "test_loss_giou_1": 0.6037926774263382, "test_loss_giou_2": 0.5767554107904435, "test_loss_giou_3": 0.5675356760978699, "test_loss_giou_4": 0.5644786813259125, "test_cardinality_error_unscaled": 292.1, "test_cardinality_error_0_unscaled": 292.2132, "test_cardinality_error_1_unscaled": 292.2434, "test_cardinality_error_2_unscaled": 292.2034, "test_cardinality_error_3_unscaled": 292.1204, "test_cardinality_error_4_unscaled": 291.7672, "test_class_error_unscaled": 9.202579216766358, "test_loss_bbox_unscaled": 0.046294021919369696, "test_loss_bbox_0_unscaled": 0.06274222747087478, "test_loss_bbox_1_unscaled": 0.04976161036789417, "test_loss_bbox_2_unscaled": 0.04733891032636166, "test_loss_bbox_3_unscaled": 0.046810196194052696, "test_loss_bbox_4_unscaled": 0.046529326131939885, "test_loss_ce_unscaled": 0.21878967736959457, "test_loss_ce_0_unscaled": 0.2795091913938522, "test_loss_ce_1_unscaled": 0.2610854526758194, "test_loss_ce_2_unscaled": 0.24101372250318528, "test_loss_ce_3_unscaled": 0.22674000632762908, "test_loss_ce_4_unscaled": 0.22030438768863678, "test_loss_giou_unscaled": 0.28083770830631255, "test_loss_giou_0_unscaled": 0.3751835332393646, "test_loss_giou_1_unscaled": 0.3018963387131691, "test_loss_giou_2_unscaled": 0.28837770539522173, "test_loss_giou_3_unscaled": 0.28376783804893496, "test_loss_giou_4_unscaled": 0.28223934066295625, "test_coco_eval_bbox": [0.3891661078901758, 0.5921001372554524, 0.40933801063975733, 0.21093255199655458, 0.42131700609624095, 0.5572254520559928, 0.32889062390718615, 0.5354713222100059, 0.5730298857456684, 0.32767346737964326, 0.6245923294254271, 0.8000816789230732], "epoch": 15, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 8.38438342150664, "train_loss": 7.996280722861262, "train_loss_bbox": 0.24443983632794547, "train_loss_bbox_0": 0.3349860021077327, "train_loss_bbox_1": 0.2668281631164044, "train_loss_bbox_2": 0.25404840122153016, "train_loss_bbox_3": 0.24780798277238314, "train_loss_bbox_4": 0.24550360243479777, "train_loss_ce": 0.41386754285097205, "train_loss_ce_0": 0.5415060316115098, "train_loss_ce_1": 0.49323945291452215, "train_loss_ce_2": 0.45526939173677883, "train_loss_ce_3": 0.43029337219191505, "train_loss_ce_4": 0.4180450418450812, "train_loss_giou": 0.5679891622652627, "train_loss_giou_0": 0.7383275594127431, "train_loss_giou_1": 0.6122892288352307, "train_loss_giou_2": 0.5866151327995668, "train_loss_giou_3": 0.5747417640477624, "train_loss_giou_4": 0.570483059171236, "train_cardinality_error_unscaled": 292.5804646287028, "train_cardinality_error_0_unscaled": 292.85792303530366, "train_cardinality_error_1_unscaled": 292.7665781820641, "train_cardinality_error_2_unscaled": 292.7251538617611, "train_cardinality_error_3_unscaled": 292.59109968889493, "train_cardinality_error_4_unscaled": 292.4119690923847, "train_class_error_unscaled": 8.38438342150664, "train_loss_bbox_unscaled": 0.04888796728244436, "train_loss_bbox_0_unscaled": 0.06699720041892629, "train_loss_bbox_1_unscaled": 0.0533656326274884, "train_loss_bbox_2_unscaled": 0.050809680258112735, "train_loss_bbox_3_unscaled": 0.04956159654495303, "train_loss_bbox_4_unscaled": 0.049100720475546346, "train_loss_ce_unscaled": 0.20693377142548602, "train_loss_ce_0_unscaled": 0.2707530158057549, "train_loss_ce_1_unscaled": 0.24661972645726107, "train_loss_ce_2_unscaled": 0.22763469586838941, "train_loss_ce_3_unscaled": 0.21514668609595752, "train_loss_ce_4_unscaled": 0.2090225209225406, "train_loss_giou_unscaled": 0.2839945811326314, "train_loss_giou_0_unscaled": 0.36916377970637154, "train_loss_giou_1_unscaled": 0.30614461441761537, "train_loss_giou_2_unscaled": 0.2933075663997834, "train_loss_giou_3_unscaled": 0.2873708820238812, "train_loss_giou_4_unscaled": 0.285241529585618, "test_class_error": 9.268670506286622, "test_loss": 8.037465939712524, "test_loss_bbox": 0.23183512791395186, "test_loss_bbox_0": 0.31666810719966887, "test_loss_bbox_1": 0.2520879082918167, "test_loss_bbox_2": 0.23962858890295027, "test_loss_bbox_3": 0.23396026630401612, "test_loss_bbox_4": 0.23198484941720962, "test_loss_ce": 0.4402881505012512, "test_loss_ce_0": 0.558593794965744, "test_loss_ce_1": 0.517873541212082, "test_loss_ce_2": 0.48067412593364717, "test_loss_ce_3": 0.45509870705604555, "test_loss_ce_4": 0.4437211921453476, "test_loss_giou": 0.5618319432020188, "test_loss_giou_0": 0.7501523830413819, "test_loss_giou_1": 0.6093412356615067, "test_loss_giou_2": 0.5813499401092529, "test_loss_giou_3": 0.568099783039093, "test_loss_giou_4": 0.5642763018846512, "test_cardinality_error_unscaled": 292.2066, "test_cardinality_error_0_unscaled": 292.42, "test_cardinality_error_1_unscaled": 292.1986, "test_cardinality_error_2_unscaled": 292.0876, "test_cardinality_error_3_unscaled": 292.2606, "test_cardinality_error_4_unscaled": 292.0828, "test_class_error_unscaled": 9.268670506286622, "test_loss_bbox_unscaled": 0.046367025536298755, "test_loss_bbox_0_unscaled": 0.06333362145423889, "test_loss_bbox_1_unscaled": 0.050417581787705425, "test_loss_bbox_2_unscaled": 0.04792571779191494, "test_loss_bbox_3_unscaled": 0.046792053240537645, "test_loss_bbox_4_unscaled": 0.04639696989059448, "test_loss_ce_unscaled": 0.2201440752506256, "test_loss_ce_0_unscaled": 0.279296897482872, "test_loss_ce_1_unscaled": 0.258936770606041, "test_loss_ce_2_unscaled": 0.24033706296682358, "test_loss_ce_3_unscaled": 0.22754935352802277, "test_loss_ce_4_unscaled": 0.2218605960726738, "test_loss_giou_unscaled": 0.2809159716010094, "test_loss_giou_0_unscaled": 0.37507619152069094, "test_loss_giou_1_unscaled": 0.30467061783075333, "test_loss_giou_2_unscaled": 0.29067497005462645, "test_loss_giou_3_unscaled": 0.2840498915195465, "test_loss_giou_4_unscaled": 0.2821381509423256, "test_coco_eval_bbox": [0.3922840015369584, 0.5895707347888638, 0.41296470008786357, 0.20559796696571642, 0.4280727032338839, 0.5643677913205681, 0.32750384890560236, 0.5349940448951415, 0.5745565660103753, 0.3187346962353971, 0.6295207086745885, 0.8063354922233823], "epoch": 16, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 8.247653019794281, "train_loss": 7.927613312669525, "train_loss_bbox": 0.24255545542246754, "train_loss_bbox_0": 0.3322207412371193, "train_loss_bbox_1": 0.26439747443085315, "train_loss_bbox_2": 0.2519193153279642, "train_loss_bbox_3": 0.24608507726467962, "train_loss_bbox_4": 0.24355495393973603, "train_loss_ce": 0.40830131005921577, "train_loss_ce_0": 0.5353820025034014, "train_loss_ce_1": 0.48771460794530186, "train_loss_ce_2": 0.4495424591725417, "train_loss_ce_3": 0.42417729577538643, "train_loss_ce_4": 0.41240054915597274, "train_loss_giou": 0.5647316997076918, "train_loss_giou_0": 0.73388730240468, "train_loss_giou_1": 0.6083994473670931, "train_loss_giou_2": 0.5833491185350232, "train_loss_giou_3": 0.5718214308388756, "train_loss_giou_4": 0.5671730798181768, "train_cardinality_error_unscaled": 292.6455853510077, "train_cardinality_error_0_unscaled": 292.92477681590697, "train_cardinality_error_1_unscaled": 292.74207865548493, "train_cardinality_error_2_unscaled": 292.68574157987285, "train_cardinality_error_3_unscaled": 292.64841742188554, "train_cardinality_error_4_unscaled": 292.5611135533613, "train_class_error_unscaled": 8.247653019794281, "train_loss_bbox_unscaled": 0.048511091089507255, "train_loss_bbox_0_unscaled": 0.06644414823356677, "train_loss_bbox_1_unscaled": 0.052879494882215064, "train_loss_bbox_2_unscaled": 0.0503838630652653, "train_loss_bbox_3_unscaled": 0.04921701546125018, "train_loss_bbox_4_unscaled": 0.04871099077474518, "train_loss_ce_unscaled": 0.20415065502960789, "train_loss_ce_0_unscaled": 0.2676910012517007, "train_loss_ce_1_unscaled": 0.24385730397265093, "train_loss_ce_2_unscaled": 0.22477122958627085, "train_loss_ce_3_unscaled": 0.21208864788769322, "train_loss_ce_4_unscaled": 0.20620027457798637, "train_loss_giou_unscaled": 0.2823658498538459, "train_loss_giou_0_unscaled": 0.36694365120234, "train_loss_giou_1_unscaled": 0.30419972368354653, "train_loss_giou_2_unscaled": 0.2916745592675116, "train_loss_giou_3_unscaled": 0.2859107154194378, "train_loss_giou_4_unscaled": 0.2835865399090884, "test_class_error": 9.10201819152832, "test_loss": 7.8641437133789065, "test_loss_bbox": 0.22144257863759995, "test_loss_bbox_0": 0.3105672882795334, "test_loss_bbox_1": 0.24227920788526536, "test_loss_bbox_2": 0.23109106698036194, "test_loss_bbox_3": 0.22349756729602813, "test_loss_bbox_4": 0.22221916803121566, "test_loss_ce": 0.43067983164787293, "test_loss_ce_0": 0.544833696269989, "test_loss_ce_1": 0.5022704650878906, "test_loss_ce_2": 0.46386631944179535, "test_loss_ce_3": 0.4454625790119171, "test_loss_ce_4": 0.4356031581401825, "test_loss_giou": 0.5526025410890579, "test_loss_giou_0": 0.7501199226379395, "test_loss_giou_1": 0.6007819811344147, "test_loss_giou_2": 0.5721275299549102, "test_loss_giou_3": 0.558855347776413, "test_loss_giou_4": 0.5558434668779373, "test_cardinality_error_unscaled": 292.4136, "test_cardinality_error_0_unscaled": 292.461, "test_cardinality_error_1_unscaled": 292.3792, "test_cardinality_error_2_unscaled": 292.3632, "test_cardinality_error_3_unscaled": 292.393, "test_cardinality_error_4_unscaled": 292.375, "test_class_error_unscaled": 9.10201819152832, "test_loss_bbox_unscaled": 0.044288515639305116, "test_loss_bbox_0_unscaled": 0.06211345763206482, "test_loss_bbox_1_unscaled": 0.04845584151148796, "test_loss_bbox_2_unscaled": 0.04621821339130402, "test_loss_bbox_3_unscaled": 0.044699513497948644, "test_loss_bbox_4_unscaled": 0.04444383368194103, "test_loss_ce_unscaled": 0.21533991582393647, "test_loss_ce_0_unscaled": 0.2724168481349945, "test_loss_ce_1_unscaled": 0.2511352325439453, "test_loss_ce_2_unscaled": 0.23193315972089767, "test_loss_ce_3_unscaled": 0.22273128950595855, "test_loss_ce_4_unscaled": 0.21780157907009126, "test_loss_giou_unscaled": 0.27630127054452897, "test_loss_giou_0_unscaled": 0.37505996131896974, "test_loss_giou_1_unscaled": 0.30039099056720736, "test_loss_giou_2_unscaled": 0.2860637649774551, "test_loss_giou_3_unscaled": 0.2794276738882065, "test_loss_giou_4_unscaled": 0.27792173343896864, "test_coco_eval_bbox": [0.3983381099898614, 0.6007761514900001, 0.4195780282188135, 0.2167081236105779, 0.43422801248138615, 0.5668105467839956, 0.32889626531993443, 0.5378417161558019, 0.5785354478495814, 0.33665997796537944, 0.6323550750119602, 0.7957496444780119], "epoch": 17, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 8.08330704852078, "train_loss": 7.8596720618419935, "train_loss_bbox": 0.24060725938112057, "train_loss_bbox_0": 0.32937986866177843, "train_loss_bbox_1": 0.26301879851389653, "train_loss_bbox_2": 0.24991953736313477, "train_loss_bbox_3": 0.2439585081576882, "train_loss_bbox_4": 0.2418326651058959, "train_loss_ce": 0.4046864895933369, "train_loss_ce_0": 0.530306303193149, "train_loss_ce_1": 0.48193658329017364, "train_loss_ce_2": 0.4455285524360127, "train_loss_ce_3": 0.420364535520634, "train_loss_ce_4": 0.4082495595785668, "train_loss_giou": 0.559965314603833, "train_loss_giou_0": 0.7278630134702357, "train_loss_giou_1": 0.6039139683999954, "train_loss_giou_2": 0.5785232667334909, "train_loss_giou_3": 0.5669203272542112, "train_loss_giou_4": 0.5626975166582777, "train_cardinality_error_unscaled": 292.7273518869201, "train_cardinality_error_0_unscaled": 292.85425402407685, "train_cardinality_error_1_unscaled": 292.8437964966861, "train_cardinality_error_2_unscaled": 292.86899770052753, "train_cardinality_error_3_unscaled": 292.77362031651563, "train_cardinality_error_4_unscaled": 292.6780653997024, "train_class_error_unscaled": 8.08330704852078, "train_loss_bbox_unscaled": 0.048121451864181035, "train_loss_bbox_0_unscaled": 0.06587597373865436, "train_loss_bbox_1_unscaled": 0.052603759710665256, "train_loss_bbox_2_unscaled": 0.04998390747169475, "train_loss_bbox_3_unscaled": 0.04879170165134068, "train_loss_bbox_4_unscaled": 0.04836653301790387, "train_loss_ce_unscaled": 0.20234324479666846, "train_loss_ce_0_unscaled": 0.2651531515965745, "train_loss_ce_1_unscaled": 0.24096829164508682, "train_loss_ce_2_unscaled": 0.22276427621800635, "train_loss_ce_3_unscaled": 0.210182267760317, "train_loss_ce_4_unscaled": 0.2041247797892834, "train_loss_giou_unscaled": 0.2799826573019165, "train_loss_giou_0_unscaled": 0.36393150673511787, "train_loss_giou_1_unscaled": 0.3019569841999977, "train_loss_giou_2_unscaled": 0.28926163336674543, "train_loss_giou_3_unscaled": 0.2834601636271056, "train_loss_giou_4_unscaled": 0.28134875832913886, "test_class_error": 8.848989361572265, "test_loss": 7.813033074569702, "test_loss_bbox": 0.22619226105213167, "test_loss_bbox_0": 0.30474956529140473, "test_loss_bbox_1": 0.24231446199417114, "test_loss_bbox_2": 0.23086920224428176, "test_loss_bbox_3": 0.22702056747674942, "test_loss_bbox_4": 0.22672738968133926, "test_loss_ce": 0.42016561348438264, "test_loss_ce_0": 0.5326050894260407, "test_loss_ce_1": 0.4892694266796112, "test_loss_ce_2": 0.45944309182167054, "test_loss_ce_3": 0.43404069561958314, "test_loss_ce_4": 0.42435786373615264, "test_loss_giou": 0.5547556341648102, "test_loss_giou_0": 0.7463356573581695, "test_loss_giou_1": 0.6027338786125183, "test_loss_giou_2": 0.5727542230606079, "test_loss_giou_3": 0.5608017927646637, "test_loss_giou_4": 0.5578966510057449, "test_cardinality_error_unscaled": 291.8168, "test_cardinality_error_0_unscaled": 292.3616, "test_cardinality_error_1_unscaled": 292.067, "test_cardinality_error_2_unscaled": 292.2672, "test_cardinality_error_3_unscaled": 292.1422, "test_cardinality_error_4_unscaled": 291.706, "test_class_error_unscaled": 8.848989361572265, "test_loss_bbox_unscaled": 0.04523845218271017, "test_loss_bbox_0_unscaled": 0.06094991296827793, "test_loss_bbox_1_unscaled": 0.04846289247870445, "test_loss_bbox_2_unscaled": 0.04617384043335915, "test_loss_bbox_3_unscaled": 0.04540411345362663, "test_loss_bbox_4_unscaled": 0.04534547800272703, "test_loss_ce_unscaled": 0.21008280674219132, "test_loss_ce_0_unscaled": 0.26630254471302034, "test_loss_ce_1_unscaled": 0.2446347133398056, "test_loss_ce_2_unscaled": 0.22972154591083527, "test_loss_ce_3_unscaled": 0.21702034780979157, "test_loss_ce_4_unscaled": 0.21217893186807632, "test_loss_giou_unscaled": 0.2773778170824051, "test_loss_giou_0_unscaled": 0.37316782867908477, "test_loss_giou_1_unscaled": 0.30136693930625913, "test_loss_giou_2_unscaled": 0.28637711153030393, "test_loss_giou_3_unscaled": 0.28040089638233184, "test_loss_giou_4_unscaled": 0.27894832550287246, "test_coco_eval_bbox": [0.4004262250706073, 0.6029676782840901, 0.4226111870782281, 0.21635469415184383, 0.4351088006606607, 0.5729684185226643, 0.33283596290660145, 0.5416299593543913, 0.5787095337809778, 0.3383912271021698, 0.6327281849650368, 0.7983016166302105], "epoch": 18, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 7.930862317690907, "train_loss": 7.795476480296577, "train_loss_bbox": 0.23838654135859144, "train_loss_bbox_0": 0.3256029479470657, "train_loss_bbox_1": 0.2606439708657618, "train_loss_bbox_2": 0.2478971923959081, "train_loss_bbox_3": 0.2417487872742549, "train_loss_bbox_4": 0.23970671891500997, "train_loss_ce": 0.40029426787215366, "train_loss_ce_0": 0.525325220987759, "train_loss_ce_1": 0.47663051526588884, "train_loss_ce_2": 0.44007058702555396, "train_loss_ce_3": 0.4161101900939043, "train_loss_ce_4": 0.40377824739212276, "train_loss_giou": 0.5568902399312833, "train_loss_giou_0": 0.7229340800764305, "train_loss_giou_1": 0.6005617312852172, "train_loss_giou_2": 0.5756716425914202, "train_loss_giou_3": 0.5636374997351725, "train_loss_giou_4": 0.5595860989066691, "train_cardinality_error_unscaled": 292.28756932233193, "train_cardinality_error_0_unscaled": 292.6344768700122, "train_cardinality_error_1_unscaled": 292.6741005004734, "train_cardinality_error_2_unscaled": 292.71588834032195, "train_cardinality_error_3_unscaled": 292.52256357365076, "train_cardinality_error_4_unscaled": 292.2426535236034, "train_class_error_unscaled": 7.930862317690907, "train_loss_bbox_unscaled": 0.04767730826468896, "train_loss_bbox_0_unscaled": 0.06512058957636227, "train_loss_bbox_1_unscaled": 0.05212879415231633, "train_loss_bbox_2_unscaled": 0.049579438478299806, "train_loss_bbox_3_unscaled": 0.04834975745306215, "train_loss_bbox_4_unscaled": 0.0479413437758215, "train_loss_ce_unscaled": 0.20014713393607683, "train_loss_ce_0_unscaled": 0.2626626104938795, "train_loss_ce_1_unscaled": 0.23831525763294442, "train_loss_ce_2_unscaled": 0.22003529351277698, "train_loss_ce_3_unscaled": 0.20805509504695216, "train_loss_ce_4_unscaled": 0.20188912369606138, "train_loss_giou_unscaled": 0.27844511996564164, "train_loss_giou_0_unscaled": 0.3614670400382152, "train_loss_giou_1_unscaled": 0.3002808656426086, "train_loss_giou_2_unscaled": 0.2878358212957101, "train_loss_giou_3_unscaled": 0.28181874986758626, "train_loss_giou_4_unscaled": 0.27979304945333455, "test_class_error": 9.412883766937256, "test_loss": 7.863051274871826, "test_loss_bbox": 0.22389710820913314, "test_loss_bbox_0": 0.3050125198364258, "test_loss_bbox_1": 0.24379427325725556, "test_loss_bbox_2": 0.2321019921541214, "test_loss_bbox_3": 0.22719616156816483, "test_loss_bbox_4": 0.2249277147769928, "test_loss_ce": 0.43199498972892764, "test_loss_ce_0": 0.5460963549613953, "test_loss_ce_1": 0.5030576054096222, "test_loss_ce_2": 0.47202156608104706, "test_loss_ce_3": 0.4451348768234253, "test_loss_ce_4": 0.4352666778564453, "test_loss_giou": 0.5539891747236252, "test_loss_giou_0": 0.7328280951976777, "test_loss_giou_1": 0.6006915264844894, "test_loss_giou_2": 0.5709686624765397, "test_loss_giou_3": 0.558793704533577, "test_loss_giou_4": 0.5552782631874085, "test_cardinality_error_unscaled": 291.9666, "test_cardinality_error_0_unscaled": 292.4486, "test_cardinality_error_1_unscaled": 292.3456, "test_cardinality_error_2_unscaled": 292.3116, "test_cardinality_error_3_unscaled": 292.3198, "test_cardinality_error_4_unscaled": 291.9232, "test_class_error_unscaled": 9.412883766937256, "test_loss_bbox_unscaled": 0.04477942164242268, "test_loss_bbox_0_unscaled": 0.061002503907680514, "test_loss_bbox_1_unscaled": 0.048758854568004606, "test_loss_bbox_2_unscaled": 0.04642039842903614, "test_loss_bbox_3_unscaled": 0.045439232370257376, "test_loss_bbox_4_unscaled": 0.04498554289340973, "test_loss_ce_unscaled": 0.21599749486446382, "test_loss_ce_0_unscaled": 0.27304817748069765, "test_loss_ce_1_unscaled": 0.2515288027048111, "test_loss_ce_2_unscaled": 0.23601078304052353, "test_loss_ce_3_unscaled": 0.22256743841171264, "test_loss_ce_4_unscaled": 0.21763333892822265, "test_loss_giou_unscaled": 0.2769945873618126, "test_loss_giou_0_unscaled": 0.36641404759883883, "test_loss_giou_1_unscaled": 0.3003457632422447, "test_loss_giou_2_unscaled": 0.28548433123826983, "test_loss_giou_3_unscaled": 0.2793968522667885, "test_loss_giou_4_unscaled": 0.27763913159370424, "test_coco_eval_bbox": [0.3945523585490993, 0.5922931983184566, 0.4177697223723799, 0.21470618931136654, 0.42920732309187914, 0.5556526396774899, 0.32906948204971526, 0.537435353549452, 0.5768428972969645, 0.3348009862847546, 0.6312505741190498, 0.7987804747499999], "epoch": 19, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 7.800803654025859, "train_loss": 7.753750153586327, "train_loss_bbox": 0.23705774396416074, "train_loss_bbox_0": 0.32375158310283203, "train_loss_bbox_1": 0.25963474175821344, "train_loss_bbox_2": 0.24641274784380604, "train_loss_bbox_3": 0.24022137960873824, "train_loss_bbox_4": 0.23823661280723624, "train_loss_ce": 0.3962324100537595, "train_loss_ce_0": 0.5206338341084462, "train_loss_ce_1": 0.4715500370758434, "train_loss_ce_2": 0.4367891441046563, "train_loss_ce_3": 0.41226475287456077, "train_loss_ce_4": 0.4001162597579771, "train_loss_giou": 0.5556595790372897, "train_loss_giou_0": 0.7208643070673179, "train_loss_giou_1": 0.5996056205170912, "train_loss_giou_2": 0.574157796398029, "train_loss_giou_3": 0.5622770976515563, "train_loss_giou_4": 0.5582844989179525, "train_cardinality_error_unscaled": 292.4983514811308, "train_cardinality_error_0_unscaled": 292.7008487758691, "train_cardinality_error_1_unscaled": 292.8210722981198, "train_cardinality_error_2_unscaled": 292.6835520086568, "train_cardinality_error_3_unscaled": 292.5223184093061, "train_cardinality_error_4_unscaled": 292.1900361828757, "train_class_error_unscaled": 7.800803654025859, "train_loss_bbox_unscaled": 0.0474115487906906, "train_loss_bbox_0_unscaled": 0.06475031661429292, "train_loss_bbox_1_unscaled": 0.051926948346931276, "train_loss_bbox_2_unscaled": 0.04928254956658187, "train_loss_bbox_3_unscaled": 0.04804427593043982, "train_loss_bbox_4_unscaled": 0.04764732255029858, "train_loss_ce_unscaled": 0.19811620502687974, "train_loss_ce_0_unscaled": 0.2603169170542231, "train_loss_ce_1_unscaled": 0.2357750185379217, "train_loss_ce_2_unscaled": 0.21839457205232815, "train_loss_ce_3_unscaled": 0.20613237643728038, "train_loss_ce_4_unscaled": 0.20005812987898855, "train_loss_giou_unscaled": 0.27782978951864484, "train_loss_giou_0_unscaled": 0.3604321535336589, "train_loss_giou_1_unscaled": 0.2998028102585456, "train_loss_giou_2_unscaled": 0.2870788981990145, "train_loss_giou_3_unscaled": 0.28113854882577816, "train_loss_giou_4_unscaled": 0.27914224945897625, "test_class_error": 8.758611995697022, "test_loss": 7.843259668731689, "test_loss_bbox": 0.22529981817007064, "test_loss_bbox_0": 0.3039502426862717, "test_loss_bbox_1": 0.24719146095514297, "test_loss_bbox_2": 0.23291828825473784, "test_loss_bbox_3": 0.2284696505188942, "test_loss_bbox_4": 0.2257572118997574, "test_loss_ce": 0.43073616666793824, "test_loss_ce_0": 0.5364660426616669, "test_loss_ce_1": 0.500157560634613, "test_loss_ce_2": 0.4706524770259857, "test_loss_ce_3": 0.44384230191707613, "test_loss_ce_4": 0.43372187376022336, "test_loss_giou": 0.5525221559047699, "test_loss_giou_0": 0.7282877650499344, "test_loss_giou_1": 0.5993110383272171, "test_loss_giou_2": 0.5701746524333954, "test_loss_giou_3": 0.559147507572174, "test_loss_giou_4": 0.554653468632698, "test_cardinality_error_unscaled": 291.8602, "test_cardinality_error_0_unscaled": 292.1098, "test_cardinality_error_1_unscaled": 292.1136, "test_cardinality_error_2_unscaled": 291.9056, "test_cardinality_error_3_unscaled": 291.4916, "test_cardinality_error_4_unscaled": 291.5162, "test_class_error_unscaled": 8.758611995697022, "test_loss_bbox_unscaled": 0.04505996370613575, "test_loss_bbox_0_unscaled": 0.06079004848003387, "test_loss_bbox_1_unscaled": 0.049438292250037194, "test_loss_bbox_2_unscaled": 0.04658365769982338, "test_loss_bbox_3_unscaled": 0.045693930092453955, "test_loss_bbox_4_unscaled": 0.04515144234001636, "test_loss_ce_unscaled": 0.21536808333396912, "test_loss_ce_0_unscaled": 0.26823302133083343, "test_loss_ce_1_unscaled": 0.2500787803173065, "test_loss_ce_2_unscaled": 0.23532623851299286, "test_loss_ce_3_unscaled": 0.22192115095853807, "test_loss_ce_4_unscaled": 0.21686093688011168, "test_loss_giou_unscaled": 0.27626107795238497, "test_loss_giou_0_unscaled": 0.3641438825249672, "test_loss_giou_1_unscaled": 0.29965551916360855, "test_loss_giou_2_unscaled": 0.2850873262166977, "test_loss_giou_3_unscaled": 0.279573753786087, "test_loss_giou_4_unscaled": 0.277326734316349, "test_coco_eval_bbox": [0.40546023073574466, 0.6039724563255898, 0.4298871424387353, 0.21702740898062872, 0.4410499952972583, 0.5827363181334226, 0.3352208690766298, 0.5440783554597758, 0.5831638995593466, 0.33300256024197666, 0.6384809809582822, 0.8195705275655615], "epoch": 20, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 7.641330476189665, "train_loss": 7.703422855527866, "train_loss_bbox": 0.23605804205601905, "train_loss_bbox_0": 0.3209160486311547, "train_loss_bbox_1": 0.2581883938200787, "train_loss_bbox_2": 0.245385096793276, "train_loss_bbox_3": 0.23924347215951755, "train_loss_bbox_4": 0.23719882313300658, "train_loss_ce": 0.3926781934224816, "train_loss_ce_0": 0.5179095397589092, "train_loss_ce_1": 0.46774635747040816, "train_loss_ce_2": 0.4338954735658665, "train_loss_ce_3": 0.4089496591599928, "train_loss_ce_4": 0.39644989491251775, "train_loss_giou": 0.5523657644817314, "train_loss_giou_0": 0.7154742481077893, "train_loss_giou_1": 0.5959849411763536, "train_loss_giou_2": 0.5708345555058274, "train_loss_giou_3": 0.5591428928176992, "train_loss_giou_4": 0.5550014598353796, "train_cardinality_error_unscaled": 292.44027289327744, "train_cardinality_error_0_unscaled": 292.83100568104965, "train_cardinality_error_1_unscaled": 292.8027864195861, "train_cardinality_error_2_unscaled": 292.66628905721626, "train_cardinality_error_3_unscaled": 292.48955938049505, "train_cardinality_error_4_unscaled": 292.4291728662248, "train_class_error_unscaled": 7.641330476189665, "train_loss_bbox_unscaled": 0.04721160842380117, "train_loss_bbox_0_unscaled": 0.0641832097158759, "train_loss_bbox_1_unscaled": 0.05163767877875464, "train_loss_bbox_2_unscaled": 0.0490770193491316, "train_loss_bbox_3_unscaled": 0.04784869444615112, "train_loss_bbox_4_unscaled": 0.04743976461011138, "train_loss_ce_unscaled": 0.1963390967112408, "train_loss_ce_0_unscaled": 0.2589547698794546, "train_loss_ce_1_unscaled": 0.23387317873520408, "train_loss_ce_2_unscaled": 0.21694773678293325, "train_loss_ce_3_unscaled": 0.2044748295799964, "train_loss_ce_4_unscaled": 0.19822494745625888, "train_loss_giou_unscaled": 0.2761828822408657, "train_loss_giou_0_unscaled": 0.35773712405389463, "train_loss_giou_1_unscaled": 0.2979924705881768, "train_loss_giou_2_unscaled": 0.2854172777529137, "train_loss_giou_3_unscaled": 0.2795714464088496, "train_loss_giou_4_unscaled": 0.2775007299176898, "test_class_error": 9.043176419830322, "test_loss": 7.86111460647583, "test_loss_bbox": 0.22338483673334122, "test_loss_bbox_0": 0.30800385451316836, "test_loss_bbox_1": 0.2502995759963989, "test_loss_bbox_2": 0.2298853003382683, "test_loss_bbox_3": 0.22401326771974564, "test_loss_bbox_4": 0.22423205460309983, "test_loss_ce": 0.427033282995224, "test_loss_ce_0": 0.5380402374744415, "test_loss_ce_1": 0.4982616643428803, "test_loss_ce_2": 0.4781704527854919, "test_loss_ce_3": 0.45163368349075317, "test_loss_ce_4": 0.4318953689336777, "test_loss_giou": 0.5521481642007827, "test_loss_giou_0": 0.7391965423583985, "test_loss_giou_1": 0.603736058807373, "test_loss_giou_2": 0.5688849750995636, "test_loss_giou_3": 0.5575949169397354, "test_loss_giou_4": 0.5547003855466842, "test_cardinality_error_unscaled": 292.1906, "test_cardinality_error_0_unscaled": 292.4586, "test_cardinality_error_1_unscaled": 292.3554, "test_cardinality_error_2_unscaled": 292.318, "test_cardinality_error_3_unscaled": 292.3338, "test_cardinality_error_4_unscaled": 292.0726, "test_class_error_unscaled": 9.043176419830322, "test_loss_bbox_unscaled": 0.04467696735560894, "test_loss_bbox_0_unscaled": 0.06160077089071274, "test_loss_bbox_1_unscaled": 0.05005991522371769, "test_loss_bbox_2_unscaled": 0.04597705999314785, "test_loss_bbox_3_unscaled": 0.04480265351235867, "test_loss_bbox_4_unscaled": 0.04484641092121601, "test_loss_ce_unscaled": 0.213516641497612, "test_loss_ce_0_unscaled": 0.26902011873722076, "test_loss_ce_1_unscaled": 0.24913083217144014, "test_loss_ce_2_unscaled": 0.23908522639274596, "test_loss_ce_3_unscaled": 0.22581684174537658, "test_loss_ce_4_unscaled": 0.21594768446683885, "test_loss_giou_unscaled": 0.27607408210039136, "test_loss_giou_0_unscaled": 0.36959827117919924, "test_loss_giou_1_unscaled": 0.3018680294036865, "test_loss_giou_2_unscaled": 0.2844424875497818, "test_loss_giou_3_unscaled": 0.2787974584698677, "test_loss_giou_4_unscaled": 0.2773501927733421, "test_coco_eval_bbox": [0.4004765465486843, 0.6004553672474564, 0.4235762365833359, 0.22079088732058036, 0.4349010399072287, 0.5763368345597649, 0.3323720266996723, 0.5415753706509971, 0.5810325302094658, 0.33576353924635394, 0.6344234355030776, 0.8006192214758986], "epoch": 21, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 7.510338530365676, "train_loss": 7.638205386846391, "train_loss_bbox": 0.23413475315746268, "train_loss_bbox_0": 0.3188451861915562, "train_loss_bbox_1": 0.25624553316489346, "train_loss_bbox_2": 0.2433259878879501, "train_loss_bbox_3": 0.23729457838434853, "train_loss_bbox_4": 0.23541464821919122, "train_loss_ce": 0.38899131071330906, "train_loss_ce_0": 0.5134833837360099, "train_loss_ce_1": 0.4619317866572585, "train_loss_ce_2": 0.42869490744231376, "train_loss_ce_3": 0.4054392761983311, "train_loss_ce_4": 0.3927727037990116, "train_loss_giou": 0.5479564370579154, "train_loss_giou_0": 0.7102736965533314, "train_loss_giou_1": 0.5913626743158322, "train_loss_giou_2": 0.5665766655659057, "train_loss_giou_3": 0.5547550211290327, "train_loss_giou_4": 0.5507068387981634, "train_cardinality_error_unscaled": 292.6936291086163, "train_cardinality_error_0_unscaled": 292.88739348031925, "train_cardinality_error_1_unscaled": 292.8374814013256, "train_cardinality_error_2_unscaled": 292.71484005139996, "train_cardinality_error_3_unscaled": 292.72823955092656, "train_cardinality_error_4_unscaled": 292.5975923170567, "train_class_error_unscaled": 7.510338530365676, "train_loss_bbox_unscaled": 0.0468269506402351, "train_loss_bbox_0_unscaled": 0.06376903724775926, "train_loss_bbox_1_unscaled": 0.051249106638345164, "train_loss_bbox_2_unscaled": 0.04866519757660742, "train_loss_bbox_3_unscaled": 0.04745891568349592, "train_loss_bbox_4_unscaled": 0.0470829296416967, "train_loss_ce_unscaled": 0.19449565535665453, "train_loss_ce_0_unscaled": 0.25674169186800494, "train_loss_ce_1_unscaled": 0.23096589332862924, "train_loss_ce_2_unscaled": 0.21434745372115688, "train_loss_ce_3_unscaled": 0.20271963809916554, "train_loss_ce_4_unscaled": 0.1963863518995058, "train_loss_giou_unscaled": 0.2739782185289577, "train_loss_giou_0_unscaled": 0.3551368482766657, "train_loss_giou_1_unscaled": 0.2956813371579161, "train_loss_giou_2_unscaled": 0.28328833278295285, "train_loss_giou_3_unscaled": 0.27737751056451637, "train_loss_giou_4_unscaled": 0.2753534193990817, "test_class_error": 9.264436325073243, "test_loss": 7.884079808044434, "test_loss_bbox": 0.22823646582365037, "test_loss_bbox_0": 0.31168842351436615, "test_loss_bbox_1": 0.24924404063224792, "test_loss_bbox_2": 0.23791612205505372, "test_loss_bbox_3": 0.22934807373285293, "test_loss_bbox_4": 0.22869801604747772, "test_loss_ce": 0.4233184325933456, "test_loss_ce_0": 0.5403931208610535, "test_loss_ce_1": 0.4883593072891235, "test_loss_ce_2": 0.4581437701463699, "test_loss_ce_3": 0.43678644800186156, "test_loss_ce_4": 0.42662138915061953, "test_loss_giou": 0.5580281421661377, "test_loss_giou_0": 0.752084389591217, "test_loss_giou_1": 0.6091670424222946, "test_loss_giou_2": 0.5804051617145538, "test_loss_giou_3": 0.5648815944671631, "test_loss_giou_4": 0.5607598223924637, "test_cardinality_error_unscaled": 291.7032, "test_cardinality_error_0_unscaled": 291.8142, "test_cardinality_error_1_unscaled": 291.6256, "test_cardinality_error_2_unscaled": 291.8006, "test_cardinality_error_3_unscaled": 291.5952, "test_cardinality_error_4_unscaled": 291.294, "test_class_error_unscaled": 9.264436325073243, "test_loss_bbox_unscaled": 0.045647293174266815, "test_loss_bbox_0_unscaled": 0.06233768463134766, "test_loss_bbox_1_unscaled": 0.04984880811572075, "test_loss_bbox_2_unscaled": 0.047583224496245385, "test_loss_bbox_3_unscaled": 0.0458696147441864, "test_loss_bbox_4_unscaled": 0.04573960319012404, "test_loss_ce_unscaled": 0.2116592162966728, "test_loss_ce_0_unscaled": 0.27019656043052676, "test_loss_ce_1_unscaled": 0.24417965364456176, "test_loss_ce_2_unscaled": 0.22907188507318496, "test_loss_ce_3_unscaled": 0.21839322400093078, "test_loss_ce_4_unscaled": 0.21331069457530977, "test_loss_giou_unscaled": 0.27901407108306886, "test_loss_giou_0_unscaled": 0.3760421947956085, "test_loss_giou_1_unscaled": 0.3045835212111473, "test_loss_giou_2_unscaled": 0.2902025808572769, "test_loss_giou_3_unscaled": 0.28244079723358156, "test_loss_giou_4_unscaled": 0.28037991119623185, "test_coco_eval_bbox": [0.40300692602487065, 0.6041894354552028, 0.42542704741673393, 0.2255770162228486, 0.4400370386179065, 0.575070746570397, 0.3330122715823843, 0.5428302418176243, 0.5791793811488586, 0.3356989436742272, 0.6323915019158468, 0.7977242802574736], "epoch": 22, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 7.373887494760712, "train_loss": 7.589422743100847, "train_loss_bbox": 0.23287115077252932, "train_loss_bbox_0": 0.31618153516807335, "train_loss_bbox_1": 0.25457189451808876, "train_loss_bbox_2": 0.2422223996794806, "train_loss_bbox_3": 0.23631308602624423, "train_loss_bbox_4": 0.2340641901427123, "train_loss_ce": 0.38441895290500744, "train_loss_ce_0": 0.5102084568356139, "train_loss_ce_1": 0.45711554753474803, "train_loss_ce_2": 0.42238228016199253, "train_loss_ce_3": 0.39939402469534496, "train_loss_ce_4": 0.3879757171377578, "train_loss_giou": 0.546634498023703, "train_loss_giou_0": 0.7078122817031283, "train_loss_giou_1": 0.5896035011136675, "train_loss_giou_2": 0.565019226829657, "train_loss_giou_3": 0.5534852436458598, "train_loss_giou_4": 0.5491487599257266, "train_cardinality_error_unscaled": 292.4064486676586, "train_cardinality_error_0_unscaled": 292.8634603679156, "train_cardinality_error_1_unscaled": 292.72916103070474, "train_cardinality_error_2_unscaled": 292.649102191262, "train_cardinality_error_3_unscaled": 292.7063438387664, "train_cardinality_error_4_unscaled": 292.2773315974571, "train_class_error_unscaled": 7.373887494760712, "train_loss_bbox_unscaled": 0.046574230163122454, "train_loss_bbox_0_unscaled": 0.06323630705812912, "train_loss_bbox_1_unscaled": 0.05091437891183123, "train_loss_bbox_2_unscaled": 0.0484444799474101, "train_loss_bbox_3_unscaled": 0.04726261720824702, "train_loss_bbox_4_unscaled": 0.04681283800553968, "train_loss_ce_unscaled": 0.19220947645250372, "train_loss_ce_0_unscaled": 0.25510422841780694, "train_loss_ce_1_unscaled": 0.22855777376737402, "train_loss_ce_2_unscaled": 0.21119114008099626, "train_loss_ce_3_unscaled": 0.19969701234767248, "train_loss_ce_4_unscaled": 0.1939878585688789, "train_loss_giou_unscaled": 0.2733172490118515, "train_loss_giou_0_unscaled": 0.35390614085156413, "train_loss_giou_1_unscaled": 0.2948017505568338, "train_loss_giou_2_unscaled": 0.2825096134148285, "train_loss_giou_3_unscaled": 0.2767426218229299, "train_loss_giou_4_unscaled": 0.2745743799628633, "test_class_error": 8.819507721710204, "test_loss": 7.743700327682495, "test_loss_bbox": 0.2217936459541321, "test_loss_bbox_0": 0.30706402649879455, "test_loss_bbox_1": 0.24504026005268098, "test_loss_bbox_2": 0.22956062477827072, "test_loss_bbox_3": 0.22554255253076552, "test_loss_bbox_4": 0.2227733825325966, "test_loss_ce": 0.42320401895046234, "test_loss_ce_0": 0.532201878452301, "test_loss_ce_1": 0.48428274030685425, "test_loss_ce_2": 0.4568834459066391, "test_loss_ce_3": 0.43372705390453337, "test_loss_ce_4": 0.4260271412849426, "test_loss_giou": 0.5464886018514633, "test_loss_giou_0": 0.722303125667572, "test_loss_giou_1": 0.5952459572792054, "test_loss_giou_2": 0.5677770500421524, "test_loss_giou_3": 0.554679448890686, "test_loss_giou_4": 0.5491053832054138, "test_cardinality_error_unscaled": 292.0642, "test_cardinality_error_0_unscaled": 292.3844, "test_cardinality_error_1_unscaled": 292.3872, "test_cardinality_error_2_unscaled": 292.2562, "test_cardinality_error_3_unscaled": 292.3346, "test_cardinality_error_4_unscaled": 292.038, "test_class_error_unscaled": 8.819507721710204, "test_loss_bbox_unscaled": 0.044358729159832, "test_loss_bbox_0_unscaled": 0.06141280533075333, "test_loss_bbox_1_unscaled": 0.049008051985502246, "test_loss_bbox_2_unscaled": 0.04591212488412857, "test_loss_bbox_3_unscaled": 0.04510851047635078, "test_loss_bbox_4_unscaled": 0.044554676526784895, "test_loss_ce_unscaled": 0.21160200947523117, "test_loss_ce_0_unscaled": 0.2661009392261505, "test_loss_ce_1_unscaled": 0.24214137015342713, "test_loss_ce_2_unscaled": 0.22844172295331955, "test_loss_ce_3_unscaled": 0.21686352695226668, "test_loss_ce_4_unscaled": 0.2130135706424713, "test_loss_giou_unscaled": 0.27324430092573165, "test_loss_giou_0_unscaled": 0.361151562833786, "test_loss_giou_1_unscaled": 0.2976229786396027, "test_loss_giou_2_unscaled": 0.2838885250210762, "test_loss_giou_3_unscaled": 0.277339724445343, "test_loss_giou_4_unscaled": 0.2745526916027069, "test_coco_eval_bbox": [0.4045871166003871, 0.6076834930749048, 0.42992882204848676, 0.22554721686003174, 0.4382529165052354, 0.5688185179141662, 0.33469906957562606, 0.5426850211958606, 0.581490897188612, 0.3374589640099668, 0.6375659989401806, 0.8005927700125477], "epoch": 23, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 7.355967535760395, "train_loss": 7.554560172611042, "train_loss_bbox": 0.2318549777767735, "train_loss_bbox_0": 0.31434407645712265, "train_loss_bbox_1": 0.2535174123536713, "train_loss_bbox_2": 0.2407837528884048, "train_loss_bbox_3": 0.23487797619095435, "train_loss_bbox_4": 0.23300051992038792, "train_loss_ce": 0.3818529786462191, "train_loss_ce_0": 0.5082738560630845, "train_loss_ce_1": 0.4539043865347125, "train_loss_ce_2": 0.41987827527715327, "train_loss_ce_3": 0.39734314988059505, "train_loss_ce_4": 0.3853359121502244, "train_loss_giou": 0.5449926062126403, "train_loss_giou_0": 0.7045519624666805, "train_loss_giou_1": 0.5873531537228986, "train_loss_giou_2": 0.5630474885801945, "train_loss_giou_3": 0.5518090117742401, "train_loss_giou_4": 0.5478386773542527, "train_cardinality_error_unscaled": 292.43414378466116, "train_cardinality_error_0_unscaled": 292.8602225077776, "train_cardinality_error_1_unscaled": 292.69422088462056, "train_cardinality_error_2_unscaled": 292.6561274178277, "train_cardinality_error_3_unscaled": 292.7616748951711, "train_cardinality_error_4_unscaled": 292.50749019342624, "train_class_error_unscaled": 7.355967535760395, "train_loss_bbox_unscaled": 0.04637099556467674, "train_loss_bbox_0_unscaled": 0.0628688153119834, "train_loss_bbox_1_unscaled": 0.050703482467685704, "train_loss_bbox_2_unscaled": 0.048156750573498636, "train_loss_bbox_3_unscaled": 0.04697559524897421, "train_loss_bbox_4_unscaled": 0.04660010398057552, "train_loss_ce_unscaled": 0.19092648932310954, "train_loss_ce_0_unscaled": 0.25413692803154225, "train_loss_ce_1_unscaled": 0.22695219326735624, "train_loss_ce_2_unscaled": 0.20993913763857663, "train_loss_ce_3_unscaled": 0.19867157494029752, "train_loss_ce_4_unscaled": 0.1926679560751122, "train_loss_giou_unscaled": 0.27249630310632017, "train_loss_giou_0_unscaled": 0.35227598123334025, "train_loss_giou_1_unscaled": 0.2936765768614493, "train_loss_giou_2_unscaled": 0.28152374429009724, "train_loss_giou_3_unscaled": 0.27590450588712007, "train_loss_giou_4_unscaled": 0.27391933867712637, "test_class_error": 8.557303713226318, "test_loss": 7.635950968551636, "test_loss_bbox": 0.2195015296816826, "test_loss_bbox_0": 0.2938682949304581, "test_loss_bbox_1": 0.23730267388820647, "test_loss_bbox_2": 0.2261084186196327, "test_loss_bbox_3": 0.22085053452253342, "test_loss_bbox_4": 0.22028716069459914, "test_loss_ce": 0.41252617499828337, "test_loss_ce_0": 0.5282156099319458, "test_loss_ce_1": 0.4842809147119522, "test_loss_ce_2": 0.45270783534049985, "test_loss_ce_3": 0.4281808592557907, "test_loss_ce_4": 0.41734107458591463, "test_loss_giou": 0.5424914541721344, "test_loss_giou_0": 0.7171096673965454, "test_loss_giou_1": 0.5855423629045486, "test_loss_giou_2": 0.5575069211006165, "test_loss_giou_3": 0.5473944228649139, "test_loss_giou_4": 0.5447350776672363, "test_cardinality_error_unscaled": 291.1696, "test_cardinality_error_0_unscaled": 291.9316, "test_cardinality_error_1_unscaled": 291.6246, "test_cardinality_error_2_unscaled": 291.6744, "test_cardinality_error_3_unscaled": 291.9032, "test_cardinality_error_4_unscaled": 291.6678, "test_class_error_unscaled": 8.557303713226318, "test_loss_bbox_unscaled": 0.043900305895507336, "test_loss_bbox_0_unscaled": 0.058773658853769305, "test_loss_bbox_1_unscaled": 0.04746053472161293, "test_loss_bbox_2_unscaled": 0.045221683764457704, "test_loss_bbox_3_unscaled": 0.044170106998085976, "test_loss_bbox_4_unscaled": 0.044057432132959366, "test_loss_ce_unscaled": 0.20626308749914168, "test_loss_ce_0_unscaled": 0.2641078049659729, "test_loss_ce_1_unscaled": 0.2421404573559761, "test_loss_ce_2_unscaled": 0.22635391767024993, "test_loss_ce_3_unscaled": 0.21409042962789535, "test_loss_ce_4_unscaled": 0.20867053729295731, "test_loss_giou_unscaled": 0.2712457270860672, "test_loss_giou_0_unscaled": 0.3585548336982727, "test_loss_giou_1_unscaled": 0.2927711814522743, "test_loss_giou_2_unscaled": 0.27875346055030825, "test_loss_giou_3_unscaled": 0.27369721143245695, "test_loss_giou_4_unscaled": 0.27236753883361814, "test_coco_eval_bbox": [0.4059868511985734, 0.6097562105108872, 0.42866651765267044, 0.21501924397938904, 0.4451649851150251, 0.5759432278084995, 0.33908635131245546, 0.548704448242157, 0.5848418465505629, 0.3404638330687352, 0.6416136648881131, 0.8007664897982325], "epoch": 24, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 7.1830920512631415, "train_loss": 7.510729424011461, "train_loss_bbox": 0.23058227635743686, "train_loss_bbox_0": 0.31315563408710567, "train_loss_bbox_1": 0.2530413532364309, "train_loss_bbox_2": 0.23987018012380093, "train_loss_bbox_3": 0.23420709445286503, "train_loss_bbox_4": 0.231890974125181, "train_loss_ce": 0.3786188938750573, "train_loss_ce_0": 0.5036421297900363, "train_loss_ce_1": 0.4489359217071693, "train_loss_ce_2": 0.4158576534360337, "train_loss_ce_3": 0.39284051758328264, "train_loss_ce_4": 0.3818406622973255, "train_loss_giou": 0.5426508192162939, "train_loss_giou_0": 0.7020928890851359, "train_loss_giou_1": 0.5855761895470959, "train_loss_giou_2": 0.5610351836537857, "train_loss_giou_3": 0.5496238680765785, "train_loss_giou_4": 0.545267181600743, "train_cardinality_error_unscaled": 292.22320100094686, "train_cardinality_error_0_unscaled": 292.8427651156499, "train_cardinality_error_1_unscaled": 292.6543098201001, "train_cardinality_error_2_unscaled": 292.630528878669, "train_cardinality_error_3_unscaled": 292.5577826998512, "train_cardinality_error_4_unscaled": 292.41698228053565, "train_class_error_unscaled": 7.1830920512631415, "train_loss_bbox_unscaled": 0.04611645527052997, "train_loss_bbox_0_unscaled": 0.06263112680512611, "train_loss_bbox_1_unscaled": 0.05060827066000951, "train_loss_bbox_2_unscaled": 0.0479740360337295, "train_loss_bbox_3_unscaled": 0.0468414188944026, "train_loss_bbox_4_unscaled": 0.046378194814781955, "train_loss_ce_unscaled": 0.18930944693752866, "train_loss_ce_0_unscaled": 0.25182106489501815, "train_loss_ce_1_unscaled": 0.22446796085358464, "train_loss_ce_2_unscaled": 0.20792882671801685, "train_loss_ce_3_unscaled": 0.19642025879164132, "train_loss_ce_4_unscaled": 0.19092033114866275, "train_loss_giou_unscaled": 0.27132540960814694, "train_loss_giou_0_unscaled": 0.35104644454256795, "train_loss_giou_1_unscaled": 0.29278809477354795, "train_loss_giou_2_unscaled": 0.28051759182689284, "train_loss_giou_3_unscaled": 0.27481193403828924, "train_loss_giou_4_unscaled": 0.2726335908003715, "test_class_error": 8.724470811462403, "test_loss": 7.652509147644043, "test_loss_bbox": 0.2237649204492569, "test_loss_bbox_0": 0.30268590404987333, "test_loss_bbox_1": 0.24538287516832352, "test_loss_bbox_2": 0.22990850796699525, "test_loss_bbox_3": 0.22440621430873872, "test_loss_bbox_4": 0.22420009845495223, "test_loss_ce": 0.4161620130062103, "test_loss_ce_0": 0.521071366405487, "test_loss_ce_1": 0.4727610821008682, "test_loss_ce_2": 0.4498601408481598, "test_loss_ce_3": 0.43133016126155854, "test_loss_ce_4": 0.4186552302598953, "test_loss_giou": 0.5419069061517715, "test_loss_giou_0": 0.7137723010540008, "test_loss_giou_1": 0.5895953497648239, "test_loss_giou_2": 0.557822189950943, "test_loss_giou_3": 0.5457928132534027, "test_loss_giou_4": 0.5434310594320297, "test_cardinality_error_unscaled": 292.3778, "test_cardinality_error_0_unscaled": 292.404, "test_cardinality_error_1_unscaled": 292.368, "test_cardinality_error_2_unscaled": 292.4192, "test_cardinality_error_3_unscaled": 292.36, "test_cardinality_error_4_unscaled": 292.4072, "test_class_error_unscaled": 8.724470811462403, "test_loss_bbox_unscaled": 0.0447529840618372, "test_loss_bbox_0_unscaled": 0.06053718081712723, "test_loss_bbox_1_unscaled": 0.049076575076580045, "test_loss_bbox_2_unscaled": 0.04598170163035393, "test_loss_bbox_3_unscaled": 0.04488124285340309, "test_loss_bbox_4_unscaled": 0.04484001970887184, "test_loss_ce_unscaled": 0.20808100650310515, "test_loss_ce_0_unscaled": 0.2605356832027435, "test_loss_ce_1_unscaled": 0.2363805410504341, "test_loss_ce_2_unscaled": 0.2249300704240799, "test_loss_ce_3_unscaled": 0.21566508063077927, "test_loss_ce_4_unscaled": 0.20932761512994766, "test_loss_giou_unscaled": 0.27095345307588575, "test_loss_giou_0_unscaled": 0.3568861505270004, "test_loss_giou_1_unscaled": 0.29479767488241193, "test_loss_giou_2_unscaled": 0.2789110949754715, "test_loss_giou_3_unscaled": 0.27289640662670134, "test_loss_giou_4_unscaled": 0.27171552971601487, "test_coco_eval_bbox": [0.4116516956712879, 0.6098408409466227, 0.43665356125773275, 0.2283534955612782, 0.44948314133778616, 0.5812122994093707, 0.3385384101211422, 0.548876354222842, 0.5883504254223011, 0.34485898373280677, 0.6475099140996423, 0.8153385605592046], "epoch": 25, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 7.01926824450896, "train_loss": 7.464703495022281, "train_loss_bbox": 0.22945513874121048, "train_loss_bbox_0": 0.31159722643172355, "train_loss_bbox_1": 0.2512877141492713, "train_loss_bbox_2": 0.23862019272506776, "train_loss_bbox_3": 0.23265125575676573, "train_loss_bbox_4": 0.23058373661530157, "train_loss_ce": 0.3744806621849021, "train_loss_ce_0": 0.4981918925202523, "train_loss_ce_1": 0.4434181379609593, "train_loss_ce_2": 0.41037484562311943, "train_loss_ce_3": 0.3892170001251174, "train_loss_ce_4": 0.3778495818601278, "train_loss_giou": 0.541652407523874, "train_loss_giou_0": 0.6998965342318868, "train_loss_giou_1": 0.5836146063039432, "train_loss_giou_2": 0.5594473214507361, "train_loss_giou_3": 0.5480972832255494, "train_loss_giou_4": 0.5442679579451984, "train_cardinality_error_unscaled": 292.51654436629246, "train_cardinality_error_0_unscaled": 292.6832307588259, "train_cardinality_error_1_unscaled": 292.706698904369, "train_cardinality_error_2_unscaled": 292.7456377654538, "train_cardinality_error_3_unscaled": 292.59117577438116, "train_cardinality_error_4_unscaled": 292.64811307994046, "train_class_error_unscaled": 7.01926824450896, "train_loss_bbox_unscaled": 0.045891027744160554, "train_loss_bbox_0_unscaled": 0.062319445304484904, "train_loss_bbox_1_unscaled": 0.05025754283572463, "train_loss_bbox_2_unscaled": 0.04772403856116336, "train_loss_bbox_3_unscaled": 0.046530251147599136, "train_loss_bbox_4_unscaled": 0.04611674733016523, "train_loss_ce_unscaled": 0.18724033109245106, "train_loss_ce_0_unscaled": 0.24909594626012616, "train_loss_ce_1_unscaled": 0.22170906898047965, "train_loss_ce_2_unscaled": 0.20518742281155972, "train_loss_ce_3_unscaled": 0.1946085000625587, "train_loss_ce_4_unscaled": 0.1889247909300639, "train_loss_giou_unscaled": 0.270826203761937, "train_loss_giou_0_unscaled": 0.3499482671159434, "train_loss_giou_1_unscaled": 0.2918073031519716, "train_loss_giou_2_unscaled": 0.27972366072536803, "train_loss_giou_3_unscaled": 0.2740486416127747, "train_loss_giou_4_unscaled": 0.2721339789725992, "test_class_error": 8.768497904205322, "test_loss": 7.726973389434814, "test_loss_bbox": 0.2227704565525055, "test_loss_bbox_0": 0.2954331224679947, "test_loss_bbox_1": 0.2384904192328453, "test_loss_bbox_2": 0.2256408849954605, "test_loss_bbox_3": 0.22280666918754577, "test_loss_bbox_4": 0.22275188310146332, "test_loss_ce": 0.42491167511940003, "test_loss_ce_0": 0.5336039858818055, "test_loss_ce_1": 0.4835660140991211, "test_loss_ce_2": 0.45913802642822266, "test_loss_ce_3": 0.4369146729707718, "test_loss_ce_4": 0.42647474136352537, "test_loss_giou": 0.5489094528436661, "test_loss_giou_0": 0.7258881527423858, "test_loss_giou_1": 0.5936525302648544, "test_loss_giou_2": 0.5624444802045823, "test_loss_giou_3": 0.5527713804721832, "test_loss_giou_4": 0.5508048271179199, "test_cardinality_error_unscaled": 291.9572, "test_cardinality_error_0_unscaled": 292.3438, "test_cardinality_error_1_unscaled": 292.0976, "test_cardinality_error_2_unscaled": 292.1386, "test_cardinality_error_3_unscaled": 291.8446, "test_cardinality_error_4_unscaled": 291.8292, "test_class_error_unscaled": 8.768497904205322, "test_loss_bbox_unscaled": 0.04455409127771855, "test_loss_bbox_0_unscaled": 0.05908662459850311, "test_loss_bbox_1_unscaled": 0.04769808390438557, "test_loss_bbox_2_unscaled": 0.04512817698121071, "test_loss_bbox_3_unscaled": 0.044561333873867986, "test_loss_bbox_4_unscaled": 0.04455037650465965, "test_loss_ce_unscaled": 0.21245583755970002, "test_loss_ce_0_unscaled": 0.26680199294090273, "test_loss_ce_1_unscaled": 0.24178300704956054, "test_loss_ce_2_unscaled": 0.22956901321411133, "test_loss_ce_3_unscaled": 0.2184573364853859, "test_loss_ce_4_unscaled": 0.21323737068176268, "test_loss_giou_unscaled": 0.27445472642183305, "test_loss_giou_0_unscaled": 0.3629440763711929, "test_loss_giou_1_unscaled": 0.2968262651324272, "test_loss_giou_2_unscaled": 0.28122224010229113, "test_loss_giou_3_unscaled": 0.2763856902360916, "test_loss_giou_4_unscaled": 0.27540241355895995, "test_coco_eval_bbox": [0.4064043009943547, 0.6091715425605221, 0.42911637128581387, 0.23325517228174866, 0.4419332626557436, 0.5787512122243627, 0.33700936740539317, 0.5468986220718511, 0.5831989059210827, 0.353769380450354, 0.6382196938132716, 0.8100680281175181], "epoch": 26, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 6.9209120461603115, "train_loss": 7.414439443482221, "train_loss_bbox": 0.2274804559609217, "train_loss_bbox_0": 0.3092508487041597, "train_loss_bbox_1": 0.24993120598366533, "train_loss_bbox_2": 0.23689785522360787, "train_loss_bbox_3": 0.23092706720123637, "train_loss_bbox_4": 0.22867418940262318, "train_loss_ce": 0.372443553771288, "train_loss_ce_0": 0.4958501658012495, "train_loss_ce_1": 0.4388850750727888, "train_loss_ce_2": 0.40697779497274056, "train_loss_ce_3": 0.38616276265599564, "train_loss_ce_4": 0.375675759348909, "train_loss_giou": 0.5378091394317767, "train_loss_giou_0": 0.6963210048129558, "train_loss_giou_1": 0.5802343923497245, "train_loss_giou_2": 0.5558856700906191, "train_loss_giou_3": 0.5445984760303104, "train_loss_giou_4": 0.5404340290581239, "train_cardinality_error_unscaled": 292.5688235493034, "train_cardinality_error_0_unscaled": 292.8148501961315, "train_cardinality_error_1_unscaled": 292.72147639659136, "train_cardinality_error_2_unscaled": 292.7343771134857, "train_cardinality_error_3_unscaled": 292.66212971730016, "train_cardinality_error_4_unscaled": 292.6517651832815, "train_class_error_unscaled": 6.9209120461603115, "train_loss_bbox_unscaled": 0.04549609118449995, "train_loss_bbox_0_unscaled": 0.06185016974486309, "train_loss_bbox_1_unscaled": 0.049986241198018, "train_loss_bbox_2_unscaled": 0.047379571029907086, "train_loss_bbox_3_unscaled": 0.046185413445790115, "train_loss_bbox_4_unscaled": 0.0457348378921142, "train_loss_ce_unscaled": 0.186221776885644, "train_loss_ce_0_unscaled": 0.24792508290062476, "train_loss_ce_1_unscaled": 0.2194425375363944, "train_loss_ce_2_unscaled": 0.20348889748637028, "train_loss_ce_3_unscaled": 0.19308138132799782, "train_loss_ce_4_unscaled": 0.1878378796744545, "train_loss_giou_unscaled": 0.26890456971588833, "train_loss_giou_0_unscaled": 0.3481605024064779, "train_loss_giou_1_unscaled": 0.29011719617486226, "train_loss_giou_2_unscaled": 0.27794283504530953, "train_loss_giou_3_unscaled": 0.2722992380151552, "train_loss_giou_4_unscaled": 0.27021701452906194, "test_class_error": 8.756556699371338, "test_loss": 7.740539431762695, "test_loss_bbox": 0.22727740747928618, "test_loss_bbox_0": 0.3034399506807327, "test_loss_bbox_1": 0.24589664509296416, "test_loss_bbox_2": 0.2316023446559906, "test_loss_bbox_3": 0.22793408801555634, "test_loss_bbox_4": 0.228280541741848, "test_loss_ce": 0.4215365788936615, "test_loss_ce_0": 0.5292644183158874, "test_loss_ce_1": 0.48042039923667906, "test_loss_ce_2": 0.45506050493717193, "test_loss_ce_3": 0.43528708863258364, "test_loss_ce_4": 0.42490310797691344, "test_loss_giou": 0.5489417303323746, "test_loss_giou_0": 0.723872577047348, "test_loss_giou_1": 0.5924007324695587, "test_loss_giou_2": 0.5618229359388351, "test_loss_giou_3": 0.5515147016048432, "test_loss_giou_4": 0.5510836984872818, "test_cardinality_error_unscaled": 291.3516, "test_cardinality_error_0_unscaled": 292.3284, "test_cardinality_error_1_unscaled": 292.264, "test_cardinality_error_2_unscaled": 291.9322, "test_cardinality_error_3_unscaled": 291.7094, "test_cardinality_error_4_unscaled": 291.2016, "test_class_error_unscaled": 8.756556699371338, "test_loss_bbox_unscaled": 0.045455481603741646, "test_loss_bbox_0_unscaled": 0.06068799031972885, "test_loss_bbox_1_unscaled": 0.04917932906448841, "test_loss_bbox_2_unscaled": 0.04632046903371811, "test_loss_bbox_3_unscaled": 0.0455868176355958, "test_loss_bbox_4_unscaled": 0.04565610828697681, "test_loss_ce_unscaled": 0.21076828944683074, "test_loss_ce_0_unscaled": 0.2646322091579437, "test_loss_ce_1_unscaled": 0.24021019961833953, "test_loss_ce_2_unscaled": 0.22753025246858596, "test_loss_ce_3_unscaled": 0.21764354431629182, "test_loss_ce_4_unscaled": 0.21245155398845672, "test_loss_giou_unscaled": 0.2744708651661873, "test_loss_giou_0_unscaled": 0.361936288523674, "test_loss_giou_1_unscaled": 0.29620036623477936, "test_loss_giou_2_unscaled": 0.28091146796941757, "test_loss_giou_3_unscaled": 0.2757573508024216, "test_loss_giou_4_unscaled": 0.2755418492436409, "test_coco_eval_bbox": [0.406080940520185, 0.6084641424864258, 0.4283333948088901, 0.22168430301779227, 0.44702343880813433, 0.5765809262581412, 0.3365648540863449, 0.5465314415646187, 0.5851933577324364, 0.33900831393724973, 0.6435837210761908, 0.8070618197295516], "epoch": 27, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 6.8990290817027, "train_loss": 7.387494370931865, "train_loss_bbox": 0.2265995265839146, "train_loss_bbox_0": 0.3083610707292066, "train_loss_bbox_1": 0.2486625999669801, "train_loss_bbox_2": 0.23567115936625332, "train_loss_bbox_3": 0.2298945021315105, "train_loss_bbox_4": 0.22773461349093832, "train_loss_ce": 0.3703484976023988, "train_loss_ce_0": 0.4933922301766741, "train_loss_ce_1": 0.4380563270528891, "train_loss_ce_2": 0.40597431235248194, "train_loss_ce_3": 0.384426892210888, "train_loss_ce_4": 0.373995855637575, "train_loss_giou": 0.5361227663706277, "train_loss_giou_0": 0.694434945308701, "train_loss_giou_1": 0.5783480998326683, "train_loss_giou_2": 0.5540232046839995, "train_loss_giou_3": 0.542830519736958, "train_loss_giou_4": 0.5386172439331101, "train_cardinality_error_unscaled": 292.5688573650751, "train_cardinality_error_0_unscaled": 292.8461720546463, "train_cardinality_error_1_unscaled": 292.73869707831733, "train_cardinality_error_2_unscaled": 292.69196368186124, "train_cardinality_error_3_unscaled": 292.5303327471933, "train_cardinality_error_4_unscaled": 292.57959387258217, "train_class_error_unscaled": 6.8990290817027, "train_loss_bbox_unscaled": 0.045319905331622605, "train_loss_bbox_0_unscaled": 0.06167221412626503, "train_loss_bbox_1_unscaled": 0.049732520004910005, "train_loss_bbox_2_unscaled": 0.04713423187891947, "train_loss_bbox_3_unscaled": 0.04597890042320315, "train_loss_bbox_4_unscaled": 0.04554692270662789, "train_loss_ce_unscaled": 0.1851742488011994, "train_loss_ce_0_unscaled": 0.24669611508833705, "train_loss_ce_1_unscaled": 0.21902816352644455, "train_loss_ce_2_unscaled": 0.20298715617624097, "train_loss_ce_3_unscaled": 0.192213446105444, "train_loss_ce_4_unscaled": 0.1869979278187875, "train_loss_giou_unscaled": 0.26806138318531386, "train_loss_giou_0_unscaled": 0.3472174726543505, "train_loss_giou_1_unscaled": 0.28917404991633416, "train_loss_giou_2_unscaled": 0.27701160234199973, "train_loss_giou_3_unscaled": 0.271415259868479, "train_loss_giou_4_unscaled": 0.26930862196655503, "test_class_error": 8.322925790405273, "test_loss": 7.604528593063354, "test_loss_bbox": 0.2206234991669655, "test_loss_bbox_0": 0.29655422537326814, "test_loss_bbox_1": 0.24292976894378662, "test_loss_bbox_2": 0.2296834496617317, "test_loss_bbox_3": 0.2226962655544281, "test_loss_bbox_4": 0.2217634033918381, "test_loss_ce": 0.41666740806102753, "test_loss_ce_0": 0.5189112519264221, "test_loss_ce_1": 0.4712929013490677, "test_loss_ce_2": 0.44178037972450257, "test_loss_ce_3": 0.42628137283325196, "test_loss_ce_4": 0.41750993967056277, "test_loss_giou": 0.540732402086258, "test_loss_giou_0": 0.7054800462722778, "test_loss_giou_1": 0.5845175539016724, "test_loss_giou_2": 0.5584770981788635, "test_loss_giou_3": 0.5454554205894471, "test_loss_giou_4": 0.5431721871852875, "test_cardinality_error_unscaled": 291.9628, "test_cardinality_error_0_unscaled": 292.276, "test_cardinality_error_1_unscaled": 292.0882, "test_cardinality_error_2_unscaled": 292.0972, "test_cardinality_error_3_unscaled": 292.1794, "test_cardinality_error_4_unscaled": 291.8338, "test_class_error_unscaled": 8.322925790405273, "test_loss_bbox_unscaled": 0.04412469984143973, "test_loss_bbox_0_unscaled": 0.059310845118761064, "test_loss_bbox_1_unscaled": 0.048585953786969185, "test_loss_bbox_2_unscaled": 0.045936689907312395, "test_loss_bbox_3_unscaled": 0.044539253042638303, "test_loss_bbox_4_unscaled": 0.04435268069803715, "test_loss_ce_unscaled": 0.20833370403051377, "test_loss_ce_0_unscaled": 0.25945562596321103, "test_loss_ce_1_unscaled": 0.23564645067453385, "test_loss_ce_2_unscaled": 0.22089018986225128, "test_loss_ce_3_unscaled": 0.21314068641662598, "test_loss_ce_4_unscaled": 0.20875496983528138, "test_loss_giou_unscaled": 0.270366201043129, "test_loss_giou_0_unscaled": 0.3527400231361389, "test_loss_giou_1_unscaled": 0.2922587769508362, "test_loss_giou_2_unscaled": 0.27923854908943174, "test_loss_giou_3_unscaled": 0.27272771029472354, "test_loss_giou_4_unscaled": 0.27158609359264374, "test_coco_eval_bbox": [0.40897028901471866, 0.6098953925651919, 0.43484145458001006, 0.22228538224845826, 0.4450577623221478, 0.5835700024174829, 0.33803194840002315, 0.5502168312542705, 0.5888665414157179, 0.34577036061564115, 0.645984876886945, 0.8082881849865015], "epoch": 28, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 6.7417378907079195, "train_loss": 7.332747152415048, "train_loss_bbox": 0.22534019833645558, "train_loss_bbox_0": 0.30581459730770855, "train_loss_bbox_1": 0.24695748488770097, "train_loss_bbox_2": 0.23426309116733957, "train_loss_bbox_3": 0.2285684982795169, "train_loss_bbox_4": 0.2263817800291817, "train_loss_ce": 0.36632678314215045, "train_loss_ce_0": 0.48915522043092735, "train_loss_ce_1": 0.43243441289427087, "train_loss_ce_2": 0.4001657501201692, "train_loss_ce_3": 0.3795940399297911, "train_loss_ce_4": 0.3696067572299108, "train_loss_giou": 0.5337945087085344, "train_loss_giou_0": 0.6905460874308805, "train_loss_giou_1": 0.5757765141068221, "train_loss_giou_2": 0.5513051748961053, "train_loss_giou_3": 0.5404044674697094, "train_loss_giou_4": 0.5363117881984941, "train_cardinality_error_unscaled": 292.6273248343027, "train_cardinality_error_0_unscaled": 292.9056455430813, "train_cardinality_error_1_unscaled": 292.6472338698769, "train_cardinality_error_2_unscaled": 292.6736524414987, "train_cardinality_error_3_unscaled": 292.7354845800081, "train_cardinality_error_4_unscaled": 292.67151359394023, "train_class_error_unscaled": 6.7417378907079195, "train_loss_bbox_unscaled": 0.045068039665149565, "train_loss_bbox_0_unscaled": 0.061162919468822984, "train_loss_bbox_1_unscaled": 0.04939149696887322, "train_loss_bbox_2_unscaled": 0.04685261823014221, "train_loss_bbox_3_unscaled": 0.04571369965910311, "train_loss_bbox_4_unscaled": 0.04527635602516068, "train_loss_ce_unscaled": 0.18316339157107522, "train_loss_ce_0_unscaled": 0.24457761021546368, "train_loss_ce_1_unscaled": 0.21621720644713543, "train_loss_ce_2_unscaled": 0.2000828750600846, "train_loss_ce_3_unscaled": 0.18979701996489556, "train_loss_ce_4_unscaled": 0.1848033786149554, "train_loss_giou_unscaled": 0.2668972543542672, "train_loss_giou_0_unscaled": 0.34527304371544026, "train_loss_giou_1_unscaled": 0.28788825705341103, "train_loss_giou_2_unscaled": 0.27565258744805266, "train_loss_giou_3_unscaled": 0.2702022337348547, "train_loss_giou_4_unscaled": 0.26815589409924706, "test_class_error": 8.651457345581054, "test_loss": 7.624722631072998, "test_loss_bbox": 0.21840692020654678, "test_loss_bbox_0": 0.29811418554782865, "test_loss_bbox_1": 0.24032311170101167, "test_loss_bbox_2": 0.2290175183534622, "test_loss_bbox_3": 0.22180343202352523, "test_loss_bbox_4": 0.2199228592276573, "test_loss_ce": 0.413853414106369, "test_loss_ce_0": 0.5232082688331604, "test_loss_ce_1": 0.4725903295040131, "test_loss_ce_2": 0.4425157056093216, "test_loss_ce_3": 0.424229222369194, "test_loss_ce_4": 0.41648346753120424, "test_loss_giou": 0.5440178299427032, "test_loss_giou_0": 0.7134852973461151, "test_loss_giou_1": 0.5865274856328965, "test_loss_giou_2": 0.5620263199567794, "test_loss_giou_3": 0.5517412252664566, "test_loss_giou_4": 0.5464560447216034, "test_cardinality_error_unscaled": 292.3262, "test_cardinality_error_0_unscaled": 292.4126, "test_cardinality_error_1_unscaled": 292.2432, "test_cardinality_error_2_unscaled": 292.3416, "test_cardinality_error_3_unscaled": 292.3378, "test_cardinality_error_4_unscaled": 292.2816, "test_class_error_unscaled": 8.651457345581054, "test_loss_bbox_unscaled": 0.043681383956968786, "test_loss_bbox_0_unscaled": 0.05962283707261085, "test_loss_bbox_1_unscaled": 0.048064622372388836, "test_loss_bbox_2_unscaled": 0.0458035037368536, "test_loss_bbox_3_unscaled": 0.04436068640053272, "test_loss_bbox_4_unscaled": 0.043984571823477744, "test_loss_ce_unscaled": 0.2069267070531845, "test_loss_ce_0_unscaled": 0.2616041344165802, "test_loss_ce_1_unscaled": 0.23629516475200654, "test_loss_ce_2_unscaled": 0.2212578528046608, "test_loss_ce_3_unscaled": 0.212114611184597, "test_loss_ce_4_unscaled": 0.20824173376560212, "test_loss_giou_unscaled": 0.2720089149713516, "test_loss_giou_0_unscaled": 0.35674264867305755, "test_loss_giou_1_unscaled": 0.29326374281644824, "test_loss_giou_2_unscaled": 0.2810131599783897, "test_loss_giou_3_unscaled": 0.2758706126332283, "test_loss_giou_4_unscaled": 0.2732280223608017, "test_coco_eval_bbox": [0.4136920098415527, 0.6166070905566248, 0.43568131113618086, 0.2295438194447245, 0.44985648414094476, 0.5837735348510652, 0.3405610079303716, 0.5518488850834754, 0.5878636714438656, 0.3468691522542114, 0.6413375666477442, 0.8079500770533463], "epoch": 29, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 6.6929517661414195, "train_loss": 7.307707882404779, "train_loss_bbox": 0.22458577772934255, "train_loss_bbox_0": 0.30533664637790325, "train_loss_bbox_1": 0.24698907071108522, "train_loss_bbox_2": 0.23395536958931443, "train_loss_bbox_3": 0.22814023701417888, "train_loss_bbox_4": 0.22568327514612188, "train_loss_ce": 0.36485952251621906, "train_loss_ce_0": 0.4865083146039646, "train_loss_ce_1": 0.42988324129668526, "train_loss_ce_2": 0.3979282065803742, "train_loss_ce_3": 0.3780493694952799, "train_loss_ce_4": 0.3683509968854079, "train_loss_giou": 0.5319286728453914, "train_loss_giou_0": 0.6883761263203673, "train_loss_giou_1": 0.5741802037264117, "train_loss_giou_2": 0.5497782771710806, "train_loss_giou_3": 0.5387168791607158, "train_loss_giou_4": 0.5344576986357177, "train_cardinality_error_unscaled": 292.52918301095633, "train_cardinality_error_0_unscaled": 292.9087396861896, "train_cardinality_error_1_unscaled": 292.48485898823213, "train_cardinality_error_2_unscaled": 292.5658815771676, "train_cardinality_error_3_unscaled": 292.5371635330718, "train_cardinality_error_4_unscaled": 292.2714138374138, "train_class_error_unscaled": 6.6929517661414195, "train_loss_bbox_unscaled": 0.04491715552808104, "train_loss_bbox_0_unscaled": 0.06106732926464615, "train_loss_bbox_1_unscaled": 0.04939781414501366, "train_loss_bbox_2_unscaled": 0.04679107391229485, "train_loss_bbox_3_unscaled": 0.04562804740601031, "train_loss_bbox_4_unscaled": 0.045136655024135046, "train_loss_ce_unscaled": 0.18242976125810953, "train_loss_ce_0_unscaled": 0.2432541573019823, "train_loss_ce_1_unscaled": 0.21494162064834263, "train_loss_ce_2_unscaled": 0.1989641032901871, "train_loss_ce_3_unscaled": 0.18902468474763995, "train_loss_ce_4_unscaled": 0.18417549844270395, "train_loss_giou_unscaled": 0.2659643364226957, "train_loss_giou_0_unscaled": 0.34418806316018363, "train_loss_giou_1_unscaled": 0.2870901018632058, "train_loss_giou_2_unscaled": 0.2748891385855403, "train_loss_giou_3_unscaled": 0.2693584395803579, "train_loss_giou_4_unscaled": 0.26722884931785884, "test_class_error": 8.7219030708313, "test_loss": 7.599557033157349, "test_loss_bbox": 0.22017378973960877, "test_loss_bbox_0": 0.2950852634191513, "test_loss_bbox_1": 0.23879514319896697, "test_loss_bbox_2": 0.22852186076641082, "test_loss_bbox_3": 0.22271662728786468, "test_loss_bbox_4": 0.22149898253679276, "test_loss_ce": 0.42096015841960904, "test_loss_ce_0": 0.5224882938861847, "test_loss_ce_1": 0.47323771388530733, "test_loss_ce_2": 0.4477540055513382, "test_loss_ce_3": 0.43006482825279235, "test_loss_ce_4": 0.42134884645938875, "test_loss_giou": 0.5371995773792266, "test_loss_giou_0": 0.7061872511386872, "test_loss_giou_1": 0.5779267324924469, "test_loss_giou_2": 0.5535423896074295, "test_loss_giou_3": 0.5423368609189987, "test_loss_giou_4": 0.5397187178373337, "test_cardinality_error_unscaled": 292.3612, "test_cardinality_error_0_unscaled": 292.4388, "test_cardinality_error_1_unscaled": 292.283, "test_cardinality_error_2_unscaled": 292.2858, "test_cardinality_error_3_unscaled": 292.2354, "test_cardinality_error_4_unscaled": 291.9312, "test_class_error_unscaled": 8.7219030708313, "test_loss_bbox_unscaled": 0.044034757970273494, "test_loss_bbox_0_unscaled": 0.05901705268621445, "test_loss_bbox_1_unscaled": 0.04775902863442898, "test_loss_bbox_2_unscaled": 0.04570437215864658, "test_loss_bbox_3_unscaled": 0.044543325477838513, "test_loss_bbox_4_unscaled": 0.04429979653805494, "test_loss_ce_unscaled": 0.21048007920980452, "test_loss_ce_0_unscaled": 0.26124414694309234, "test_loss_ce_1_unscaled": 0.23661885694265367, "test_loss_ce_2_unscaled": 0.2238770027756691, "test_loss_ce_3_unscaled": 0.21503241412639618, "test_loss_ce_4_unscaled": 0.21067442322969437, "test_loss_giou_unscaled": 0.2685997886896133, "test_loss_giou_0_unscaled": 0.3530936255693436, "test_loss_giou_1_unscaled": 0.28896336624622343, "test_loss_giou_2_unscaled": 0.27677119480371476, "test_loss_giou_3_unscaled": 0.27116843045949934, "test_loss_giou_4_unscaled": 0.26985935891866686, "test_coco_eval_bbox": [0.41294137117020785, 0.6150284856974149, 0.43928670693458227, 0.23375139160938183, 0.452954165383376, 0.5754096800805587, 0.3384308084865467, 0.5523239770786215, 0.5891124945536942, 0.347666596216082, 0.6453893043584548, 0.8057111104485156], "epoch": 30, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 6.5902894328834725, "train_loss": 7.272970413010385, "train_loss_bbox": 0.22401431620314496, "train_loss_bbox_0": 0.30299349287422783, "train_loss_bbox_1": 0.2460627764318303, "train_loss_bbox_2": 0.2330045471663011, "train_loss_bbox_3": 0.227517699753498, "train_loss_bbox_4": 0.22518241509541226, "train_loss_ce": 0.36164632368564253, "train_loss_ce_0": 0.48524879793885045, "train_loss_ce_1": 0.4260833712498019, "train_loss_ce_2": 0.3950594767049332, "train_loss_ce_3": 0.3748678224788364, "train_loss_ce_4": 0.3648804401988676, "train_loss_giou": 0.5304109199018185, "train_loss_giou_0": 0.684997144752445, "train_loss_giou_1": 0.5724662037360463, "train_loss_giou_2": 0.5482118793041518, "train_loss_giou_3": 0.5371999685912942, "train_loss_giou_4": 0.5331228170853805, "train_cardinality_error_unscaled": 292.60331563641284, "train_cardinality_error_0_unscaled": 292.84618896253215, "train_cardinality_error_1_unscaled": 292.57781009062626, "train_cardinality_error_2_unscaled": 292.61081428378196, "train_cardinality_error_3_unscaled": 292.6424573921277, "train_cardinality_error_4_unscaled": 292.4587024888408, "train_class_error_unscaled": 6.5902894328834725, "train_loss_bbox_unscaled": 0.04480286325262168, "train_loss_bbox_0_unscaled": 0.06059869859860418, "train_loss_bbox_1_unscaled": 0.04921255527719519, "train_loss_bbox_2_unscaled": 0.04660090944182642, "train_loss_bbox_3_unscaled": 0.045503539952589205, "train_loss_bbox_4_unscaled": 0.045036483025935416, "train_loss_ce_unscaled": 0.18082316184282127, "train_loss_ce_0_unscaled": 0.24262439896942523, "train_loss_ce_1_unscaled": 0.21304168562490094, "train_loss_ce_2_unscaled": 0.1975297383524666, "train_loss_ce_3_unscaled": 0.1874339112394182, "train_loss_ce_4_unscaled": 0.1824402200994338, "train_loss_giou_unscaled": 0.2652054599509093, "train_loss_giou_0_unscaled": 0.3424985723762225, "train_loss_giou_1_unscaled": 0.28623310186802314, "train_loss_giou_2_unscaled": 0.2741059396520759, "train_loss_giou_3_unscaled": 0.2685999842956471, "train_loss_giou_4_unscaled": 0.2665614085426902, "test_class_error": 8.746848129272461, "test_loss": 7.555024370193482, "test_loss_bbox": 0.21877505279779433, "test_loss_bbox_0": 0.2894738568067551, "test_loss_bbox_1": 0.23907963703870774, "test_loss_bbox_2": 0.2248257681965828, "test_loss_bbox_3": 0.220910029900074, "test_loss_bbox_4": 0.2179432542204857, "test_loss_ce": 0.4128527541399002, "test_loss_ce_0": 0.5197396480083466, "test_loss_ce_1": 0.46570638263225556, "test_loss_ce_2": 0.4407038633584976, "test_loss_ce_3": 0.4231325592517853, "test_loss_ce_4": 0.4158068753957748, "test_loss_giou": 0.5403795324802398, "test_loss_giou_0": 0.7009377215862275, "test_loss_giou_1": 0.5814714975833892, "test_loss_giou_2": 0.5557244360923768, "test_loss_giou_3": 0.545862717461586, "test_loss_giou_4": 0.5416987889051438, "test_cardinality_error_unscaled": 292.094, "test_cardinality_error_0_unscaled": 292.2806, "test_cardinality_error_1_unscaled": 292.2828, "test_cardinality_error_2_unscaled": 292.1564, "test_cardinality_error_3_unscaled": 292.2434, "test_cardinality_error_4_unscaled": 291.9898, "test_class_error_unscaled": 8.746848129272461, "test_loss_bbox_unscaled": 0.043755010508000854, "test_loss_bbox_0_unscaled": 0.05789477139115334, "test_loss_bbox_1_unscaled": 0.04781592741906643, "test_loss_bbox_2_unscaled": 0.044965153636038306, "test_loss_bbox_3_unscaled": 0.04418200595676899, "test_loss_bbox_4_unscaled": 0.04358865085840225, "test_loss_ce_unscaled": 0.2064263770699501, "test_loss_ce_0_unscaled": 0.2598698240041733, "test_loss_ce_1_unscaled": 0.23285319131612778, "test_loss_ce_2_unscaled": 0.2203519316792488, "test_loss_ce_3_unscaled": 0.21156627962589264, "test_loss_ce_4_unscaled": 0.2079034376978874, "test_loss_giou_unscaled": 0.2701897662401199, "test_loss_giou_0_unscaled": 0.35046886079311373, "test_loss_giou_1_unscaled": 0.2907357487916946, "test_loss_giou_2_unscaled": 0.2778622180461884, "test_loss_giou_3_unscaled": 0.272931358730793, "test_loss_giou_4_unscaled": 0.2708493944525719, "test_coco_eval_bbox": [0.40848510429015616, 0.6117966843674874, 0.43186410363639205, 0.23212831699723913, 0.44809366383172633, 0.5777859099635527, 0.3382967924315855, 0.5521783752764982, 0.5901290625227922, 0.3552641470549052, 0.6459816501642301, 0.804308342007204], "epoch": 31, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 6.578707822811034, "train_loss": 7.236377514603495, "train_loss_bbox": 0.22339228247493267, "train_loss_bbox_0": 0.3019241791152509, "train_loss_bbox_1": 0.24513199475142752, "train_loss_bbox_2": 0.23239807353173464, "train_loss_bbox_3": 0.2268336213083103, "train_loss_bbox_4": 0.22456474224956807, "train_loss_ce": 0.35779142857603674, "train_loss_ce_0": 0.4795311200528849, "train_loss_ce_1": 0.42143386410014905, "train_loss_ce_2": 0.3904512572111949, "train_loss_ce_3": 0.37045896859091526, "train_loss_ce_4": 0.36101748321387284, "train_loss_giou": 0.5296774287072566, "train_loss_giou_0": 0.6837943007578212, "train_loss_giou_1": 0.5714646242695007, "train_loss_giou_2": 0.547571054430134, "train_loss_giou_3": 0.5367014583486932, "train_loss_giou_4": 0.5322396303769557, "train_cardinality_error_unscaled": 292.79211754362234, "train_cardinality_error_0_unscaled": 292.892220681726, "train_cardinality_error_1_unscaled": 292.82773400514, "train_cardinality_error_2_unscaled": 292.61620789936427, "train_cardinality_error_3_unscaled": 292.7561460165021, "train_cardinality_error_4_unscaled": 292.7350196131476, "train_class_error_unscaled": 6.578707822811034, "train_loss_bbox_unscaled": 0.04467845649818626, "train_loss_bbox_0_unscaled": 0.060384835822017195, "train_loss_bbox_1_unscaled": 0.04902639896499922, "train_loss_bbox_2_unscaled": 0.046479614701207206, "train_loss_bbox_3_unscaled": 0.0453667242614605, "train_loss_bbox_4_unscaled": 0.04491294844683986, "train_loss_ce_unscaled": 0.17889571428801837, "train_loss_ce_0_unscaled": 0.23976556002644245, "train_loss_ce_1_unscaled": 0.21071693205007452, "train_loss_ce_2_unscaled": 0.19522562860559745, "train_loss_ce_3_unscaled": 0.18522948429545763, "train_loss_ce_4_unscaled": 0.18050874160693642, "train_loss_giou_unscaled": 0.2648387143536283, "train_loss_giou_0_unscaled": 0.3418971503789106, "train_loss_giou_1_unscaled": 0.28573231213475037, "train_loss_giou_2_unscaled": 0.273785527215067, "train_loss_giou_3_unscaled": 0.2683507291743466, "train_loss_giou_4_unscaled": 0.2661198151884778, "test_class_error": 8.689698262786866, "test_loss": 7.562833068466187, "test_loss_bbox": 0.21595723955631257, "test_loss_bbox_0": 0.2890868427038193, "test_loss_bbox_1": 0.2347739275455475, "test_loss_bbox_2": 0.22260002552270888, "test_loss_bbox_3": 0.21796402997970582, "test_loss_bbox_4": 0.21569184371232986, "test_loss_ce": 0.41891181151866913, "test_loss_ce_0": 0.5255027099609375, "test_loss_ce_1": 0.4723170300960541, "test_loss_ce_2": 0.44817650485038757, "test_loss_ce_3": 0.43225100457668303, "test_loss_ce_4": 0.4246298897027969, "test_loss_giou": 0.5367040594696999, "test_loss_giou_0": 0.6999503569841385, "test_loss_giou_1": 0.577707317996025, "test_loss_giou_2": 0.552450386428833, "test_loss_giou_3": 0.5411263502597808, "test_loss_giou_4": 0.5370317390441894, "test_cardinality_error_unscaled": 291.7446, "test_cardinality_error_0_unscaled": 292.1372, "test_cardinality_error_1_unscaled": 292.1682, "test_cardinality_error_2_unscaled": 291.5754, "test_cardinality_error_3_unscaled": 291.8624, "test_cardinality_error_4_unscaled": 291.6062, "test_class_error_unscaled": 8.689698262786866, "test_loss_bbox_unscaled": 0.04319144798070192, "test_loss_bbox_0_unscaled": 0.057817368441820144, "test_loss_bbox_1_unscaled": 0.04695478553771973, "test_loss_bbox_2_unscaled": 0.04452000507712364, "test_loss_bbox_3_unscaled": 0.043592805942893026, "test_loss_bbox_4_unscaled": 0.04313836870193481, "test_loss_ce_unscaled": 0.20945590575933457, "test_loss_ce_0_unscaled": 0.26275135498046875, "test_loss_ce_1_unscaled": 0.23615851504802704, "test_loss_ce_2_unscaled": 0.22408825242519378, "test_loss_ce_3_unscaled": 0.21612550228834151, "test_loss_ce_4_unscaled": 0.21231494485139846, "test_loss_giou_unscaled": 0.26835202973484995, "test_loss_giou_0_unscaled": 0.34997517849206927, "test_loss_giou_1_unscaled": 0.2888536589980125, "test_loss_giou_2_unscaled": 0.2762251932144165, "test_loss_giou_3_unscaled": 0.2705631751298904, "test_loss_giou_4_unscaled": 0.2685158695220947, "test_coco_eval_bbox": [0.41254154092388445, 0.6139174309214942, 0.4348423103047192, 0.22685352792228294, 0.44988621866006007, 0.5804186162933165, 0.33884632563770295, 0.5506996084923013, 0.5874362965270065, 0.34927675702309785, 0.6451566147772941, 0.8066204493229643], "epoch": 32, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 6.46955508516942, "train_loss": 7.2019163636833605, "train_loss_bbox": 0.22180308935561377, "train_loss_bbox_0": 0.3007600120922943, "train_loss_bbox_1": 0.24389401969109242, "train_loss_bbox_2": 0.23098574445985914, "train_loss_bbox_3": 0.225349001940171, "train_loss_bbox_4": 0.22325694467330695, "train_loss_ce": 0.3566855830759572, "train_loss_ce_0": 0.4789908587102169, "train_loss_ce_1": 0.41919391862337585, "train_loss_ce_2": 0.388519173620797, "train_loss_ce_3": 0.3690669966059658, "train_loss_ce_4": 0.35957602973501834, "train_loss_giou": 0.526811172123749, "train_loss_giou_0": 0.6809809276022608, "train_loss_giou_1": 0.5683170678717598, "train_loss_giou_2": 0.544496734894537, "train_loss_giou_3": 0.5336583550370918, "train_loss_giou_4": 0.5295707327373559, "train_cardinality_error_unscaled": 292.76916508859733, "train_cardinality_error_0_unscaled": 292.90059853915864, "train_cardinality_error_1_unscaled": 292.8399837684296, "train_cardinality_error_2_unscaled": 292.79465372649804, "train_cardinality_error_3_unscaled": 292.7910692547004, "train_cardinality_error_4_unscaled": 292.64293926687407, "train_class_error_unscaled": 6.46955508516942, "train_loss_bbox_unscaled": 0.044360617885181405, "train_loss_bbox_0_unscaled": 0.060152002418282495, "train_loss_bbox_1_unscaled": 0.04877880393758861, "train_loss_bbox_2_unscaled": 0.046197148914697464, "train_loss_bbox_3_unscaled": 0.0450698003908812, "train_loss_bbox_4_unscaled": 0.0446513889446385, "train_loss_ce_unscaled": 0.1783427915379786, "train_loss_ce_0_unscaled": 0.23949542935510845, "train_loss_ce_1_unscaled": 0.20959695931168792, "train_loss_ce_2_unscaled": 0.1942595868103985, "train_loss_ce_3_unscaled": 0.1845334983029829, "train_loss_ce_4_unscaled": 0.17978801486750917, "train_loss_giou_unscaled": 0.2634055860618745, "train_loss_giou_0_unscaled": 0.3404904638011304, "train_loss_giou_1_unscaled": 0.2841585339358799, "train_loss_giou_2_unscaled": 0.2722483674472685, "train_loss_giou_3_unscaled": 0.2668291775185459, "train_loss_giou_4_unscaled": 0.26478536636867794, "test_class_error": 8.397968584442138, "test_loss": 7.568833940887451, "test_loss_bbox": 0.2155797753572464, "test_loss_bbox_0": 0.29301879773139955, "test_loss_bbox_1": 0.2386908660888672, "test_loss_bbox_2": 0.22503867095708846, "test_loss_bbox_3": 0.21973013368844985, "test_loss_bbox_4": 0.21694164154529572, "test_loss_ce": 0.41146568546295165, "test_loss_ce_0": 0.5230737576961517, "test_loss_ce_1": 0.467830281829834, "test_loss_ce_2": 0.4405367881536484, "test_loss_ce_3": 0.4233481488466263, "test_loss_ce_4": 0.4144255859851837, "test_loss_giou": 0.5399397236347199, "test_loss_giou_0": 0.7145083271503448, "test_loss_giou_1": 0.5816382200241089, "test_loss_giou_2": 0.5561091128826141, "test_loss_giou_3": 0.5453322328805923, "test_loss_giou_4": 0.5416261617422103, "test_cardinality_error_unscaled": 292.0198, "test_cardinality_error_0_unscaled": 292.4844, "test_cardinality_error_1_unscaled": 292.3614, "test_cardinality_error_2_unscaled": 292.3042, "test_cardinality_error_3_unscaled": 292.3168, "test_cardinality_error_4_unscaled": 292.2282, "test_class_error_unscaled": 8.397968584442138, "test_loss_bbox_unscaled": 0.04311595507860184, "test_loss_bbox_0_unscaled": 0.05860375964045524, "test_loss_bbox_1_unscaled": 0.04773817328512669, "test_loss_bbox_2_unscaled": 0.045007734215259554, "test_loss_bbox_3_unscaled": 0.04394602679014206, "test_loss_bbox_4_unscaled": 0.0433883283406496, "test_loss_ce_unscaled": 0.20573284273147582, "test_loss_ce_0_unscaled": 0.26153687884807586, "test_loss_ce_1_unscaled": 0.233915140914917, "test_loss_ce_2_unscaled": 0.2202683940768242, "test_loss_ce_3_unscaled": 0.21167407442331315, "test_loss_ce_4_unscaled": 0.20721279299259185, "test_loss_giou_unscaled": 0.26996986181735994, "test_loss_giou_0_unscaled": 0.3572541635751724, "test_loss_giou_1_unscaled": 0.29081911001205446, "test_loss_giou_2_unscaled": 0.27805455644130705, "test_loss_giou_3_unscaled": 0.27266611644029615, "test_loss_giou_4_unscaled": 0.27081308087110517, "test_coco_eval_bbox": [0.41650348155116107, 0.6180420929523077, 0.4419302409858833, 0.23044838627658762, 0.45312899429264725, 0.5870559372677641, 0.341502879595595, 0.5528332679422704, 0.5899766762847988, 0.3481402219174279, 0.643724580235903, 0.8105287928183984], "epoch": 33, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 6.45562787989907, "train_loss": 7.189259957028842, "train_loss_bbox": 0.22212723999294412, "train_loss_bbox_0": 0.30054460854511306, "train_loss_bbox_1": 0.24418643985513533, "train_loss_bbox_2": 0.23161044437375264, "train_loss_bbox_3": 0.22577127139679265, "train_loss_bbox_4": 0.2235621529758928, "train_loss_ce": 0.3538444984331878, "train_loss_ce_0": 0.476400628830065, "train_loss_ce_1": 0.41520101226131567, "train_loss_ce_2": 0.3840171231429817, "train_loss_ce_3": 0.3659567686144742, "train_loss_ce_4": 0.35640831581339183, "train_loss_giou": 0.5277727846674501, "train_loss_giou_0": 0.6810082375749302, "train_loss_giou_1": 0.5693454555244999, "train_loss_giou_2": 0.5459411153921284, "train_loss_giou_3": 0.5348065977737995, "train_loss_giou_4": 0.5307552653711138, "train_cardinality_error_unscaled": 292.7316464899229, "train_cardinality_error_0_unscaled": 292.77870959015286, "train_cardinality_error_1_unscaled": 292.5894004463682, "train_cardinality_error_2_unscaled": 292.77179426484514, "train_cardinality_error_3_unscaled": 292.61976700933315, "train_cardinality_error_4_unscaled": 292.6865193426214, "train_class_error_unscaled": 6.45562787989907, "train_loss_bbox_unscaled": 0.04442544800260738, "train_loss_bbox_0_unscaled": 0.060108921723282825, "train_loss_bbox_1_unscaled": 0.04883728798072703, "train_loss_bbox_2_unscaled": 0.04632208886654965, "train_loss_bbox_3_unscaled": 0.0451542542775949, "train_loss_bbox_4_unscaled": 0.04471243059495181, "train_loss_ce_unscaled": 0.1769222492165939, "train_loss_ce_0_unscaled": 0.2382003144150325, "train_loss_ce_1_unscaled": 0.20760050613065784, "train_loss_ce_2_unscaled": 0.19200856157149085, "train_loss_ce_3_unscaled": 0.1829783843072371, "train_loss_ce_4_unscaled": 0.17820415790669591, "train_loss_giou_unscaled": 0.2638863923337251, "train_loss_giou_0_unscaled": 0.3405041187874651, "train_loss_giou_1_unscaled": 0.28467272776224994, "train_loss_giou_2_unscaled": 0.2729705576960642, "train_loss_giou_3_unscaled": 0.26740329888689973, "train_loss_giou_4_unscaled": 0.2653776326855569, "test_class_error": 8.370466938781739, "test_loss": 7.565734283065796, "test_loss_bbox": 0.21946681331396103, "test_loss_bbox_0": 0.2960831930398941, "test_loss_bbox_1": 0.23890915575027466, "test_loss_bbox_2": 0.22602867772579194, "test_loss_bbox_3": 0.2224993854045868, "test_loss_bbox_4": 0.22009424763917923, "test_loss_ce": 0.4100635709047318, "test_loss_ce_0": 0.5165603900432587, "test_loss_ce_1": 0.4672049840450287, "test_loss_ce_2": 0.43892883167266844, "test_loss_ce_3": 0.42305646176338196, "test_loss_ce_4": 0.4142682270526886, "test_loss_giou": 0.5397092592477798, "test_loss_giou_0": 0.706736406993866, "test_loss_giou_1": 0.5814954146385193, "test_loss_giou_2": 0.5572190651416778, "test_loss_giou_3": 0.5453246188402175, "test_loss_giou_4": 0.5420856090545654, "test_cardinality_error_unscaled": 291.9028, "test_cardinality_error_0_unscaled": 292.331, "test_cardinality_error_1_unscaled": 292.1268, "test_cardinality_error_2_unscaled": 292.1534, "test_cardinality_error_3_unscaled": 292.0026, "test_cardinality_error_4_unscaled": 291.8574, "test_class_error_unscaled": 8.370466938781739, "test_loss_bbox_unscaled": 0.04389336280226708, "test_loss_bbox_0_unscaled": 0.059216638654470445, "test_loss_bbox_1_unscaled": 0.0477818312138319, "test_loss_bbox_2_unscaled": 0.04520573560595512, "test_loss_bbox_3_unscaled": 0.04449987709224224, "test_loss_bbox_4_unscaled": 0.0440188494771719, "test_loss_ce_unscaled": 0.2050317854523659, "test_loss_ce_0_unscaled": 0.25828019502162936, "test_loss_ce_1_unscaled": 0.23360249202251435, "test_loss_ce_2_unscaled": 0.21946441583633422, "test_loss_ce_3_unscaled": 0.21152823088169098, "test_loss_ce_4_unscaled": 0.2071341135263443, "test_loss_giou_unscaled": 0.2698546296238899, "test_loss_giou_0_unscaled": 0.353368203496933, "test_loss_giou_1_unscaled": 0.29074770731925964, "test_loss_giou_2_unscaled": 0.2786095325708389, "test_loss_giou_3_unscaled": 0.2726623094201088, "test_loss_giou_4_unscaled": 0.2710428045272827, "test_coco_eval_bbox": [0.4188153104673586, 0.6208037488777257, 0.4457243742384695, 0.23337216077658188, 0.46006046895980646, 0.5928679775325961, 0.3428305100692059, 0.5563927330627494, 0.5934591372386321, 0.35169698821253675, 0.6565011850079285, 0.8151751582478712], "epoch": 34, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 6.38387198914505, "train_loss": 7.160137809678987, "train_loss_bbox": 0.22073716019142567, "train_loss_bbox_0": 0.298923081795607, "train_loss_bbox_1": 0.2423162500084406, "train_loss_bbox_2": 0.22955366210747713, "train_loss_bbox_3": 0.22413384678021395, "train_loss_bbox_4": 0.22185331633160552, "train_loss_ce": 0.3523817832892728, "train_loss_ce_0": 0.4733995747359828, "train_loss_ce_1": 0.4151021507240496, "train_loss_ce_2": 0.38428360029518904, "train_loss_ce_3": 0.3649511186157344, "train_loss_ce_4": 0.35558753335881454, "train_loss_giou": 0.5260166957809157, "train_loss_giou_0": 0.67898454311638, "train_loss_giou_1": 0.5669701239206255, "train_loss_giou_2": 0.5434191969870699, "train_loss_giou_3": 0.5329151699805992, "train_loss_giou_4": 0.5286090054720475, "train_cardinality_error_unscaled": 292.7660371297173, "train_cardinality_error_0_unscaled": 292.8737995401055, "train_cardinality_error_1_unscaled": 292.82406499391317, "train_cardinality_error_2_unscaled": 292.82664344650345, "train_cardinality_error_3_unscaled": 292.73207764101176, "train_cardinality_error_4_unscaled": 292.7284339916137, "train_class_error_unscaled": 6.38387198914505, "train_loss_bbox_unscaled": 0.044147432075107206, "train_loss_bbox_0_unscaled": 0.05978461637907562, "train_loss_bbox_1_unscaled": 0.04846325000372889, "train_loss_bbox_2_unscaled": 0.04591073243250551, "train_loss_bbox_3_unscaled": 0.04482676936914404, "train_loss_bbox_4_unscaled": 0.04437066326457007, "train_loss_ce_unscaled": 0.1761908916446364, "train_loss_ce_0_unscaled": 0.2366997873679914, "train_loss_ce_1_unscaled": 0.2075510753620248, "train_loss_ce_2_unscaled": 0.19214180014759452, "train_loss_ce_3_unscaled": 0.1824755593078672, "train_loss_ce_4_unscaled": 0.17779376667940727, "train_loss_giou_unscaled": 0.26300834789045785, "train_loss_giou_0_unscaled": 0.33949227155819, "train_loss_giou_1_unscaled": 0.28348506196031276, "train_loss_giou_2_unscaled": 0.27170959849353493, "train_loss_giou_3_unscaled": 0.2664575849902996, "train_loss_giou_4_unscaled": 0.26430450273602374, "test_class_error": 8.46173095626831, "test_loss": 7.5043382118225095, "test_loss_bbox": 0.2134219200015068, "test_loss_bbox_0": 0.29382300271987916, "test_loss_bbox_1": 0.2356673244357109, "test_loss_bbox_2": 0.22269328538179398, "test_loss_bbox_3": 0.21744024287462235, "test_loss_bbox_4": 0.21510918592214584, "test_loss_ce": 0.41359069316387176, "test_loss_ce_0": 0.5163387997627258, "test_loss_ce_1": 0.4653332361698151, "test_loss_ce_2": 0.43702350606918333, "test_loss_ce_3": 0.4215623696327209, "test_loss_ce_4": 0.4140042463541031, "test_loss_giou": 0.5337604900121689, "test_loss_giou_0": 0.70205916223526, "test_loss_giou_1": 0.5763892322063446, "test_loss_giou_2": 0.5502856160879135, "test_loss_giou_3": 0.5398758244276046, "test_loss_giou_4": 0.5359600630283355, "test_cardinality_error_unscaled": 292.2182, "test_cardinality_error_0_unscaled": 292.1536, "test_cardinality_error_1_unscaled": 292.1522, "test_cardinality_error_2_unscaled": 292.0174, "test_cardinality_error_3_unscaled": 292.0792, "test_cardinality_error_4_unscaled": 292.0674, "test_class_error_unscaled": 8.46173095626831, "test_loss_bbox_unscaled": 0.04268438394516706, "test_loss_bbox_0_unscaled": 0.058764600569009784, "test_loss_bbox_1_unscaled": 0.04713346489369869, "test_loss_bbox_2_unscaled": 0.04453865715265274, "test_loss_bbox_3_unscaled": 0.04348804861009121, "test_loss_bbox_4_unscaled": 0.04302183722555637, "test_loss_ce_unscaled": 0.20679534658193588, "test_loss_ce_0_unscaled": 0.2581693998813629, "test_loss_ce_1_unscaled": 0.23266661808490754, "test_loss_ce_2_unscaled": 0.21851175303459167, "test_loss_ce_3_unscaled": 0.21078118481636046, "test_loss_ce_4_unscaled": 0.20700212317705155, "test_loss_giou_unscaled": 0.2668802450060844, "test_loss_giou_0_unscaled": 0.35102958111763, "test_loss_giou_1_unscaled": 0.2881946161031723, "test_loss_giou_2_unscaled": 0.27514280804395674, "test_loss_giou_3_unscaled": 0.2699379122138023, "test_loss_giou_4_unscaled": 0.26798003151416777, "test_coco_eval_bbox": [0.41841851212238873, 0.6212477222453322, 0.4437810773372832, 0.23318209648351243, 0.4574788416335838, 0.5900408034497632, 0.341645832571852, 0.5560463549652728, 0.5931051249082541, 0.35002940299828095, 0.6493630589538907, 0.8209199566506575], "epoch": 35, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 6.29689162570505, "train_loss": 7.128950126943804, "train_loss_bbox": 0.22051748929321807, "train_loss_bbox_0": 0.29765263521391533, "train_loss_bbox_1": 0.24214748807889383, "train_loss_bbox_2": 0.22961922801993753, "train_loss_bbox_3": 0.2239273933787743, "train_loss_bbox_4": 0.22173624355927962, "train_loss_ce": 0.34958962892215806, "train_loss_ce_0": 0.4701838242871407, "train_loss_ce_1": 0.4105510953977557, "train_loss_ce_2": 0.3804483085902992, "train_loss_ce_3": 0.3618221400986138, "train_loss_ce_4": 0.3525191242026207, "train_loss_giou": 0.5248606259941281, "train_loss_giou_0": 0.6762348638718222, "train_loss_giou_1": 0.5656384224480001, "train_loss_giou_2": 0.5422398527489816, "train_loss_giou_3": 0.5316674385814911, "train_loss_giou_4": 0.5275943208993263, "train_cardinality_error_unscaled": 292.7770526173407, "train_cardinality_error_0_unscaled": 292.7148146895712, "train_cardinality_error_1_unscaled": 292.77889557689707, "train_cardinality_error_2_unscaled": 292.7143243608819, "train_cardinality_error_3_unscaled": 292.6134603679156, "train_cardinality_error_4_unscaled": 292.76476903827944, "train_class_error_unscaled": 6.29689162570505, "train_loss_bbox_unscaled": 0.04410349785231974, "train_loss_bbox_0_unscaled": 0.059530527024567285, "train_loss_bbox_1_unscaled": 0.04842949761124372, "train_loss_bbox_2_unscaled": 0.04592384558221927, "train_loss_bbox_3_unscaled": 0.0447854786717237, "train_loss_bbox_4_unscaled": 0.04434724871063398, "train_loss_ce_unscaled": 0.17479481446107903, "train_loss_ce_0_unscaled": 0.23509191214357034, "train_loss_ce_1_unscaled": 0.20527554769887785, "train_loss_ce_2_unscaled": 0.1902241542951496, "train_loss_ce_3_unscaled": 0.1809110700493069, "train_loss_ce_4_unscaled": 0.17625956210131036, "train_loss_giou_unscaled": 0.26243031299706404, "train_loss_giou_0_unscaled": 0.3381174319359111, "train_loss_giou_1_unscaled": 0.28281921122400006, "train_loss_giou_2_unscaled": 0.2711199263744908, "train_loss_giou_3_unscaled": 0.26583371929074556, "train_loss_giou_4_unscaled": 0.26379716044966317, "test_class_error": 8.723049912261963, "test_loss": 7.522327531814575, "test_loss_bbox": 0.2150909927725792, "test_loss_bbox_0": 0.2946080279588699, "test_loss_bbox_1": 0.2360077330350876, "test_loss_bbox_2": 0.22504165182113647, "test_loss_bbox_3": 0.22172711341381074, "test_loss_bbox_4": 0.21713061873912812, "test_loss_ce": 0.4173736380815506, "test_loss_ce_0": 0.5133955793380738, "test_loss_ce_1": 0.4721771480560303, "test_loss_ce_2": 0.4398049604892731, "test_loss_ce_3": 0.42226847798824313, "test_loss_ce_4": 0.41810781849622725, "test_loss_giou": 0.5304584441661835, "test_loss_giou_0": 0.6979204246520996, "test_loss_giou_1": 0.5742312478542327, "test_loss_giou_2": 0.5496895515918732, "test_loss_giou_3": 0.5427440300703049, "test_loss_giou_4": 0.534550097155571, "test_cardinality_error_unscaled": 291.9324, "test_cardinality_error_0_unscaled": 292.1834, "test_cardinality_error_1_unscaled": 292.3124, "test_cardinality_error_2_unscaled": 292.1606, "test_cardinality_error_3_unscaled": 292.0888, "test_cardinality_error_4_unscaled": 291.9408, "test_class_error_unscaled": 8.723049912261963, "test_loss_bbox_unscaled": 0.04301819855570793, "test_loss_bbox_0_unscaled": 0.0589216055482626, "test_loss_bbox_1_unscaled": 0.04720154655575752, "test_loss_bbox_2_unscaled": 0.045008330288529394, "test_loss_bbox_3_unscaled": 0.044345422676205636, "test_loss_bbox_4_unscaled": 0.04342612379491329, "test_loss_ce_unscaled": 0.2086868190407753, "test_loss_ce_0_unscaled": 0.2566977896690369, "test_loss_ce_1_unscaled": 0.23608857402801514, "test_loss_ce_2_unscaled": 0.21990248024463654, "test_loss_ce_3_unscaled": 0.21113423899412156, "test_loss_ce_4_unscaled": 0.20905390924811362, "test_loss_giou_unscaled": 0.26522922208309174, "test_loss_giou_0_unscaled": 0.3489602123260498, "test_loss_giou_1_unscaled": 0.28711562392711637, "test_loss_giou_2_unscaled": 0.2748447757959366, "test_loss_giou_3_unscaled": 0.27137201503515246, "test_loss_giou_4_unscaled": 0.2672750485777855, "test_coco_eval_bbox": [0.41392617716836977, 0.6193998740056483, 0.4349591294214314, 0.23424344908609954, 0.456479109752243, 0.5790125095788203, 0.3399216801737619, 0.5521555084026614, 0.5883031110843829, 0.35593779809746645, 0.6441497425404319, 0.8109468911350238], "epoch": 36, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 6.201160130893589, "train_loss": 7.103701623644184, "train_loss_bbox": 0.21930808512687716, "train_loss_bbox_0": 0.29696074123212773, "train_loss_bbox_1": 0.24165041607599386, "train_loss_bbox_2": 0.22867413742693757, "train_loss_bbox_3": 0.22257301777633492, "train_loss_bbox_4": 0.2205000896101051, "train_loss_ce": 0.3480006331316124, "train_loss_ce_0": 0.4689930145644245, "train_loss_ce_1": 0.4092475962622932, "train_loss_ce_2": 0.3790653926736969, "train_loss_ce_3": 0.36072318014964294, "train_loss_ce_4": 0.3511419330804081, "train_loss_giou": 0.5228573046619621, "train_loss_giou_0": 0.6743346018759272, "train_loss_giou_1": 0.5641740846290054, "train_loss_giou_2": 0.5404682427964198, "train_loss_giou_3": 0.529496240516376, "train_loss_giou_4": 0.5255329133412374, "train_cardinality_error_unscaled": 292.7358227377249, "train_cardinality_error_0_unscaled": 292.80030941431085, "train_cardinality_error_1_unscaled": 292.7410726362776, "train_cardinality_error_2_unscaled": 292.76275699986473, "train_cardinality_error_3_unscaled": 292.6937812795888, "train_cardinality_error_4_unscaled": 292.70578587853373, "train_class_error_unscaled": 6.201160130893589, "train_loss_bbox_unscaled": 0.043861617021268694, "train_loss_bbox_0_unscaled": 0.05939214825267384, "train_loss_bbox_1_unscaled": 0.04833008322109433, "train_loss_bbox_2_unscaled": 0.04573482748694959, "train_loss_bbox_3_unscaled": 0.04451460356526928, "train_loss_bbox_4_unscaled": 0.04410001793534902, "train_loss_ce_unscaled": 0.1740003165658062, "train_loss_ce_0_unscaled": 0.23449650728221225, "train_loss_ce_1_unscaled": 0.2046237981311466, "train_loss_ce_2_unscaled": 0.18953269633684844, "train_loss_ce_3_unscaled": 0.18036159007482147, "train_loss_ce_4_unscaled": 0.17557096654020404, "train_loss_giou_unscaled": 0.26142865233098106, "train_loss_giou_0_unscaled": 0.3371673009379636, "train_loss_giou_1_unscaled": 0.2820870423145027, "train_loss_giou_2_unscaled": 0.2702341213982099, "train_loss_giou_3_unscaled": 0.264748120258188, "train_loss_giou_4_unscaled": 0.2627664566706187, "test_class_error": 8.617525526428222, "test_loss": 7.492408854293823, "test_loss_bbox": 0.21381422231197358, "test_loss_bbox_0": 0.2885832573652267, "test_loss_bbox_1": 0.23581365385055542, "test_loss_bbox_2": 0.22319381366968155, "test_loss_bbox_3": 0.21607058186531067, "test_loss_bbox_4": 0.215086973965168, "test_loss_ce": 0.41286968512535094, "test_loss_ce_0": 0.5165258514881134, "test_loss_ce_1": 0.4666398819208145, "test_loss_ce_2": 0.4411544117689133, "test_loss_ce_3": 0.4255171577453613, "test_loss_ce_4": 0.4154101229906082, "test_loss_giou": 0.5296740177869796, "test_loss_giou_0": 0.6969392245769501, "test_loss_giou_1": 0.5774991728305817, "test_loss_giou_2": 0.54831573138237, "test_loss_giou_3": 0.5362853396177292, "test_loss_giou_4": 0.5330157490491867, "test_cardinality_error_unscaled": 292.2844, "test_cardinality_error_0_unscaled": 292.4022, "test_cardinality_error_1_unscaled": 292.3838, "test_cardinality_error_2_unscaled": 292.3176, "test_cardinality_error_3_unscaled": 292.3212, "test_cardinality_error_4_unscaled": 292.3282, "test_class_error_unscaled": 8.617525526428222, "test_loss_bbox_unscaled": 0.042762844441831115, "test_loss_bbox_0_unscaled": 0.057716651564836505, "test_loss_bbox_1_unscaled": 0.04716273076534271, "test_loss_bbox_2_unscaled": 0.044638762736320496, "test_loss_bbox_3_unscaled": 0.04321411641985178, "test_loss_bbox_4_unscaled": 0.04301739476919174, "test_loss_ce_unscaled": 0.20643484256267547, "test_loss_ce_0_unscaled": 0.2582629257440567, "test_loss_ce_1_unscaled": 0.23331994096040726, "test_loss_ce_2_unscaled": 0.22057720588445665, "test_loss_ce_3_unscaled": 0.21275857887268065, "test_loss_ce_4_unscaled": 0.2077050614953041, "test_loss_giou_unscaled": 0.2648370088934898, "test_loss_giou_0_unscaled": 0.34846961228847506, "test_loss_giou_1_unscaled": 0.28874958641529086, "test_loss_giou_2_unscaled": 0.274157865691185, "test_loss_giou_3_unscaled": 0.2681426698088646, "test_loss_giou_4_unscaled": 0.26650787452459335, "test_coco_eval_bbox": [0.41779390716640197, 0.6158088739534295, 0.443249028904091, 0.24672755549561726, 0.4535891339182479, 0.5955967900113788, 0.34090012274324877, 0.5539056541494533, 0.5925572386205157, 0.365586350736986, 0.6420149264496883, 0.8165807807755621], "epoch": 37, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 6.196546542181724, "train_loss": 7.077730288319153, "train_loss_bbox": 0.21919481445798755, "train_loss_bbox_0": 0.2963615173742782, "train_loss_bbox_1": 0.24120307113558567, "train_loss_bbox_2": 0.22805843274875615, "train_loss_bbox_3": 0.22263391853693001, "train_loss_bbox_4": 0.22041773284578475, "train_loss_ce": 0.3450371758380206, "train_loss_ce_0": 0.4652424970565896, "train_loss_ce_1": 0.4046175533079995, "train_loss_ce_2": 0.37581200787693514, "train_loss_ce_3": 0.35729688271803556, "train_loss_ce_4": 0.3482926385108083, "train_loss_giou": 0.5224365399767207, "train_loss_giou_0": 0.6733003642168675, "train_loss_giou_1": 0.5636374279352787, "train_loss_giou_2": 0.5398373767747683, "train_loss_giou_3": 0.5292875809867343, "train_loss_giou_4": 0.5250627556985807, "train_cardinality_error_unscaled": 292.6932148654132, "train_cardinality_error_0_unscaled": 292.8345647910185, "train_cardinality_error_1_unscaled": 292.7363891519004, "train_cardinality_error_2_unscaled": 292.70964933044775, "train_cardinality_error_3_unscaled": 292.5173728526985, "train_cardinality_error_4_unscaled": 292.56578012985256, "train_class_error_unscaled": 6.196546542181724, "train_loss_bbox_unscaled": 0.04383896288459338, "train_loss_bbox_0_unscaled": 0.05927230346225828, "train_loss_bbox_1_unscaled": 0.0482406142310979, "train_loss_bbox_2_unscaled": 0.0456116865579899, "train_loss_bbox_3_unscaled": 0.044526783692143204, "train_loss_bbox_4_unscaled": 0.044083546554594406, "train_loss_ce_unscaled": 0.1725185879190103, "train_loss_ce_0_unscaled": 0.2326212485282948, "train_loss_ce_1_unscaled": 0.20230877665399974, "train_loss_ce_2_unscaled": 0.18790600393846757, "train_loss_ce_3_unscaled": 0.17864844135901778, "train_loss_ce_4_unscaled": 0.17414631925540414, "train_loss_giou_unscaled": 0.26121826998836034, "train_loss_giou_0_unscaled": 0.3366501821084337, "train_loss_giou_1_unscaled": 0.28181871396763936, "train_loss_giou_2_unscaled": 0.26991868838738414, "train_loss_giou_3_unscaled": 0.26464379049336717, "train_loss_giou_4_unscaled": 0.26253137784929037, "test_class_error": 8.317662699890137, "test_loss": 7.486563751220703, "test_loss_bbox": 0.21298926762342452, "test_loss_bbox_0": 0.2848069241762161, "test_loss_bbox_1": 0.2321282570242882, "test_loss_bbox_2": 0.22099202892780304, "test_loss_bbox_3": 0.21692875624895097, "test_loss_bbox_4": 0.21374929006099702, "test_loss_ce": 0.416606604719162, "test_loss_ce_0": 0.5140814234733582, "test_loss_ce_1": 0.46560807819366457, "test_loss_ce_2": 0.4404463890314102, "test_loss_ce_3": 0.4231690594673157, "test_loss_ce_4": 0.4176802906274796, "test_loss_giou": 0.531576904797554, "test_loss_giou_0": 0.697489523935318, "test_loss_giou_1": 0.5747335186958313, "test_loss_giou_2": 0.5489963503837585, "test_loss_giou_3": 0.5401314260721206, "test_loss_giou_4": 0.5344496772289277, "test_cardinality_error_unscaled": 292.197, "test_cardinality_error_0_unscaled": 292.417, "test_cardinality_error_1_unscaled": 292.3074, "test_cardinality_error_2_unscaled": 292.2864, "test_cardinality_error_3_unscaled": 292.1832, "test_cardinality_error_4_unscaled": 292.0298, "test_class_error_unscaled": 8.317662699890137, "test_loss_bbox_unscaled": 0.04259785353839397, "test_loss_bbox_0_unscaled": 0.05696138477027416, "test_loss_bbox_1_unscaled": 0.046425651517510415, "test_loss_bbox_2_unscaled": 0.044198405715823175, "test_loss_bbox_3_unscaled": 0.04338575128763914, "test_loss_bbox_4_unscaled": 0.04274985798895359, "test_loss_ce_unscaled": 0.208303302359581, "test_loss_ce_0_unscaled": 0.2570407117366791, "test_loss_ce_1_unscaled": 0.23280403909683228, "test_loss_ce_2_unscaled": 0.2202231945157051, "test_loss_ce_3_unscaled": 0.21158452973365785, "test_loss_ce_4_unscaled": 0.2088401453137398, "test_loss_giou_unscaled": 0.265788452398777, "test_loss_giou_0_unscaled": 0.348744761967659, "test_loss_giou_1_unscaled": 0.28736675934791567, "test_loss_giou_2_unscaled": 0.27449817519187925, "test_loss_giou_3_unscaled": 0.2700657130360603, "test_loss_giou_4_unscaled": 0.26722483861446383, "test_coco_eval_bbox": [0.4157124565049063, 0.6178760773167535, 0.4380584321056918, 0.22634814806121378, 0.4562012336069779, 0.5914059671033205, 0.3406534429294824, 0.5557421136649455, 0.5909845764588618, 0.3566681380103312, 0.6490430549529751, 0.809908848213322], "epoch": 38, "n_parameters": 58122794}
{"train_lr": 9.99999999999901e-05, "train_class_error": 6.1107372511034646, "train_loss": 7.05957481628275, "train_loss_bbox": 0.21824770646181624, "train_loss_bbox_0": 0.29541425138457966, "train_loss_bbox_1": 0.2401367755213481, "train_loss_bbox_2": 0.22762540886177354, "train_loss_bbox_3": 0.2218733983184655, "train_loss_bbox_4": 0.21951575216369992, "train_loss_ce": 0.344270285209884, "train_loss_ce_0": 0.46421364577325613, "train_loss_ce_1": 0.4033897901688315, "train_loss_ce_2": 0.3738974262561549, "train_loss_ce_3": 0.3559641947474214, "train_loss_ce_4": 0.34723058908076265, "train_loss_giou": 0.5214416023878433, "train_loss_giou_0": 0.6719422152410272, "train_loss_giou_1": 0.5625611692747631, "train_loss_giou_2": 0.5392550853046153, "train_loss_giou_3": 0.5283922432127816, "train_loss_giou_4": 0.5242032749492946, "train_cardinality_error_unscaled": 292.71617577438116, "train_cardinality_error_0_unscaled": 292.87243000135265, "train_cardinality_error_1_unscaled": 292.9159931692141, "train_cardinality_error_2_unscaled": 292.7878229406195, "train_cardinality_error_3_unscaled": 292.7210367915596, "train_cardinality_error_4_unscaled": 292.7523079264169, "train_class_error_unscaled": 6.1107372511034646, "train_loss_bbox_unscaled": 0.04364954129813284, "train_loss_bbox_0_unscaled": 0.05908285028628837, "train_loss_bbox_1_unscaled": 0.04802735510283352, "train_loss_bbox_2_unscaled": 0.045525081757792164, "train_loss_bbox_3_unscaled": 0.04437467967518189, "train_loss_bbox_4_unscaled": 0.04390315041973951, "train_loss_ce_unscaled": 0.172135142604942, "train_loss_ce_0_unscaled": 0.23210682288662807, "train_loss_ce_1_unscaled": 0.20169489508441574, "train_loss_ce_2_unscaled": 0.18694871312807745, "train_loss_ce_3_unscaled": 0.1779820973737107, "train_loss_ce_4_unscaled": 0.17361529454038133, "train_loss_giou_unscaled": 0.26072080119392166, "train_loss_giou_0_unscaled": 0.3359711076205136, "train_loss_giou_1_unscaled": 0.28128058463738154, "train_loss_giou_2_unscaled": 0.26962754265230765, "train_loss_giou_3_unscaled": 0.2641961216063908, "train_loss_giou_4_unscaled": 0.2621016374746473, "test_class_error": 8.456436688232422, "test_loss": 7.521737197113037, "test_loss_bbox": 0.21812894421815873, "test_loss_bbox_0": 0.28887244412899016, "test_loss_bbox_1": 0.23479078457355498, "test_loss_bbox_2": 0.22364643543958665, "test_loss_bbox_3": 0.21956818914413453, "test_loss_bbox_4": 0.21811726846694945, "test_loss_ce": 0.41490854144096373, "test_loss_ce_0": 0.5138515458106995, "test_loss_ce_1": 0.4658075930118561, "test_loss_ce_2": 0.4411517465353012, "test_loss_ce_3": 0.42594752740859987, "test_loss_ce_4": 0.4170235232591629, "test_loss_giou": 0.5365248836994171, "test_loss_giou_0": 0.7036123461246491, "test_loss_giou_1": 0.5724413612842559, "test_loss_giou_2": 0.5487980513334274, "test_loss_giou_3": 0.5403728587150574, "test_loss_giou_4": 0.5381731784820557, "test_cardinality_error_unscaled": 292.2396, "test_cardinality_error_0_unscaled": 292.4148, "test_cardinality_error_1_unscaled": 292.389, "test_cardinality_error_2_unscaled": 292.2794, "test_cardinality_error_3_unscaled": 292.2096, "test_cardinality_error_4_unscaled": 292.0946, "test_class_error_unscaled": 8.456436688232422, "test_loss_bbox_unscaled": 0.04362578880935907, "test_loss_bbox_0_unscaled": 0.0577744888484478, "test_loss_bbox_1_unscaled": 0.04695815691351891, "test_loss_bbox_2_unscaled": 0.044729287052154544, "test_loss_bbox_3_unscaled": 0.04391363785862923, "test_loss_bbox_4_unscaled": 0.04362345370054245, "test_loss_ce_unscaled": 0.20745427072048186, "test_loss_ce_0_unscaled": 0.25692577290534974, "test_loss_ce_1_unscaled": 0.23290379650592805, "test_loss_ce_2_unscaled": 0.2205758732676506, "test_loss_ce_3_unscaled": 0.21297376370429993, "test_loss_ce_4_unscaled": 0.20851176162958146, "test_loss_giou_unscaled": 0.26826244184970854, "test_loss_giou_0_unscaled": 0.35180617306232453, "test_loss_giou_1_unscaled": 0.28622068064212797, "test_loss_giou_2_unscaled": 0.2743990256667137, "test_loss_giou_3_unscaled": 0.2701864293575287, "test_loss_giou_4_unscaled": 0.26908658924102785, "test_coco_eval_bbox": [0.42194038779819126, 0.6236972280414239, 0.44688701330015257, 0.24096531816687433, 0.46014757509829285, 0.5949276621267043, 0.34559967681149173, 0.5611098202040634, 0.5990647525442927, 0.3692331123053582, 0.6535272901430702, 0.8215239097692826], "epoch": 39, "n_parameters": 58122794}
{"train_lr": 1.000000000000048e-05, "train_class_error": 4.9068925392639, "train_loss": 6.585244349854153, "train_loss_bbox": 0.20504132616319176, "train_loss_bbox_0": 0.27355806561972734, "train_loss_bbox_1": 0.2243434189525659, "train_loss_bbox_2": 0.21323697872980915, "train_loss_bbox_3": 0.20838135106588077, "train_loss_bbox_4": 0.20605960217325062, "train_loss_ce": 0.3082624023625783, "train_loss_ce_0": 0.42363797468933834, "train_loss_ce_1": 0.36252689585603654, "train_loss_ce_2": 0.33417612127758173, "train_loss_ce_3": 0.3184620526512304, "train_loss_ce_4": 0.31083930938167154, "train_loss_giou": 0.4995920698927008, "train_loss_giou_0": 0.6369808700097425, "train_loss_giou_1": 0.5361515032635173, "train_loss_giou_2": 0.5156309580634214, "train_loss_giou_3": 0.5061457118718111, "train_loss_giou_4": 0.5022177378794797, "train_cardinality_error_unscaled": 292.7495603949682, "train_cardinality_error_0_unscaled": 292.90605978628435, "train_cardinality_error_1_unscaled": 292.88326795617473, "train_cardinality_error_2_unscaled": 292.79961619099146, "train_cardinality_error_3_unscaled": 292.71598133369406, "train_cardinality_error_4_unscaled": 292.64495130528877, "train_class_error_unscaled": 4.9068925392639, "train_loss_bbox_unscaled": 0.04100826523160537, "train_loss_bbox_0_unscaled": 0.05471161313669399, "train_loss_bbox_1_unscaled": 0.044868683789530586, "train_loss_bbox_2_unscaled": 0.042647395742031455, "train_loss_bbox_3_unscaled": 0.041676270221843136, "train_loss_bbox_4_unscaled": 0.04121192042971196, "train_loss_ce_unscaled": 0.15413120118128915, "train_loss_ce_0_unscaled": 0.21181898734466917, "train_loss_ce_1_unscaled": 0.18126344792801827, "train_loss_ce_2_unscaled": 0.16708806063879086, "train_loss_ce_3_unscaled": 0.1592310263256152, "train_loss_ce_4_unscaled": 0.15541965469083577, "train_loss_giou_unscaled": 0.2497960349463504, "train_loss_giou_0_unscaled": 0.31849043500487123, "train_loss_giou_1_unscaled": 0.2680757516317587, "train_loss_giou_2_unscaled": 0.2578154790317107, "train_loss_giou_3_unscaled": 0.25307285593590556, "train_loss_giou_4_unscaled": 0.2511088689397398, "test_class_error": 7.223099034118652, "test_loss": 7.13354132232666, "test_loss_bbox": 0.20665397943258285, "test_loss_bbox_0": 0.268296125626564, "test_loss_bbox_1": 0.22251989575624465, "test_loss_bbox_2": 0.213077077794075, "test_loss_bbox_3": 0.20877909061908723, "test_loss_bbox_4": 0.2073801223397255, "test_loss_ce": 0.3938944304704666, "test_loss_ce_0": 0.4843388529539108, "test_loss_ce_1": 0.4386294096946716, "test_loss_ce_2": 0.4161421426534653, "test_loss_ce_3": 0.40272563054561616, "test_loss_ce_4": 0.3956281162977219, "test_loss_giou": 0.5117278312206268, "test_loss_giou_0": 0.6588307725906372, "test_loss_giou_1": 0.5479069613933564, "test_loss_giou_2": 0.5260586760282516, "test_loss_giou_3": 0.5168951637029647, "test_loss_giou_4": 0.5140570196866989, "test_cardinality_error_unscaled": 292.0616, "test_cardinality_error_0_unscaled": 292.4062, "test_cardinality_error_1_unscaled": 292.283, "test_cardinality_error_2_unscaled": 292.233, "test_cardinality_error_3_unscaled": 292.0066, "test_cardinality_error_4_unscaled": 291.861, "test_class_error_unscaled": 7.223099034118652, "test_loss_bbox_unscaled": 0.04133079586327076, "test_loss_bbox_0_unscaled": 0.053659225115180016, "test_loss_bbox_1_unscaled": 0.04450397917330265, "test_loss_bbox_2_unscaled": 0.042615415662527086, "test_loss_bbox_3_unscaled": 0.041755818074941636, "test_loss_bbox_4_unscaled": 0.04147602442055941, "test_loss_ce_unscaled": 0.1969472152352333, "test_loss_ce_0_unscaled": 0.2421694264769554, "test_loss_ce_1_unscaled": 0.2193147048473358, "test_loss_ce_2_unscaled": 0.20807107132673264, "test_loss_ce_3_unscaled": 0.20136281527280808, "test_loss_ce_4_unscaled": 0.19781405814886094, "test_loss_giou_unscaled": 0.2558639156103134, "test_loss_giou_0_unscaled": 0.3294153862953186, "test_loss_giou_1_unscaled": 0.2739534806966782, "test_loss_giou_2_unscaled": 0.2630293380141258, "test_loss_giou_3_unscaled": 0.25844758185148237, "test_loss_giou_4_unscaled": 0.25702850984334946, "test_coco_eval_bbox": [0.44169155869784577, 0.6473833958906022, 0.4652237383694994, 0.25928866594498096, 0.4795009083058129, 0.6219774456878668, 0.3538573421048909, 0.5749630282296614, 0.6121414479363048, 0.3859669744736108, 0.666257219973723, 0.8336547641181633], "epoch": 40, "n_parameters": 58122794}
{"train_lr": 1.000000000000048e-05, "train_class_error": 4.632787683957261, "train_loss": 6.437970828432748, "train_loss_bbox": 0.20157393767681978, "train_loss_bbox_0": 0.2670671761924789, "train_loss_bbox_1": 0.21977708542921798, "train_loss_bbox_2": 0.2093865420741374, "train_loss_bbox_3": 0.20470843599532512, "train_loss_bbox_4": 0.20248175990282402, "train_loss_ce": 0.29816349252255225, "train_loss_ce_0": 0.41176262181859435, "train_loss_ce_1": 0.35043921084598617, "train_loss_ce_2": 0.32229080380478603, "train_loss_ce_3": 0.30746186545112897, "train_loss_ce_4": 0.3006676168567867, "train_loss_giou": 0.49161617051375167, "train_loss_giou_0": 0.6247919766162078, "train_loss_giou_1": 0.526317918418943, "train_loss_giou_2": 0.5071640658020634, "train_loss_giou_3": 0.4981556438795449, "train_loss_giou_4": 0.4941445039478155, "train_cardinality_error_unscaled": 292.65931455430814, "train_cardinality_error_0_unscaled": 292.9705887325849, "train_cardinality_error_1_unscaled": 292.8641535912349, "train_cardinality_error_2_unscaled": 292.7868760990126, "train_cardinality_error_3_unscaled": 292.6015403083998, "train_cardinality_error_4_unscaled": 292.50929088326797, "train_class_error_unscaled": 4.632787683957261, "train_loss_bbox_unscaled": 0.04031478753565369, "train_loss_bbox_0_unscaled": 0.05341343522897217, "train_loss_bbox_1_unscaled": 0.043955417101766654, "train_loss_bbox_2_unscaled": 0.041877308424741605, "train_loss_bbox_3_unscaled": 0.040941687195550365, "train_loss_bbox_4_unscaled": 0.04049635198387791, "train_loss_ce_unscaled": 0.14908174626127613, "train_loss_ce_0_unscaled": 0.20588131090929718, "train_loss_ce_1_unscaled": 0.17521960542299309, "train_loss_ce_2_unscaled": 0.16114540190239302, "train_loss_ce_3_unscaled": 0.15373093272556448, "train_loss_ce_4_unscaled": 0.15033380842839336, "train_loss_giou_unscaled": 0.24580808525687584, "train_loss_giou_0_unscaled": 0.3123959883081039, "train_loss_giou_1_unscaled": 0.2631589592094715, "train_loss_giou_2_unscaled": 0.2535820329010317, "train_loss_giou_3_unscaled": 0.24907782193977246, "train_loss_giou_4_unscaled": 0.24707225197390775, "test_class_error": 7.216245077514649, "test_loss": 7.080881273651123, "test_loss_bbox": 0.20476412959098816, "test_loss_bbox_0": 0.2636580380678177, "test_loss_bbox_1": 0.21978574904203416, "test_loss_bbox_2": 0.21066684250831605, "test_loss_bbox_3": 0.20690868270397186, "test_loss_bbox_4": 0.20584319071769713, "test_loss_ce": 0.39180176734924316, "test_loss_ce_0": 0.48373290286064147, "test_loss_ce_1": 0.43701511981487273, "test_loss_ce_2": 0.41382454526424406, "test_loss_ce_3": 0.3996975958347321, "test_loss_ce_4": 0.392744766330719, "test_loss_giou": 0.5088529853343964, "test_loss_giou_0": 0.6491306022405624, "test_loss_giou_1": 0.5436401113510132, "test_loss_giou_2": 0.522546341919899, "test_loss_giou_3": 0.5145860711812973, "test_loss_giou_4": 0.511681848192215, "test_cardinality_error_unscaled": 291.9976, "test_cardinality_error_0_unscaled": 292.429, "test_cardinality_error_1_unscaled": 292.304, "test_cardinality_error_2_unscaled": 292.2154, "test_cardinality_error_3_unscaled": 292.035, "test_cardinality_error_4_unscaled": 291.7758, "test_class_error_unscaled": 7.216245077514649, "test_loss_bbox_unscaled": 0.04095282588899136, "test_loss_bbox_0_unscaled": 0.0527316075861454, "test_loss_bbox_1_unscaled": 0.04395714981406927, "test_loss_bbox_2_unscaled": 0.04213336852639914, "test_loss_bbox_3_unscaled": 0.041381736508011815, "test_loss_bbox_4_unscaled": 0.04116863813698292, "test_loss_ce_unscaled": 0.19590088367462158, "test_loss_ce_0_unscaled": 0.24186645143032073, "test_loss_ce_1_unscaled": 0.21850755990743637, "test_loss_ce_2_unscaled": 0.20691227263212203, "test_loss_ce_3_unscaled": 0.19984879791736604, "test_loss_ce_4_unscaled": 0.1963723831653595, "test_loss_giou_unscaled": 0.2544264926671982, "test_loss_giou_0_unscaled": 0.3245653011202812, "test_loss_giou_1_unscaled": 0.2718200556755066, "test_loss_giou_2_unscaled": 0.2612731709599495, "test_loss_giou_3_unscaled": 0.25729303559064864, "test_loss_giou_4_unscaled": 0.2558409240961075, "test_coco_eval_bbox": [0.44409403447401324, 0.6480171889339503, 0.4712105874658295, 0.26095248642886265, 0.4798755823994868, 0.6242142455464883, 0.3539460025267711, 0.5762119506124739, 0.6126050126941773, 0.3835269966501626, 0.6695502872266672, 0.8328665758817309], "epoch": 41, "n_parameters": 58122794}
{"train_lr": 1.000000000000048e-05, "train_class_error": 4.531604566513468, "train_loss": 6.379759180631267, "train_loss_bbox": 0.19939755771072812, "train_loss_bbox_0": 0.2642308471410213, "train_loss_bbox_1": 0.2174932699155198, "train_loss_bbox_2": 0.2071970509279287, "train_loss_bbox_3": 0.20249039517763695, "train_loss_bbox_4": 0.20039239594324604, "train_loss_ce": 0.29431571637442916, "train_loss_ce_0": 0.40612667001936026, "train_loss_ce_1": 0.34508014297755035, "train_loss_ce_2": 0.3179760595717329, "train_loss_ce_3": 0.30324614803820354, "train_loss_ce_4": 0.29651276234410884, "train_loss_giou": 0.4888738602436106, "train_loss_giou_0": 0.6217235197114973, "train_loss_giou_1": 0.523649244855076, "train_loss_giou_2": 0.504369617218471, "train_loss_giou_3": 0.49522651667267903, "train_loss_giou_4": 0.4914573996202978, "train_cardinality_error_unscaled": 292.63333558771814, "train_cardinality_error_0_unscaled": 292.96674218855674, "train_cardinality_error_1_unscaled": 292.8184600297579, "train_cardinality_error_2_unscaled": 292.7274786960638, "train_cardinality_error_3_unscaled": 292.55908460706075, "train_cardinality_error_4_unscaled": 292.46019883673745, "train_class_error_unscaled": 4.531604566513468, "train_loss_bbox_unscaled": 0.03987951155592713, "train_loss_bbox_0_unscaled": 0.05284616941842871, "train_loss_bbox_1_unscaled": 0.043498653990183676, "train_loss_bbox_2_unscaled": 0.04143941018215926, "train_loss_bbox_3_unscaled": 0.04049807903416688, "train_loss_bbox_4_unscaled": 0.04007847919090413, "train_loss_ce_unscaled": 0.14715785818721458, "train_loss_ce_0_unscaled": 0.20306333500968013, "train_loss_ce_1_unscaled": 0.17254007148877518, "train_loss_ce_2_unscaled": 0.15898802978586646, "train_loss_ce_3_unscaled": 0.15162307401910177, "train_loss_ce_4_unscaled": 0.14825638117205442, "train_loss_giou_unscaled": 0.2444369301218053, "train_loss_giou_0_unscaled": 0.31086175985574865, "train_loss_giou_1_unscaled": 0.261824622427538, "train_loss_giou_2_unscaled": 0.2521848086092355, "train_loss_giou_3_unscaled": 0.24761325833633951, "train_loss_giou_4_unscaled": 0.2457286998101489, "test_class_error": 7.145666284942627, "test_loss": 7.095322393417359, "test_loss_bbox": 0.20508050213456153, "test_loss_bbox_0": 0.26368140795230866, "test_loss_bbox_1": 0.2204518187046051, "test_loss_bbox_2": 0.21128938131332398, "test_loss_bbox_3": 0.2076846262693405, "test_loss_bbox_4": 0.20567929888963699, "test_loss_ce": 0.3944460552215576, "test_loss_ce_0": 0.4817467243671417, "test_loss_ce_1": 0.4361849184036255, "test_loss_ce_2": 0.415742586350441, "test_loss_ce_3": 0.4023361135482788, "test_loss_ce_4": 0.3975059343099594, "test_loss_giou": 0.509520859503746, "test_loss_giou_0": 0.650470591545105, "test_loss_giou_1": 0.5451909771203994, "test_loss_giou_2": 0.523022656583786, "test_loss_giou_3": 0.5141744499206543, "test_loss_giou_4": 0.511113484621048, "test_cardinality_error_unscaled": 292.0334, "test_cardinality_error_0_unscaled": 292.3754, "test_cardinality_error_1_unscaled": 292.1724, "test_cardinality_error_2_unscaled": 292.0658, "test_cardinality_error_3_unscaled": 291.9362, "test_cardinality_error_4_unscaled": 291.7754, "test_class_error_unscaled": 7.145666284942627, "test_loss_bbox_unscaled": 0.04101610043495894, "test_loss_bbox_0_unscaled": 0.052736281621456146, "test_loss_bbox_1_unscaled": 0.04409036378264427, "test_loss_bbox_2_unscaled": 0.042257876332104205, "test_loss_bbox_3_unscaled": 0.04153692521005869, "test_loss_bbox_4_unscaled": 0.04113585979938507, "test_loss_ce_unscaled": 0.1972230276107788, "test_loss_ce_0_unscaled": 0.24087336218357086, "test_loss_ce_1_unscaled": 0.21809245920181275, "test_loss_ce_2_unscaled": 0.2078712931752205, "test_loss_ce_3_unscaled": 0.2011680567741394, "test_loss_ce_4_unscaled": 0.1987529671549797, "test_loss_giou_unscaled": 0.254760429751873, "test_loss_giou_0_unscaled": 0.3252352957725525, "test_loss_giou_1_unscaled": 0.2725954885601997, "test_loss_giou_2_unscaled": 0.261511328291893, "test_loss_giou_3_unscaled": 0.25708722496032715, "test_loss_giou_4_unscaled": 0.255556742310524, "test_coco_eval_bbox": [0.44645146756635373, 0.6509559416424223, 0.4712759679599547, 0.26427615555078776, 0.4831433422813171, 0.628116217087984, 0.3552350603879822, 0.5780279670722589, 0.6158716489087174, 0.3991318809012794, 0.6699361649391024, 0.8298298690466177], "epoch": 42, "n_parameters": 58122794}
{"train_lr": 1.000000000000048e-05, "train_class_error": 4.390032466299944, "train_loss": 6.3379700235950915, "train_loss_bbox": 0.19878292499805728, "train_loss_bbox_0": 0.2626396114938591, "train_loss_bbox_1": 0.21638128007944166, "train_loss_bbox_2": 0.20634377622707567, "train_loss_bbox_3": 0.20185779028843112, "train_loss_bbox_4": 0.19973647325321978, "train_loss_ce": 0.29065129017787666, "train_loss_ce_0": 0.40272823365017957, "train_loss_ce_1": 0.341276991874812, "train_loss_ce_2": 0.31409575219582186, "train_loss_ce_3": 0.29938607521410077, "train_loss_ce_4": 0.29311050518797443, "train_loss_giou": 0.4870397632058025, "train_loss_giou_0": 0.6184402040418665, "train_loss_giou_1": 0.521058716595447, "train_loss_giou_2": 0.5018498468597381, "train_loss_giou_3": 0.49318563782235986, "train_loss_giou_4": 0.4894051469593382, "train_cardinality_error_unscaled": 292.74228155011497, "train_cardinality_error_0_unscaled": 292.9983852969025, "train_cardinality_error_1_unscaled": 292.8207510482889, "train_cardinality_error_2_unscaled": 292.7306235628297, "train_cardinality_error_3_unscaled": 292.65625422697144, "train_cardinality_error_4_unscaled": 292.58384620587043, "train_class_error_unscaled": 4.390032466299944, "train_loss_bbox_unscaled": 0.039756585001097945, "train_loss_bbox_0_unscaled": 0.05252792232731743, "train_loss_bbox_1_unscaled": 0.043276256013192495, "train_loss_bbox_2_unscaled": 0.04126875525268381, "train_loss_bbox_3_unscaled": 0.04037155805522974, "train_loss_bbox_4_unscaled": 0.039947294648061495, "train_loss_ce_unscaled": 0.14532564508893833, "train_loss_ce_0_unscaled": 0.20136411682508978, "train_loss_ce_1_unscaled": 0.170638495937406, "train_loss_ce_2_unscaled": 0.15704787609791093, "train_loss_ce_3_unscaled": 0.14969303760705038, "train_loss_ce_4_unscaled": 0.14655525259398722, "train_loss_giou_unscaled": 0.24351988160290125, "train_loss_giou_0_unscaled": 0.30922010202093325, "train_loss_giou_1_unscaled": 0.2605293582977235, "train_loss_giou_2_unscaled": 0.25092492342986905, "train_loss_giou_3_unscaled": 0.24659281891117993, "train_loss_giou_4_unscaled": 0.2447025734796691, "test_class_error": 7.052010607910156, "test_loss": 7.086139180755615, "test_loss_bbox": 0.20578038021326064, "test_loss_bbox_0": 0.26359653179645537, "test_loss_bbox_1": 0.22171235954761506, "test_loss_bbox_2": 0.21178145698308945, "test_loss_bbox_3": 0.2078526926279068, "test_loss_bbox_4": 0.20615704414844513, "test_loss_ce": 0.3934760773897171, "test_loss_ce_0": 0.4801096911907196, "test_loss_ce_1": 0.433046484541893, "test_loss_ce_2": 0.4122846559524536, "test_loss_ce_3": 0.40007283470630645, "test_loss_ce_4": 0.39521744121313096, "test_loss_giou": 0.5093651819705963, "test_loss_giou_0": 0.6491932769060135, "test_loss_giou_1": 0.5446531959295273, "test_loss_giou_2": 0.5245459034919738, "test_loss_giou_3": 0.5156951774120331, "test_loss_giou_4": 0.511598799943924, "test_cardinality_error_unscaled": 292.1238, "test_cardinality_error_0_unscaled": 292.4002, "test_cardinality_error_1_unscaled": 292.2664, "test_cardinality_error_2_unscaled": 292.17, "test_cardinality_error_3_unscaled": 292.0552, "test_cardinality_error_4_unscaled": 291.9142, "test_class_error_unscaled": 7.052010607910156, "test_loss_bbox_unscaled": 0.04115607607513666, "test_loss_bbox_0_unscaled": 0.05271930630803108, "test_loss_bbox_1_unscaled": 0.04434247192442417, "test_loss_bbox_2_unscaled": 0.04235629145950079, "test_loss_bbox_3_unscaled": 0.04157053849250078, "test_loss_bbox_4_unscaled": 0.04123140882104635, "test_loss_ce_unscaled": 0.19673803869485856, "test_loss_ce_0_unscaled": 0.2400548455953598, "test_loss_ce_1_unscaled": 0.2165232422709465, "test_loss_ce_2_unscaled": 0.2061423279762268, "test_loss_ce_3_unscaled": 0.20003641735315322, "test_loss_ce_4_unscaled": 0.19760872060656548, "test_loss_giou_unscaled": 0.25468259098529816, "test_loss_giou_0_unscaled": 0.32459663845300674, "test_loss_giou_1_unscaled": 0.27232659796476366, "test_loss_giou_2_unscaled": 0.2622729517459869, "test_loss_giou_3_unscaled": 0.25784758870601654, "test_loss_giou_4_unscaled": 0.255799399971962, "test_coco_eval_bbox": [0.4475511518577074, 0.6519381252541415, 0.47199962115255956, 0.26223398476035453, 0.48595031254688165, 0.6290669298512077, 0.35608044394031496, 0.5785697722699839, 0.6161397408451087, 0.3892588376569055, 0.6714166225598128, 0.8329412082059195], "epoch": 43, "n_parameters": 58122794}
{"train_lr": 1.000000000000048e-05, "train_class_error": 4.3267256444125834, "train_loss": 6.303592438386932, "train_loss_bbox": 0.1975367176674642, "train_loss_bbox_0": 0.2611712592449979, "train_loss_bbox_1": 0.21538913326964526, "train_loss_bbox_2": 0.20530226731834886, "train_loss_bbox_3": 0.20057271787941852, "train_loss_bbox_4": 0.19861668333044383, "train_loss_ce": 0.28830945417201825, "train_loss_ce_0": 0.3998389688353085, "train_loss_ce_1": 0.3378584640183489, "train_loss_ce_2": 0.31123066973785185, "train_loss_ce_3": 0.29717476942699794, "train_loss_ce_4": 0.29048019376024453, "train_loss_giou": 0.4852500704013695, "train_loss_giou_0": 0.6160705124055615, "train_loss_giou_1": 0.5194747834514898, "train_loss_giou_2": 0.5002573467100745, "train_loss_giou_3": 0.49135668867417703, "train_loss_giou_4": 0.4877017381879815, "train_cardinality_error_unscaled": 292.6933078587853, "train_cardinality_error_0_unscaled": 292.9661504125524, "train_cardinality_error_1_unscaled": 292.77055998917893, "train_cardinality_error_2_unscaled": 292.6901883538482, "train_cardinality_error_3_unscaled": 292.6381543351819, "train_cardinality_error_4_unscaled": 292.5298508724469, "train_class_error_unscaled": 4.3267256444125834, "train_loss_bbox_unscaled": 0.03950734352903337, "train_loss_bbox_0_unscaled": 0.0522342518617733, "train_loss_bbox_1_unscaled": 0.043077826662318894, "train_loss_bbox_2_unscaled": 0.041060453460822766, "train_loss_bbox_3_unscaled": 0.04011454356850165, "train_loss_bbox_4_unscaled": 0.03972333667155602, "train_loss_ce_unscaled": 0.14415472708600913, "train_loss_ce_0_unscaled": 0.19991948441765425, "train_loss_ce_1_unscaled": 0.16892923200917445, "train_loss_ce_2_unscaled": 0.15561533486892593, "train_loss_ce_3_unscaled": 0.14858738471349897, "train_loss_ce_4_unscaled": 0.14524009688012227, "train_loss_giou_unscaled": 0.24262503520068476, "train_loss_giou_0_unscaled": 0.30803525620278077, "train_loss_giou_1_unscaled": 0.2597373917257449, "train_loss_giou_2_unscaled": 0.25012867335503725, "train_loss_giou_3_unscaled": 0.24567834433708852, "train_loss_giou_4_unscaled": 0.24385086909399076, "test_class_error": 7.063143121337891, "test_loss": 7.050265576553345, "test_loss_bbox": 0.20271334841251373, "test_loss_bbox_0": 0.26228125665187835, "test_loss_bbox_1": 0.21943154847621918, "test_loss_bbox_2": 0.20962933478355408, "test_loss_bbox_3": 0.2056323650956154, "test_loss_bbox_4": 0.20301368740797043, "test_loss_ce": 0.39279520086050035, "test_loss_ce_0": 0.47907482256889344, "test_loss_ce_1": 0.43173148820400237, "test_loss_ce_2": 0.41124325280189516, "test_loss_ce_3": 0.4007681504368782, "test_loss_ce_4": 0.3946816298246384, "test_loss_giou": 0.5057805202364921, "test_loss_giou_0": 0.648825024676323, "test_loss_giou_1": 0.542195879650116, "test_loss_giou_2": 0.5207143123626709, "test_loss_giou_3": 0.5117411309480667, "test_loss_giou_4": 0.5080126212954521, "test_cardinality_error_unscaled": 292.1718, "test_cardinality_error_0_unscaled": 292.4522, "test_cardinality_error_1_unscaled": 292.2918, "test_cardinality_error_2_unscaled": 292.1834, "test_cardinality_error_3_unscaled": 292.072, "test_cardinality_error_4_unscaled": 292.0222, "test_class_error_unscaled": 7.063143121337891, "test_loss_bbox_unscaled": 0.04054266962409019, "test_loss_bbox_0_unscaled": 0.05245625129938126, "test_loss_bbox_1_unscaled": 0.04388630961030722, "test_loss_bbox_2_unscaled": 0.041925867033004764, "test_loss_bbox_3_unscaled": 0.04112647301107645, "test_loss_bbox_4_unscaled": 0.040602737431228164, "test_loss_ce_unscaled": 0.19639760043025017, "test_loss_ce_0_unscaled": 0.23953741128444672, "test_loss_ce_1_unscaled": 0.21586574410200118, "test_loss_ce_2_unscaled": 0.20562162640094758, "test_loss_ce_3_unscaled": 0.2003840752184391, "test_loss_ce_4_unscaled": 0.1973408149123192, "test_loss_giou_unscaled": 0.25289026011824606, "test_loss_giou_0_unscaled": 0.3244125123381615, "test_loss_giou_1_unscaled": 0.271097939825058, "test_loss_giou_2_unscaled": 0.2603571561813354, "test_loss_giou_3_unscaled": 0.25587056547403336, "test_loss_giou_4_unscaled": 0.25400631064772605, "test_coco_eval_bbox": [0.44853799163424674, 0.6520680626627926, 0.4753484716158125, 0.26155209596481266, 0.4860218606131888, 0.6291011442028174, 0.356607756998715, 0.5792130362599939, 0.6163930895460258, 0.3953229390452776, 0.6719713403729428, 0.8316949814992587], "epoch": 44, "n_parameters": 58122794}
{"train_lr": 1.000000000000048e-05, "train_class_error": 4.329963123848357, "train_loss": 6.27999776059198, "train_loss_bbox": 0.19617920887668983, "train_loss_bbox_0": 0.2595351423373342, "train_loss_bbox_1": 0.21399774091527618, "train_loss_bbox_2": 0.2038530220622649, "train_loss_bbox_3": 0.19914490710523186, "train_loss_bbox_4": 0.19716299690299133, "train_loss_ce": 0.28733407249166526, "train_loss_ce_0": 0.39817473227751526, "train_loss_ce_1": 0.33690416921233995, "train_loss_ce_2": 0.3103445686921971, "train_loss_ce_3": 0.2965190309573136, "train_loss_ce_4": 0.28981720129587035, "train_loss_giou": 0.4838322893663864, "train_loss_giou_0": 0.6146697980279563, "train_loss_giou_1": 0.5179144211464163, "train_loss_giou_2": 0.49870389284928596, "train_loss_giou_3": 0.48978328744238514, "train_loss_giou_4": 0.4861272775331112, "train_cardinality_error_unscaled": 292.67829365616126, "train_cardinality_error_0_unscaled": 292.9849857973759, "train_cardinality_error_1_unscaled": 292.7907564588124, "train_cardinality_error_2_unscaled": 292.6835689165427, "train_cardinality_error_3_unscaled": 292.56372582172327, "train_cardinality_error_4_unscaled": 292.5071266738807, "train_class_error_unscaled": 4.329963123848357, "train_loss_bbox_unscaled": 0.03923584178672597, "train_loss_bbox_0_unscaled": 0.05190702846487179, "train_loss_bbox_1_unscaled": 0.0427995481698784, "train_loss_bbox_2_unscaled": 0.04077060441512362, "train_loss_bbox_3_unscaled": 0.03982898143714579, "train_loss_bbox_4_unscaled": 0.03943259938208475, "train_loss_ce_unscaled": 0.14366703624583263, "train_loss_ce_0_unscaled": 0.19908736613875763, "train_loss_ce_1_unscaled": 0.16845208460616998, "train_loss_ce_2_unscaled": 0.15517228434609856, "train_loss_ce_3_unscaled": 0.1482595154786568, "train_loss_ce_4_unscaled": 0.14490860064793518, "train_loss_giou_unscaled": 0.2419161446831932, "train_loss_giou_0_unscaled": 0.30733489901397815, "train_loss_giou_1_unscaled": 0.25895721057320814, "train_loss_giou_2_unscaled": 0.24935194642464298, "train_loss_giou_3_unscaled": 0.24489164372119257, "train_loss_giou_4_unscaled": 0.2430636387665556, "test_class_error": 7.032825127410889, "test_loss": 7.045201567840576, "test_loss_bbox": 0.20373756753206254, "test_loss_bbox_0": 0.2593164113759995, "test_loss_bbox_1": 0.2189789144873619, "test_loss_bbox_2": 0.2091773035764694, "test_loss_bbox_3": 0.2056381524682045, "test_loss_bbox_4": 0.20440071608424187, "test_loss_ce": 0.39396809955835344, "test_loss_ce_0": 0.4801732148170471, "test_loss_ce_1": 0.4337707748651505, "test_loss_ce_2": 0.4135217564344406, "test_loss_ce_3": 0.4016660456895828, "test_loss_ce_4": 0.3954073169708252, "test_loss_giou": 0.5049282785534859, "test_loss_giou_0": 0.6437202243566513, "test_loss_giou_1": 0.5398096807003021, "test_loss_giou_2": 0.5190582849740982, "test_loss_giou_3": 0.5107370769500732, "test_loss_giou_4": 0.5071917312383651, "test_cardinality_error_unscaled": 292.01, "test_cardinality_error_0_unscaled": 292.4268, "test_cardinality_error_1_unscaled": 292.2054, "test_cardinality_error_2_unscaled": 292.1052, "test_cardinality_error_3_unscaled": 291.924, "test_cardinality_error_4_unscaled": 291.7512, "test_class_error_unscaled": 7.032825127410889, "test_loss_bbox_unscaled": 0.0407475135281682, "test_loss_bbox_0_unscaled": 0.05186328227519989, "test_loss_bbox_1_unscaled": 0.0437957829028368, "test_loss_bbox_2_unscaled": 0.041835460664331914, "test_loss_bbox_3_unscaled": 0.04112763054519892, "test_loss_bbox_4_unscaled": 0.040880143254995345, "test_loss_ce_unscaled": 0.19698404977917672, "test_loss_ce_0_unscaled": 0.24008660740852356, "test_loss_ce_1_unscaled": 0.21688538743257524, "test_loss_ce_2_unscaled": 0.2067608782172203, "test_loss_ce_3_unscaled": 0.2008330228447914, "test_loss_ce_4_unscaled": 0.1977036584854126, "test_loss_giou_unscaled": 0.25246413927674294, "test_loss_giou_0_unscaled": 0.32186011217832566, "test_loss_giou_1_unscaled": 0.26990484035015105, "test_loss_giou_2_unscaled": 0.2595291424870491, "test_loss_giou_3_unscaled": 0.2553685384750366, "test_loss_giou_4_unscaled": 0.25359586561918257, "test_coco_eval_bbox": [0.44935612361623084, 0.6531245957658989, 0.4754547597306607, 0.2638979441984554, 0.48860299526461076, 0.6303464643966554, 0.3567952317988919, 0.5804020235490469, 0.617327173257957, 0.39594044400171396, 0.6762304261240533, 0.8360459055668115], "epoch": 45, "n_parameters": 58122794}
{"train_lr": 1.000000000000048e-05, "train_class_error": 4.304689518801982, "train_loss": 6.2496569660541, "train_loss_bbox": 0.1956410640980416, "train_loss_bbox_0": 0.2588566703542747, "train_loss_bbox_1": 0.21351600504820054, "train_loss_bbox_2": 0.20321268434213655, "train_loss_bbox_3": 0.1987329961375021, "train_loss_bbox_4": 0.1965245796544141, "train_loss_ce": 0.28517304188081205, "train_loss_ce_0": 0.39530573662959495, "train_loss_ce_1": 0.333583813836884, "train_loss_ce_2": 0.3076213476447502, "train_loss_ce_3": 0.293894148643102, "train_loss_ce_4": 0.2875713621020286, "train_loss_giou": 0.48200363988462663, "train_loss_giou_0": 0.612610090057856, "train_loss_giou_1": 0.5160188762357452, "train_loss_giou_2": 0.49682946691820395, "train_loss_giou_3": 0.48820300787348686, "train_loss_giou_4": 0.48435843301122944, "train_cardinality_error_unscaled": 292.67899533342353, "train_cardinality_error_0_unscaled": 292.97591471662383, "train_cardinality_error_1_unscaled": 292.7933856350602, "train_cardinality_error_2_unscaled": 292.6510719599621, "train_cardinality_error_3_unscaled": 292.59630731773296, "train_cardinality_error_4_unscaled": 292.5530653997024, "train_class_error_unscaled": 4.304689518801982, "train_loss_bbox_unscaled": 0.039128212821762466, "train_loss_bbox_0_unscaled": 0.05177133405248798, "train_loss_bbox_1_unscaled": 0.04270320101674502, "train_loss_bbox_2_unscaled": 0.04064253687792571, "train_loss_bbox_3_unscaled": 0.03974659922742483, "train_loss_bbox_4_unscaled": 0.039304915942888104, "train_loss_ce_unscaled": 0.14258652094040603, "train_loss_ce_0_unscaled": 0.19765286831479748, "train_loss_ce_1_unscaled": 0.166791906918442, "train_loss_ce_2_unscaled": 0.1538106738223751, "train_loss_ce_3_unscaled": 0.146947074321551, "train_loss_ce_4_unscaled": 0.1437856810510143, "train_loss_giou_unscaled": 0.24100181994231332, "train_loss_giou_0_unscaled": 0.306305045028928, "train_loss_giou_1_unscaled": 0.2580094381178726, "train_loss_giou_2_unscaled": 0.24841473345910198, "train_loss_giou_3_unscaled": 0.24410150393674343, "train_loss_giou_4_unscaled": 0.24217921650561472, "test_class_error": 6.917405823516845, "test_loss": 7.05163366394043, "test_loss_bbox": 0.20385717091560362, "test_loss_bbox_0": 0.26139751393795013, "test_loss_bbox_1": 0.21971783696413041, "test_loss_bbox_2": 0.20904730851650238, "test_loss_bbox_3": 0.2056896654009819, "test_loss_bbox_4": 0.20488339720964432, "test_loss_ce": 0.3950163037776947, "test_loss_ce_0": 0.48073795347213744, "test_loss_ce_1": 0.4329508704185486, "test_loss_ce_2": 0.4141015145540237, "test_loss_ce_3": 0.40216170172691346, "test_loss_ce_4": 0.39653672773838045, "test_loss_giou": 0.5054576986074447, "test_loss_giou_0": 0.6440857350587845, "test_loss_giou_1": 0.5392997658252716, "test_loss_giou_2": 0.5180717910289765, "test_loss_giou_3": 0.5109341612577438, "test_loss_giou_4": 0.507686585521698, "test_cardinality_error_unscaled": 292.1708, "test_cardinality_error_0_unscaled": 292.4556, "test_cardinality_error_1_unscaled": 292.291, "test_cardinality_error_2_unscaled": 292.162, "test_cardinality_error_3_unscaled": 292.0848, "test_cardinality_error_4_unscaled": 292.0218, "test_class_error_unscaled": 6.917405823516845, "test_loss_bbox_unscaled": 0.04077143424600363, "test_loss_bbox_0_unscaled": 0.052279502779245375, "test_loss_bbox_1_unscaled": 0.04394356743097305, "test_loss_bbox_2_unscaled": 0.04180946171283722, "test_loss_bbox_3_unscaled": 0.041137933069467544, "test_loss_bbox_4_unscaled": 0.040976679456233976, "test_loss_ce_unscaled": 0.19750815188884735, "test_loss_ce_0_unscaled": 0.24036897673606872, "test_loss_ce_1_unscaled": 0.2164754352092743, "test_loss_ce_2_unscaled": 0.20705075727701186, "test_loss_ce_3_unscaled": 0.20108085086345673, "test_loss_ce_4_unscaled": 0.19826836386919022, "test_loss_giou_unscaled": 0.25272884930372236, "test_loss_giou_0_unscaled": 0.32204286752939226, "test_loss_giou_1_unscaled": 0.2696498829126358, "test_loss_giou_2_unscaled": 0.25903589551448825, "test_loss_giou_3_unscaled": 0.2554670806288719, "test_loss_giou_4_unscaled": 0.253843292760849, "test_coco_eval_bbox": [0.44759998833721176, 0.6536847892093773, 0.4720833210925698, 0.26438447756533345, 0.4868543835291957, 0.6286312895830983, 0.3551988888828759, 0.580056982869648, 0.6176811510102473, 0.3911299665193434, 0.6751285329618866, 0.8339698715206078], "epoch": 46, "n_parameters": 58122794}
{"train_lr": 1.000000000000048e-05, "train_class_error": 4.187699086060144, "train_loss": 6.221343205429197, "train_loss_bbox": 0.19521933407383538, "train_loss_bbox_0": 0.25786931928558116, "train_loss_bbox_1": 0.21285832159339083, "train_loss_bbox_2": 0.20256473971829353, "train_loss_bbox_3": 0.1980634129817949, "train_loss_bbox_4": 0.1961312384903834, "train_loss_ce": 0.28239028597215055, "train_loss_ce_0": 0.3931763145271938, "train_loss_ce_1": 0.33119128731514136, "train_loss_ce_2": 0.3051680364377316, "train_loss_ce_3": 0.29132898634315507, "train_loss_ce_4": 0.28491358591885335, "train_loss_giou": 0.4806416312334148, "train_loss_giou_0": 0.6103213366867322, "train_loss_giou_1": 0.5145698939298287, "train_loss_giou_2": 0.4953716764180953, "train_loss_giou_3": 0.48656370973318563, "train_loss_giou_4": 0.4830000970755002, "train_cardinality_error_unscaled": 292.71136548086025, "train_cardinality_error_0_unscaled": 292.9934820100095, "train_cardinality_error_1_unscaled": 292.83247666711753, "train_cardinality_error_2_unscaled": 292.70427262275126, "train_cardinality_error_3_unscaled": 292.63058805626946, "train_cardinality_error_4_unscaled": 292.61401832814823, "train_class_error_unscaled": 4.187699086060144, "train_loss_bbox_unscaled": 0.039043866810370594, "train_loss_bbox_0_unscaled": 0.05157386386938606, "train_loss_bbox_1_unscaled": 0.042571664319081284, "train_loss_bbox_2_unscaled": 0.040512947926349935, "train_loss_bbox_3_unscaled": 0.039612682589972116, "train_loss_bbox_4_unscaled": 0.03922624770455172, "train_loss_ce_unscaled": 0.14119514298607527, "train_loss_ce_0_unscaled": 0.1965881572635969, "train_loss_ce_1_unscaled": 0.16559564365757068, "train_loss_ce_2_unscaled": 0.1525840182188658, "train_loss_ce_3_unscaled": 0.14566449317157754, "train_loss_ce_4_unscaled": 0.14245679295942668, "train_loss_giou_unscaled": 0.2403208156167074, "train_loss_giou_0_unscaled": 0.3051606683433661, "train_loss_giou_1_unscaled": 0.25728494696491433, "train_loss_giou_2_unscaled": 0.24768583820904766, "train_loss_giou_3_unscaled": 0.24328185486659282, "train_loss_giou_4_unscaled": 0.2415000485377501, "test_class_error": 6.931573818969727, "test_loss": 7.017783992385865, "test_loss_bbox": 0.201766611379385, "test_loss_bbox_0": 0.2594467310190201, "test_loss_bbox_1": 0.2170062088370323, "test_loss_bbox_2": 0.20748046131134032, "test_loss_bbox_3": 0.2037738909125328, "test_loss_bbox_4": 0.20266983110904693, "test_loss_ce": 0.39357611062526704, "test_loss_ce_0": 0.4779444311618805, "test_loss_ce_1": 0.4333976508140564, "test_loss_ce_2": 0.4141732707262039, "test_loss_ce_3": 0.4004570616722107, "test_loss_ce_4": 0.3947577497243881, "test_loss_giou": 0.5028988007426262, "test_loss_giou_0": 0.6414506328344345, "test_loss_giou_1": 0.5372658589839935, "test_loss_giou_2": 0.516500192785263, "test_loss_giou_3": 0.5076195432901383, "test_loss_giou_4": 0.5055989762067795, "test_cardinality_error_unscaled": 292.0782, "test_cardinality_error_0_unscaled": 292.3844, "test_cardinality_error_1_unscaled": 292.255, "test_cardinality_error_2_unscaled": 292.1412, "test_cardinality_error_3_unscaled": 292.0586, "test_cardinality_error_4_unscaled": 291.9276, "test_class_error_unscaled": 6.931573818969727, "test_loss_bbox_unscaled": 0.040353322200477125, "test_loss_bbox_0_unscaled": 0.05188934625387192, "test_loss_bbox_1_unscaled": 0.04340124177187681, "test_loss_bbox_2_unscaled": 0.04149609226733446, "test_loss_bbox_3_unscaled": 0.04075477818101644, "test_loss_bbox_4_unscaled": 0.04053396629244089, "test_loss_ce_unscaled": 0.19678805531263352, "test_loss_ce_0_unscaled": 0.23897221558094026, "test_loss_ce_1_unscaled": 0.2166988254070282, "test_loss_ce_2_unscaled": 0.20708663536310196, "test_loss_ce_3_unscaled": 0.20022853083610534, "test_loss_ce_4_unscaled": 0.19737887486219405, "test_loss_giou_unscaled": 0.2514494003713131, "test_loss_giou_0_unscaled": 0.32072531641721724, "test_loss_giou_1_unscaled": 0.26863292949199674, "test_loss_giou_2_unscaled": 0.2582500963926315, "test_loss_giou_3_unscaled": 0.2538097716450691, "test_loss_giou_4_unscaled": 0.25279948810338976, "test_coco_eval_bbox": [0.4493087421548097, 0.6539219449669639, 0.474348545759945, 0.2666866359717825, 0.488138008022966, 0.6302564436523409, 0.357922555929161, 0.5821633834110083, 0.6205963040891153, 0.4008676300058639, 0.678748689174195, 0.837398711201188], "epoch": 47, "n_parameters": 58122794}
{"train_lr": 1.000000000000048e-05, "train_class_error": 4.2201363827207325, "train_loss": 6.218919704122633, "train_loss_bbox": 0.19513621290241948, "train_loss_bbox_0": 0.25767154454223506, "train_loss_bbox_1": 0.21270071776440433, "train_loss_bbox_2": 0.2028215447747867, "train_loss_bbox_3": 0.19815436869015168, "train_loss_bbox_4": 0.19612663638879188, "train_loss_ce": 0.28251996275174085, "train_loss_ce_0": 0.39294371777815634, "train_loss_ce_1": 0.3305369355822511, "train_loss_ce_2": 0.3044760078441185, "train_loss_ce_3": 0.2911355760859029, "train_loss_ce_4": 0.2848077000903733, "train_loss_giou": 0.48060491049517867, "train_loss_giou_0": 0.6098534973245278, "train_loss_giou_1": 0.5143319478458285, "train_loss_giou_2": 0.49541780307846656, "train_loss_giou_3": 0.4866598355559282, "train_loss_giou_4": 0.4830207879560961, "train_cardinality_error_unscaled": 292.73228898958473, "train_cardinality_error_0_unscaled": 292.96871195725686, "train_cardinality_error_1_unscaled": 292.81381036115243, "train_cardinality_error_2_unscaled": 292.7269714594887, "train_cardinality_error_3_unscaled": 292.69679088326797, "train_cardinality_error_4_unscaled": 292.64634620587043, "train_class_error_unscaled": 4.2201363827207325, "train_loss_bbox_unscaled": 0.039027242586958936, "train_loss_bbox_0_unscaled": 0.05153430890781714, "train_loss_bbox_1_unscaled": 0.04254014355235178, "train_loss_bbox_2_unscaled": 0.04056430895619188, "train_loss_bbox_3_unscaled": 0.03963087371958781, "train_loss_bbox_4_unscaled": 0.039225327279320446, "train_loss_ce_unscaled": 0.14125998137587042, "train_loss_ce_0_unscaled": 0.19647185888907817, "train_loss_ce_1_unscaled": 0.16526846779112556, "train_loss_ce_2_unscaled": 0.15223800392205925, "train_loss_ce_3_unscaled": 0.14556778804295145, "train_loss_ce_4_unscaled": 0.14240385004518666, "train_loss_giou_unscaled": 0.24030245524758934, "train_loss_giou_0_unscaled": 0.3049267486622639, "train_loss_giou_1_unscaled": 0.25716597392291424, "train_loss_giou_2_unscaled": 0.24770890153923328, "train_loss_giou_3_unscaled": 0.2433299177779641, "train_loss_giou_4_unscaled": 0.24151039397804805, "test_class_error": 7.102015704345703, "test_loss": 7.029737504959106, "test_loss_bbox": 0.20358442389965056, "test_loss_bbox_0": 0.25864330332279206, "test_loss_bbox_1": 0.21815954517126082, "test_loss_bbox_2": 0.209708742749691, "test_loss_bbox_3": 0.20522719285488128, "test_loss_bbox_4": 0.20437738395929336, "test_loss_ce": 0.3945176514148712, "test_loss_ce_0": 0.4792788157463074, "test_loss_ce_1": 0.4324513812303543, "test_loss_ce_2": 0.41162375411987306, "test_loss_ce_3": 0.4002169735193253, "test_loss_ce_4": 0.3953267830848694, "test_loss_giou": 0.5041531235337258, "test_loss_giou_0": 0.6400509242773056, "test_loss_giou_1": 0.5380040819644928, "test_loss_giou_2": 0.5181803869485855, "test_loss_giou_3": 0.5099615838885307, "test_loss_giou_4": 0.5062714979052544, "test_cardinality_error_unscaled": 292.1986, "test_cardinality_error_0_unscaled": 292.4296, "test_cardinality_error_1_unscaled": 292.2998, "test_cardinality_error_2_unscaled": 292.2366, "test_cardinality_error_3_unscaled": 292.1682, "test_cardinality_error_4_unscaled": 292.1008, "test_class_error_unscaled": 7.102015704345703, "test_loss_bbox_unscaled": 0.040716884750127795, "test_loss_bbox_0_unscaled": 0.05172866078019142, "test_loss_bbox_1_unscaled": 0.043631909081339834, "test_loss_bbox_2_unscaled": 0.041941748569905755, "test_loss_bbox_3_unscaled": 0.04104543855637312, "test_loss_bbox_4_unscaled": 0.040875476823747155, "test_loss_ce_unscaled": 0.1972588257074356, "test_loss_ce_0_unscaled": 0.2396394078731537, "test_loss_ce_1_unscaled": 0.21622569061517716, "test_loss_ce_2_unscaled": 0.20581187705993653, "test_loss_ce_3_unscaled": 0.20010848675966264, "test_loss_ce_4_unscaled": 0.1976633915424347, "test_loss_giou_unscaled": 0.2520765617668629, "test_loss_giou_0_unscaled": 0.3200254621386528, "test_loss_giou_1_unscaled": 0.2690020409822464, "test_loss_giou_2_unscaled": 0.25909019347429274, "test_loss_giou_3_unscaled": 0.2549807919442654, "test_loss_giou_4_unscaled": 0.2531357489526272, "test_coco_eval_bbox": [0.4487891503731505, 0.6533150734207156, 0.47549147257811847, 0.263514405929298, 0.48936869137895245, 0.6292292410378889, 0.35705887854172375, 0.5805761059649842, 0.6181072899417586, 0.3886438938233351, 0.6758946994654578, 0.8317058416886027], "epoch": 48, "n_parameters": 58122794}
{"train_lr": 1.000000000000048e-05, "train_class_error": 4.222912860274653, "train_loss": 6.196920823344645, "train_loss_bbox": 0.19471713073574834, "train_loss_bbox_0": 0.25683174331139746, "train_loss_bbox_1": 0.21226675955667623, "train_loss_bbox_2": 0.2021549002669402, "train_loss_bbox_3": 0.19775689339617197, "train_loss_bbox_4": 0.19574242925562896, "train_loss_ce": 0.2805005536140942, "train_loss_ce_0": 0.3903787851577503, "train_loss_ce_1": 0.3282865706378216, "train_loss_ce_2": 0.30237279448546867, "train_loss_ce_3": 0.28894647655195566, "train_loss_ce_4": 0.28276452754611464, "train_loss_giou": 0.4796869517804748, "train_loss_giou_0": 0.6088479318971339, "train_loss_giou_1": 0.5131768054467052, "train_loss_giou_2": 0.494510182077598, "train_loss_giou_3": 0.4859082157206232, "train_loss_giou_4": 0.48207117141655653, "train_cardinality_error_unscaled": 292.75719430542404, "train_cardinality_error_0_unscaled": 292.9753567563912, "train_cardinality_error_1_unscaled": 292.82974604355474, "train_cardinality_error_2_unscaled": 292.74524888407956, "train_cardinality_error_3_unscaled": 292.71669991884215, "train_cardinality_error_4_unscaled": 292.65158765048017, "train_class_error_unscaled": 4.222912860274653, "train_loss_bbox_unscaled": 0.03894342616465999, "train_loss_bbox_0_unscaled": 0.05136634865502342, "train_loss_bbox_1_unscaled": 0.042453351916852886, "train_loss_bbox_2_unscaled": 0.040430980064410725, "train_loss_bbox_3_unscaled": 0.039551378692234865, "train_loss_bbox_4_unscaled": 0.039148485862778346, "train_loss_ce_unscaled": 0.1402502768070471, "train_loss_ce_0_unscaled": 0.19518939257887516, "train_loss_ce_1_unscaled": 0.1641432853189108, "train_loss_ce_2_unscaled": 0.15118639724273433, "train_loss_ce_3_unscaled": 0.14447323827597783, "train_loss_ce_4_unscaled": 0.14138226377305732, "train_loss_giou_unscaled": 0.2398434758902374, "train_loss_giou_0_unscaled": 0.30442396594856697, "train_loss_giou_1_unscaled": 0.2565884027233526, "train_loss_giou_2_unscaled": 0.247255091038799, "train_loss_giou_3_unscaled": 0.2429541078603116, "train_loss_giou_4_unscaled": 0.24103558570827827, "test_class_error": 6.898344805145264, "test_loss": 7.027197946548462, "test_loss_bbox": 0.20351928116083146, "test_loss_bbox_0": 0.2583166747927666, "test_loss_bbox_1": 0.21807416309118272, "test_loss_bbox_2": 0.20921110574007035, "test_loss_bbox_3": 0.20559754161834717, "test_loss_bbox_4": 0.20383279366493226, "test_loss_ce": 0.39491506154537204, "test_loss_ce_0": 0.47902441375255583, "test_loss_ce_1": 0.4322184000015259, "test_loss_ce_2": 0.4140711438655853, "test_loss_ce_3": 0.4008097917318344, "test_loss_ce_4": 0.3962129727840424, "test_loss_giou": 0.5032655376672744, "test_loss_giou_0": 0.6393621198892593, "test_loss_giou_1": 0.5380104557275772, "test_loss_giou_2": 0.5166824120283127, "test_loss_giou_3": 0.5089832738876343, "test_loss_giou_4": 0.5050908035993577, "test_cardinality_error_unscaled": 292.2568, "test_cardinality_error_0_unscaled": 292.4672, "test_cardinality_error_1_unscaled": 292.3468, "test_cardinality_error_2_unscaled": 292.2604, "test_cardinality_error_3_unscaled": 292.213, "test_cardinality_error_4_unscaled": 292.1338, "test_class_error_unscaled": 6.898344805145264, "test_loss_bbox_unscaled": 0.04070385620445013, "test_loss_bbox_0_unscaled": 0.05166333495676517, "test_loss_bbox_1_unscaled": 0.043614832526445386, "test_loss_bbox_2_unscaled": 0.04184222116470337, "test_loss_bbox_3_unscaled": 0.04111950831860304, "test_loss_bbox_4_unscaled": 0.04076655870676041, "test_loss_ce_unscaled": 0.19745753077268602, "test_loss_ce_0_unscaled": 0.23951220687627792, "test_loss_ce_1_unscaled": 0.21610920000076295, "test_loss_ce_2_unscaled": 0.20703557193279265, "test_loss_ce_3_unscaled": 0.2004048958659172, "test_loss_ce_4_unscaled": 0.1981064863920212, "test_loss_giou_unscaled": 0.2516327688336372, "test_loss_giou_0_unscaled": 0.31968105994462964, "test_loss_giou_1_unscaled": 0.2690052278637886, "test_loss_giou_2_unscaled": 0.25834120601415633, "test_loss_giou_3_unscaled": 0.25449163694381716, "test_loss_giou_4_unscaled": 0.2525454017996788, "test_coco_eval_bbox": [0.44963170222676624, 0.6544946046072759, 0.47942385201139537, 0.26229061500625434, 0.4897448613506034, 0.6333177486990098, 0.3576712243433859, 0.5816055457658089, 0.6192438201307265, 0.39051898747188557, 0.67731827668859, 0.8290185654292622], "epoch": 49, "n_parameters": 58122794}