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best_result.log
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best_result.log
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--- --- --- --- --- NEW MODEL --- --- --- --- ---Hyperparameters: EPOCHS=150, LEARNING_RATE=0.001, BATCH_SIZE=16, LEARNING_RATE_SCHEDULER=LearningRateScheduler.tunable, LEARNING_RATE_HALVER_AFTER=5,
CONVOLUTION_MODEL=True, DATA_AUGMENTATION=True, EARLY_STOPPING=True, CHANCE_OF_ALTERING_DATA=0.8, PATIENCE=15, MIN_DELTA_REL=0.005
Epoch 1 /150 Time: 1250.90s Error=4.36e-01 Learning rate=1.00e-03
Epoch 2 /150 Time: 1131.11s Error=1.77e-01 Learning rate=2.00e-03
Epoch 3 /150 Time: 1178.39s Error=1.35e-01 Learning rate=3.00e-03
Epoch 4 /150 Time: 1257.10s Error=1.14e-01 Learning rate=4.00e-03
Epoch 5 /150 Time: 1243.03s Error=1.07e-01 Learning rate=5.00e-03
Epoch 6 /150 Time: 1197.96s Error=9.12e-02 Learning rate=5.00e-03
Epoch 7 /150 Time: 1129.60s Error=8.36e-02 Learning rate=5.00e-03
Epoch 8 /150 Time: 1247.19s Error=7.98e-02 Learning rate=5.00e-03
Epoch 9 /150 Time: 1159.50s Error=7.46e-02 Learning rate=5.00e-03
Epoch 10 /150 Time: 1286.35s Error=7.27e-02 Learning rate=5.00e-03
Epoch 11 /150 Time: 1500.57s Error=5.53e-02 Learning rate=2.50e-03
Epoch 12 /150 Time: 1273.83s Error=5.30e-02 Learning rate=2.50e-03
Epoch 13 /150 Time: 1180.85s Error=4.99e-02 Learning rate=2.50e-03
Epoch 14 /150 Time: 1264.89s Error=5.21e-02 Learning rate=2.50e-03
Epoch 15 /150 Time: 1285.70s Error=4.76e-02 Learning rate=2.50e-03
Epoch 16 /150 Time: 1284.66s Error=4.28e-02 Learning rate=1.25e-03
Epoch 17 /150 Time: 1277.10s Error=3.84e-02 Learning rate=1.25e-03
Epoch 18 /150 Time: 1202.07s Error=4.00e-02 Learning rate=1.25e-03
Epoch 19 /150 Time: 1292.95s Error=3.79e-02 Learning rate=1.25e-03
Epoch 20 /150 Time: 1300.92s Error=4.07e-02 Learning rate=1.25e-03
Epoch 21 /150 Time: 1264.41s Error=3.45e-02 Learning rate=6.25e-04
Epoch 22 /150 Time: 1308.99s Error=3.13e-02 Learning rate=3.13e-04
Epoch 23 /150 Time: 1355.78s Error=3.23e-02 Learning rate=3.13e-04
Epoch 24 /150 Time: 1453.37s Error=3.15e-02 Learning rate=3.13e-04
Epoch 25 /150 Time: 1370.74s Error=2.99e-02 Learning rate=1.56e-04
Epoch 26 /150 Time: 1326.28s Error=2.94e-02 Learning rate=1.56e-04
Epoch 27 /150 Time: 1324.60s Error=3.20e-02 Learning rate=1.56e-04
Epoch 28 /150 Time: 1260.36s Error=3.09e-02 Learning rate=7.81e-05
Epoch 29 /150 Time: 1342.13s Error=2.93e-02 Learning rate=7.81e-05
Epoch 30 /150 Time: 1297.52s Error=2.87e-02 Learning rate=7.81e-05
Epoch 31 /150 Time: 1285.94s Error=2.86e-02 Learning rate=3.91e-05
Epoch 32 /150 Time: 1248.15s Error=3.07e-02 Learning rate=3.91e-05
Epoch 33 /150 Time: 1236.65s Error=3.06e-02 Learning rate=3.91e-05
Epoch 34 /150 Time: 1244.52s Error=3.02e-02 Learning rate=1.95e-05
Epoch 35 /150 Time: 1270.58s Error=2.99e-02 Learning rate=1.95e-05
Epoch 36 /150 Time: 1282.07s Error=2.88e-02 Learning rate=1.95e-05
Epoch 37 /150 Time: 1254.23s Error=2.98e-02 Learning rate=9.77e-06
Epoch 38 /150 Time: 1259.02s Error=2.99e-02 Learning rate=9.77e-06
Epoch 39 /150 Time: 1279.32s Error=2.78e-02 Learning rate=9.77e-06
Epoch 40 /150 Time: 1301.49s Error=2.86e-02 Learning rate=4.88e-06
Epoch 41 /150 Time: 1291.34s Error=2.94e-02 Learning rate=4.88e-06
Epoch 42 /150 Time: 1238.89s Error=2.74e-02 Learning rate=4.88e-06
Epoch 43 /150 Time: 1297.76s Error=2.80e-02 Learning rate=2.44e-06
Epoch 44 /150 Time: 1258.55s Error=2.82e-02 Learning rate=2.44e-06
Epoch 45 /150 Time: 1270.61s Error=2.80e-02 Learning rate=2.44e-06
Epoch 46 /150 Time: 1243.75s Error=2.91e-02 Learning rate=1.22e-06
Epoch 47 /150 Time: 1275.91s Error=2.94e-02 Learning rate=1.22e-06
Epoch 48 /150 Time: 1269.56s Error=2.85e-02 Learning rate=1.22e-06
Epoch 49 /150 Time: 1271.78s Error=2.78e-02 Learning rate=6.10e-07
Epoch 50 /150 Time: 1270.50s Error=2.97e-02 Learning rate=6.10e-07
Epoch 51 /150 Time: 1278.50s Error=2.98e-02 Learning rate=6.10e-07
Epoch 52 /150 Time: 1329.75s Error=2.99e-02 Learning rate=3.05e-07
Epoch 53 /150 Time: 1267.55s Error=3.12e-02 Learning rate=3.05e-07
Epoch 54 /150 Time: 1272.75s Error=2.80e-02 Learning rate=3.05e-07
Epoch 55 /150 Time: 1255.80s Error=2.75e-02 Learning rate=1.53e-07
Epoch 56 /150 Time: 1152.43s Error=2.77e-02 Learning rate=1.53e-07
Early stopping: Restoring best weights from epoch 42
Total training time:1185.94minutes
Number of correctly recognized images: 9960 out of 10000
The error rate is 0.4%