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console.log
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INPUT DIR: ./datasets_deepnetts/dataset_lichessorg_set_1_extended/
INPUT DIR: ./datasets_deepnetts/dataset_books_set_1_extended/
INPUT DIR: ./datasets_deepnetts/dataset_chesscom_set_1_extended/
INPUT DIR: ./datasets_deepnetts/dataset_universal_extended/
INPUT DIR: ./datasets_deepnetts/dataset_chesscom_set_2_extended/
INPUT DIR: ./datasets_deepnetts/dataset_books_set_3_extended/
INPUT DIR: ./datasets_deepnetts/dataset_chess24com_set_1_extended/
INPUT DIR: ./datasets_deepnetts/dataset_books_set_2_extended/
OUTPUT FILE: dnet_lichessorg_set_1_extended.dnet
OUTPUT FILE: dnet_books_set_2_extended.dnet
OUTPUT FILE: dnet_chesscom_set_1_extended.dnet
OUTPUT FILE: dnet_universal_extended.dnet
OUTPUT FILE: dnet_chess24com_set_1_extended.dnet
Training convolutional network
OUTPUT FILE: dnet_books_set_3_extended.dnet
Loading images...
Training convolutional network
Training convolutional network
OUTPUT FILE: dnet_books_set_1_extended.dnet
OUTPUT FILE: dnet_chesscom_set_2_extended.dnet
Loading images...
Training convolutional network
Training convolutional network
Training convolutional network
Loading images...
Loading images...
Loading images...
Training convolutional network
Loading images...
Training convolutional network
Loading images...
Loading images...
Loaded 13 labels
Loaded 13 labels
Loaded 13 labels
Loaded 13 labels
Loaded 13 labels
Loaded 13 labels
Loaded 13 labels
Loaded 13 labels
Loaded 1152 images
Training neural network ...
Starting training for dnet_chesscom_set_2_extended.dnet LEARNING_RATE=0.1 test 1
Creating neural network ...
Network created.
------------------------------------------------------------------------------------------------------------------------------------------------
TRAINING NEURAL NETWORK
------------------------------------------------------------------------------------------------------------------------------------------------
Initial Train Error:2.4203348
Loaded 8064 images
Training neural network ...
Starting training for dnet_books_set_3_extended.dnet LEARNING_RATE=0.1 test 1
Creating neural network ...
Network created.
------------------------------------------------------------------------------------------------------------------------------------------------
TRAINING NEURAL NETWORK
------------------------------------------------------------------------------------------------------------------------------------------------
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.1 accuracy is 0.32722017
Epoch:1, Time:1245ms, TrainError:0.26488072, TrainErrorChange:-2.1554542, TrainAccuracy: 0.32722017
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.1 accuracy is 0.38937372
Epoch:2, Time:827ms, TrainError:0.059100535, TrainErrorChange:-0.20578018, TrainAccuracy: 0.38937372
Initial Train Error:2.4611602
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.1 accuracy is 0.47567707
Epoch:3, Time:781ms, TrainError:0.028153906, TrainErrorChange:-0.03094663, TrainAccuracy: 0.47567707
Loaded 18432 images
Training neural network ...
Starting training for dnet_chess24com_set_1_extended.dnet LEARNING_RATE=0.02 test 1
Creating neural network ...
Network created.
------------------------------------------------------------------------------------------------------------------------------------------------
TRAINING NEURAL NETWORK
------------------------------------------------------------------------------------------------------------------------------------------------
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.1 accuracy is 0.5968713
Epoch:4, Time:861ms, TrainError:0.03372796, TrainErrorChange:0.005574053, TrainAccuracy: 0.5968713
Loaded 20736 images
Training neural network ...
Starting training for dnet_chesscom_set_1_extended.dnet LEARNING_RATE=0.1 test 1
Creating neural network ...
Network created.
------------------------------------------------------------------------------------------------------------------------------------------------
TRAINING NEURAL NETWORK
------------------------------------------------------------------------------------------------------------------------------------------------
Loaded 21888 images
Training neural network ...
Starting training for dnet_lichessorg_set_1_extended.dnet LEARNING_RATE=0.1 test 1
Creating neural network ...
Network created.
------------------------------------------------------------------------------------------------------------------------------------------------
TRAINING NEURAL NETWORK
------------------------------------------------------------------------------------------------------------------------------------------------
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.1 accuracy is 0.7368376
Epoch:5, Time:1949ms, TrainError:0.016736375, TrainErrorChange:-0.016991584, TrainAccuracy: 0.7368376
Loaded 23040 images
Training neural network ...
Starting training for dnet_books_set_2_extended.dnet LEARNING_RATE=0.1 test 1
Creating neural network ...
Network created.
------------------------------------------------------------------------------------------------------------------------------------------------
TRAINING NEURAL NETWORK
------------------------------------------------------------------------------------------------------------------------------------------------
Loaded 27648 images
Training neural network ...
Starting training for dnet_books_set_1_extended.dnet LEARNING_RATE=0.1 test 1
Creating neural network ...
Network created.
------------------------------------------------------------------------------------------------------------------------------------------------
TRAINING NEURAL NETWORK
------------------------------------------------------------------------------------------------------------------------------------------------
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.1 accuracy is 0.79309314
Epoch:6, Time:2094ms, TrainError:0.012953066, TrainErrorChange:-0.003783309, TrainAccuracy: 0.79309314
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.1 accuracy is 0.82215303
Epoch:7, Time:1276ms, TrainError:0.009660138, TrainErrorChange:-0.0032929284, TrainAccuracy: 0.82215303
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.1 accuracy is 0.8576118
Epoch:8, Time:1367ms, TrainError:0.008063799, TrainErrorChange:-0.001596339, TrainAccuracy: 0.8576118
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.1 accuracy is 0.9063298
Epoch:9, Time:1347ms, TrainError:0.006718256, TrainErrorChange:-0.0013455427, TrainAccuracy: 0.9063298
Initial Train Error:2.4560037
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.1 accuracy is 0.20510063
Epoch:1, Time:10063ms, TrainError:0.23940031, TrainErrorChange:-2.2217598, TrainAccuracy: 0.20510063
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.1 accuracy is 0.9405178
Epoch:10, Time:1358ms, TrainError:0.0057077566, TrainErrorChange:-0.0010104994, TrainAccuracy: 0.9405178
TRAINING COMPLETED
Total Training Time: 20467ms
------------------------------------------------------------------------
dnet_chesscom_set_2_extended.dnet decreasing LEARNING_RATE to 0.05
Starting training for dnet_chesscom_set_2_extended.dnet LEARNING_RATE=0.05 test 2
Creating neural network ...
Network created.
------------------------------------------------------------------------------------------------------------------------------------------------
TRAINING NEURAL NETWORK
------------------------------------------------------------------------------------------------------------------------------------------------
Initial Train Error:2.4203348
Initial Train Error:2.4592335
Initial Train Error:2.448796
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.05 accuracy is 0.17888807
Epoch:1, Time:1308ms, TrainError:0.36176106, TrainErrorChange:-2.0585737, TrainAccuracy: 0.17888807
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.05 accuracy is 0.38305643
Epoch:2, Time:1249ms, TrainError:0.09753308, TrainErrorChange:-0.264228, TrainAccuracy: 0.38305643
Initial Train Error:2.410383
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.05 accuracy is 0.43653268
Epoch:3, Time:1218ms, TrainError:0.053450495, TrainErrorChange:-0.044082582, TrainAccuracy: 0.43653268
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.05 accuracy is 0.575971
Epoch:4, Time:1215ms, TrainError:0.036115665, TrainErrorChange:-0.01733483, TrainAccuracy: 0.575971
Initial Train Error:2.4872258
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.05 accuracy is 0.7109716
Epoch:5, Time:1455ms, TrainError:0.026822384, TrainErrorChange:-0.009293281, TrainAccuracy: 0.7109716
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.05 accuracy is 0.779418
Epoch:6, Time:1202ms, TrainError:0.02090971, TrainErrorChange:-0.0059126746, TrainAccuracy: 0.779418
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.1 accuracy is 0.22126135
Epoch:2, Time:8916ms, TrainError:0.04649698, TrainErrorChange:-0.19290334, TrainAccuracy: 0.22126135
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.05 accuracy is 0.8191503
Epoch:7, Time:1197ms, TrainError:0.016824214, TrainErrorChange:-0.004085496, TrainAccuracy: 0.8191503
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.05 accuracy is 0.8892358
Epoch:8, Time:1183ms, TrainError:0.01387316, TrainErrorChange:-0.002951054, TrainAccuracy: 0.8892358
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.05 accuracy is 0.9405178
Epoch:9, Time:1211ms, TrainError:0.01167161, TrainErrorChange:-0.0022015497, TrainAccuracy: 0.9405178
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.05 accuracy is 0.9405178
Epoch:10, Time:1272ms, TrainError:0.009985339, TrainErrorChange:-0.0016862713, TrainAccuracy: 0.9405178
TRAINING COMPLETED
Total Training Time: 20472ms
------------------------------------------------------------------------
dnet_chesscom_set_2_extended.dnet decreasing LEARNING_RATE to 0.025
Starting training for dnet_chesscom_set_2_extended.dnet LEARNING_RATE=0.025 test 3
Creating neural network ...
Network created.
------------------------------------------------------------------------------------------------------------------------------------------------
TRAINING NEURAL NETWORK
------------------------------------------------------------------------------------------------------------------------------------------------
Initial Train Error:2.4203348
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.025 accuracy is 0.15531468
Epoch:1, Time:1221ms, TrainError:0.52901834, TrainErrorChange:-1.8913164, TrainAccuracy: 0.15531468
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.025 accuracy is 0.28219396
Epoch:2, Time:2054ms, TrainError:0.20700279, TrainErrorChange:-0.32201555, TrainAccuracy: 0.28219396
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.025 accuracy is 0.44672653
Epoch:3, Time:1582ms, TrainError:0.11691126, TrainErrorChange:-0.09009153, TrainAccuracy: 0.44672653
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.1 accuracy is 0.27068403
Epoch:3, Time:8725ms, TrainError:0.023240937, TrainErrorChange:-0.023256043, TrainAccuracy: 0.27068403
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.025 accuracy is 0.59533525
Epoch:4, Time:1339ms, TrainError:0.07816598, TrainErrorChange:-0.038745284, TrainAccuracy: 0.59533525
TEST EPOCH_FINISHED for dnet_chess24com_set_1_extended.dnet and learning rate 0.02 accuracy is 0.19109851
Epoch:1, Time:20193ms, TrainError:0.15902969, TrainErrorChange:-2.296974, TrainAccuracy: 0.19109851
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.025 accuracy is 0.67470586
Epoch:5, Time:1309ms, TrainError:0.057013664, TrainErrorChange:-0.021152314, TrainAccuracy: 0.67470586
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.025 accuracy is 0.77415645
Epoch:6, Time:1307ms, TrainError:0.04382774, TrainErrorChange:-0.013185926, TrainAccuracy: 0.77415645
Loaded 120960 images
Training neural network ...
Starting training for dnet_universal_extended.dnet LEARNING_RATE=0.02 test 1
Creating neural network ...
Network created.
------------------------------------------------------------------------------------------------------------------------------------------------
TRAINING NEURAL NETWORK
------------------------------------------------------------------------------------------------------------------------------------------------
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.025 accuracy is 0.8208598
Epoch:7, Time:1278ms, TrainError:0.034920022, TrainErrorChange:-0.008907717, TrainAccuracy: 0.8208598
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.025 accuracy is 0.8892358
Epoch:8, Time:1488ms, TrainError:0.028586917, TrainErrorChange:-0.0063331053, TrainAccuracy: 0.8892358
TEST EPOCH_FINISHED for dnet_chesscom_set_1_extended.dnet and learning rate 0.1 accuracy is 0.15023819
Epoch:1, Time:23330ms, TrainError:0.24101736, TrainErrorChange:-2.2182162, TrainAccuracy: 0.15023819
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.025 accuracy is 0.93197083
Epoch:9, Time:1474ms, TrainError:0.023920767, TrainErrorChange:-0.0046661496, TrainAccuracy: 0.93197083
TEST EPOCH_FINISHED for dnet_lichessorg_set_1_extended.dnet and learning rate 0.1 accuracy is 0.20908372
Epoch:1, Time:25029ms, TrainError:0.10902457, TrainErrorChange:-2.3397715, TrainAccuracy: 0.20908372
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.025 accuracy is 0.9405178
Epoch:10, Time:1483ms, TrainError:0.020386014, TrainErrorChange:-0.0035347529, TrainAccuracy: 0.9405178
TRAINING COMPLETED
Total Training Time: 24328ms
------------------------------------------------------------------------
dnet_chesscom_set_2_extended.dnet decreasing LEARNING_RATE to 0.0125
Starting training for dnet_chesscom_set_2_extended.dnet LEARNING_RATE=0.0125 test 4
Creating neural network ...
Network created.
------------------------------------------------------------------------------------------------------------------------------------------------
TRAINING NEURAL NETWORK
------------------------------------------------------------------------------------------------------------------------------------------------
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.1 accuracy is 0.30962837
Epoch:4, Time:10447ms, TrainError:0.015424885, TrainErrorChange:-0.007816052, TrainAccuracy: 0.30962837
Initial Train Error:2.4203348
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.0125 accuracy is 0.13580632
Epoch:1, Time:1418ms, TrainError:0.7332308, TrainErrorChange:-1.687104, TrainAccuracy: 0.13580632
TEST EPOCH_FINISHED for dnet_books_set_2_extended.dnet and learning rate 0.1 accuracy is 0.16713451
Epoch:1, Time:26448ms, TrainError:0.06292433, TrainErrorChange:-2.3474586, TrainAccuracy: 0.16713451
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.0125 accuracy is 0.21139742
Epoch:2, Time:1401ms, TrainError:0.40087262, TrainErrorChange:-0.3323582, TrainAccuracy: 0.21139742
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.0125 accuracy is 0.33882934
Epoch:3, Time:1390ms, TrainError:0.25396004, TrainErrorChange:-0.14691257, TrainAccuracy: 0.33882934
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.0125 accuracy is 0.4799019
Epoch:4, Time:1411ms, TrainError:0.17502746, TrainErrorChange:-0.07893258, TrainAccuracy: 0.4799019
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.0125 accuracy is 0.6521584
Epoch:5, Time:1416ms, TrainError:0.1285985, TrainErrorChange:-0.046428964, TrainAccuracy: 0.6521584
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.0125 accuracy is 0.7674409
Epoch:6, Time:1449ms, TrainError:0.09893795, TrainErrorChange:-0.029660545, TrainAccuracy: 0.7674409
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.1 accuracy is 0.33677018
Epoch:5, Time:9928ms, TrainError:0.010290125, TrainErrorChange:-0.0051347595, TrainAccuracy: 0.33677018
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.0125 accuracy is 0.80162895
Epoch:7, Time:1453ms, TrainError:0.07876559, TrainErrorChange:-0.020172358, TrainAccuracy: 0.80162895
TEST EPOCH_FINISHED for dnet_books_set_1_extended.dnet and learning rate 0.1 accuracy is 0.13321897
Epoch:1, Time:33819ms, TrainError:0.2296457, TrainErrorChange:-2.25758, TrainAccuracy: 0.13321897
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.0125 accuracy is 0.8571845
Epoch:8, Time:1434ms, TrainError:0.06439696, TrainErrorChange:-0.014368631, TrainAccuracy: 0.8571845
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.0125 accuracy is 0.92983407
Epoch:9, Time:1418ms, TrainError:0.05380352, TrainErrorChange:-0.010593444, TrainAccuracy: 0.92983407
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.0125 accuracy is 0.95120156
Epoch:10, Time:1433ms, TrainError:0.045780588, TrainErrorChange:-0.0080229305, TrainAccuracy: 0.95120156
TRAINING COMPLETED
Total Training Time: 23274ms
------------------------------------------------------------------------
dnet_chesscom_set_2_extended.dnet decreasing LEARNING_RATE to 0.00625
Starting training for dnet_chesscom_set_2_extended.dnet LEARNING_RATE=0.00625 test 5
Creating neural network ...
Network created.
------------------------------------------------------------------------------------------------------------------------------------------------
TRAINING NEURAL NETWORK
------------------------------------------------------------------------------------------------------------------------------------------------
TEST EPOCH_FINISHED for dnet_chess24com_set_1_extended.dnet and learning rate 0.02 accuracy is 0.2644871
Epoch:2, Time:23723ms, TrainError:0.038426444, TrainErrorChange:-0.12060325, TrainAccuracy: 0.2644871
Initial Train Error:2.4203348
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.00625 accuracy is 0.10669975
Epoch:1, Time:1411ms, TrainError:0.945172, TrainErrorChange:-1.4751627, TrainAccuracy: 0.10669975
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.00625 accuracy is 0.13900135
Epoch:2, Time:1472ms, TrainError:0.63594985, TrainErrorChange:-0.30922216, TrainAccuracy: 0.13900135
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.00625 accuracy is 0.2466271
Epoch:3, Time:1455ms, TrainError:0.47203064, TrainErrorChange:-0.16391921, TrainAccuracy: 0.2466271
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.1 accuracy is 0.3874039
Epoch:6, Time:10038ms, TrainError:0.008295829, TrainErrorChange:-0.001994296, TrainAccuracy: 0.3874039
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.00625 accuracy is 0.3081716
Epoch:4, Time:1445ms, TrainError:0.3595488, TrainErrorChange:-0.11248183, TrainAccuracy: 0.3081716
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.00625 accuracy is 0.36468786
Epoch:5, Time:1496ms, TrainError:0.2805796, TrainErrorChange:-0.07896921, TrainAccuracy: 0.36468786
TEST EPOCH_FINISHED for dnet_chesscom_set_1_extended.dnet and learning rate 0.1 accuracy is 0.27461547
Epoch:2, Time:25949ms, TrainError:0.096994355, TrainErrorChange:-0.144023, TrainAccuracy: 0.27461547
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.00625 accuracy is 0.53662294
Epoch:6, Time:1464ms, TrainError:0.22417863, TrainErrorChange:-0.05640097, TrainAccuracy: 0.53662294
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.00625 accuracy is 0.59009045
Epoch:7, Time:1444ms, TrainError:0.18304466, TrainErrorChange:-0.04113397, TrainAccuracy: 0.59009045
TEST EPOCH_FINISHED for dnet_lichessorg_set_1_extended.dnet and learning rate 0.1 accuracy is 0.3044681
Epoch:2, Time:27362ms, TrainError:0.03122719, TrainErrorChange:-0.07779738, TrainAccuracy: 0.3044681
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.00625 accuracy is 0.69906485
Epoch:8, Time:1455ms, TrainError:0.15234967, TrainErrorChange:-0.030694991, TrainAccuracy: 0.69906485
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.00625 accuracy is 0.76744086
Epoch:9, Time:1472ms, TrainError:0.12893106, TrainErrorChange:-0.023418605, TrainAccuracy: 0.76744086
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.00625 accuracy is 0.8400905
Epoch:10, Time:1435ms, TrainError:0.11070395, TrainErrorChange:-0.018227108, TrainAccuracy: 0.8400905
TRAINING COMPLETED
Total Training Time: 24550ms
------------------------------------------------------------------------
dnet_chesscom_set_2_extended.dnet decreasing LEARNING_RATE to 0.003125
Starting training for dnet_chesscom_set_2_extended.dnet LEARNING_RATE=0.003125 test 6
Creating neural network ...
Network created.
------------------------------------------------------------------------------------------------------------------------------------------------
TRAINING NEURAL NETWORK
------------------------------------------------------------------------------------------------------------------------------------------------
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.1 accuracy is 0.43270507
Epoch:7, Time:11025ms, TrainError:0.007066807, TrainErrorChange:-0.0012290226, TrainAccuracy: 0.43270507
Initial Train Error:2.4203348
TEST EPOCH_FINISHED for dnet_books_set_2_extended.dnet and learning rate 0.1 accuracy is 0.18421666
Epoch:2, Time:28945ms, TrainError:0.018620374, TrainErrorChange:-0.04430396, TrainAccuracy: 0.18421666
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.003125 accuracy is 0.11620294
Epoch:1, Time:1462ms, TrainError:1.1341429, TrainErrorChange:-1.2861919, TrainAccuracy: 0.11620294
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.003125 accuracy is 0.118254885
Epoch:2, Time:1440ms, TrainError:0.8480478, TrainErrorChange:-0.28609508, TrainAccuracy: 0.118254885
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.003125 accuracy is 0.12385918
Epoch:3, Time:1485ms, TrainError:0.7090616, TrainErrorChange:-0.13898617, TrainAccuracy: 0.12385918
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.003125 accuracy is 0.12967032
Epoch:4, Time:1472ms, TrainError:0.60076785, TrainErrorChange:-0.10829377, TrainAccuracy: 0.12967032
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.003125 accuracy is 0.20068376
Epoch:5, Time:1506ms, TrainError:0.5130884, TrainErrorChange:-0.087679446, TrainAccuracy: 0.20068376
TEST EPOCH_FINISHED for dnet_chess24com_set_1_extended.dnet and learning rate 0.02 accuracy is 0.3015936
Epoch:3, Time:24173ms, TrainError:0.02381798, TrainErrorChange:-0.014608463, TrainAccuracy: 0.3015936
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.003125 accuracy is 0.2952434
Epoch:6, Time:1508ms, TrainError:0.4413489, TrainErrorChange:-0.071739495, TrainAccuracy: 0.2952434
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.1 accuracy is 0.44384262
Epoch:8, Time:10337ms, TrainError:0.010032653, TrainErrorChange:0.002965846, TrainAccuracy: 0.44384262
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.003125 accuracy is 0.3688879
Epoch:7, Time:1480ms, TrainError:0.38227624, TrainErrorChange:-0.059072673, TrainAccuracy: 0.3688879
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.003125 accuracy is 0.42677513
Epoch:8, Time:1498ms, TrainError:0.3334012, TrainErrorChange:-0.048875034, TrainAccuracy: 0.42677513
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.003125 accuracy is 0.47470587
Epoch:9, Time:1487ms, TrainError:0.29278383, TrainErrorChange:-0.040617377, TrainAccuracy: 0.47470587
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.003125 accuracy is 0.48752636
Epoch:10, Time:1480ms, TrainError:0.25886595, TrainErrorChange:-0.033917874, TrainAccuracy: 0.48752636
TRAINING COMPLETED
Total Training Time: 24221ms
------------------------------------------------------------------------
dnet_chesscom_set_2_extended.dnet decreasing LEARNING_RATE to 0.0015625
Starting training for dnet_chesscom_set_2_extended.dnet LEARNING_RATE=0.0015625 test 7
Creating neural network ...
Network created.
------------------------------------------------------------------------------------------------------------------------------------------------
TRAINING NEURAL NETWORK
------------------------------------------------------------------------------------------------------------------------------------------------
Initial Train Error:2.4203348
TEST EPOCH_FINISHED for dnet_books_set_1_extended.dnet and learning rate 0.1 accuracy is 0.13391107
Epoch:2, Time:35896ms, TrainError:0.09959007, TrainErrorChange:-0.13005564, TrainAccuracy: 0.13391107
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.0015625 accuracy is 0.07692308
Epoch:1, Time:1478ms, TrainError:1.2932448, TrainErrorChange:-1.12709, TrainAccuracy: 0.07692308
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.0015625 accuracy is 0.089743584
Epoch:2, Time:1471ms, TrainError:1.0133624, TrainErrorChange:-0.27988243, TrainAccuracy: 0.089743584
TEST EPOCH_FINISHED for dnet_chesscom_set_1_extended.dnet and learning rate 0.1 accuracy is 0.22960594
Epoch:3, Time:26611ms, TrainError:0.059461806, TrainErrorChange:-0.03753255, TrainAccuracy: 0.22960594
TRAINING COMPLETED
Total Training Time: 136574ms
------------------------------------------------------------------------
dnet_chesscom_set_1_extended.dnet decreasing LEARNING_RATE to 0.05
Starting training for dnet_chesscom_set_1_extended.dnet LEARNING_RATE=0.05 test 2
Creating neural network ...
Network created.
------------------------------------------------------------------------------------------------------------------------------------------------
TRAINING NEURAL NETWORK
------------------------------------------------------------------------------------------------------------------------------------------------
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.0015625 accuracy is 0.13025641
Epoch:3, Time:1494ms, TrainError:0.9034303, TrainErrorChange:-0.109932125, TrainAccuracy: 0.13025641
Initial Train Error:2.4537585
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.1 accuracy is 0.44950813
Epoch:9, Time:10449ms, TrainError:0.003004606, TrainErrorChange:-0.007028047, TrainAccuracy: 0.44950813
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.0015625 accuracy is 0.14785215
Epoch:4, Time:1518ms, TrainError:0.8199005, TrainErrorChange:-0.08352977, TrainAccuracy: 0.14785215
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.0015625 accuracy is 0.14885114
Epoch:5, Time:1462ms, TrainError:0.7489281, TrainErrorChange:-0.07097238, TrainAccuracy: 0.14885114
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.0015625 accuracy is 0.14885114
Epoch:6, Time:1489ms, TrainError:0.68637586, TrainErrorChange:-0.06255227, TrainAccuracy: 0.14885114
TEST EPOCH_FINISHED for dnet_lichessorg_set_1_extended.dnet and learning rate 0.1 accuracy is 0.32541063
Epoch:3, Time:28284ms, TrainError:0.019674867, TrainErrorChange:-0.011552323, TrainAccuracy: 0.32541063
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.0015625 accuracy is 0.14885114
Epoch:7, Time:1470ms, TrainError:0.6305511, TrainErrorChange:-0.055824757, TrainAccuracy: 0.14885114
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.0015625 accuracy is 0.16594516
Epoch:8, Time:1497ms, TrainError:0.58049136, TrainErrorChange:-0.050059736, TrainAccuracy: 0.16594516
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.0015625 accuracy is 0.19799645
Epoch:9, Time:1504ms, TrainError:0.53548384, TrainErrorChange:-0.045007527, TrainAccuracy: 0.19799645
Initial Train Error:2.4592335
TEST EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet and learning rate 0.0015625 accuracy is 0.21402207
java.util.concurrent.RejectedExecutionException: Task java.util.concurrent.FutureTask@567041b5 rejected from java.util.concurrent.ThreadPoolExecutor@56fb83de[Terminated, pool size = 0, active threads = 0, queued tasks = 0, completed tasks = 10834473]
Epoch:10, Time:1485ms, TrainError:0.49493927, TrainErrorChange:-0.04054457, TrainAccuracy: 0.21402207
TRAINING COMPLETED
Total Training Time: 24269ms
------------------------------------------------------------------------
dnet_chesscom_set_2_extended.dnet decreasing LEARNING_RATE to 7.8125E-4
Starting training for dnet_chesscom_set_2_extended.dnet with best LEARNING_RATE=0.0125
Creating neural network ...
Network created.
------------------------------------------------------------------------------------------------------------------------------------------------
TRAINING NEURAL NETWORK
------------------------------------------------------------------------------------------------------------------------------------------------
at java.util.concurrent.ThreadPoolExecutor$AbortPolicy.rejectedExecution(Unknown Source)
at java.util.concurrent.ThreadPoolExecutor.reject(Unknown Source)
at java.util.concurrent.ThreadPoolExecutor.execute(Unknown Source)
at java.util.concurrent.AbstractExecutorService.invokeAll(Unknown Source)
at deepnetts.util.DeepNettsThreadPool.run(DeepNettsThreadPool.java:39)
at deepnetts.net.layers.MaxPoolingLayer.forward(MaxPoolingLayer.java:152)
at deepnetts.net.NeuralNetwork.forward(NeuralNetwork.java:143)
at deepnetts.net.NeuralNetwork.setInput(NeuralNetwork.java:103)
at deepnetts.net.ConvolutionalNetwork.setInput(ConvolutionalNetwork.java:54)
at deepnetts.eval.ClassifierEvaluator.evaluate(ClassifierEvaluator.java:116)
at deepnetts.eval.ClassifierEvaluator.evaluate(ClassifierEvaluator.java:51)
at deepnetts.net.train.BackpropagationTrainer.calculateAccuracy(BackpropagationTrainer.java:718)
at deepnetts.net.train.BackpropagationTrainer.train(BackpropagationTrainer.java:326)
at bagaturchess.scanner.machinelearning.learning.impl_deepnetts.ScannerLearning_Edition_Pro13.run(ScannerLearning_Edition_Pro13.java:328)
at java.util.concurrent.ThreadPoolExecutor.runWorker(Unknown Source)
at java.util.concurrent.ThreadPoolExecutor$Worker.run(Unknown Source)
at java.lang.Thread.run(Unknown Source)
TEST EPOCH_FINISHED for dnet_books_set_2_extended.dnet and learning rate 0.1 accuracy is 0.20129484
Epoch:3, Time:29862ms, TrainError:0.00993855, TrainErrorChange:-0.0086818235, TrainAccuracy: 0.20129484
Initial Train Error:2.4203348
------------------------------------------------------------------------------------------------------------------------------------------------
TRAINING NEURAL NETWORK
------------------------------------------------------------------------------------------------------------------------------------------------
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.1 accuracy is 0.5097744
Epoch:10, Time:10448ms, TrainError:0.00247204, TrainErrorChange:-5.325661E-4, TrainAccuracy: 0.5097744
TRAINING COMPLETED
Total Training Time: 161747ms
------------------------------------------------------------------------
dnet_books_set_3_extended.dnet decreasing LEARNING_RATE to 0.05
Starting training for dnet_books_set_3_extended.dnet LEARNING_RATE=0.05 test 2
Creating neural network ...
Network created.
------------------------------------------------------------------------------------------------------------------------------------------------
TRAINING NEURAL NETWORK
------------------------------------------------------------------------------------------------------------------------------------------------
dnet_chesscom_set_2_extended.dnet accuracy is 0.13580632 epochs are 1 training time is 2 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:1, Time:1414ms, TrainError:0.7332308, TrainErrorChange:-1.687104, TrainAccuracy: 0.13580632
dnet_chesscom_set_2_extended.dnet accuracy is 0.21139742 epochs are 2 training time is 5 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:2, Time:1449ms, TrainError:0.40087262, TrainErrorChange:-0.3323582, TrainAccuracy: 0.21139742
Initial Train Error:2.4611602
dnet_chesscom_set_2_extended.dnet accuracy is 0.33882934 epochs are 3 training time is 7 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:3, Time:1444ms, TrainError:0.25396004, TrainErrorChange:-0.14691257, TrainAccuracy: 0.33882934
dnet_chesscom_set_2_extended.dnet accuracy is 0.4799019 epochs are 4 training time is 9 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:4, Time:1428ms, TrainError:0.17502746, TrainErrorChange:-0.07893258, TrainAccuracy: 0.4799019
dnet_chesscom_set_2_extended.dnet accuracy is 0.6521584 epochs are 5 training time is 12 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:5, Time:1417ms, TrainError:0.1285985, TrainErrorChange:-0.046428964, TrainAccuracy: 0.6521584
Initial Train Error:0.9533352
dnet_chesscom_set_2_extended.dnet accuracy is 0.7674409 epochs are 6 training time is 14 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:6, Time:1442ms, TrainError:0.09893795, TrainErrorChange:-0.029660545, TrainAccuracy: 0.7674409
dnet_chesscom_set_2_extended.dnet accuracy is 0.80162895 epochs are 7 training time is 16 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:7, Time:1426ms, TrainError:0.07876559, TrainErrorChange:-0.020172358, TrainAccuracy: 0.80162895
Network saved as dnet_chesscom_set_2_extended.dnet
dnet_chesscom_set_2_extended.dnet accuracy is 0.8571845 epochs are 8 training time is 18 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:8, Time:1461ms, TrainError:0.06439696, TrainErrorChange:-0.014368631, TrainAccuracy: 0.8571845
Network saved as dnet_books_set_3_extended.dnet
dnet_chesscom_set_2_extended.dnet accuracy is 0.92983407 epochs are 9 training time is 21 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:9, Time:1499ms, TrainError:0.05380352, TrainErrorChange:-0.010593444, TrainAccuracy: 0.92983407
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.05 accuracy is 0.17997462
Epoch:1, Time:10062ms, TrainError:0.21485275, TrainErrorChange:-2.2463074, TrainAccuracy: 0.17997462
dnet_chesscom_set_2_extended.dnet accuracy is 0.95120156 epochs are 10 training time is 23 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:10, Time:1508ms, TrainError:0.045780588, TrainErrorChange:-0.0080229305, TrainAccuracy: 0.95120156
Network saved as dnet_chess24com_set_1_extended.dnet
dnet_chesscom_set_2_extended.dnet accuracy is 0.96829563 epochs are 11 training time is 25 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:11, Time:1483ms, TrainError:0.039567918, TrainErrorChange:-0.0062126704, TrainAccuracy: 0.96829563
Network saved as dnet_chesscom_set_1_extended.dnet
Network saved as dnet_lichessorg_set_1_extended.dnet
Network saved as dnet_books_set_2_extended.dnet
dnet_chesscom_set_2_extended.dnet accuracy is 0.96829563 epochs are 12 training time is 28 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:12, Time:1493ms, TrainError:0.034664266, TrainErrorChange:-0.004903652, TrainAccuracy: 0.96829563
Network saved as dnet_books_set_1_extended.dnet
dnet_chesscom_set_2_extended.dnet accuracy is 0.98538965 epochs are 13 training time is 30 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:13, Time:1510ms, TrainError:0.030728303, TrainErrorChange:-0.003935963, TrainAccuracy: 0.98538965
dnet_chesscom_set_2_extended.dnet accuracy is 0.98538965 epochs are 14 training time is 33 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:14, Time:1531ms, TrainError:0.02752179, TrainErrorChange:-0.0032065138, TrainAccuracy: 0.98538965
TEST EPOCH_FINISHED for dnet_books_set_1_extended.dnet and learning rate 0.1 accuracy is 0.15384467
Epoch:3, Time:35377ms, TrainError:0.07158184, TrainErrorChange:-0.02800823, TrainAccuracy: 0.15384467
TEST EPOCH_FINISHED for dnet_lichessorg_set_1_extended.dnet and learning rate 0.1 accuracy is 0.31851652
Epoch:4, Time:27726ms, TrainError:0.014881682, TrainErrorChange:-0.0047931857, TrainAccuracy: 0.31851652
dnet_chesscom_set_2_extended.dnet accuracy is 0.98538965 epochs are 15 training time is 35 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:15, Time:1536ms, TrainError:0.024874765, TrainErrorChange:-0.0026470236, TrainAccuracy: 0.98538965
dnet_chesscom_set_2_extended.dnet accuracy is 0.9896631 epochs are 16 training time is 38 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:16, Time:1538ms, TrainError:0.022663573, TrainErrorChange:-0.0022111926, TrainAccuracy: 0.9896631
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.05 accuracy is 0.21861206
Epoch:2, Time:10641ms, TrainError:0.037757147, TrainErrorChange:-0.1770956, TrainAccuracy: 0.21861206
TEST EPOCH_FINISHED for dnet_chesscom_set_1_extended.dnet and learning rate 0.05 accuracy is 0.07711821
Epoch:1, Time:26225ms, TrainError:0.20602174, TrainErrorChange:-2.2532117, TrainAccuracy: 0.07711821
dnet_chesscom_set_2_extended.dnet accuracy is 0.9896631 epochs are 17 training time is 40 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:17, Time:1516ms, TrainError:0.020796493, TrainErrorChange:-0.0018670801, TrainAccuracy: 0.9896631
dnet_chesscom_set_2_extended.dnet accuracy is 0.9896631 epochs are 18 training time is 42 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:18, Time:1513ms, TrainError:0.019204535, TrainErrorChange:-0.0015919581, TrainAccuracy: 0.9896631
dnet_chesscom_set_2_extended.dnet accuracy is 0.9896631 epochs are 19 training time is 45 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:19, Time:1480ms, TrainError:0.017834896, TrainErrorChange:-0.0013696384, TrainAccuracy: 0.9896631
TEST EPOCH_FINISHED for dnet_books_set_2_extended.dnet and learning rate 0.1 accuracy is 0.22615674
Epoch:4, Time:29379ms, TrainError:0.009242015, TrainErrorChange:-6.965352E-4, TrainAccuracy: 0.22615674
dnet_chesscom_set_2_extended.dnet accuracy is 0.9896631 epochs are 20 training time is 47 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:20, Time:1503ms, TrainError:0.016646877, TrainErrorChange:-0.0011880193, TrainAccuracy: 0.9896631
dnet_chesscom_set_2_extended.dnet accuracy is 0.9896631 epochs are 21 training time is 49 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:21, Time:1450ms, TrainError:0.015608456, TrainErrorChange:-0.001038421, TrainAccuracy: 0.9896631
TEST EPOCH_FINISHED for dnet_chess24com_set_1_extended.dnet and learning rate 0.02 accuracy is 0.36131793
Epoch:1, Time:24157ms, TrainError:0.013725826, TrainErrorChange:-0.9396094, TrainAccuracy: 0.36131793
dnet_chesscom_set_2_extended.dnet accuracy is 0.9896631 epochs are 22 training time is 52 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:22, Time:1480ms, TrainError:0.014694411, TrainErrorChange:-9.140447E-4, TrainAccuracy: 0.9896631
dnet_chesscom_set_2_extended.dnet accuracy is 0.9896631 epochs are 23 training time is 54 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:23, Time:1472ms, TrainError:0.013884542, TrainErrorChange:-8.098697E-4, TrainAccuracy: 0.9896631
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.05 accuracy is 0.2535819
Epoch:3, Time:10480ms, TrainError:0.021372264, TrainErrorChange:-0.016384883, TrainAccuracy: 0.2535819
dnet_chesscom_set_2_extended.dnet accuracy is 0.9896631 epochs are 24 training time is 56 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:24, Time:1487ms, TrainError:0.013162577, TrainErrorChange:-7.21965E-4, TrainAccuracy: 0.9896631
dnet_chesscom_set_2_extended.dnet accuracy is 0.9896631 epochs are 25 training time is 59 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:25, Time:1445ms, TrainError:0.012515303, TrainErrorChange:-6.4727385E-4, TrainAccuracy: 0.9896631
dnet_chesscom_set_2_extended.dnet accuracy is 0.9896631 epochs are 26 training time is 61 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:26, Time:1421ms, TrainError:0.01193193, TrainErrorChange:-5.83373E-4, TrainAccuracy: 0.9896631
dnet_chesscom_set_2_extended.dnet accuracy is 0.9896631 epochs are 27 training time is 63 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:27, Time:1410ms, TrainError:0.011403479, TrainErrorChange:-5.2845106E-4, TrainAccuracy: 0.9896631
dnet_chesscom_set_2_extended.dnet accuracy is 0.9896631 epochs are 28 training time is 65 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:28, Time:1461ms, TrainError:0.0109225735, TrainErrorChange:-4.8090518E-4, TrainAccuracy: 0.9896631
dnet_chesscom_set_2_extended.dnet accuracy is 0.9896631 epochs are 29 training time is 68 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:29, Time:1476ms, TrainError:0.010483036, TrainErrorChange:-4.395377E-4, TrainAccuracy: 0.9896631
dnet_chesscom_set_2_extended.dnet accuracy is 0.9896631 epochs are 30 training time is 70 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:30, Time:1510ms, TrainError:0.010079659, TrainErrorChange:-4.0337723E-4, TrainAccuracy: 0.9896631
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.05 accuracy is 0.2938221
Epoch:4, Time:10119ms, TrainError:0.015922835, TrainErrorChange:-0.005449429, TrainAccuracy: 0.2938221
dnet_chesscom_set_2_extended.dnet accuracy is 0.9937179 epochs are 31 training time is 72 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:31, Time:1540ms, TrainError:0.009708045, TrainErrorChange:-3.7161354E-4, TrainAccuracy: 0.9937179
dnet_chesscom_set_2_extended.dnet accuracy is 0.9937179 epochs are 32 training time is 75 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:32, Time:1518ms, TrainError:0.00936446, TrainErrorChange:-3.435854E-4, TrainAccuracy: 0.9937179
Network saved as dnet_universal_extended.dnet
dnet_chesscom_set_2_extended.dnet accuracy is 0.9937179 epochs are 33 training time is 77 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:33, Time:1540ms, TrainError:0.009045733, TrainErrorChange:-3.1872652E-4, TrainAccuracy: 0.9937179
TEST EPOCH_FINISHED for dnet_lichessorg_set_1_extended.dnet and learning rate 0.1 accuracy is 0.286629
Epoch:5, Time:28358ms, TrainError:0.009398054, TrainErrorChange:-0.0054836273, TrainAccuracy: 0.286629
TRAINING COMPLETED
Total Training Time: 233653ms
------------------------------------------------------------------------
dnet_lichessorg_set_1_extended.dnet decreasing LEARNING_RATE to 0.05
Starting training for dnet_lichessorg_set_1_extended.dnet LEARNING_RATE=0.05 test 2
Creating neural network ...
Network created.
------------------------------------------------------------------------------------------------------------------------------------------------
TRAINING NEURAL NETWORK
------------------------------------------------------------------------------------------------------------------------------------------------
dnet_chesscom_set_2_extended.dnet accuracy is 0.9937179 epochs are 34 training time is 80 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:34, Time:1572ms, TrainError:0.0087491, TrainErrorChange:-2.9663276E-4, TrainAccuracy: 0.9937179
TEST EPOCH_FINISHED for dnet_chesscom_set_1_extended.dnet and learning rate 0.05 accuracy is 0.18656138
Epoch:2, Time:26597ms, TrainError:0.07389199, TrainErrorChange:-0.13212976, TrainAccuracy: 0.18656138
dnet_chesscom_set_2_extended.dnet accuracy is 0.9937179 epochs are 35 training time is 82 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:35, Time:1576ms, TrainError:0.008472239, TrainErrorChange:-2.768617E-4, TrainAccuracy: 0.9937179
dnet_chesscom_set_2_extended.dnet accuracy is 0.9937179 epochs are 36 training time is 85 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:36, Time:1553ms, TrainError:0.008213107, TrainErrorChange:-2.5913212E-4, TrainAccuracy: 0.9937179
dnet_chesscom_set_2_extended.dnet accuracy is 0.9957842 epochs are 37 training time is 87 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:37, Time:1560ms, TrainError:0.007969929, TrainErrorChange:-2.4317764E-4, TrainAccuracy: 0.9957842
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.05 accuracy is 0.34672183
Epoch:5, Time:10965ms, TrainError:0.011619264, TrainErrorChange:-0.004303571, TrainAccuracy: 0.34672183
TEST EPOCH_FINISHED for dnet_chess24com_set_1_extended.dnet and learning rate 0.02 accuracy is 0.3906422
Epoch:2, Time:23772ms, TrainError:0.0114744315, TrainErrorChange:-0.002251394, TrainAccuracy: 0.3906422
dnet_chesscom_set_2_extended.dnet accuracy is 0.9957842 epochs are 38 training time is 90 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:38, Time:1552ms, TrainError:0.007741165, TrainErrorChange:-2.2876402E-4, TrainAccuracy: 0.9957842
TEST EPOCH_FINISHED for dnet_books_set_1_extended.dnet and learning rate 0.1 accuracy is 0.23338795
Epoch:4, Time:35848ms, TrainError:0.056604918, TrainErrorChange:-0.014976922, TrainAccuracy: 0.23338795
dnet_chesscom_set_2_extended.dnet accuracy is 0.9957842 epochs are 39 training time is 92 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:39, Time:1511ms, TrainError:0.0075254748, TrainErrorChange:-2.1569012E-4, TrainAccuracy: 0.9957842
TEST EPOCH_FINISHED for dnet_books_set_2_extended.dnet and learning rate 0.1 accuracy is 0.23526594
Epoch:5, Time:29777ms, TrainError:0.005279484, TrainErrorChange:-0.0039625308, TrainAccuracy: 0.23526594
dnet_chesscom_set_2_extended.dnet accuracy is 0.9957842 epochs are 40 training time is 94 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:40, Time:1473ms, TrainError:0.0073216665, TrainErrorChange:-2.038083E-4, TrainAccuracy: 0.9957842
Initial Train Error:2.448796
dnet_chesscom_set_2_extended.dnet accuracy is 0.9957842 epochs are 41 training time is 97 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:41, Time:1811ms, TrainError:0.007128695, TrainErrorChange:-1.9297143E-4, TrainAccuracy: 0.9957842
dnet_chesscom_set_2_extended.dnet accuracy is 0.9957842 epochs are 42 training time is 99 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:42, Time:1408ms, TrainError:0.00694563, TrainErrorChange:-1.8306496E-4, TrainAccuracy: 0.9957842
dnet_chesscom_set_2_extended.dnet accuracy is 0.9957842 epochs are 43 training time is 101 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:43, Time:1418ms, TrainError:0.006771678, TrainErrorChange:-1.7395196E-4, TrainAccuracy: 0.9957842
dnet_chesscom_set_2_extended.dnet accuracy is 0.9957842 epochs are 44 training time is 104 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:44, Time:1426ms, TrainError:0.006606074, TrainErrorChange:-1.6560405E-4, TrainAccuracy: 0.9957842
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.05 accuracy is 0.37298325
Epoch:6, Time:10691ms, TrainError:0.008794135, TrainErrorChange:-0.0028251288, TrainAccuracy: 0.37298325
dnet_chesscom_set_2_extended.dnet accuracy is 0.9957842 epochs are 45 training time is 106 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:45, Time:1441ms, TrainError:0.0064481897, TrainErrorChange:-1.5788432E-4, TrainAccuracy: 0.9957842
dnet_chesscom_set_2_extended.dnet accuracy is 0.9957842 epochs are 46 training time is 108 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:46, Time:1391ms, TrainError:0.006297438, TrainErrorChange:-1.5075179E-4, TrainAccuracy: 0.9957842
dnet_chesscom_set_2_extended.dnet accuracy is 0.9957842 epochs are 47 training time is 110 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:47, Time:1408ms, TrainError:0.0061533013, TrainErrorChange:-1.441366E-4, TrainAccuracy: 0.9957842
dnet_chesscom_set_2_extended.dnet accuracy is 0.9957842 epochs are 48 training time is 113 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:48, Time:1445ms, TrainError:0.0060153026, TrainErrorChange:-1.3799872E-4, TrainAccuracy: 0.9957842
dnet_chesscom_set_2_extended.dnet accuracy is 0.9957842 epochs are 49 training time is 115 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:49, Time:1441ms, TrainError:0.0058830264, TrainErrorChange:-1.3227621E-4, TrainAccuracy: 0.9957842
dnet_chesscom_set_2_extended.dnet accuracy is 0.9957842 epochs are 50 training time is 117 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:50, Time:1476ms, TrainError:0.005756077, TrainErrorChange:-1.2694951E-4, TrainAccuracy: 0.9957842
dnet_chesscom_set_2_extended.dnet accuracy is 0.9957842 epochs are 51 training time is 120 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:51, Time:1503ms, TrainError:0.005634102, TrainErrorChange:-1.2197485E-4, TrainAccuracy: 0.9957842
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.05 accuracy is 0.42276764
Epoch:7, Time:10077ms, TrainError:0.007922889, TrainErrorChange:-8.712467E-4, TrainAccuracy: 0.42276764
dnet_chesscom_set_2_extended.dnet accuracy is 0.9957842 epochs are 52 training time is 122 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:52, Time:1487ms, TrainError:0.005516803, TrainErrorChange:-1.1729915E-4, TrainAccuracy: 0.9957842
TEST EPOCH_FINISHED for dnet_chesscom_set_1_extended.dnet and learning rate 0.05 accuracy is 0.2652973
Epoch:3, Time:27036ms, TrainError:0.048055448, TrainErrorChange:-0.025836542, TrainAccuracy: 0.2652973
dnet_chesscom_set_2_extended.dnet accuracy is 0.9957842 epochs are 53 training time is 124 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:53, Time:1453ms, TrainError:0.005403879, TrainErrorChange:-1.1292379E-4, TrainAccuracy: 0.9957842
TEST EPOCH_FINISHED for dnet_chess24com_set_1_extended.dnet and learning rate 0.02 accuracy is 0.4061871
Epoch:3, Time:23573ms, TrainError:0.009951185, TrainErrorChange:-0.001523246, TrainAccuracy: 0.4061871
dnet_chesscom_set_2_extended.dnet accuracy is 0.9957842 epochs are 54 training time is 127 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:54, Time:1487ms, TrainError:0.0052950685, TrainErrorChange:-1.0881061E-4, TrainAccuracy: 0.9957842
dnet_chesscom_set_2_extended.dnet accuracy is 0.9957842 epochs are 55 training time is 129 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:55, Time:1463ms, TrainError:0.0051901275, TrainErrorChange:-1.0494096E-4, TrainAccuracy: 0.9957842
dnet_chesscom_set_2_extended.dnet accuracy is 0.9957842 epochs are 56 training time is 131 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:56, Time:1482ms, TrainError:0.005088834, TrainErrorChange:-1.0129344E-4, TrainAccuracy: 0.9957842
dnet_chesscom_set_2_extended.dnet accuracy is 0.9957842 epochs are 57 training time is 134 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:57, Time:1506ms, TrainError:0.0049909893, TrainErrorChange:-9.784475E-5, TrainAccuracy: 0.9957842
dnet_chesscom_set_2_extended.dnet accuracy is 0.9957842 epochs are 58 training time is 136 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:58, Time:1519ms, TrainError:0.004896407, TrainErrorChange:-9.458233E-5, TrainAccuracy: 0.9957842
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.05 accuracy is 0.4579587
Epoch:8, Time:10357ms, TrainError:0.006649817, TrainErrorChange:-0.0012730719, TrainAccuracy: 0.4579587
dnet_chesscom_set_2_extended.dnet accuracy is 0.9957842 epochs are 59 training time is 138 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:59, Time:1508ms, TrainError:0.004804912, TrainErrorChange:-9.149499E-5, TrainAccuracy: 0.9957842
TEST EPOCH_FINISHED for dnet_lichessorg_set_1_extended.dnet and learning rate 0.05 accuracy is 0.19904195
Epoch:1, Time:27624ms, TrainError:0.09524381, TrainErrorChange:-2.3535523, TrainAccuracy: 0.19904195
TEST EPOCH_FINISHED for dnet_books_set_2_extended.dnet and learning rate 0.1 accuracy is 0.27230203
Epoch:6, Time:29461ms, TrainError:0.0044494425, TrainErrorChange:-8.300417E-4, TrainAccuracy: 0.27230203
dnet_chesscom_set_2_extended.dnet accuracy is 0.9957842 epochs are 60 training time is 141 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:60, Time:1475ms, TrainError:0.004716349, TrainErrorChange:-8.856319E-5, TrainAccuracy: 0.9957842
dnet_chesscom_set_2_extended.dnet accuracy is 0.9957842 epochs are 61 training time is 143 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:61, Time:1435ms, TrainError:0.0046305554, TrainErrorChange:-8.5793436E-5, TrainAccuracy: 0.9957842
dnet_chesscom_set_2_extended.dnet accuracy is 0.9957842 epochs are 62 training time is 145 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:62, Time:1439ms, TrainError:0.004547415, TrainErrorChange:-8.314056E-5, TrainAccuracy: 0.9957842
TEST EPOCH_FINISHED for dnet_books_set_1_extended.dnet and learning rate 0.1 accuracy is 0.17022254
Epoch:5, Time:35498ms, TrainError:0.048856623, TrainErrorChange:-0.0077482946, TrainAccuracy: 0.17022254
TRAINING COMPLETED
Total Training Time: 296375ms
------------------------------------------------------------------------
dnet_books_set_1_extended.dnet decreasing LEARNING_RATE to 0.05
Starting training for dnet_books_set_1_extended.dnet LEARNING_RATE=0.05 test 2
Creating neural network ...
Network created.
------------------------------------------------------------------------------------------------------------------------------------------------
TRAINING NEURAL NETWORK
------------------------------------------------------------------------------------------------------------------------------------------------
dnet_chesscom_set_2_extended.dnet accuracy is 0.9957842 epochs are 63 training time is 148 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:63, Time:1421ms, TrainError:0.004466778, TrainErrorChange:-8.06367E-5, TrainAccuracy: 0.9957842
dnet_chesscom_set_2_extended.dnet accuracy is 0.9957842 epochs are 64 training time is 150 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:64, Time:1451ms, TrainError:0.0043885573, TrainErrorChange:-7.822085E-5, TrainAccuracy: 0.9957842
dnet_chesscom_set_2_extended.dnet accuracy is 1.0 epochs are 65 training time is 152 seconds
EPOCH_FINISHED for dnet_chesscom_set_2_extended.dnet
Epoch:65, Time:1522ms, TrainError:0.00431261, TrainErrorChange:-7.594749E-5, TrainAccuracy: 1.0
TRAINING COMPLETED
Total Training Time: 152735ms
------------------------------------------------------------------------
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.05 accuracy is 0.47149298
Epoch:9, Time:10168ms, TrainError:0.0054638735, TrainErrorChange:-0.0011859434, TrainAccuracy: 0.47149298
TEST EPOCH_FINISHED for dnet_chess24com_set_1_extended.dnet and learning rate 0.02 accuracy is 0.41972268
Epoch:4, Time:23676ms, TrainError:0.0088034915, TrainErrorChange:-0.001147694, TrainAccuracy: 0.41972268
TEST EPOCH_FINISHED for dnet_chesscom_set_1_extended.dnet and learning rate 0.05 accuracy is 0.3276017
Epoch:4, Time:26656ms, TrainError:0.037654772, TrainErrorChange:-0.010400675, TrainAccuracy: 0.3276017
Initial Train Error:2.4872258
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.05 accuracy is 0.48688078
Epoch:10, Time:9284ms, TrainError:0.004771059, TrainErrorChange:-6.928146E-4, TrainAccuracy: 0.48688078
TRAINING COMPLETED
Total Training Time: 167699ms
------------------------------------------------------------------------
dnet_books_set_3_extended.dnet decreasing LEARNING_RATE to 0.025
Starting training for dnet_books_set_3_extended.dnet LEARNING_RATE=0.025 test 3
Creating neural network ...
Network created.
------------------------------------------------------------------------------------------------------------------------------------------------
TRAINING NEURAL NETWORK
------------------------------------------------------------------------------------------------------------------------------------------------
Initial Train Error:2.4611602
TEST EPOCH_FINISHED for dnet_lichessorg_set_1_extended.dnet and learning rate 0.05 accuracy is 0.26506615
Epoch:2, Time:26367ms, TrainError:0.023141725, TrainErrorChange:-0.072102085, TrainAccuracy: 0.26506615
TEST EPOCH_FINISHED for dnet_books_set_2_extended.dnet and learning rate 0.1 accuracy is 0.26739395
Epoch:7, Time:27638ms, TrainError:0.0038346243, TrainErrorChange:-6.148182E-4, TrainAccuracy: 0.26739395
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.025 accuracy is 0.1511391
Epoch:1, Time:9157ms, TrainError:0.27749476, TrainErrorChange:-2.1836655, TrainAccuracy: 0.1511391
TEST EPOCH_FINISHED for dnet_chess24com_set_1_extended.dnet and learning rate 0.02 accuracy is 0.43045372
Epoch:5, Time:21029ms, TrainError:0.007900919, TrainErrorChange:-9.0257265E-4, TrainAccuracy: 0.43045372
Network saved as dnet_chesscom_set_2_extended.dnet
Network saved as dnet_books_set_3_extended.dnet
TEST EPOCH_FINISHED for dnet_chesscom_set_1_extended.dnet and learning rate 0.05 accuracy is 0.345501
Epoch:5, Time:23639ms, TrainError:0.029675707, TrainErrorChange:-0.007979065, TrainAccuracy: 0.345501
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.025 accuracy is 0.21078062
Epoch:2, Time:9074ms, TrainError:0.057173908, TrainErrorChange:-0.22032085, TrainAccuracy: 0.21078062
Network saved as dnet_chess24com_set_1_extended.dnet
Network saved as dnet_chesscom_set_1_extended.dnet
Network saved as dnet_lichessorg_set_1_extended.dnet
Network saved as dnet_books_set_2_extended.dnet
Network saved as dnet_books_set_1_extended.dnet
TEST EPOCH_FINISHED for dnet_books_set_1_extended.dnet and learning rate 0.05 accuracy is 0.11177006
Epoch:1, Time:31411ms, TrainError:0.19539867, TrainErrorChange:-2.2918272, TrainAccuracy: 0.11177006
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.025 accuracy is 0.23390964
Epoch:3, Time:9353ms, TrainError:0.03328387, TrainErrorChange:-0.023890037, TrainAccuracy: 0.23390964
TEST EPOCH_FINISHED for dnet_lichessorg_set_1_extended.dnet and learning rate 0.05 accuracy is 0.28797415
Epoch:3, Time:24981ms, TrainError:0.014090584, TrainErrorChange:-0.009051141, TrainAccuracy: 0.28797415
TEST EPOCH_FINISHED for dnet_universal_extended.dnet and learning rate 0.02 accuracy is 0.02402671
Epoch:1, Time:157216ms, TrainError:0.09230776, TrainErrorChange:-2.3614507, TrainAccuracy: 0.02402671
TEST EPOCH_FINISHED for dnet_books_set_2_extended.dnet and learning rate 0.1 accuracy is 0.28584543
Epoch:8, Time:26380ms, TrainError:0.0032471817, TrainErrorChange:-5.8744266E-4, TrainAccuracy: 0.28584543
TEST EPOCH_FINISHED for dnet_chess24com_set_1_extended.dnet and learning rate 0.02 accuracy is 0.4387113
Epoch:6, Time:21467ms, TrainError:0.007191157, TrainErrorChange:-7.0976187E-4, TrainAccuracy: 0.4387113
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.025 accuracy is 0.26770774
Epoch:4, Time:9151ms, TrainError:0.023910843, TrainErrorChange:-0.009373028, TrainAccuracy: 0.26770774
TEST EPOCH_FINISHED for dnet_chesscom_set_1_extended.dnet and learning rate 0.05 accuracy is 0.35204414
Epoch:6, Time:23972ms, TrainError:0.024170049, TrainErrorChange:-0.0055056587, TrainAccuracy: 0.35204414
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.025 accuracy is 0.3066266
Epoch:5, Time:8713ms, TrainError:0.018536847, TrainErrorChange:-0.0053739958, TrainAccuracy: 0.3066266
Network saved as dnet_universal_extended.dnet
TEST EPOCH_FINISHED for dnet_lichessorg_set_1_extended.dnet and learning rate 0.05 accuracy is 0.26700443
Epoch:4, Time:24097ms, TrainError:0.008152218, TrainErrorChange:-0.005938366, TrainAccuracy: 0.26700443
TRAINING COMPLETED
Total Training Time: 179826ms
------------------------------------------------------------------------
dnet_lichessorg_set_1_extended.dnet decreasing LEARNING_RATE to 0.025
Starting training for dnet_lichessorg_set_1_extended.dnet LEARNING_RATE=0.025 test 3
Creating neural network ...
Network created.
------------------------------------------------------------------------------------------------------------------------------------------------
TRAINING NEURAL NETWORK
------------------------------------------------------------------------------------------------------------------------------------------------
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.025 accuracy is 0.3328608
Epoch:6, Time:9248ms, TrainError:0.015065244, TrainErrorChange:-0.0034716027, TrainAccuracy: 0.3328608
TEST EPOCH_FINISHED for dnet_chess24com_set_1_extended.dnet and learning rate 0.02 accuracy is 0.45181194
Epoch:7, Time:20109ms, TrainError:0.0066434997, TrainErrorChange:-5.4765726E-4, TrainAccuracy: 0.45181194
TRAINING COMPLETED
Total Training Time: 261048ms
------------------------------------------------------------------------
dnet_chess24com_set_1_extended.dnet decreasing LEARNING_RATE to 0.01
Starting training for dnet_chess24com_set_1_extended.dnet LEARNING_RATE=0.01 test 2
Creating neural network ...
Network created.
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TRAINING NEURAL NETWORK
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TEST EPOCH_FINISHED for dnet_books_set_1_extended.dnet and learning rate 0.05 accuracy is 0.14884733
Epoch:2, Time:30746ms, TrainError:0.07568613, TrainErrorChange:-0.11971255, TrainAccuracy: 0.14884733
TEST EPOCH_FINISHED for dnet_books_set_2_extended.dnet and learning rate 0.1 accuracy is 0.26136047
Epoch:9, Time:25342ms, TrainError:0.004979007, TrainErrorChange:0.0017318253, TrainAccuracy: 0.26136047
TRAINING COMPLETED
Total Training Time: 418938ms
------------------------------------------------------------------------
dnet_books_set_2_extended.dnet decreasing LEARNING_RATE to 0.05
Starting training for dnet_books_set_2_extended.dnet LEARNING_RATE=0.05 test 2
Creating neural network ...
Network created.
------------------------------------------------------------------------------------------------------------------------------------------------
TRAINING NEURAL NETWORK
------------------------------------------------------------------------------------------------------------------------------------------------
Initial Train Error:2.448796
Initial Train Error:2.4560037
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.025 accuracy is 0.3606046
Epoch:7, Time:9391ms, TrainError:0.012761816, TrainErrorChange:-0.002303428, TrainAccuracy: 0.3606046
TEST EPOCH_FINISHED for dnet_chesscom_set_1_extended.dnet and learning rate 0.05 accuracy is 0.34568384
Epoch:7, Time:23745ms, TrainError:0.024340939, TrainErrorChange:1.7089024E-4, TrainAccuracy: 0.34568384
Initial Train Error:2.410383
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.025 accuracy is 0.40066987
Epoch:8, Time:8734ms, TrainError:0.011170176, TrainErrorChange:-0.0015916405, TrainAccuracy: 0.40066987
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.025 accuracy is 0.44422716
Epoch:9, Time:8650ms, TrainError:0.009936575, TrainErrorChange:-0.001233601, TrainAccuracy: 0.44422716
TEST EPOCH_FINISHED for dnet_chess24com_set_1_extended.dnet and learning rate 0.01 accuracy is 0.16872242
Epoch:1, Time:19875ms, TrainError:0.2394655, TrainErrorChange:-2.2165382, TrainAccuracy: 0.16872242
TEST EPOCH_FINISHED for dnet_lichessorg_set_1_extended.dnet and learning rate 0.025 accuracy is 0.16397437
Epoch:1, Time:23725ms, TrainError:0.11359946, TrainErrorChange:-2.3351965, TrainAccuracy: 0.16397437
TEST EPOCH_FINISHED for dnet_chesscom_set_1_extended.dnet and learning rate 0.05 accuracy is 0.34801954
Epoch:8, Time:22401ms, TrainError:0.020090148, TrainErrorChange:-0.004250791, TrainAccuracy: 0.34801954
TEST EPOCH_FINISHED for dnet_books_set_1_extended.dnet and learning rate 0.05 accuracy is 0.18361162
Epoch:3, Time:30600ms, TrainError:0.05099747, TrainErrorChange:-0.024688657, TrainAccuracy: 0.18361162
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.025 accuracy is 0.47340298
Epoch:10, Time:9257ms, TrainError:0.008933427, TrainErrorChange:-0.001003148, TrainAccuracy: 0.47340298
TRAINING COMPLETED
Total Training Time: 148831ms
------------------------------------------------------------------------
dnet_books_set_3_extended.dnet decreasing LEARNING_RATE to 0.0125
Starting training for dnet_books_set_3_extended.dnet LEARNING_RATE=0.0125 test 4
Creating neural network ...
Network created.
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TRAINING NEURAL NETWORK
------------------------------------------------------------------------------------------------------------------------------------------------
TEST EPOCH_FINISHED for dnet_books_set_2_extended.dnet and learning rate 0.05 accuracy is 0.15036333
Epoch:1, Time:25443ms, TrainError:0.057958476, TrainErrorChange:-2.3524246, TrainAccuracy: 0.15036333
Initial Train Error:2.4611602
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.0125 accuracy is 0.103143856
Epoch:1, Time:8480ms, TrainError:0.4198298, TrainErrorChange:-2.0413303, TrainAccuracy: 0.103143856
TEST EPOCH_FINISHED for dnet_chess24com_set_1_extended.dnet and learning rate 0.01 accuracy is 0.21114543
Epoch:2, Time:20354ms, TrainError:0.068040796, TrainErrorChange:-0.17142472, TrainAccuracy: 0.21114543
TEST EPOCH_FINISHED for dnet_chesscom_set_1_extended.dnet and learning rate 0.05 accuracy is 0.34737447
Epoch:9, Time:22524ms, TrainError:0.020195823, TrainErrorChange:1.0567531E-4, TrainAccuracy: 0.34737447
TEST EPOCH_FINISHED for dnet_lichessorg_set_1_extended.dnet and learning rate 0.025 accuracy is 0.22996177
Epoch:2, Time:23832ms, TrainError:0.025009396, TrainErrorChange:-0.08859006, TrainAccuracy: 0.22996177
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.0125 accuracy is 0.17599124
Epoch:2, Time:8920ms, TrainError:0.1288516, TrainErrorChange:-0.2909782, TrainAccuracy: 0.17599124
TEST EPOCH_FINISHED for dnet_books_set_1_extended.dnet and learning rate 0.05 accuracy is 0.22021998
Epoch:4, Time:30170ms, TrainError:0.039211676, TrainErrorChange:-0.011785794, TrainAccuracy: 0.22021998
TEST EPOCH_FINISHED for dnet_books_set_2_extended.dnet and learning rate 0.05 accuracy is 0.1720321
Epoch:2, Time:25084ms, TrainError:0.016708953, TrainErrorChange:-0.04124952, TrainAccuracy: 0.1720321
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.0125 accuracy is 0.21352728
Epoch:3, Time:8900ms, TrainError:0.0710805, TrainErrorChange:-0.05777111, TrainAccuracy: 0.21352728
TEST EPOCH_FINISHED for dnet_chess24com_set_1_extended.dnet and learning rate 0.01 accuracy is 0.24817525
Epoch:3, Time:20518ms, TrainError:0.040492423, TrainErrorChange:-0.027548373, TrainAccuracy: 0.24817525
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.0125 accuracy is 0.23700245
Epoch:4, Time:8860ms, TrainError:0.049121425, TrainErrorChange:-0.021959074, TrainAccuracy: 0.23700245
Network saved as dnet_books_set_3_extended.dnet
Network saved as dnet_chess24com_set_1_extended.dnet
TEST EPOCH_FINISHED for dnet_chesscom_set_1_extended.dnet and learning rate 0.05 accuracy is 0.34507865
Epoch:10, Time:23045ms, TrainError:0.016767552, TrainErrorChange:-0.003428271, TrainAccuracy: 0.34507865
TRAINING COMPLETED
Total Training Time: 402273ms
------------------------------------------------------------------------
dnet_chesscom_set_1_extended.dnet decreasing LEARNING_RATE to 0.025
Starting training for dnet_chesscom_set_1_extended.dnet LEARNING_RATE=0.025 test 3
Creating neural network ...
Network created.
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TRAINING NEURAL NETWORK
------------------------------------------------------------------------------------------------------------------------------------------------
Network saved as dnet_chesscom_set_1_extended.dnet
Network saved as dnet_lichessorg_set_1_extended.dnet
Network saved as dnet_books_set_2_extended.dnet
TEST EPOCH_FINISHED for dnet_lichessorg_set_1_extended.dnet and learning rate 0.025 accuracy is 0.27722016
Epoch:3, Time:24320ms, TrainError:0.015494826, TrainErrorChange:-0.009514569, TrainAccuracy: 0.27722016
Network saved as dnet_books_set_1_extended.dnet
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.0125 accuracy is 0.25680888
Epoch:5, Time:9137ms, TrainError:0.03775873, TrainErrorChange:-0.011362694, TrainAccuracy: 0.25680888
Initial Train Error:2.4592335
TEST EPOCH_FINISHED for dnet_books_set_2_extended.dnet and learning rate 0.05 accuracy is 0.18261184
Epoch:3, Time:25868ms, TrainError:0.009631355, TrainErrorChange:-0.007077598, TrainAccuracy: 0.18261184
TEST EPOCH_FINISHED for dnet_chess24com_set_1_extended.dnet and learning rate 0.01 accuracy is 0.28647253
Epoch:4, Time:20828ms, TrainError:0.029328942, TrainErrorChange:-0.011163481, TrainAccuracy: 0.28647253
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.0125 accuracy is 0.29555023
Epoch:6, Time:9258ms, TrainError:0.030798165, TrainErrorChange:-0.006960565, TrainAccuracy: 0.29555023
TEST EPOCH_FINISHED for dnet_books_set_1_extended.dnet and learning rate 0.05 accuracy is 0.13303584
Epoch:5, Time:31228ms, TrainError:0.03312882, TrainErrorChange:-0.006082855, TrainAccuracy: 0.13303584
TRAINING COMPLETED
Total Training Time: 264058ms
------------------------------------------------------------------------
dnet_books_set_1_extended.dnet decreasing LEARNING_RATE to 0.025
Starting training for dnet_books_set_1_extended.dnet LEARNING_RATE=0.025 test 3
Creating neural network ...
Network created.
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TRAINING NEURAL NETWORK
------------------------------------------------------------------------------------------------------------------------------------------------
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.0125 accuracy is 0.31649435
Epoch:7, Time:8746ms, TrainError:0.026061213, TrainErrorChange:-0.0047369525, TrainAccuracy: 0.31649435
TEST EPOCH_FINISHED for dnet_lichessorg_set_1_extended.dnet and learning rate 0.025 accuracy is 0.31394732
Epoch:4, Time:24698ms, TrainError:0.011559618, TrainErrorChange:-0.0039352085, TrainAccuracy: 0.31394732
Initial Train Error:2.4872258
TEST EPOCH_FINISHED for dnet_chesscom_set_1_extended.dnet and learning rate 0.025 accuracy is 0.072473206
Epoch:1, Time:22979ms, TrainError:0.22715418, TrainErrorChange:-2.2320793, TrainAccuracy: 0.072473206
Network saved as dnet_universal_extended.dnet
TEST EPOCH_FINISHED for dnet_universal_extended.dnet and learning rate 0.02 accuracy is 0.07477836
Epoch:2, Time:135390ms, TrainError:0.041845888, TrainErrorChange:-0.050461873, TrainAccuracy: 0.07477836
TEST EPOCH_FINISHED for dnet_chess24com_set_1_extended.dnet and learning rate 0.01 accuracy is 0.31381848
Epoch:5, Time:20441ms, TrainError:0.02326684, TrainErrorChange:-0.0060621016, TrainAccuracy: 0.31381848
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.0125 accuracy is 0.3448723
Epoch:8, Time:9235ms, TrainError:0.022608863, TrainErrorChange:-0.0034523495, TrainAccuracy: 0.3448723
TEST EPOCH_FINISHED for dnet_books_set_2_extended.dnet and learning rate 0.05 accuracy is 0.20161827
Epoch:4, Time:25745ms, TrainError:0.0076438254, TrainErrorChange:-0.00198753, TrainAccuracy: 0.20161827
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.0125 accuracy is 0.37151682
Epoch:9, Time:8531ms, TrainError:0.019971741, TrainErrorChange:-0.0026371218, TrainAccuracy: 0.37151682
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.0125 accuracy is 0.42240041
Epoch:10, Time:8886ms, TrainError:0.017887004, TrainErrorChange:-0.0020847376, TrainAccuracy: 0.42240041
TRAINING COMPLETED
Total Training Time: 146200ms
------------------------------------------------------------------------
dnet_books_set_3_extended.dnet decreasing LEARNING_RATE to 0.00625
Starting training for dnet_books_set_3_extended.dnet LEARNING_RATE=0.00625 test 5
Creating neural network ...
Network created.
------------------------------------------------------------------------------------------------------------------------------------------------
TRAINING NEURAL NETWORK
------------------------------------------------------------------------------------------------------------------------------------------------
TEST EPOCH_FINISHED for dnet_lichessorg_set_1_extended.dnet and learning rate 0.025 accuracy is 0.33819816
Epoch:5, Time:24053ms, TrainError:0.008943847, TrainErrorChange:-0.0026157703, TrainAccuracy: 0.33819816
TEST EPOCH_FINISHED for dnet_chess24com_set_1_extended.dnet and learning rate 0.01 accuracy is 0.33356255
Epoch:6, Time:19824ms, TrainError:0.019426651, TrainErrorChange:-0.0038401894, TrainAccuracy: 0.33356255
Initial Train Error:2.4611602
TEST EPOCH_FINISHED for dnet_chesscom_set_1_extended.dnet and learning rate 0.025 accuracy is 0.1713836
Epoch:2, Time:22355ms, TrainError:0.07316458, TrainErrorChange:-0.1539896, TrainAccuracy: 0.1713836
TEST EPOCH_FINISHED for dnet_books_set_1_extended.dnet and learning rate 0.025 accuracy is 0.08595739
Epoch:1, Time:30382ms, TrainError:0.20298217, TrainErrorChange:-2.2842436, TrainAccuracy: 0.08595739
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.00625 accuracy is 0.022371415
Epoch:1, Time:8986ms, TrainError:0.6134108, TrainErrorChange:-1.8477495, TrainAccuracy: 0.022371415
TEST EPOCH_FINISHED for dnet_books_set_2_extended.dnet and learning rate 0.05 accuracy is 0.2222096
Epoch:5, Time:25609ms, TrainError:0.005433381, TrainErrorChange:-0.0022104443, TrainAccuracy: 0.2222096
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.00625 accuracy is 0.13396834
Epoch:2, Time:8600ms, TrainError:0.2823075, TrainErrorChange:-0.33110327, TrainAccuracy: 0.13396834
TEST EPOCH_FINISHED for dnet_chess24com_set_1_extended.dnet and learning rate 0.01 accuracy is 0.35460934
Epoch:7, Time:20199ms, TrainError:0.016754292, TrainErrorChange:-0.0026723593, TrainAccuracy: 0.35460934
TEST EPOCH_FINISHED for dnet_lichessorg_set_1_extended.dnet and learning rate 0.025 accuracy is 0.36613828
Epoch:6, Time:24045ms, TrainError:0.007210455, TrainErrorChange:-0.0017333925, TrainAccuracy: 0.36613828
TEST EPOCH_FINISHED for dnet_chesscom_set_1_extended.dnet and learning rate 0.025 accuracy is 0.23899633
Epoch:3, Time:22648ms, TrainError:0.04702912, TrainErrorChange:-0.026135463, TrainAccuracy: 0.23899633
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.00625 accuracy is 0.19127607
Epoch:3, Time:8897ms, TrainError:0.16855374, TrainErrorChange:-0.113753766, TrainAccuracy: 0.19127607
TEST EPOCH_FINISHED for dnet_books_set_2_extended.dnet and learning rate 0.05 accuracy is 0.24112953
Epoch:6, Time:25331ms, TrainError:0.004762932, TrainErrorChange:-6.704489E-4, TrainAccuracy: 0.24112953
TEST EPOCH_FINISHED for dnet_books_set_1_extended.dnet and learning rate 0.025 accuracy is 0.11065065
Epoch:2, Time:30319ms, TrainError:0.07502486, TrainErrorChange:-0.12795731, TrainAccuracy: 0.11065065
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.00625 accuracy is 0.22043608
Epoch:4, Time:8846ms, TrainError:0.11649182, TrainErrorChange:-0.052061923, TrainAccuracy: 0.22043608
TEST EPOCH_FINISHED for dnet_chess24com_set_1_extended.dnet and learning rate 0.01 accuracy is 0.37935364
Epoch:8, Time:20331ms, TrainError:0.01477465, TrainErrorChange:-0.0019796416, TrainAccuracy: 0.37935364
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.00625 accuracy is 0.24090478
Epoch:5, Time:8882ms, TrainError:0.08818032, TrainErrorChange:-0.028311498, TrainAccuracy: 0.24090478
TEST EPOCH_FINISHED for dnet_lichessorg_set_1_extended.dnet and learning rate 0.025 accuracy is 0.4110964
Epoch:7, Time:24210ms, TrainError:0.0063140662, TrainErrorChange:-8.9638866E-4, TrainAccuracy: 0.4110964
TEST EPOCH_FINISHED for dnet_chesscom_set_1_extended.dnet and learning rate 0.025 accuracy is 0.27725977
Epoch:4, Time:22948ms, TrainError:0.034168113, TrainErrorChange:-0.012861006, TrainAccuracy: 0.27725977
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.00625 accuracy is 0.25829804
Epoch:6, Time:8522ms, TrainError:0.07091369, TrainErrorChange:-0.017266631, TrainAccuracy: 0.25829804
Network saved as dnet_books_set_3_extended.dnet
TEST EPOCH_FINISHED for dnet_books_set_2_extended.dnet and learning rate 0.05 accuracy is 0.2537533
Epoch:7, Time:25076ms, TrainError:0.0043427465, TrainErrorChange:-4.2018574E-4, TrainAccuracy: 0.2537533
TEST EPOCH_FINISHED for dnet_chess24com_set_1_extended.dnet and learning rate 0.01 accuracy is 0.39358637
Epoch:9, Time:20082ms, TrainError:0.013241035, TrainErrorChange:-0.0015336154, TrainAccuracy: 0.39358637
Network saved as dnet_chess24com_set_1_extended.dnet
Network saved as dnet_chesscom_set_1_extended.dnet
Network saved as dnet_lichessorg_set_1_extended.dnet
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.00625 accuracy is 0.28650278
Epoch:7, Time:8942ms, TrainError:0.059403684, TrainErrorChange:-0.011510003, TrainAccuracy: 0.28650278
Network saved as dnet_books_set_2_extended.dnet
Network saved as dnet_books_set_1_extended.dnet
TEST EPOCH_FINISHED for dnet_books_set_1_extended.dnet and learning rate 0.025 accuracy is 0.122227736
Epoch:3, Time:30191ms, TrainError:0.048753865, TrainErrorChange:-0.026270993, TrainAccuracy: 0.122227736
TEST EPOCH_FINISHED for dnet_chesscom_set_1_extended.dnet and learning rate 0.025 accuracy is 0.29639238
Epoch:5, Time:22591ms, TrainError:0.026493844, TrainErrorChange:-0.0076742694, TrainAccuracy: 0.29639238
TEST EPOCH_FINISHED for dnet_lichessorg_set_1_extended.dnet and learning rate 0.025 accuracy is 0.43444568
Epoch:8, Time:23844ms, TrainError:0.00486331, TrainErrorChange:-0.0014507561, TrainAccuracy: 0.43444568
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.00625 accuracy is 0.31052595
Epoch:8, Time:9015ms, TrainError:0.051174913, TrainErrorChange:-0.008228771, TrainAccuracy: 0.31052595
TEST EPOCH_FINISHED for dnet_books_set_3_extended.dnet and learning rate 0.00625 accuracy is 0.33760166
Epoch:9, Time:8675ms, TrainError:0.0449689, TrainErrorChange:-0.0062060133, TrainAccuracy: 0.33760166
TEST EPOCH_FINISHED for dnet_chess24com_set_1_extended.dnet and learning rate 0.01 accuracy is 0.4101642
Epoch:10, Time:20444ms, TrainError:0.012013702, TrainErrorChange:-0.0012273332, TrainAccuracy: 0.4101642