|
{ |
|
"best_metric": 0.8097881078720093, |
|
"best_model_checkpoint": "/media/mldrive/kcardenas/limb_classification_person_crop/beit-large-patch16-384/8_1e-5_5e-4_0.05/checkpoint-1926", |
|
"epoch": 10.0, |
|
"eval_steps": 500, |
|
"global_step": 2140, |
|
"is_hyper_param_search": false, |
|
"is_local_process_zero": true, |
|
"is_world_process_zero": true, |
|
"log_history": [ |
|
{ |
|
"epoch": 0.11682242990654206, |
|
"grad_norm": 1344286.0, |
|
"learning_rate": 5.000000000000001e-07, |
|
"loss": 1.5975, |
|
"step": 25 |
|
}, |
|
{ |
|
"epoch": 0.2336448598130841, |
|
"grad_norm": 1232636.5, |
|
"learning_rate": 1.0000000000000002e-06, |
|
"loss": 1.5637, |
|
"step": 50 |
|
}, |
|
{ |
|
"epoch": 0.35046728971962615, |
|
"grad_norm": 1367527.875, |
|
"learning_rate": 1.5e-06, |
|
"loss": 1.5906, |
|
"step": 75 |
|
}, |
|
{ |
|
"epoch": 0.4672897196261682, |
|
"grad_norm": 1119946.625, |
|
"learning_rate": 2.0000000000000003e-06, |
|
"loss": 1.5244, |
|
"step": 100 |
|
}, |
|
{ |
|
"epoch": 0.5841121495327103, |
|
"grad_norm": 957303.1875, |
|
"learning_rate": 2.5e-06, |
|
"loss": 1.4616, |
|
"step": 125 |
|
}, |
|
{ |
|
"epoch": 0.7009345794392523, |
|
"grad_norm": 554852.125, |
|
"learning_rate": 3e-06, |
|
"loss": 1.4292, |
|
"step": 150 |
|
}, |
|
{ |
|
"epoch": 0.8177570093457944, |
|
"grad_norm": 931890.375, |
|
"learning_rate": 3.5e-06, |
|
"loss": 1.3964, |
|
"step": 175 |
|
}, |
|
{ |
|
"epoch": 0.9345794392523364, |
|
"grad_norm": 709493.4375, |
|
"learning_rate": 4.000000000000001e-06, |
|
"loss": 1.4037, |
|
"step": 200 |
|
}, |
|
{ |
|
"epoch": 1.0, |
|
"eval_accuracy": 0.2728026533996683, |
|
"eval_loss": 1.3978267908096313, |
|
"eval_runtime": 14.8259, |
|
"eval_samples_per_second": 81.344, |
|
"eval_steps_per_second": 2.563, |
|
"step": 214 |
|
}, |
|
{ |
|
"epoch": 1.0514018691588785, |
|
"grad_norm": 470790.5, |
|
"learning_rate": 4.5e-06, |
|
"loss": 1.3872, |
|
"step": 225 |
|
}, |
|
{ |
|
"epoch": 1.1682242990654206, |
|
"grad_norm": 423176.3125, |
|
"learning_rate": 5e-06, |
|
"loss": 1.3614, |
|
"step": 250 |
|
}, |
|
{ |
|
"epoch": 1.2850467289719627, |
|
"grad_norm": 504318.0, |
|
"learning_rate": 5.500000000000001e-06, |
|
"loss": 1.3493, |
|
"step": 275 |
|
}, |
|
{ |
|
"epoch": 1.4018691588785046, |
|
"grad_norm": 467144.0625, |
|
"learning_rate": 6e-06, |
|
"loss": 1.3507, |
|
"step": 300 |
|
}, |
|
{ |
|
"epoch": 1.5186915887850467, |
|
"grad_norm": 794406.875, |
|
"learning_rate": 6.5000000000000004e-06, |
|
"loss": 1.3447, |
|
"step": 325 |
|
}, |
|
{ |
|
"epoch": 1.6355140186915889, |
|
"grad_norm": 600493.1875, |
|
"learning_rate": 7e-06, |
|
"loss": 1.3342, |
|
"step": 350 |
|
}, |
|
{ |
|
"epoch": 1.7523364485981308, |
|
"grad_norm": 503615.8125, |
|
"learning_rate": 7.500000000000001e-06, |
|
"loss": 1.3125, |
|
"step": 375 |
|
}, |
|
{ |
|
"epoch": 1.8691588785046729, |
|
"grad_norm": 897004.6875, |
|
"learning_rate": 8.000000000000001e-06, |
|
"loss": 1.2663, |
|
"step": 400 |
|
}, |
|
{ |
|
"epoch": 1.985981308411215, |
|
"grad_norm": 731026.0625, |
|
"learning_rate": 8.5e-06, |
|
"loss": 1.2477, |
|
"step": 425 |
|
}, |
|
{ |
|
"epoch": 2.0, |
|
"eval_accuracy": 0.494195688225539, |
|
"eval_loss": 1.1721693277359009, |
|
"eval_runtime": 14.8464, |
|
"eval_samples_per_second": 81.232, |
|
"eval_steps_per_second": 2.56, |
|
"step": 428 |
|
}, |
|
{ |
|
"epoch": 2.102803738317757, |
|
"grad_norm": 834097.25, |
|
"learning_rate": 9e-06, |
|
"loss": 1.2213, |
|
"step": 450 |
|
}, |
|
{ |
|
"epoch": 2.2196261682242993, |
|
"grad_norm": 589023.0625, |
|
"learning_rate": 9.5e-06, |
|
"loss": 1.1893, |
|
"step": 475 |
|
}, |
|
{ |
|
"epoch": 2.336448598130841, |
|
"grad_norm": 431312.71875, |
|
"learning_rate": 1e-05, |
|
"loss": 1.2029, |
|
"step": 500 |
|
}, |
|
{ |
|
"epoch": 2.453271028037383, |
|
"grad_norm": 615542.5625, |
|
"learning_rate": 9.847560975609756e-06, |
|
"loss": 1.1831, |
|
"step": 525 |
|
}, |
|
{ |
|
"epoch": 2.5700934579439254, |
|
"grad_norm": 450194.375, |
|
"learning_rate": 9.695121951219513e-06, |
|
"loss": 1.1495, |
|
"step": 550 |
|
}, |
|
{ |
|
"epoch": 2.6869158878504673, |
|
"grad_norm": 484475.25, |
|
"learning_rate": 9.542682926829268e-06, |
|
"loss": 1.1538, |
|
"step": 575 |
|
}, |
|
{ |
|
"epoch": 2.803738317757009, |
|
"grad_norm": 506196.09375, |
|
"learning_rate": 9.390243902439025e-06, |
|
"loss": 1.16, |
|
"step": 600 |
|
}, |
|
{ |
|
"epoch": 2.9205607476635516, |
|
"grad_norm": 615921.1875, |
|
"learning_rate": 9.237804878048782e-06, |
|
"loss": 1.1297, |
|
"step": 625 |
|
}, |
|
{ |
|
"epoch": 3.0, |
|
"eval_accuracy": 0.5970149253731343, |
|
"eval_loss": 0.9763943552970886, |
|
"eval_runtime": 14.869, |
|
"eval_samples_per_second": 81.109, |
|
"eval_steps_per_second": 2.556, |
|
"step": 642 |
|
}, |
|
{ |
|
"epoch": 3.0373831775700935, |
|
"grad_norm": 449741.21875, |
|
"learning_rate": 9.085365853658538e-06, |
|
"loss": 1.1258, |
|
"step": 650 |
|
}, |
|
{ |
|
"epoch": 3.1542056074766354, |
|
"grad_norm": 588529.75, |
|
"learning_rate": 8.932926829268293e-06, |
|
"loss": 1.0668, |
|
"step": 675 |
|
}, |
|
{ |
|
"epoch": 3.2710280373831777, |
|
"grad_norm": 489126.1875, |
|
"learning_rate": 8.78048780487805e-06, |
|
"loss": 1.0899, |
|
"step": 700 |
|
}, |
|
{ |
|
"epoch": 3.3878504672897196, |
|
"grad_norm": 679644.9375, |
|
"learning_rate": 8.628048780487805e-06, |
|
"loss": 1.106, |
|
"step": 725 |
|
}, |
|
{ |
|
"epoch": 3.5046728971962615, |
|
"grad_norm": 469723.8125, |
|
"learning_rate": 8.475609756097562e-06, |
|
"loss": 1.0807, |
|
"step": 750 |
|
}, |
|
{ |
|
"epoch": 3.621495327102804, |
|
"grad_norm": 566260.4375, |
|
"learning_rate": 8.323170731707317e-06, |
|
"loss": 1.0741, |
|
"step": 775 |
|
}, |
|
{ |
|
"epoch": 3.7383177570093458, |
|
"grad_norm": 636508.4375, |
|
"learning_rate": 8.170731707317073e-06, |
|
"loss": 1.0789, |
|
"step": 800 |
|
}, |
|
{ |
|
"epoch": 3.8551401869158877, |
|
"grad_norm": 584515.9375, |
|
"learning_rate": 8.01829268292683e-06, |
|
"loss": 1.058, |
|
"step": 825 |
|
}, |
|
{ |
|
"epoch": 3.97196261682243, |
|
"grad_norm": 511375.34375, |
|
"learning_rate": 7.865853658536587e-06, |
|
"loss": 1.0621, |
|
"step": 850 |
|
}, |
|
{ |
|
"epoch": 4.0, |
|
"eval_accuracy": 0.5912106135986733, |
|
"eval_loss": 1.0269614458084106, |
|
"eval_runtime": 15.3968, |
|
"eval_samples_per_second": 78.328, |
|
"eval_steps_per_second": 2.468, |
|
"step": 856 |
|
}, |
|
{ |
|
"epoch": 4.088785046728972, |
|
"grad_norm": 538369.125, |
|
"learning_rate": 7.713414634146342e-06, |
|
"loss": 1.0596, |
|
"step": 875 |
|
}, |
|
{ |
|
"epoch": 4.205607476635514, |
|
"grad_norm": 557098.75, |
|
"learning_rate": 7.560975609756098e-06, |
|
"loss": 1.0648, |
|
"step": 900 |
|
}, |
|
{ |
|
"epoch": 4.322429906542056, |
|
"grad_norm": 674418.9375, |
|
"learning_rate": 7.408536585365854e-06, |
|
"loss": 1.0151, |
|
"step": 925 |
|
}, |
|
{ |
|
"epoch": 4.4392523364485985, |
|
"grad_norm": 838321.1875, |
|
"learning_rate": 7.25609756097561e-06, |
|
"loss": 1.0045, |
|
"step": 950 |
|
}, |
|
{ |
|
"epoch": 4.55607476635514, |
|
"grad_norm": 595761.5625, |
|
"learning_rate": 7.1036585365853665e-06, |
|
"loss": 1.0178, |
|
"step": 975 |
|
}, |
|
{ |
|
"epoch": 4.672897196261682, |
|
"grad_norm": 595173.625, |
|
"learning_rate": 6.951219512195122e-06, |
|
"loss": 1.0028, |
|
"step": 1000 |
|
}, |
|
{ |
|
"epoch": 4.789719626168225, |
|
"grad_norm": 766422.8125, |
|
"learning_rate": 6.798780487804879e-06, |
|
"loss": 1.0042, |
|
"step": 1025 |
|
}, |
|
{ |
|
"epoch": 4.906542056074766, |
|
"grad_norm": 432231.9375, |
|
"learning_rate": 6.646341463414635e-06, |
|
"loss": 1.0244, |
|
"step": 1050 |
|
}, |
|
{ |
|
"epoch": 5.0, |
|
"eval_accuracy": 0.6625207296849088, |
|
"eval_loss": 0.9042626619338989, |
|
"eval_runtime": 14.8081, |
|
"eval_samples_per_second": 81.442, |
|
"eval_steps_per_second": 2.566, |
|
"step": 1070 |
|
}, |
|
{ |
|
"epoch": 5.0233644859813085, |
|
"grad_norm": 825474.0625, |
|
"learning_rate": 6.493902439024391e-06, |
|
"loss": 1.0353, |
|
"step": 1075 |
|
}, |
|
{ |
|
"epoch": 5.140186915887851, |
|
"grad_norm": 628319.1875, |
|
"learning_rate": 6.341463414634147e-06, |
|
"loss": 0.9928, |
|
"step": 1100 |
|
}, |
|
{ |
|
"epoch": 5.257009345794392, |
|
"grad_norm": 587063.25, |
|
"learning_rate": 6.189024390243903e-06, |
|
"loss": 0.9825, |
|
"step": 1125 |
|
}, |
|
{ |
|
"epoch": 5.373831775700935, |
|
"grad_norm": 642682.375, |
|
"learning_rate": 6.0365853658536585e-06, |
|
"loss": 1.0014, |
|
"step": 1150 |
|
}, |
|
{ |
|
"epoch": 5.490654205607477, |
|
"grad_norm": 723803.125, |
|
"learning_rate": 5.884146341463415e-06, |
|
"loss": 0.9637, |
|
"step": 1175 |
|
}, |
|
{ |
|
"epoch": 5.607476635514018, |
|
"grad_norm": 466309.0625, |
|
"learning_rate": 5.731707317073171e-06, |
|
"loss": 0.9845, |
|
"step": 1200 |
|
}, |
|
{ |
|
"epoch": 5.724299065420561, |
|
"grad_norm": 562217.5, |
|
"learning_rate": 5.579268292682928e-06, |
|
"loss": 1.0255, |
|
"step": 1225 |
|
}, |
|
{ |
|
"epoch": 5.841121495327103, |
|
"grad_norm": 470339.15625, |
|
"learning_rate": 5.426829268292684e-06, |
|
"loss": 0.9714, |
|
"step": 1250 |
|
}, |
|
{ |
|
"epoch": 5.957943925233645, |
|
"grad_norm": 607116.75, |
|
"learning_rate": 5.27439024390244e-06, |
|
"loss": 0.9623, |
|
"step": 1275 |
|
}, |
|
{ |
|
"epoch": 6.0, |
|
"eval_accuracy": 0.6824212271973465, |
|
"eval_loss": 0.8453999161720276, |
|
"eval_runtime": 14.9395, |
|
"eval_samples_per_second": 80.726, |
|
"eval_steps_per_second": 2.544, |
|
"step": 1284 |
|
}, |
|
{ |
|
"epoch": 6.074766355140187, |
|
"grad_norm": 988413.125, |
|
"learning_rate": 5.121951219512195e-06, |
|
"loss": 0.9296, |
|
"step": 1300 |
|
}, |
|
{ |
|
"epoch": 6.191588785046729, |
|
"grad_norm": 802783.125, |
|
"learning_rate": 4.9695121951219515e-06, |
|
"loss": 0.9449, |
|
"step": 1325 |
|
}, |
|
{ |
|
"epoch": 6.308411214953271, |
|
"grad_norm": 591705.125, |
|
"learning_rate": 4.817073170731708e-06, |
|
"loss": 0.9578, |
|
"step": 1350 |
|
}, |
|
{ |
|
"epoch": 6.425233644859813, |
|
"grad_norm": 625485.125, |
|
"learning_rate": 4.664634146341464e-06, |
|
"loss": 0.9165, |
|
"step": 1375 |
|
}, |
|
{ |
|
"epoch": 6.542056074766355, |
|
"grad_norm": 682533.0, |
|
"learning_rate": 4.51219512195122e-06, |
|
"loss": 0.9226, |
|
"step": 1400 |
|
}, |
|
{ |
|
"epoch": 6.658878504672897, |
|
"grad_norm": 809783.5, |
|
"learning_rate": 4.359756097560976e-06, |
|
"loss": 0.9039, |
|
"step": 1425 |
|
}, |
|
{ |
|
"epoch": 6.775700934579439, |
|
"grad_norm": 544206.0, |
|
"learning_rate": 4.207317073170732e-06, |
|
"loss": 0.9374, |
|
"step": 1450 |
|
}, |
|
{ |
|
"epoch": 6.892523364485982, |
|
"grad_norm": 631440.5625, |
|
"learning_rate": 4.054878048780488e-06, |
|
"loss": 0.8835, |
|
"step": 1475 |
|
}, |
|
{ |
|
"epoch": 7.0, |
|
"eval_accuracy": 0.685737976782753, |
|
"eval_loss": 0.8481377363204956, |
|
"eval_runtime": 14.9433, |
|
"eval_samples_per_second": 80.705, |
|
"eval_steps_per_second": 2.543, |
|
"step": 1498 |
|
}, |
|
{ |
|
"epoch": 7.009345794392523, |
|
"grad_norm": 695251.375, |
|
"learning_rate": 3.902439024390244e-06, |
|
"loss": 0.9291, |
|
"step": 1500 |
|
}, |
|
{ |
|
"epoch": 7.126168224299065, |
|
"grad_norm": 729127.375, |
|
"learning_rate": 3.7500000000000005e-06, |
|
"loss": 0.8883, |
|
"step": 1525 |
|
}, |
|
{ |
|
"epoch": 7.242990654205608, |
|
"grad_norm": 485646.09375, |
|
"learning_rate": 3.5975609756097562e-06, |
|
"loss": 0.9578, |
|
"step": 1550 |
|
}, |
|
{ |
|
"epoch": 7.359813084112149, |
|
"grad_norm": 456878.625, |
|
"learning_rate": 3.4451219512195124e-06, |
|
"loss": 0.9008, |
|
"step": 1575 |
|
}, |
|
{ |
|
"epoch": 7.4766355140186915, |
|
"grad_norm": 747060.8125, |
|
"learning_rate": 3.292682926829269e-06, |
|
"loss": 0.901, |
|
"step": 1600 |
|
}, |
|
{ |
|
"epoch": 7.593457943925234, |
|
"grad_norm": 802504.8125, |
|
"learning_rate": 3.1402439024390246e-06, |
|
"loss": 0.9339, |
|
"step": 1625 |
|
}, |
|
{ |
|
"epoch": 7.710280373831775, |
|
"grad_norm": 555262.9375, |
|
"learning_rate": 2.9878048780487808e-06, |
|
"loss": 0.9446, |
|
"step": 1650 |
|
}, |
|
{ |
|
"epoch": 7.827102803738318, |
|
"grad_norm": 1096160.5, |
|
"learning_rate": 2.8353658536585365e-06, |
|
"loss": 0.8785, |
|
"step": 1675 |
|
}, |
|
{ |
|
"epoch": 7.94392523364486, |
|
"grad_norm": 594814.5625, |
|
"learning_rate": 2.682926829268293e-06, |
|
"loss": 0.8853, |
|
"step": 1700 |
|
}, |
|
{ |
|
"epoch": 8.0, |
|
"eval_accuracy": 0.7114427860696517, |
|
"eval_loss": 0.8122716546058655, |
|
"eval_runtime": 15.1283, |
|
"eval_samples_per_second": 79.718, |
|
"eval_steps_per_second": 2.512, |
|
"step": 1712 |
|
}, |
|
{ |
|
"epoch": 8.060747663551401, |
|
"grad_norm": 820075.875, |
|
"learning_rate": 2.530487804878049e-06, |
|
"loss": 0.8793, |
|
"step": 1725 |
|
}, |
|
{ |
|
"epoch": 8.177570093457945, |
|
"grad_norm": 754132.3125, |
|
"learning_rate": 2.378048780487805e-06, |
|
"loss": 0.8494, |
|
"step": 1750 |
|
}, |
|
{ |
|
"epoch": 8.294392523364486, |
|
"grad_norm": 783069.0, |
|
"learning_rate": 2.225609756097561e-06, |
|
"loss": 0.883, |
|
"step": 1775 |
|
}, |
|
{ |
|
"epoch": 8.411214953271028, |
|
"grad_norm": 731905.0625, |
|
"learning_rate": 2.073170731707317e-06, |
|
"loss": 0.853, |
|
"step": 1800 |
|
}, |
|
{ |
|
"epoch": 8.52803738317757, |
|
"grad_norm": 585234.9375, |
|
"learning_rate": 1.9207317073170733e-06, |
|
"loss": 0.8859, |
|
"step": 1825 |
|
}, |
|
{ |
|
"epoch": 8.644859813084112, |
|
"grad_norm": 584208.0625, |
|
"learning_rate": 1.7682926829268294e-06, |
|
"loss": 0.8694, |
|
"step": 1850 |
|
}, |
|
{ |
|
"epoch": 8.761682242990654, |
|
"grad_norm": 686404.625, |
|
"learning_rate": 1.6158536585365855e-06, |
|
"loss": 0.8791, |
|
"step": 1875 |
|
}, |
|
{ |
|
"epoch": 8.878504672897197, |
|
"grad_norm": 625846.0625, |
|
"learning_rate": 1.4634146341463414e-06, |
|
"loss": 0.8576, |
|
"step": 1900 |
|
}, |
|
{ |
|
"epoch": 8.995327102803738, |
|
"grad_norm": 641595.8125, |
|
"learning_rate": 1.3109756097560978e-06, |
|
"loss": 0.868, |
|
"step": 1925 |
|
}, |
|
{ |
|
"epoch": 9.0, |
|
"eval_accuracy": 0.714759535655058, |
|
"eval_loss": 0.8097881078720093, |
|
"eval_runtime": 14.8393, |
|
"eval_samples_per_second": 81.271, |
|
"eval_steps_per_second": 2.561, |
|
"step": 1926 |
|
}, |
|
{ |
|
"epoch": 9.11214953271028, |
|
"grad_norm": 709608.5625, |
|
"learning_rate": 1.158536585365854e-06, |
|
"loss": 0.8316, |
|
"step": 1950 |
|
}, |
|
{ |
|
"epoch": 9.228971962616823, |
|
"grad_norm": 639677.75, |
|
"learning_rate": 1.0060975609756098e-06, |
|
"loss": 0.9073, |
|
"step": 1975 |
|
}, |
|
{ |
|
"epoch": 9.345794392523365, |
|
"grad_norm": 656041.0625, |
|
"learning_rate": 8.53658536585366e-07, |
|
"loss": 0.8598, |
|
"step": 2000 |
|
}, |
|
{ |
|
"epoch": 9.462616822429906, |
|
"grad_norm": 579136.0, |
|
"learning_rate": 7.012195121951221e-07, |
|
"loss": 0.7945, |
|
"step": 2025 |
|
}, |
|
{ |
|
"epoch": 9.57943925233645, |
|
"grad_norm": 787287.3125, |
|
"learning_rate": 5.487804878048781e-07, |
|
"loss": 0.9198, |
|
"step": 2050 |
|
}, |
|
{ |
|
"epoch": 9.69626168224299, |
|
"grad_norm": 813869.8125, |
|
"learning_rate": 3.963414634146342e-07, |
|
"loss": 0.8805, |
|
"step": 2075 |
|
}, |
|
{ |
|
"epoch": 9.813084112149532, |
|
"grad_norm": 734961.1875, |
|
"learning_rate": 2.439024390243903e-07, |
|
"loss": 0.8613, |
|
"step": 2100 |
|
}, |
|
{ |
|
"epoch": 9.929906542056075, |
|
"grad_norm": 704054.75, |
|
"learning_rate": 9.146341463414634e-08, |
|
"loss": 0.8474, |
|
"step": 2125 |
|
}, |
|
{ |
|
"epoch": 10.0, |
|
"eval_accuracy": 0.7072968490878938, |
|
"eval_loss": 0.8144016265869141, |
|
"eval_runtime": 15.0203, |
|
"eval_samples_per_second": 80.292, |
|
"eval_steps_per_second": 2.53, |
|
"step": 2140 |
|
}, |
|
{ |
|
"epoch": 10.0, |
|
"step": 2140, |
|
"total_flos": 5.510586115727032e+19, |
|
"train_loss": 1.0635530485171023, |
|
"train_runtime": 1931.0211, |
|
"train_samples_per_second": 35.37, |
|
"train_steps_per_second": 1.108 |
|
} |
|
], |
|
"logging_steps": 25, |
|
"max_steps": 2140, |
|
"num_input_tokens_seen": 0, |
|
"num_train_epochs": 10, |
|
"save_steps": 500, |
|
"stateful_callbacks": { |
|
"TrainerControl": { |
|
"args": { |
|
"should_epoch_stop": false, |
|
"should_evaluate": false, |
|
"should_log": false, |
|
"should_save": true, |
|
"should_training_stop": true |
|
}, |
|
"attributes": {} |
|
} |
|
}, |
|
"total_flos": 5.510586115727032e+19, |
|
"train_batch_size": 32, |
|
"trial_name": null, |
|
"trial_params": null |
|
} |
|
|