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Loading train config from: /home/apolyukhin/Development/epc_ml/example/diamond/2_training/hamiltonian/train.ini
------- DeepH-E3 model training begins -------
Output will be stored under: /home/apolyukhin/Development/epc_ml/example/diamond/2_training/hamiltonian/results_ref/2026-03-04_08-41-39_diamond_e3
Using random seed: 42
Data type during training: torch.float32
Saved DeepH-E3 source code to output dir
------- Preparation of training data -------
Graph data file: HGraph-diamond_qe_e3-rFromDFT-edge=Aij.pkl
Use existing graph data file
Finish loading the processed 50 structures (spinful: False, the number of atomic types: 1), cost 0.12 seconds
Automatically generated target and net_out_irreps.
Details saved to: /home/apolyukhin/Development/epc_ml/example/diamond/2_training/hamiltonian/results_ref/2026-03-04_08-41-39_diamond_e3/targets.txt
Setting mask for dataset...
Finished setting mask for dataset, cost 0.38 seconds
------- Data loader for training -------
size of train set: 30
size of val set: 10
size of test set: 10
Batch size: 1
------- Build model -------
Building model...
Finished building model, cost 4.88 seconds.
The model you built has 627981 parameters.
Output constructer associated to net.
===== DeepH-E3 model structure: =====
using spherical harmonics: 1x0e+1x1o+1x2e+1x3o+1x4e
=== layer 0 ===
node update: (64x0e -> 64x0e+32x1o+16x2e+8x3o+8x4e)
edge update: (64x0e -> 64x0e+32x1o+16x2e+8x3o+8x4e)
=== layer 1 ===
node update: (64x0e+32x1o+16x2e+8x3o+8x4e -> 64x0e+32x1o+16x2e+8x3o+8x4e)
edge update: (64x0e+32x1o+16x2e+8x3o+8x4e -> 64x0e+32x1o+16x2e+8x3o+8x4e)
=== layer 2 ===
node update: (64x0e+32x1o+16x2e+8x3o+8x4e -> 64x0e+32x1o+16x2e+8x3o+8x4e)
edge update: (64x0e+32x1o+16x2e+8x3o+8x4e -> 9x0e+12x1o+5x1e+4x2o+9x2e+4x3o+1x3e+1x4e)
=== output ===
output node: (1x0e)
output edge: (1x0e+1x0e+1x1o+1x1o+1x2e+1x0e+1x0e+1x1o+1x1o+1x2e+1x1o+1x1o+1x0e+1x1e+1x2e+1x0e+1x1e+1x2e+1x1o+1x2o+1x3o+1x1o+1x1o+1x0e+1x1e+1x2e+1x0e+1x1e+1x2e+1x1o+1x2o+1x3o+1x2e+1x2e+1x1o+1x2o+1x3o+1x1o+1x2o+1x3o+1x0e+1x1e+1x2e+1x3e+1x4e)
------- Preparation for training -------
Using optimizer Adam with initial lr=0.002, betas=(0.9, 0.999)
Loss type: MSE over all matrix elements
Tensorboard recorder initialized
Using pytorch scheduler ReduceLROnPlateau
Starting new training process
------- Begin training -------
====================
Epoch #0 | Time: 00d 00h 00m | LR: 2.00e-03 | Epoch time: 27.58 | Train loss: 2.77e-01 | Val loss: 1.95e-01
Target 006 has maximum loss 2.12e+00; Target 010 has minimum loss 1.05e-02
Target 000: 7.49e-02 |Target 001: 8.78e-02 |Target 002: 5.74e-02 |Target 003: 4.68e-02 |Target 004: 3.76e-02
Target 005: 2.13e-01 |Target 006: 2.12e+00 |Target 007: 2.11e-02 |Target 008: 1.48e-01 |Target 009: 8.31e-02
Target 010: 1.05e-02 |Target 011: 3.43e-02 |Target 012: 1.03e-01 |Target 013: 9.25e-02 |Target 014: 5.12e-02
Target 015: 2.34e-02 |Target 016: 9.77e-02 |Target 017: 7.95e-02 |Target 018: 3.69e-01 |Target 019: 9.29e-02
Target 020: 4.53e-02 |Target 021: 1.33e-01 |Target 022: 8.98e-02 |Target 023: 3.70e-02 |Target 024: 7.09e-01
====================
Epoch #1 | Time: 00d 00h 00m | LR: 2.00e-03 | Epoch time: 15.84 | Train loss: 1.13e-01 | Val loss: 5.73e-02
Target 018 has maximum loss 4.02e-01; Target 011 has minimum loss 4.79e-03
Target 000: 2.31e-01 |Target 001: 8.63e-02 |Target 002: 6.08e-03 |Target 003: 1.29e-02 |Target 004: 1.05e-01
Target 005: 1.62e-01 |Target 006: 2.27e-01 |Target 007: 8.61e-03 |Target 008: 6.60e-02 |Target 009: 5.16e-02
Target 010: 4.84e-03 |Target 011: 4.79e-03 |Target 012: 2.76e-02 |Target 013: 3.01e-02 |Target 014: 1.52e-02
Target 015: 4.71e-02 |Target 016: 5.20e-02 |Target 017: 1.96e-02 |Target 018: 4.02e-01 |Target 019: 1.91e-02
Target 020: 5.94e-02 |Target 021: 2.65e-02 |Target 022: 3.58e-02 |Target 023: 1.68e-02 |Target 024: 6.21e-02
====================
Epoch #2 | Time: 00d 00h 01m | LR: 2.00e-03 | Epoch time: 15.98 | Train loss: 3.96e-02 | Val loss: 2.37e-02
Target 018 has maximum loss 2.11e-01; Target 007 has minimum loss 1.54e-03
Target 000: 7.90e-02 |Target 001: 1.43e-02 |Target 002: 2.26e-03 |Target 003: 2.41e-03 |Target 004: 1.03e-02
Target 005: 1.02e-01 |Target 006: 5.92e-02 |Target 007: 1.54e-03 |Target 008: 9.03e-03 |Target 009: 4.61e-02
Target 010: 2.35e-03 |Target 011: 3.28e-03 |Target 012: 2.10e-02 |Target 013: 2.86e-02 |Target 014: 1.03e-02
Target 015: 2.61e-02 |Target 016: 2.27e-02 |Target 017: 1.25e-02 |Target 018: 2.11e-01 |Target 019: 6.10e-03
Target 020: 7.86e-03 |Target 021: 1.27e-02 |Target 022: 1.06e-02 |Target 023: 7.38e-03 |Target 024: 7.57e-03
====================
Epoch #3 | Time: 00d 00h 01m | LR: 2.00e-03 | Epoch time: 16.05 | Train loss: 1.67e-02 | Val loss: 8.96e-03
Target 005 has maximum loss 5.45e-02; Target 007 has minimum loss 9.62e-04
Target 000: 5.23e-02 |Target 001: 5.74e-03 |Target 002: 1.68e-03 |Target 003: 1.16e-03 |Target 004: 2.20e-03
Target 005: 5.45e-02 |Target 006: 3.37e-02 |Target 007: 9.62e-04 |Target 008: 3.11e-03 |Target 009: 1.23e-02
Target 010: 1.20e-03 |Target 011: 1.41e-03 |Target 012: 1.09e-02 |Target 013: 1.54e-02 |Target 014: 4.05e-03
Target 015: 1.14e-02 |Target 016: 8.32e-03 |Target 017: 7.87e-03 |Target 018: 5.06e-02 |Target 019: 1.91e-03
Target 020: 4.32e-03 |Target 021: 4.98e-03 |Target 022: 6.24e-03 |Target 023: 7.50e-03 |Target 024: 4.08e-03
====================
Epoch #4 | Time: 00d 00h 01m | LR: 2.00e-03 | Epoch time: 16.15 | Train loss: 6.23e-03 | Val loss: 2.87e-03
Target 006 has maximum loss 2.37e-02; Target 007 has minimum loss 6.19e-04
Target 000: 1.34e-02 |Target 001: 2.22e-03 |Target 002: 1.13e-03 |Target 003: 9.02e-04 |Target 004: 1.57e-03
Target 005: 1.13e-02 |Target 006: 2.37e-02 |Target 007: 6.19e-04 |Target 008: 1.53e-03 |Target 009: 9.68e-03
Target 010: 7.03e-04 |Target 011: 6.80e-04 |Target 012: 3.98e-03 |Target 013: 4.78e-03 |Target 014: 2.13e-03
Target 015: 5.61e-03 |Target 016: 3.40e-03 |Target 017: 2.33e-03 |Target 018: 4.93e-03 |Target 019: 9.45e-04
Target 020: 3.39e-03 |Target 021: 5.23e-03 |Target 022: 1.92e-03 |Target 023: 1.15e-03 |Target 024: 2.22e-03
====================
Epoch #5 | Time: 00d 00h 01m | LR: 2.00e-03 | Epoch time: 16.09 | Train loss: 3.04e-03 | Val loss: 1.82e-03
Target 006 has maximum loss 1.66e-02; Target 007 has minimum loss 5.19e-04
Target 000: 8.68e-03 |Target 001: 1.47e-03 |Target 002: 8.24e-04 |Target 003: 6.11e-04 |Target 004: 1.02e-03
Target 005: 4.90e-03 |Target 006: 1.66e-02 |Target 007: 5.19e-04 |Target 008: 1.16e-03 |Target 009: 8.47e-03
Target 010: 6.70e-04 |Target 011: 5.61e-04 |Target 012: 2.67e-03 |Target 013: 3.40e-03 |Target 014: 1.02e-03
Target 015: 2.31e-03 |Target 016: 1.81e-03 |Target 017: 1.28e-03 |Target 018: 1.98e-03 |Target 019: 7.19e-04
Target 020: 3.31e-03 |Target 021: 4.38e-03 |Target 022: 9.82e-04 |Target 023: 7.36e-04 |Target 024: 1.13e-03
====================
Epoch #6 | Time: 00d 00h 02m | LR: 2.00e-03 | Epoch time: 16.10 | Train loss: 2.27e-03 | Val loss: 1.40e-03
Target 006 has maximum loss 9.32e-03; Target 022 has minimum loss 4.86e-04
Target 000: 6.25e-03 |Target 001: 9.60e-04 |Target 002: 5.46e-04 |Target 003: 6.04e-04 |Target 004: 7.15e-04
Target 005: 4.41e-03 |Target 006: 9.32e-03 |Target 007: 6.42e-04 |Target 008: 1.11e-03 |Target 009: 7.26e-03
Target 010: 6.31e-04 |Target 011: 5.17e-04 |Target 012: 2.07e-03 |Target 013: 2.62e-03 |Target 014: 6.03e-04
Target 015: 1.15e-03 |Target 016: 9.52e-04 |Target 017: 1.07e-03 |Target 018: 1.57e-03 |Target 019: 5.15e-04
Target 020: 3.84e-03 |Target 021: 3.51e-03 |Target 022: 4.86e-04 |Target 023: 6.07e-04 |Target 024: 8.79e-04
====================
Epoch #7 | Time: 00d 00h 02m | LR: 2.00e-03 | Epoch time: 16.02 | Train loss: 1.88e-03 | Val loss: 1.15e-03
Target 006 has maximum loss 7.08e-03; Target 007 has minimum loss 3.13e-04
Target 000: 5.35e-03 |Target 001: 7.97e-04 |Target 002: 3.89e-04 |Target 003: 3.76e-04 |Target 004: 5.59e-04
Target 005: 4.49e-03 |Target 006: 7.08e-03 |Target 007: 3.13e-04 |Target 008: 7.20e-04 |Target 009: 5.61e-03
Target 010: 3.57e-04 |Target 011: 3.81e-04 |Target 012: 1.69e-03 |Target 013: 2.30e-03 |Target 014: 4.18e-04
Target 015: 7.17e-04 |Target 016: 6.89e-04 |Target 017: 9.44e-04 |Target 018: 1.30e-03 |Target 019: 4.57e-04
Target 020: 4.23e-03 |Target 021: 2.98e-03 |Target 022: 3.49e-04 |Target 023: 4.75e-04 |Target 024: 6.78e-04
====================
Epoch #8 | Time: 00d 00h 02m | LR: 2.00e-03 | Epoch time: 16.20 | Train loss: 1.62e-03 | Val loss: 9.83e-04
Target 000 has maximum loss 5.24e-03; Target 007 has minimum loss 2.53e-04
Target 000: 5.24e-03 |Target 001: 6.60e-04 |Target 002: 3.09e-04 |Target 003: 3.26e-04 |Target 004: 4.40e-04
Target 005: 4.71e-03 |Target 006: 5.09e-03 |Target 007: 2.53e-04 |Target 008: 6.78e-04 |Target 009: 4.54e-03
Target 010: 3.54e-04 |Target 011: 3.34e-04 |Target 012: 1.40e-03 |Target 013: 1.73e-03 |Target 014: 2.91e-04
Target 015: 6.03e-04 |Target 016: 5.64e-04 |Target 017: 8.89e-04 |Target 018: 1.11e-03 |Target 019: 3.97e-04
Target 020: 4.21e-03 |Target 021: 2.43e-03 |Target 022: 2.83e-04 |Target 023: 4.39e-04 |Target 024: 5.87e-04
====================
Epoch #9 | Time: 00d 00h 02m | LR: 2.00e-03 | Epoch time: 15.61 | Train loss: 1.45e-03 | Val loss: 9.37e-04
Target 006 has maximum loss 5.42e-03; Target 022 has minimum loss 2.79e-04
Target 000: 3.67e-03 |Target 001: 7.36e-04 |Target 002: 3.05e-04 |Target 003: 3.67e-04 |Target 004: 3.93e-04
Target 005: 3.12e-03 |Target 006: 5.42e-03 |Target 007: 5.03e-04 |Target 008: 5.67e-04 |Target 009: 4.48e-03
Target 010: 2.91e-04 |Target 011: 3.44e-04 |Target 012: 1.38e-03 |Target 013: 1.78e-03 |Target 014: 2.92e-04
Target 015: 5.61e-04 |Target 016: 4.68e-04 |Target 017: 7.16e-04 |Target 018: 1.06e-03 |Target 019: 4.45e-04
Target 020: 3.74e-03 |Target 021: 2.27e-03 |Target 022: 2.79e-04 |Target 023: 4.95e-04 |Target 024: 5.44e-04
====================
Epoch #10 | Time: 00d 00h 03m | LR: 2.00e-03 | Epoch time: 15.55 | Train loss: 1.28e-03 | Val loss: 7.46e-04
Target 020 has maximum loss 3.86e-03; Target 010 has minimum loss 2.08e-04
Target 000: 3.67e-03 |Target 001: 6.23e-04 |Target 002: 2.40e-04 |Target 003: 2.45e-04 |Target 004: 3.39e-04
Target 005: 2.95e-03 |Target 006: 3.35e-03 |Target 007: 2.79e-04 |Target 008: 4.63e-04 |Target 009: 2.95e-03
Target 010: 2.08e-04 |Target 011: 2.96e-04 |Target 012: 1.17e-03 |Target 013: 1.33e-03 |Target 014: 2.18e-04
Target 015: 4.35e-04 |Target 016: 3.78e-04 |Target 017: 6.70e-04 |Target 018: 8.04e-04 |Target 019: 3.44e-04
Target 020: 3.86e-03 |Target 021: 1.69e-03 |Target 022: 2.21e-04 |Target 023: 3.48e-04 |Target 024: 4.35e-04
====================
Epoch #11 | Time: 00d 00h 03m | LR: 2.00e-03 | Epoch time: 15.79 | Train loss: 1.11e-03 | Val loss: 6.62e-04
Target 020 has maximum loss 3.52e-03; Target 002 has minimum loss 1.88e-04
Target 000: 2.36e-03 |Target 001: 7.23e-04 |Target 002: 1.88e-04 |Target 003: 2.06e-04 |Target 004: 3.30e-04
Target 005: 2.66e-03 |Target 006: 2.78e-03 |Target 007: 2.22e-04 |Target 008: 4.37e-04 |Target 009: 2.46e-03
Target 010: 1.98e-04 |Target 011: 2.32e-04 |Target 012: 9.23e-04 |Target 013: 1.17e-03 |Target 014: 1.98e-04
Target 015: 3.94e-04 |Target 016: 3.49e-04 |Target 017: 6.87e-04 |Target 018: 7.26e-04 |Target 019: 3.31e-04
Target 020: 3.52e-03 |Target 021: 1.38e-03 |Target 022: 1.93e-04 |Target 023: 3.26e-04 |Target 024: 4.39e-04
====================
Epoch #12 | Time: 00d 00h 03m | LR: 2.00e-03 | Epoch time: 15.56 | Train loss: 1.02e-03 | Val loss: 5.67e-04
Target 020 has maximum loss 3.32e-03; Target 007 has minimum loss 1.59e-04
Target 000: 2.36e-03 |Target 001: 5.29e-04 |Target 002: 1.79e-04 |Target 003: 1.89e-04 |Target 004: 3.09e-04
Target 005: 2.15e-03 |Target 006: 2.27e-03 |Target 007: 1.59e-04 |Target 008: 3.41e-04 |Target 009: 1.91e-03
Target 010: 1.80e-04 |Target 011: 2.20e-04 |Target 012: 9.30e-04 |Target 013: 9.61e-04 |Target 014: 1.69e-04
Target 015: 3.45e-04 |Target 016: 3.07e-04 |Target 017: 5.68e-04 |Target 018: 6.00e-04 |Target 019: 2.95e-04
Target 020: 3.32e-03 |Target 021: 1.04e-03 |Target 022: 1.71e-04 |Target 023: 2.83e-04 |Target 024: 3.47e-04
====================
Epoch #13 | Time: 00d 00h 03m | LR: 2.00e-03 | Epoch time: 15.68 | Train loss: 9.16e-04 | Val loss: 5.47e-04
Target 020 has maximum loss 3.25e-03; Target 022 has minimum loss 1.75e-04
Target 000: 1.88e-03 |Target 001: 1.03e-03 |Target 002: 2.39e-04 |Target 003: 2.38e-04 |Target 004: 2.58e-04
Target 005: 2.43e-03 |Target 006: 1.95e-03 |Target 007: 2.77e-04 |Target 008: 3.06e-04 |Target 009: 1.30e-03
Target 010: 1.83e-04 |Target 011: 2.24e-04 |Target 012: 7.94e-04 |Target 013: 8.09e-04 |Target 014: 1.82e-04
Target 015: 3.23e-04 |Target 016: 3.04e-04 |Target 017: 5.41e-04 |Target 018: 5.89e-04 |Target 019: 3.28e-04
Target 020: 3.25e-03 |Target 021: 8.92e-04 |Target 022: 1.75e-04 |Target 023: 3.12e-04 |Target 024: 4.34e-04
====================
Epoch #14 | Time: 00d 00h 04m | LR: 2.00e-03 | Epoch time: 15.61 | Train loss: 8.68e-04 | Val loss: 4.80e-04
Target 020 has maximum loss 2.65e-03; Target 002 has minimum loss 1.36e-04
Target 000: 1.99e-03 |Target 001: 1.30e-03 |Target 002: 1.36e-04 |Target 003: 1.80e-04 |Target 004: 2.56e-04
Target 005: 1.81e-03 |Target 006: 1.99e-03 |Target 007: 2.18e-04 |Target 008: 2.89e-04 |Target 009: 1.25e-03
Target 010: 1.64e-04 |Target 011: 1.96e-04 |Target 012: 7.30e-04 |Target 013: 7.18e-04 |Target 014: 1.58e-04
Target 015: 3.05e-04 |Target 016: 2.96e-04 |Target 017: 4.60e-04 |Target 018: 4.86e-04 |Target 019: 2.93e-04
Target 020: 2.65e-03 |Target 021: 7.90e-04 |Target 022: 1.55e-04 |Target 023: 2.73e-04 |Target 024: 3.68e-04
====================
Epoch #15 | Time: 00d 00h 04m | LR: 2.00e-03 | Epoch time: 15.66 | Train loss: 7.98e-04 | Val loss: 4.01e-04
Target 020 has maximum loss 2.42e-03; Target 014 has minimum loss 1.27e-04
Target 000: 1.58e-03 |Target 001: 4.37e-04 |Target 002: 1.40e-04 |Target 003: 2.32e-04 |Target 004: 2.13e-04
Target 005: 1.70e-03 |Target 006: 1.22e-03 |Target 007: 1.74e-04 |Target 008: 2.38e-04 |Target 009: 8.70e-04
Target 010: 1.81e-04 |Target 011: 1.74e-04 |Target 012: 7.16e-04 |Target 013: 5.91e-04 |Target 014: 1.27e-04
Target 015: 2.90e-04 |Target 016: 2.63e-04 |Target 017: 3.95e-04 |Target 018: 4.59e-04 |Target 019: 2.51e-04
Target 020: 2.42e-03 |Target 021: 5.73e-04 |Target 022: 1.31e-04 |Target 023: 2.09e-04 |Target 024: 2.88e-04
====================
Epoch #16 | Time: 00d 00h 04m | LR: 2.00e-03 | Epoch time: 15.76 | Train loss: 6.88e-04 | Val loss: 3.64e-04
Target 020 has maximum loss 2.31e-03; Target 007 has minimum loss 1.17e-04
Target 000: 1.41e-03 |Target 001: 4.50e-04 |Target 002: 1.76e-04 |Target 003: 1.40e-04 |Target 004: 1.86e-04
Target 005: 1.49e-03 |Target 006: 6.81e-04 |Target 007: 1.17e-04 |Target 008: 2.20e-04 |Target 009: 6.45e-04
Target 010: 1.23e-04 |Target 011: 1.69e-04 |Target 012: 6.12e-04 |Target 013: 4.42e-04 |Target 014: 1.29e-04
Target 015: 2.66e-04 |Target 016: 2.32e-04 |Target 017: 3.82e-04 |Target 018: 4.39e-04 |Target 019: 2.37e-04
Target 020: 2.31e-03 |Target 021: 5.09e-04 |Target 022: 1.34e-04 |Target 023: 1.99e-04 |Target 024: 2.99e-04
====================
Epoch #17 | Time: 00d 00h 05m | LR: 2.00e-03 | Epoch time: 15.66 | Train loss: 6.56e-04 | Val loss: 3.25e-04
Target 020 has maximum loss 1.91e-03; Target 007 has minimum loss 1.08e-04
Target 000: 1.16e-03 |Target 001: 3.30e-04 |Target 002: 1.24e-04 |Target 003: 1.15e-04 |Target 004: 1.79e-04
Target 005: 1.41e-03 |Target 006: 8.88e-04 |Target 007: 1.08e-04 |Target 008: 1.89e-04 |Target 009: 5.72e-04
Target 010: 1.12e-04 |Target 011: 1.62e-04 |Target 012: 5.74e-04 |Target 013: 4.43e-04 |Target 014: 1.17e-04
Target 015: 2.57e-04 |Target 016: 2.14e-04 |Target 017: 3.70e-04 |Target 018: 3.77e-04 |Target 019: 2.16e-04
Target 020: 1.91e-03 |Target 021: 3.81e-04 |Target 022: 1.18e-04 |Target 023: 1.89e-04 |Target 024: 2.63e-04
====================
Epoch #18 | Time: 00d 00h 05m | LR: 2.00e-03 | Epoch time: 15.85 | Train loss: 6.13e-04 | Val loss: 3.29e-04
Target 020 has maximum loss 1.82e-03; Target 002 has minimum loss 1.04e-04
Target 000: 1.26e-03 |Target 001: 6.43e-04 |Target 002: 1.04e-04 |Target 003: 2.33e-04 |Target 004: 1.72e-04
Target 005: 1.06e-03 |Target 006: 1.17e-03 |Target 007: 1.64e-04 |Target 008: 2.01e-04 |Target 009: 4.24e-04
Target 010: 1.76e-04 |Target 011: 1.55e-04 |Target 012: 5.48e-04 |Target 013: 4.80e-04 |Target 014: 1.17e-04
Target 015: 2.85e-04 |Target 016: 2.29e-04 |Target 017: 3.08e-04 |Target 018: 3.75e-04 |Target 019: 2.25e-04
Target 020: 1.82e-03 |Target 021: 3.36e-04 |Target 022: 1.18e-04 |Target 023: 1.98e-04 |Target 024: 3.11e-04
====================
Epoch #19 | Time: 00d 00h 05m | LR: 2.00e-03 | Epoch time: 15.78 | Train loss: 6.04e-04 | Val loss: 3.11e-04
Target 020 has maximum loss 1.67e-03; Target 007 has minimum loss 1.02e-04
Target 000: 1.14e-03 |Target 001: 5.19e-04 |Target 002: 1.05e-04 |Target 003: 1.36e-04 |Target 004: 1.51e-04
Target 005: 1.04e-03 |Target 006: 6.84e-04 |Target 007: 1.02e-04 |Target 008: 1.76e-04 |Target 009: 4.50e-04
Target 010: 1.16e-04 |Target 011: 1.47e-04 |Target 012: 4.84e-04 |Target 013: 3.76e-04 |Target 014: 1.11e-04
Target 015: 2.52e-04 |Target 016: 2.28e-04 |Target 017: 3.15e-04 |Target 018: 4.24e-04 |Target 019: 2.06e-04
Target 020: 1.67e-03 |Target 021: 3.19e-04 |Target 022: 1.08e-04 |Target 023: 2.18e-04 |Target 024: 3.38e-04
====================
Epoch #20 | Time: 00d 00h 05m | LR: 2.00e-03 | Epoch time: 15.98 | Train loss: 5.51e-04 | Val loss: 3.02e-04
Target 020 has maximum loss 1.31e-03; Target 002 has minimum loss 9.61e-05
Target 000: 1.05e-03 |Target 001: 4.76e-04 |Target 002: 9.61e-05 |Target 003: 1.24e-04 |Target 004: 1.39e-04
Target 005: 1.20e-03 |Target 006: 9.48e-04 |Target 007: 1.60e-04 |Target 008: 1.82e-04 |Target 009: 4.32e-04
Target 010: 1.20e-04 |Target 011: 1.50e-04 |Target 012: 4.58e-04 |Target 013: 3.58e-04 |Target 014: 1.15e-04
Target 015: 2.36e-04 |Target 016: 2.04e-04 |Target 017: 2.91e-04 |Target 018: 3.48e-04 |Target 019: 2.27e-04
Target 020: 1.31e-03 |Target 021: 3.03e-04 |Target 022: 1.11e-04 |Target 023: 2.26e-04 |Target 024: 3.75e-04
====================
Epoch #21 | Time: 00d 00h 06m | LR: 2.00e-03 | Epoch time: 15.84 | Train loss: 4.93e-04 | Val loss: 2.45e-04
Target 020 has maximum loss 1.19e-03; Target 010 has minimum loss 8.04e-05
Target 000: 7.82e-04 |Target 001: 4.14e-04 |Target 002: 9.25e-05 |Target 003: 1.11e-04 |Target 004: 1.55e-04
Target 005: 9.42e-04 |Target 006: 1.06e-03 |Target 007: 8.89e-05 |Target 008: 1.50e-04 |Target 009: 3.97e-04
Target 010: 8.04e-05 |Target 011: 1.36e-04 |Target 012: 4.36e-04 |Target 013: 3.48e-04 |Target 014: 9.87e-05
Target 015: 2.14e-04 |Target 016: 1.68e-04 |Target 017: 2.69e-04 |Target 018: 2.86e-04 |Target 019: 1.80e-04
Target 020: 1.19e-03 |Target 021: 2.76e-04 |Target 022: 1.03e-04 |Target 023: 1.60e-04 |Target 024: 1.89e-04
====================
Epoch #22 | Time: 00d 00h 06m | LR: 2.00e-03 | Epoch time: 15.88 | Train loss: 4.55e-04 | Val loss: 2.14e-04
Target 020 has maximum loss 1.13e-03; Target 007 has minimum loss 7.28e-05
Target 000: 8.70e-04 |Target 001: 2.02e-04 |Target 002: 8.35e-05 |Target 003: 1.07e-04 |Target 004: 1.27e-04
Target 005: 9.84e-04 |Target 006: 4.34e-04 |Target 007: 7.28e-05 |Target 008: 1.54e-04 |Target 009: 2.46e-04
Target 010: 8.05e-05 |Target 011: 1.38e-04 |Target 012: 3.96e-04 |Target 013: 2.80e-04 |Target 014: 8.22e-05
Target 015: 2.08e-04 |Target 016: 1.54e-04 |Target 017: 2.42e-04 |Target 018: 2.57e-04 |Target 019: 1.60e-04
Target 020: 1.13e-03 |Target 021: 2.21e-04 |Target 022: 8.91e-05 |Target 023: 1.44e-04 |Target 024: 1.77e-04
====================
Epoch #23 | Time: 00d 00h 06m | LR: 2.00e-03 | Epoch time: 16.06 | Train loss: 4.41e-04 | Val loss: 2.20e-04
Target 020 has maximum loss 1.03e-03; Target 014 has minimum loss 8.41e-05
Target 000: 8.80e-04 |Target 001: 2.73e-04 |Target 002: 9.81e-05 |Target 003: 2.56e-04 |Target 004: 1.17e-04
Target 005: 7.55e-04 |Target 006: 5.39e-04 |Target 007: 1.13e-04 |Target 008: 1.32e-04 |Target 009: 2.68e-04
Target 010: 9.49e-05 |Target 011: 1.42e-04 |Target 012: 3.96e-04 |Target 013: 2.77e-04 |Target 014: 8.41e-05
Target 015: 2.21e-04 |Target 016: 1.64e-04 |Target 017: 2.51e-04 |Target 018: 2.68e-04 |Target 019: 1.52e-04
Target 020: 1.03e-03 |Target 021: 2.22e-04 |Target 022: 9.39e-05 |Target 023: 1.51e-04 |Target 024: 1.96e-04
====================
Epoch #24 | Time: 00d 00h 06m | LR: 2.00e-03 | Epoch time: 15.91 | Train loss: 4.23e-04 | Val loss: 2.10e-04
Target 020 has maximum loss 9.87e-04; Target 014 has minimum loss 7.96e-05
Target 000: 8.08e-04 |Target 001: 2.43e-04 |Target 002: 8.61e-05 |Target 003: 1.80e-04 |Target 004: 1.15e-04
Target 005: 9.78e-04 |Target 006: 6.02e-04 |Target 007: 9.23e-05 |Target 008: 1.19e-04 |Target 009: 2.23e-04
Target 010: 1.01e-04 |Target 011: 1.31e-04 |Target 012: 3.59e-04 |Target 013: 2.83e-04 |Target 014: 7.96e-05
Target 015: 2.22e-04 |Target 016: 1.50e-04 |Target 017: 2.20e-04 |Target 018: 2.67e-04 |Target 019: 1.63e-04
Target 020: 9.87e-04 |Target 021: 1.85e-04 |Target 022: 8.76e-05 |Target 023: 1.39e-04 |Target 024: 1.94e-04
====================
Epoch #25 | Time: 00d 00h 07m | LR: 2.00e-03 | Epoch time: 15.94 | Train loss: 4.15e-04 | Val loss: 2.30e-04
Target 005 has maximum loss 1.07e-03; Target 007 has minimum loss 5.86e-05
Target 000: 6.92e-04 |Target 001: 5.31e-04 |Target 002: 9.70e-05 |Target 003: 1.64e-04 |Target 004: 1.04e-04
Target 005: 1.07e-03 |Target 006: 4.55e-04 |Target 007: 5.86e-05 |Target 008: 1.41e-04 |Target 009: 4.07e-04
Target 010: 7.45e-05 |Target 011: 1.39e-04 |Target 012: 3.78e-04 |Target 013: 2.56e-04 |Target 014: 7.85e-05
Target 015: 1.94e-04 |Target 016: 1.73e-04 |Target 017: 2.29e-04 |Target 018: 2.67e-04 |Target 019: 1.70e-04
Target 020: 9.32e-04 |Target 021: 3.17e-04 |Target 022: 8.14e-05 |Target 023: 1.78e-04 |Target 024: 2.57e-04
====================
Epoch #26 | Time: 00d 00h 07m | LR: 2.00e-03 | Epoch time: 16.00 | Train loss: 4.14e-04 | Val loss: 2.32e-04
Target 005 has maximum loss 1.05e-03; Target 007 has minimum loss 6.94e-05
Target 000: 8.25e-04 |Target 001: 8.13e-04 |Target 002: 8.22e-05 |Target 003: 3.22e-04 |Target 004: 1.20e-04
Target 005: 1.05e-03 |Target 006: 4.32e-04 |Target 007: 6.94e-05 |Target 008: 1.80e-04 |Target 009: 2.69e-04
Target 010: 1.62e-04 |Target 011: 1.76e-04 |Target 012: 3.34e-04 |Target 013: 2.39e-04 |Target 014: 8.29e-05
Target 015: 1.90e-04 |Target 016: 1.85e-04 |Target 017: 2.74e-04 |Target 018: 2.97e-04 |Target 019: 2.06e-04
Target 020: 8.48e-04 |Target 021: 2.34e-04 |Target 022: 8.40e-05 |Target 023: 1.84e-04 |Target 024: 2.42e-04
====================
Epoch #27 | Time: 00d 00h 07m | LR: 2.00e-03 | Epoch time: 16.09 | Train loss: 3.85e-04 | Val loss: 1.87e-04
Target 005 has maximum loss 7.47e-04; Target 007 has minimum loss 6.53e-05
Target 000: 7.46e-04 |Target 001: 3.15e-04 |Target 002: 8.07e-05 |Target 003: 9.33e-05 |Target 004: 1.15e-04
Target 005: 7.47e-04 |Target 006: 4.32e-04 |Target 007: 6.53e-05 |Target 008: 1.45e-04 |Target 009: 3.15e-04
Target 010: 7.25e-05 |Target 011: 1.23e-04 |Target 012: 2.75e-04 |Target 013: 2.23e-04 |Target 014: 8.04e-05
Target 015: 1.83e-04 |Target 016: 1.76e-04 |Target 017: 2.07e-04 |Target 018: 2.42e-04 |Target 019: 1.60e-04
Target 020: 7.31e-04 |Target 021: 1.96e-04 |Target 022: 8.98e-05 |Target 023: 1.48e-04 |Target 024: 1.63e-04
====================
Epoch #28 | Time: 00d 00h 08m | LR: 2.00e-03 | Epoch time: 16.02 | Train loss: 3.53e-04 | Val loss: 1.63e-04
Target 020 has maximum loss 7.09e-04; Target 014 has minimum loss 6.48e-05
Target 000: 5.21e-04 |Target 001: 2.91e-04 |Target 002: 1.03e-04 |Target 003: 1.21e-04 |Target 004: 9.26e-05
Target 005: 5.51e-04 |Target 006: 5.40e-04 |Target 007: 7.02e-05 |Target 008: 1.12e-04 |Target 009: 1.74e-04
Target 010: 8.57e-05 |Target 011: 1.17e-04 |Target 012: 2.54e-04 |Target 013: 1.96e-04 |Target 014: 6.48e-05
Target 015: 1.69e-04 |Target 016: 1.25e-04 |Target 017: 1.62e-04 |Target 018: 1.85e-04 |Target 019: 1.33e-04
Target 020: 7.09e-04 |Target 021: 1.71e-04 |Target 022: 7.73e-05 |Target 023: 1.17e-04 |Target 024: 1.64e-04
====================
Epoch #29 | Time: 00d 00h 08m | LR: 2.00e-03 | Epoch time: 16.17 | Train loss: 3.31e-04 | Val loss: 1.55e-04
Target 000 has maximum loss 7.29e-04; Target 007 has minimum loss 5.06e-05
Target 000: 7.29e-04 |Target 001: 4.11e-04 |Target 002: 9.79e-05 |Target 003: 1.03e-04 |Target 004: 8.50e-05
Target 005: 6.71e-04 |Target 006: 3.58e-04 |Target 007: 5.06e-05 |Target 008: 9.91e-05 |Target 009: 1.67e-04
Target 010: 6.86e-05 |Target 011: 1.14e-04 |Target 012: 2.53e-04 |Target 013: 1.71e-04 |Target 014: 6.70e-05
Target 015: 1.81e-04 |Target 016: 1.33e-04 |Target 017: 1.73e-04 |Target 018: 1.83e-04 |Target 019: 1.28e-04
Target 020: 6.33e-04 |Target 021: 1.36e-04 |Target 022: 7.19e-05 |Target 023: 1.15e-04 |Target 024: 1.45e-04
====================
Epoch #30 | Time: 00d 00h 08m | LR: 2.00e-03 | Epoch time: 15.96 | Train loss: 3.39e-04 | Val loss: 1.61e-04
Target 005 has maximum loss 7.68e-04; Target 007 has minimum loss 5.22e-05
Target 000: 5.17e-04 |Target 001: 3.68e-04 |Target 002: 9.65e-05 |Target 003: 1.33e-04 |Target 004: 8.75e-05
Target 005: 7.68e-04 |Target 006: 3.44e-04 |Target 007: 5.22e-05 |Target 008: 1.12e-04 |Target 009: 1.51e-04
Target 010: 7.49e-05 |Target 011: 1.01e-04 |Target 012: 2.32e-04 |Target 013: 1.78e-04 |Target 014: 6.80e-05
Target 015: 1.56e-04 |Target 016: 1.11e-04 |Target 017: 1.55e-04 |Target 018: 1.98e-04 |Target 019: 1.50e-04
Target 020: 5.81e-04 |Target 021: 1.52e-04 |Target 022: 7.27e-05 |Target 023: 1.20e-04 |Target 024: 1.90e-04
====================
Epoch #31 | Time: 00d 00h 08m | LR: 2.00e-03 | Epoch time: 15.99 | Train loss: 3.23e-04 | Val loss: 1.56e-04
Target 005 has maximum loss 6.10e-04; Target 014 has minimum loss 6.93e-05
Target 000: 5.37e-04 |Target 001: 2.14e-04 |Target 002: 1.31e-04 |Target 003: 1.47e-04 |Target 004: 9.12e-05
Target 005: 6.10e-04 |Target 006: 2.78e-04 |Target 007: 8.44e-05 |Target 008: 1.01e-04 |Target 009: 1.41e-04
Target 010: 8.38e-05 |Target 011: 1.23e-04 |Target 012: 2.18e-04 |Target 013: 1.59e-04 |Target 014: 6.93e-05
Target 015: 1.69e-04 |Target 016: 1.62e-04 |Target 017: 1.61e-04 |Target 018: 2.25e-04 |Target 019: 1.37e-04
Target 020: 5.50e-04 |Target 021: 1.21e-04 |Target 022: 7.26e-05 |Target 023: 1.24e-04 |Target 024: 1.71e-04
====================
Epoch #32 | Time: 00d 00h 09m | LR: 2.00e-03 | Epoch time: 16.16 | Train loss: 3.13e-04 | Val loss: 1.33e-04
Target 000 has maximum loss 6.12e-04; Target 007 has minimum loss 4.48e-05
Target 000: 6.12e-04 |Target 001: 2.31e-04 |Target 002: 1.00e-04 |Target 003: 9.42e-05 |Target 004: 7.88e-05
Target 005: 3.81e-04 |Target 006: 3.31e-04 |Target 007: 4.48e-05 |Target 008: 1.17e-04 |Target 009: 1.43e-04
Target 010: 6.62e-05 |Target 011: 1.01e-04 |Target 012: 1.84e-04 |Target 013: 1.32e-04 |Target 014: 5.84e-05
Target 015: 1.43e-04 |Target 016: 1.14e-04 |Target 017: 1.35e-04 |Target 018: 1.63e-04 |Target 019: 1.24e-04
Target 020: 4.95e-04 |Target 021: 1.33e-04 |Target 022: 6.39e-05 |Target 023: 1.07e-04 |Target 024: 1.42e-04
====================
Epoch #33 | Time: 00d 00h 09m | LR: 2.00e-03 | Epoch time: 16.05 | Train loss: 3.05e-04 | Val loss: 1.81e-04
Target 001 has maximum loss 7.04e-04; Target 010 has minimum loss 5.02e-05
Target 000: 4.30e-04 |Target 001: 7.04e-04 |Target 002: 1.13e-04 |Target 003: 9.21e-05 |Target 004: 8.35e-05
Target 005: 5.59e-04 |Target 006: 6.05e-04 |Target 007: 6.27e-05 |Target 008: 1.20e-04 |Target 009: 2.24e-04
Target 010: 5.02e-05 |Target 011: 1.14e-04 |Target 012: 2.43e-04 |Target 013: 1.76e-04 |Target 014: 7.71e-05
Target 015: 1.59e-04 |Target 016: 1.04e-04 |Target 017: 1.50e-04 |Target 018: 2.27e-04 |Target 019: 1.62e-04
Target 020: 4.73e-04 |Target 021: 2.18e-04 |Target 022: 6.79e-05 |Target 023: 1.49e-04 |Target 024: 2.73e-04
====================
Epoch #34 | Time: 00d 00h 09m | LR: 2.00e-03 | Epoch time: 16.18 | Train loss: 3.00e-04 | Val loss: 1.49e-04
Target 000 has maximum loss 5.12e-04; Target 007 has minimum loss 5.50e-05
Target 000: 5.12e-04 |Target 001: 3.35e-04 |Target 002: 7.60e-05 |Target 003: 1.20e-04 |Target 004: 7.35e-05
Target 005: 4.41e-04 |Target 006: 3.83e-04 |Target 007: 5.50e-05 |Target 008: 1.42e-04 |Target 009: 2.09e-04
Target 010: 1.02e-04 |Target 011: 1.03e-04 |Target 012: 1.71e-04 |Target 013: 1.17e-04 |Target 014: 5.88e-05
Target 015: 1.55e-04 |Target 016: 1.18e-04 |Target 017: 1.22e-04 |Target 018: 1.81e-04 |Target 019: 1.38e-04
Target 020: 4.63e-04 |Target 021: 1.58e-04 |Target 022: 6.12e-05 |Target 023: 1.26e-04 |Target 024: 2.09e-04
====================
Epoch #35 | Time: 00d 00h 09m | LR: 2.00e-03 | Epoch time: 16.22 | Train loss: 2.97e-04 | Val loss: 1.35e-04
Target 006 has maximum loss 4.88e-04; Target 007 has minimum loss 4.81e-05
Target 000: 3.95e-04 |Target 001: 3.76e-04 |Target 002: 7.45e-05 |Target 003: 8.06e-05 |Target 004: 7.02e-05
Target 005: 3.82e-04 |Target 006: 4.88e-04 |Target 007: 4.81e-05 |Target 008: 1.09e-04 |Target 009: 1.41e-04
Target 010: 5.36e-05 |Target 011: 9.30e-05 |Target 012: 1.52e-04 |Target 013: 1.21e-04 |Target 014: 5.22e-05
Target 015: 1.35e-04 |Target 016: 1.08e-04 |Target 017: 1.21e-04 |Target 018: 1.83e-04 |Target 019: 1.30e-04
Target 020: 4.27e-04 |Target 021: 1.21e-04 |Target 022: 6.03e-05 |Target 023: 1.15e-04 |Target 024: 1.87e-04
====================
Epoch #36 | Time: 00d 00h 10m | LR: 2.00e-03 | Epoch time: 16.15 | Train loss: 2.78e-04 | Val loss: 1.50e-04
Target 000 has maximum loss 5.70e-04; Target 010 has minimum loss 4.11e-05
Target 000: 5.70e-04 |Target 001: 3.55e-04 |Target 002: 8.21e-05 |Target 003: 6.30e-05 |Target 004: 7.88e-05
Target 005: 2.74e-04 |Target 006: 5.40e-04 |Target 007: 6.09e-05 |Target 008: 9.73e-05 |Target 009: 1.90e-04
Target 010: 4.11e-05 |Target 011: 9.49e-05 |Target 012: 1.44e-04 |Target 013: 1.31e-04 |Target 014: 6.05e-05
Target 015: 1.22e-04 |Target 016: 1.06e-04 |Target 017: 1.06e-04 |Target 018: 2.00e-04 |Target 019: 1.40e-04
Target 020: 4.00e-04 |Target 021: 1.72e-04 |Target 022: 6.32e-05 |Target 023: 1.06e-04 |Target 024: 2.64e-04
====================
Epoch #37 | Time: 00d 00h 10m | LR: 2.00e-03 | Epoch time: 15.34 | Train loss: 2.77e-04 | Val loss: 1.13e-04
Target 005 has maximum loss 4.40e-04; Target 007 has minimum loss 3.42e-05
Target 000: 3.78e-04 |Target 001: 2.28e-04 |Target 002: 7.87e-05 |Target 003: 9.81e-05 |Target 004: 6.21e-05
Target 005: 4.40e-04 |Target 006: 2.07e-04 |Target 007: 3.42e-05 |Target 008: 7.09e-05 |Target 009: 1.41e-04
Target 010: 4.89e-05 |Target 011: 8.30e-05 |Target 012: 1.24e-04 |Target 013: 8.75e-05 |Target 014: 4.99e-05
Target 015: 1.17e-04 |Target 016: 8.49e-05 |Target 017: 1.07e-04 |Target 018: 1.68e-04 |Target 019: 9.86e-05
Target 020: 3.78e-04 |Target 021: 1.40e-04 |Target 022: 5.58e-05 |Target 023: 9.24e-05 |Target 024: 1.46e-04
====================
Epoch #38 | Time: 00d 00h 10m | LR: 2.00e-03 | Epoch time: 15.70 | Train loss: 2.48e-04 | Val loss: 1.12e-04
Target 006 has maximum loss 5.53e-04; Target 010 has minimum loss 4.11e-05
Target 000: 3.86e-04 |Target 001: 3.51e-04 |Target 002: 7.57e-05 |Target 003: 5.94e-05 |Target 004: 6.30e-05
Target 005: 2.45e-04 |Target 006: 5.53e-04 |Target 007: 4.12e-05 |Target 008: 8.73e-05 |Target 009: 1.05e-04
Target 010: 4.11e-05 |Target 011: 7.41e-05 |Target 012: 1.36e-04 |Target 013: 1.14e-04 |Target 014: 4.37e-05
Target 015: 1.08e-04 |Target 016: 8.63e-05 |Target 017: 8.47e-05 |Target 018: 1.55e-04 |Target 019: 1.11e-04
Target 020: 3.52e-04 |Target 021: 1.05e-04 |Target 022: 4.92e-05 |Target 023: 8.42e-05 |Target 024: 1.54e-04
====================
Epoch #39 | Time: 00d 00h 11m | LR: 2.00e-03 | Epoch time: 15.77 | Train loss: 2.43e-04 | Val loss: 1.16e-04
Target 000 has maximum loss 5.15e-04; Target 010 has minimum loss 4.64e-05
Target 000: 5.15e-04 |Target 001: 1.98e-04 |Target 002: 1.05e-04 |Target 003: 8.80e-05 |Target 004: 6.46e-05
Target 005: 2.70e-04 |Target 006: 2.67e-04 |Target 007: 9.47e-05 |Target 008: 1.01e-04 |Target 009: 1.30e-04
Target 010: 4.64e-05 |Target 011: 8.48e-05 |Target 012: 1.46e-04 |Target 013: 1.02e-04 |Target 014: 5.59e-05
Target 015: 1.38e-04 |Target 016: 1.10e-04 |Target 017: 9.19e-05 |Target 018: 1.62e-04 |Target 019: 1.09e-04
Target 020: 3.53e-04 |Target 021: 1.22e-04 |Target 022: 5.60e-05 |Target 023: 1.18e-04 |Target 024: 1.27e-04
====================
Epoch #40 | Time: 00d 00h 11m | LR: 2.00e-03 | Epoch time: 15.51 | Train loss: 2.58e-04 | Val loss: 1.13e-04
Target 000 has maximum loss 5.85e-04; Target 010 has minimum loss 4.40e-05
Target 000: 5.85e-04 |Target 001: 5.03e-04 |Target 002: 7.39e-05 |Target 003: 9.78e-05 |Target 004: 6.54e-05
Target 005: 2.33e-04 |Target 006: 4.46e-04 |Target 007: 9.30e-05 |Target 008: 1.02e-04 |Target 009: 1.71e-04
Target 010: 4.40e-05 |Target 011: 7.56e-05 |Target 012: 1.30e-04 |Target 013: 9.54e-05 |Target 014: 4.83e-05
Target 015: 1.04e-04 |Target 016: 8.58e-05 |Target 017: 8.78e-05 |Target 018: 1.47e-04 |Target 019: 1.12e-04
Target 020: 3.16e-04 |Target 021: 1.14e-04 |Target 022: 5.45e-05 |Target 023: 1.05e-04 |Target 024: 1.24e-04
====================
Epoch #41 | Time: 00d 00h 11m | LR: 2.00e-03 | Epoch time: 15.82 | Train loss: 3.46e-04 | Val loss: 2.93e-04
Target 001 has maximum loss 1.34e-03; Target 010 has minimum loss 5.67e-05
Target 000: 4.36e-04 |Target 001: 1.34e-03 |Target 002: 8.39e-05 |Target 003: 1.40e-04 |Target 004: 7.03e-05
Target 005: 4.90e-04 |Target 006: 3.75e-04 |Target 007: 1.47e-04 |Target 008: 1.24e-04 |Target 009: 4.72e-04
Target 010: 5.67e-05 |Target 011: 1.81e-04 |Target 012: 2.06e-04 |Target 013: 1.82e-04 |Target 014: 1.35e-04
Target 015: 1.19e-04 |Target 016: 1.33e-04 |Target 017: 2.43e-04 |Target 018: 2.63e-04 |Target 019: 3.27e-04
Target 020: 3.43e-04 |Target 021: 4.16e-04 |Target 022: 1.01e-04 |Target 023: 3.57e-04 |Target 024: 6.24e-04
====================
Epoch #42 | Time: 00d 00h 11m | LR: 2.00e-03 | Epoch time: 15.52 | Train loss: 5.21e-04 | Val loss: 3.24e-04
Target 001 has maximum loss 1.24e-03; Target 011 has minimum loss 1.03e-04
Target 000: 4.19e-04 |Target 001: 1.24e-03 |Target 002: 2.20e-04 |Target 003: 2.37e-04 |Target 004: 1.26e-04
Target 005: 3.82e-04 |Target 006: 8.54e-04 |Target 007: 1.38e-04 |Target 008: 2.31e-04 |Target 009: 3.27e-04
Target 010: 1.80e-04 |Target 011: 1.03e-04 |Target 012: 2.37e-04 |Target 013: 1.96e-04 |Target 014: 1.87e-04
Target 015: 1.35e-04 |Target 016: 1.45e-04 |Target 017: 1.24e-04 |Target 018: 5.04e-04 |Target 019: 2.92e-04
Target 020: 3.79e-04 |Target 021: 4.10e-04 |Target 022: 1.67e-04 |Target 023: 2.59e-04 |Target 024: 7.34e-04
====================
Epoch #43 | Time: 00d 00h 12m | LR: 2.00e-03 | Epoch time: 15.54 | Train loss: 7.04e-04 | Val loss: 3.11e-04
Target 005 has maximum loss 1.94e-03; Target 022 has minimum loss 6.83e-05
Target 000: 4.81e-04 |Target 001: 1.88e-03 |Target 002: 9.80e-05 |Target 003: 2.02e-04 |Target 004: 1.02e-04
Target 005: 1.94e-03 |Target 006: 4.20e-04 |Target 007: 9.02e-05 |Target 008: 1.48e-04 |Target 009: 3.16e-04
Target 010: 8.46e-05 |Target 011: 1.05e-04 |Target 012: 4.06e-04 |Target 013: 2.18e-04 |Target 014: 1.09e-04
Target 015: 1.06e-04 |Target 016: 1.27e-04 |Target 017: 1.95e-04 |Target 018: 5.54e-04 |Target 019: 1.79e-04
Target 020: 3.99e-04 |Target 021: 1.41e-04 |Target 022: 6.83e-05 |Target 023: 2.43e-04 |Target 024: 7.54e-04
====================
Epoch #44 | Time: 00d 00h 12m | LR: 2.00e-03 | Epoch time: 15.63 | Train loss: 3.86e-04 | Val loss: 2.47e-04
Target 000 has maximum loss 5.35e-04; Target 004 has minimum loss 9.77e-05
Target 000: 5.35e-04 |Target 001: 4.46e-04 |Target 002: 2.05e-04 |Target 003: 2.09e-04 |Target 004: 9.77e-05
Target 005: 3.48e-04 |Target 006: 4.44e-04 |Target 007: 1.07e-04 |Target 008: 1.52e-04 |Target 009: 3.33e-04
Target 010: 1.72e-04 |Target 011: 1.09e-04 |Target 012: 1.36e-04 |Target 013: 1.63e-04 |Target 014: 1.59e-04
Target 015: 1.10e-04 |Target 016: 1.40e-04 |Target 017: 1.71e-04 |Target 018: 3.97e-04 |Target 019: 2.07e-04
Target 020: 2.94e-04 |Target 021: 3.82e-04 |Target 022: 1.00e-04 |Target 023: 2.46e-04 |Target 024: 4.95e-04
====================
Epoch #45 | Time: 00d 00h 12m | LR: 2.00e-03 | Epoch time: 15.43 | Train loss: 2.32e-04 | Val loss: 8.68e-05
Target 005 has maximum loss 4.20e-04; Target 010 has minimum loss 2.65e-05
Target 000: 3.45e-04 |Target 001: 1.39e-04 |Target 002: 6.64e-05 |Target 003: 5.14e-05 |Target 004: 5.55e-05
Target 005: 4.20e-04 |Target 006: 2.30e-04 |Target 007: 5.45e-05 |Target 008: 7.04e-05 |Target 009: 1.22e-04
Target 010: 2.65e-05 |Target 011: 5.82e-05 |Target 012: 1.19e-04 |Target 013: 7.03e-05 |Target 014: 3.87e-05
Target 015: 8.02e-05 |Target 016: 7.42e-05 |Target 017: 6.62e-05 |Target 018: 1.43e-04 |Target 019: 8.15e-05
Target 020: 2.67e-04 |Target 021: 9.49e-05 |Target 022: 4.16e-05 |Target 023: 8.09e-05 |Target 024: 8.69e-05
====================
Epoch #46 | Time: 00d 00h 12m | LR: 2.00e-03 | Epoch time: 16.34 | Train loss: 1.96e-04 | Val loss: 8.29e-05
Target 005 has maximum loss 3.88e-04; Target 007 has minimum loss 2.79e-05
Target 000: 3.39e-04 |Target 001: 1.72e-04 |Target 002: 6.69e-05 |Target 003: 5.26e-05 |Target 004: 5.68e-05
Target 005: 3.88e-04 |Target 006: 2.84e-04 |Target 007: 2.79e-05 |Target 008: 5.76e-05 |Target 009: 9.57e-05
Target 010: 2.89e-05 |Target 011: 5.43e-05 |Target 012: 9.99e-05 |Target 013: 7.19e-05 |Target 014: 3.62e-05
Target 015: 7.67e-05 |Target 016: 6.58e-05 |Target 017: 9.91e-05 |Target 018: 1.18e-04 |Target 019: 8.02e-05
Target 020: 2.50e-04 |Target 021: 9.29e-05 |Target 022: 4.21e-05 |Target 023: 7.44e-05 |Target 024: 8.26e-05
====================
Epoch #47 | Time: 00d 00h 13m | LR: 2.00e-03 | Epoch time: 16.27 | Train loss: 1.92e-04 | Val loss: 7.99e-05
Target 000 has maximum loss 4.24e-04; Target 007 has minimum loss 2.67e-05
Target 000: 4.24e-04 |Target 001: 1.86e-04 |Target 002: 5.80e-05 |Target 003: 5.80e-05 |Target 004: 5.34e-05
Target 005: 1.49e-04 |Target 006: 1.80e-04 |Target 007: 2.67e-05 |Target 008: 6.79e-05 |Target 009: 8.96e-05
Target 010: 3.26e-05 |Target 011: 5.20e-05 |Target 012: 9.09e-05 |Target 013: 8.72e-05 |Target 014: 3.68e-05
Target 015: 7.94e-05 |Target 016: 6.76e-05 |Target 017: 8.22e-05 |Target 018: 1.13e-04 |Target 019: 8.79e-05
Target 020: 2.30e-04 |Target 021: 8.42e-05 |Target 022: 3.96e-05 |Target 023: 7.48e-05 |Target 024: 8.03e-05
====================
Epoch #48 | Time: 00d 00h 13m | LR: 2.00e-03 | Epoch time: 16.12 | Train loss: 2.01e-04 | Val loss: 8.35e-05
Target 000 has maximum loss 3.67e-04; Target 010 has minimum loss 3.21e-05
Target 000: 3.67e-04 |Target 001: 2.28e-04 |Target 002: 6.49e-05 |Target 003: 5.68e-05 |Target 004: 6.45e-05
Target 005: 2.80e-04 |Target 006: 2.18e-04 |Target 007: 3.74e-05 |Target 008: 6.48e-05 |Target 009: 9.32e-05
Target 010: 3.21e-05 |Target 011: 5.20e-05 |Target 012: 8.70e-05 |Target 013: 7.08e-05 |Target 014: 3.88e-05
Target 015: 6.94e-05 |Target 016: 6.66e-05 |Target 017: 6.95e-05 |Target 018: 1.26e-04 |Target 019: 8.08e-05
Target 020: 2.24e-04 |Target 021: 9.68e-05 |Target 022: 3.98e-05 |Target 023: 8.05e-05 |Target 024: 1.01e-04
====================
Epoch #49 | Time: 00d 00h 13m | LR: 2.00e-03 | Epoch time: 16.32 | Train loss: 2.21e-04 | Val loss: 9.28e-05
Target 001 has maximum loss 9.79e-04; Target 007 has minimum loss 3.49e-05
Target 000: 4.33e-04 |Target 001: 9.79e-04 |Target 002: 6.79e-05 |Target 003: 7.78e-05 |Target 004: 5.88e-05
Target 005: 2.49e-04 |Target 006: 6.47e-04 |Target 007: 3.49e-05 |Target 008: 7.64e-05 |Target 009: 1.02e-04
Target 010: 5.31e-05 |Target 011: 5.36e-05 |Target 012: 1.03e-04 |Target 013: 9.25e-05 |Target 014: 3.86e-05
Target 015: 7.71e-05 |Target 016: 7.38e-05 |Target 017: 7.10e-05 |Target 018: 1.16e-04 |Target 019: 8.34e-05
Target 020: 2.18e-04 |Target 021: 8.64e-05 |Target 022: 4.11e-05 |Target 023: 7.95e-05 |Target 024: 9.73e-05
====================
Epoch #50 | Time: 00d 00h 14m | LR: 2.00e-03 | Epoch time: 16.24 | Train loss: 1.94e-04 | Val loss: 7.65e-05
Target 000 has maximum loss 3.81e-04; Target 007 has minimum loss 3.08e-05
Target 000: 3.81e-04 |Target 001: 1.30e-04 |Target 002: 5.52e-05 |Target 003: 6.84e-05 |Target 004: 6.95e-05
Target 005: 1.72e-04 |Target 006: 1.79e-04 |Target 007: 3.08e-05 |Target 008: 6.18e-05 |Target 009: 8.57e-05
Target 010: 4.49e-05 |Target 011: 4.66e-05 |Target 012: 8.58e-05 |Target 013: 7.07e-05 |Target 014: 3.50e-05
Target 015: 7.26e-05 |Target 016: 7.02e-05 |Target 017: 6.04e-05 |Target 018: 1.10e-04 |Target 019: 8.61e-05
Target 020: 2.01e-04 |Target 021: 9.58e-05 |Target 022: 3.96e-05 |Target 023: 8.14e-05 |Target 024: 7.51e-05
====================
Epoch #51 | Time: 00d 00h 14m | LR: 2.00e-03 | Epoch time: 16.16 | Train loss: 1.91e-04 | Val loss: 7.41e-05
Target 000 has maximum loss 3.48e-04; Target 007 has minimum loss 2.81e-05
Target 000: 3.48e-04 |Target 001: 2.04e-04 |Target 002: 5.19e-05 |Target 003: 5.22e-05 |Target 004: 4.45e-05
Target 005: 2.00e-04 |Target 006: 1.63e-04 |Target 007: 2.81e-05 |Target 008: 6.92e-05 |Target 009: 9.70e-05
Target 010: 3.45e-05 |Target 011: 4.67e-05 |Target 012: 8.53e-05 |Target 013: 6.47e-05 |Target 014: 3.76e-05
Target 015: 6.46e-05 |Target 016: 6.40e-05 |Target 017: 7.54e-05 |Target 018: 1.04e-04 |Target 019: 7.62e-05
Target 020: 1.98e-04 |Target 021: 8.25e-05 |Target 022: 3.71e-05 |Target 023: 8.15e-05 |Target 024: 7.29e-05
====================
Epoch #52 | Time: 00d 00h 14m | LR: 2.00e-03 | Epoch time: 15.66 | Train loss: 1.73e-04 | Val loss: 6.41e-05
Target 000 has maximum loss 3.31e-04; Target 010 has minimum loss 2.33e-05
Target 000: 3.31e-04 |Target 001: 1.48e-04 |Target 002: 4.40e-05 |Target 003: 4.05e-05 |Target 004: 4.99e-05
Target 005: 1.12e-04 |Target 006: 1.91e-04 |Target 007: 2.33e-05 |Target 008: 5.22e-05 |Target 009: 7.67e-05
Target 010: 2.33e-05 |Target 011: 4.01e-05 |Target 012: 7.73e-05 |Target 013: 6.39e-05 |Target 014: 3.03e-05
Target 015: 6.10e-05 |Target 016: 5.32e-05 |Target 017: 5.83e-05 |Target 018: 9.27e-05 |Target 019: 6.81e-05
Target 020: 1.79e-04 |Target 021: 6.78e-05 |Target 022: 3.36e-05 |Target 023: 6.56e-05 |Target 024: 6.30e-05
====================
Epoch #53 | Time: 00d 00h 14m | LR: 2.00e-03 | Epoch time: 15.60 | Train loss: 1.60e-04 | Val loss: 6.51e-05
Target 000 has maximum loss 3.04e-04; Target 007 has minimum loss 2.52e-05
Target 000: 3.04e-04 |Target 001: 1.67e-04 |Target 002: 4.17e-05 |Target 003: 4.20e-05 |Target 004: 5.10e-05
Target 005: 1.35e-04 |Target 006: 1.98e-04 |Target 007: 2.52e-05 |Target 008: 5.65e-05 |Target 009: 7.77e-05
Target 010: 2.71e-05 |Target 011: 3.77e-05 |Target 012: 7.86e-05 |Target 013: 6.10e-05 |Target 014: 2.96e-05
Target 015: 6.06e-05 |Target 016: 5.00e-05 |Target 017: 5.78e-05 |Target 018: 8.68e-05 |Target 019: 6.83e-05
Target 020: 1.69e-04 |Target 021: 6.89e-05 |Target 022: 3.26e-05 |Target 023: 6.61e-05 |Target 024: 7.33e-05
====================
Epoch #54 | Time: 00d 00h 15m | LR: 2.00e-03 | Epoch time: 15.59 | Train loss: 1.62e-04 | Val loss: 6.44e-05
Target 000 has maximum loss 4.17e-04; Target 007 has minimum loss 2.11e-05
Target 000: 4.17e-04 |Target 001: 9.03e-05 |Target 002: 4.08e-05 |Target 003: 3.82e-05 |Target 004: 5.54e-05
Target 005: 1.13e-04 |Target 006: 1.28e-04 |Target 007: 2.11e-05 |Target 008: 5.22e-05 |Target 009: 7.24e-05
Target 010: 2.12e-05 |Target 011: 4.18e-05 |Target 012: 7.66e-05 |Target 013: 6.64e-05 |Target 014: 2.98e-05
Target 015: 5.44e-05 |Target 016: 4.75e-05 |Target 017: 6.01e-05 |Target 018: 9.31e-05 |Target 019: 6.66e-05
Target 020: 1.61e-04 |Target 021: 6.88e-05 |Target 022: 3.24e-05 |Target 023: 6.63e-05 |Target 024: 7.18e-05
====================
Epoch #55 | Time: 00d 00h 15m | LR: 2.00e-03 | Epoch time: 15.55 | Train loss: 1.59e-04 | Val loss: 6.19e-05
Target 000 has maximum loss 3.45e-04; Target 007 has minimum loss 2.07e-05
Target 000: 3.45e-04 |Target 001: 2.79e-04 |Target 002: 4.23e-05 |Target 003: 5.60e-05 |Target 004: 4.53e-05
Target 005: 1.25e-04 |Target 006: 1.49e-04 |Target 007: 2.07e-05 |Target 008: 5.22e-05 |Target 009: 7.83e-05
Target 010: 2.88e-05 |Target 011: 3.71e-05 |Target 012: 7.31e-05 |Target 013: 6.64e-05 |Target 014: 2.80e-05
Target 015: 5.38e-05 |Target 016: 4.77e-05 |Target 017: 5.67e-05 |Target 018: 9.02e-05 |Target 019: 6.50e-05
Target 020: 1.54e-04 |Target 021: 7.24e-05 |Target 022: 3.14e-05 |Target 023: 6.49e-05 |Target 024: 5.53e-05
====================
Epoch #56 | Time: 00d 00h 15m | LR: 2.00e-03 | Epoch time: 15.64 | Train loss: 1.71e-04 | Val loss: 1.21e-04
Target 000 has maximum loss 3.22e-04; Target 004 has minimum loss 6.27e-05
Target 000: 3.22e-04 |Target 001: 1.79e-04 |Target 002: 1.12e-04 |Target 003: 1.02e-04 |Target 004: 6.27e-05
Target 005: 1.64e-04 |Target 006: 3.08e-04 |Target 007: 1.02e-04 |Target 008: 1.83e-04 |Target 009: 1.28e-04
Target 010: 9.80e-05 |Target 011: 8.81e-05 |Target 012: 1.01e-04 |Target 013: 1.04e-04 |Target 014: 7.27e-05
Target 015: 8.68e-05 |Target 016: 1.63e-04 |Target 017: 1.15e-04 |Target 018: 1.80e-04 |Target 019: 1.35e-04
Target 020: 1.70e-04 |Target 021: 1.22e-04 |Target 022: 7.02e-05 |Target 023: 1.43e-04 |Target 024: 1.36e-04
====================
Epoch #57 | Time: 00d 00h 15m | LR: 2.00e-03 | Epoch time: 16.31 | Train loss: 1.85e-04 | Val loss: 8.69e-05
Target 006 has maximum loss 4.48e-04; Target 007 has minimum loss 4.85e-05
Target 000: 3.13e-04 |Target 001: 2.96e-04 |Target 002: 6.63e-05 |Target 003: 6.72e-05 |Target 004: 4.95e-05
Target 005: 1.45e-04 |Target 006: 4.48e-04 |Target 007: 4.85e-05 |Target 008: 8.68e-05 |Target 009: 9.14e-05
Target 010: 6.61e-05 |Target 011: 6.70e-05 |Target 012: 8.63e-05 |Target 013: 7.38e-05 |Target 014: 5.01e-05
Target 015: 6.54e-05 |Target 016: 6.95e-05 |Target 017: 8.05e-05 |Target 018: 1.12e-04 |Target 019: 8.79e-05
Target 020: 1.50e-04 |Target 021: 7.82e-05 |Target 022: 5.28e-05 |Target 023: 8.66e-05 |Target 024: 1.08e-04
====================
Epoch #58 | Time: 00d 00h 16m | LR: 2.00e-03 | Epoch time: 16.13 | Train loss: 2.08e-04 | Val loss: 7.61e-05
Target 005 has maximum loss 4.42e-04; Target 010 has minimum loss 3.20e-05
Target 000: 3.81e-04 |Target 001: 1.93e-04 |Target 002: 4.09e-05 |Target 003: 7.00e-05 |Target 004: 4.42e-05
Target 005: 4.42e-04 |Target 006: 1.70e-04 |Target 007: 7.00e-05 |Target 008: 6.37e-05 |Target 009: 1.05e-04
Target 010: 3.20e-05 |Target 011: 4.89e-05 |Target 012: 8.75e-05 |Target 013: 6.71e-05 |Target 014: 3.34e-05
Target 015: 6.72e-05 |Target 016: 8.35e-05 |Target 017: 7.66e-05 |Target 018: 1.09e-04 |Target 019: 8.68e-05
Target 020: 1.26e-04 |Target 021: 9.48e-05 |Target 022: 3.43e-05 |Target 023: 7.96e-05 |Target 024: 7.31e-05
====================
Epoch #59 | Time: 00d 00h 16m | LR: 2.00e-03 | Epoch time: 16.56 | Train loss: 1.59e-04 | Val loss: 7.33e-05
Target 000 has maximum loss 4.84e-04; Target 007 has minimum loss 2.72e-05
Target 000: 4.84e-04 |Target 001: 2.80e-04 |Target 002: 3.58e-05 |Target 003: 7.24e-05 |Target 004: 4.20e-05
Target 005: 1.56e-04 |Target 006: 1.61e-04 |Target 007: 2.72e-05 |Target 008: 5.67e-05 |Target 009: 9.55e-05
Target 010: 3.76e-05 |Target 011: 4.73e-05 |Target 012: 8.75e-05 |Target 013: 7.39e-05 |Target 014: 2.94e-05
Target 015: 5.30e-05 |Target 016: 5.20e-05 |Target 017: 5.96e-05 |Target 018: 1.06e-04 |Target 019: 7.17e-05
Target 020: 1.20e-04 |Target 021: 8.89e-05 |Target 022: 3.24e-05 |Target 023: 7.85e-05 |Target 024: 9.20e-05
====================
Epoch #60 | Time: 00d 00h 16m | LR: 2.00e-03 | Epoch time: 16.23 | Train loss: 1.45e-04 | Val loss: 5.88e-05
Target 006 has maximum loss 3.26e-04; Target 010 has minimum loss 1.63e-05
Target 000: 3.02e-04 |Target 001: 3.18e-04 |Target 002: 2.91e-05 |Target 003: 4.42e-05 |Target 004: 4.11e-05
Target 005: 1.58e-04 |Target 006: 3.26e-04 |Target 007: 1.90e-05 |Target 008: 4.53e-05 |Target 009: 7.83e-05
Target 010: 1.63e-05 |Target 011: 3.27e-05 |Target 012: 6.91e-05 |Target 013: 5.64e-05 |Target 014: 2.43e-05
Target 015: 4.56e-05 |Target 016: 4.21e-05 |Target 017: 5.36e-05 |Target 018: 8.47e-05 |Target 019: 5.95e-05
Target 020: 1.12e-04 |Target 021: 6.78e-05 |Target 022: 2.76e-05 |Target 023: 6.03e-05 |Target 024: 6.26e-05
====================
Epoch #61 | Time: 00d 00h 17m | LR: 2.00e-03 | Epoch time: 16.27 | Train loss: 1.42e-04 | Val loss: 6.09e-05
Target 005 has maximum loss 4.66e-04; Target 010 has minimum loss 1.94e-05
Target 000: 3.36e-04 |Target 001: 3.51e-04 |Target 002: 2.86e-05 |Target 003: 4.00e-05 |Target 004: 4.68e-05
Target 005: 4.66e-04 |Target 006: 1.85e-04 |Target 007: 2.01e-05 |Target 008: 4.69e-05 |Target 009: 6.46e-05
Target 010: 1.94e-05 |Target 011: 3.48e-05 |Target 012: 6.73e-05 |Target 013: 5.16e-05 |Target 014: 2.48e-05
Target 015: 4.28e-05 |Target 016: 4.28e-05 |Target 017: 5.90e-05 |Target 018: 9.95e-05 |Target 019: 6.15e-05
Target 020: 1.04e-04 |Target 021: 6.44e-05 |Target 022: 2.78e-05 |Target 023: 6.33e-05 |Target 024: 6.29e-05
====================
Epoch #62 | Time: 00d 00h 17m | LR: 2.00e-03 | Epoch time: 16.26 | Train loss: 1.53e-04 | Val loss: 7.63e-05
Target 000 has maximum loss 3.97e-04; Target 010 has minimum loss 2.36e-05
Target 000: 3.97e-04 |Target 001: 3.49e-04 |Target 002: 3.19e-05 |Target 003: 5.79e-05 |Target 004: 3.62e-05
Target 005: 2.07e-04 |Target 006: 3.24e-04 |Target 007: 2.57e-05 |Target 008: 4.94e-05 |Target 009: 8.29e-05
Target 010: 2.36e-05 |Target 011: 3.10e-05 |Target 012: 8.14e-05 |Target 013: 7.49e-05 |Target 014: 2.61e-05
Target 015: 4.89e-05 |Target 016: 5.51e-05 |Target 017: 6.03e-05 |Target 018: 1.31e-04 |Target 019: 7.07e-05
Target 020: 1.02e-04 |Target 021: 5.34e-05 |Target 022: 2.84e-05 |Target 023: 6.66e-05 |Target 024: 1.30e-04
====================
Epoch #63 | Time: 00d 00h 17m | LR: 2.00e-03 | Epoch time: 16.16 | Train loss: 2.16e-04 | Val loss: 9.80e-05
Target 001 has maximum loss 1.04e-03; Target 002 has minimum loss 2.93e-05
Target 000: 3.18e-04 |Target 001: 1.04e-03 |Target 002: 2.93e-05 |Target 003: 8.31e-05 |Target 004: 4.55e-05
Target 005: 2.56e-04 |Target 006: 3.08e-04 |Target 007: 6.69e-05 |Target 008: 6.56e-05 |Target 009: 1.72e-04
Target 010: 3.85e-05 |Target 011: 3.46e-05 |Target 012: 8.29e-05 |Target 013: 6.84e-05 |Target 014: 3.44e-05
Target 015: 6.36e-05 |Target 016: 9.37e-05 |Target 017: 6.51e-05 |Target 018: 1.05e-04 |Target 019: 8.04e-05
Target 020: 9.95e-05 |Target 021: 1.34e-04 |Target 022: 3.21e-05 |Target 023: 1.30e-04 |Target 024: 1.56e-04
====================
Epoch #64 | Time: 00d 00h 17m | LR: 2.00e-03 | Epoch time: 15.82 | Train loss: 1.58e-04 | Val loss: 6.75e-05
Target 001 has maximum loss 3.03e-04; Target 014 has minimum loss 2.50e-05
Target 000: 2.86e-04 |Target 001: 3.03e-04 |Target 002: 3.49e-05 |Target 003: 6.43e-05 |Target 004: 4.05e-05
Target 005: 1.24e-04 |Target 006: 2.03e-04 |Target 007: 3.78e-05 |Target 008: 5.91e-05 |Target 009: 1.05e-04
Target 010: 3.81e-05 |Target 011: 4.12e-05 |Target 012: 8.62e-05 |Target 013: 5.94e-05 |Target 014: 2.50e-05
Target 015: 4.89e-05 |Target 016: 5.86e-05 |Target 017: 5.32e-05 |Target 018: 1.00e-04 |Target 019: 6.88e-05
Target 020: 9.17e-05 |Target 021: 9.08e-05 |Target 022: 2.90e-05 |Target 023: 7.21e-05 |Target 024: 8.38e-05
====================
Epoch #65 | Time: 00d 00h 18m | LR: 2.00e-03 | Epoch time: 15.67 | Train loss: 1.55e-04 | Val loss: 5.47e-05
Target 000 has maximum loss 3.87e-04; Target 014 has minimum loss 2.51e-05
Target 000: 3.87e-04 |Target 001: 1.11e-04 |Target 002: 3.15e-05 |Target 003: 4.81e-05 |Target 004: 3.47e-05
Target 005: 1.33e-04 |Target 006: 1.55e-04 |Target 007: 3.30e-05 |Target 008: 6.09e-05 |Target 009: 6.05e-05
Target 010: 3.29e-05 |Target 011: 4.27e-05 |Target 012: 6.38e-05 |Target 013: 4.72e-05 |Target 014: 2.51e-05
Target 015: 4.58e-05 |Target 016: 5.21e-05 |Target 017: 5.22e-05 |Target 018: 7.80e-05 |Target 019: 6.33e-05
Target 020: 8.60e-05 |Target 021: 6.15e-05 |Target 022: 2.65e-05 |Target 023: 5.96e-05 |Target 024: 5.68e-05
====================
Epoch #66 | Time: 00d 00h 18m | LR: 2.00e-03 | Epoch time: 15.93 | Train loss: 1.36e-04 | Val loss: 5.29e-05
Target 000 has maximum loss 2.90e-04; Target 007 has minimum loss 2.12e-05
Target 000: 2.90e-04 |Target 001: 1.25e-04 |Target 002: 2.36e-05 |Target 003: 3.71e-05 |Target 004: 3.74e-05
Target 005: 9.69e-05 |Target 006: 1.88e-04 |Target 007: 2.12e-05 |Target 008: 4.82e-05 |Target 009: 5.58e-05
Target 010: 2.52e-05 |Target 011: 3.26e-05 |Target 012: 6.40e-05 |Target 013: 5.11e-05 |Target 014: 2.42e-05
Target 015: 3.84e-05 |Target 016: 3.98e-05 |Target 017: 5.03e-05 |Target 018: 7.88e-05 |Target 019: 5.94e-05
Target 020: 7.86e-05 |Target 021: 5.65e-05 |Target 022: 2.58e-05 |Target 023: 6.38e-05 |Target 024: 6.03e-05
====================
Epoch #67 | Time: 00d 00h 18m | LR: 2.00e-03 | Epoch time: 15.75 | Train loss: 1.35e-04 | Val loss: 6.03e-05
Target 000 has maximum loss 6.58e-04; Target 007 has minimum loss 2.53e-05
Target 000: 6.58e-04 |Target 001: 1.60e-04 |Target 002: 2.95e-05 |Target 003: 4.41e-05 |Target 004: 3.55e-05
Target 005: 2.45e-04 |Target 006: 3.80e-04 |Target 007: 2.53e-05 |Target 008: 4.65e-05 |Target 009: 6.53e-05
Target 010: 2.95e-05 |Target 011: 3.33e-05 |Target 012: 6.55e-05 |Target 013: 5.29e-05 |Target 014: 2.62e-05
Target 015: 4.01e-05 |Target 016: 3.86e-05 |Target 017: 4.87e-05 |Target 018: 7.73e-05 |Target 019: 6.14e-05
Target 020: 7.83e-05 |Target 021: 5.51e-05 |Target 022: 2.74e-05 |Target 023: 5.98e-05 |Target 024: 7.60e-05
====================
Epoch #68 | Time: 00d 00h 18m | LR: 2.00e-03 | Epoch time: 15.57 | Train loss: 1.33e-04 | Val loss: 5.28e-05
Target 005 has maximum loss 3.54e-04; Target 010 has minimum loss 1.74e-05
Target 000: 2.76e-04 |Target 001: 2.51e-04 |Target 002: 2.36e-05 |Target 003: 3.34e-05 |Target 004: 2.95e-05
Target 005: 3.54e-04 |Target 006: 2.25e-04 |Target 007: 1.97e-05 |Target 008: 4.61e-05 |Target 009: 5.84e-05
Target 010: 1.74e-05 |Target 011: 2.91e-05 |Target 012: 6.27e-05 |Target 013: 5.29e-05 |Target 014: 2.39e-05
Target 015: 4.20e-05 |Target 016: 4.75e-05 |Target 017: 5.17e-05 |Target 018: 7.32e-05 |Target 019: 5.56e-05
Target 020: 7.47e-05 |Target 021: 5.06e-05 |Target 022: 2.42e-05 |Target 023: 5.87e-05 |Target 024: 5.48e-05
====================
Epoch #69 | Time: 00d 00h 19m | LR: 2.00e-03 | Epoch time: 15.64 | Train loss: 1.25e-04 | Val loss: 4.90e-05
Target 000 has maximum loss 2.65e-04; Target 010 has minimum loss 1.74e-05
Target 000: 2.65e-04 |Target 001: 2.32e-04 |Target 002: 2.75e-05 |Target 003: 3.05e-05 |Target 004: 3.01e-05
Target 005: 1.49e-04 |Target 006: 2.02e-04 |Target 007: 1.92e-05 |Target 008: 3.82e-05 |Target 009: 5.17e-05
Target 010: 1.74e-05 |Target 011: 2.61e-05 |Target 012: 7.19e-05 |Target 013: 4.31e-05 |Target 014: 2.16e-05
Target 015: 3.76e-05 |Target 016: 3.79e-05 |Target 017: 4.23e-05 |Target 018: 7.53e-05 |Target 019: 5.68e-05
Target 020: 7.03e-05 |Target 021: 4.81e-05 |Target 022: 2.26e-05 |Target 023: 5.41e-05 |Target 024: 5.24e-05
====================
Epoch #70 | Time: 00d 00h 19m | LR: 2.00e-03 | Epoch time: 15.57 | Train loss: 1.19e-04 | Val loss: 4.75e-05
Target 000 has maximum loss 4.81e-04; Target 010 has minimum loss 1.24e-05
Target 000: 4.81e-04 |Target 001: 1.73e-04 |Target 002: 1.98e-05 |Target 003: 2.40e-05 |Target 004: 2.78e-05
Target 005: 1.17e-04 |Target 006: 2.55e-04 |Target 007: 2.69e-05 |Target 008: 3.62e-05 |Target 009: 5.47e-05
Target 010: 1.24e-05 |Target 011: 2.57e-05 |Target 012: 6.73e-05 |Target 013: 4.28e-05 |Target 014: 1.96e-05
Target 015: 3.49e-05 |Target 016: 3.30e-05 |Target 017: 4.43e-05 |Target 018: 6.70e-05 |Target 019: 4.99e-05
Target 020: 6.75e-05 |Target 021: 4.91e-05 |Target 022: 2.10e-05 |Target 023: 5.30e-05 |Target 024: 4.89e-05
====================
Epoch #71 | Time: 00d 00h 19m | LR: 2.00e-03 | Epoch time: 16.33 | Train loss: 1.22e-04 | Val loss: 6.17e-05
Target 000 has maximum loss 4.17e-04; Target 007 has minimum loss 1.61e-05
Target 000: 4.17e-04 |Target 001: 1.71e-04 |Target 002: 3.56e-05 |Target 003: 4.76e-05 |Target 004: 3.22e-05
Target 005: 1.44e-04 |Target 006: 2.49e-04 |Target 007: 1.61e-05 |Target 008: 5.34e-05 |Target 009: 7.37e-05
Target 010: 2.34e-05 |Target 011: 2.46e-05 |Target 012: 8.15e-05 |Target 013: 4.78e-05 |Target 014: 2.60e-05
Target 015: 3.91e-05 |Target 016: 4.63e-05 |Target 017: 5.52e-05 |Target 018: 1.04e-04 |Target 019: 6.70e-05
Target 020: 6.60e-05 |Target 021: 9.03e-05 |Target 022: 2.56e-05 |Target 023: 6.58e-05 |Target 024: 7.63e-05
====================
Epoch #72 | Time: 00d 00h 19m | LR: 2.00e-03 | Epoch time: 16.15 | Train loss: 1.24e-04 | Val loss: 5.31e-05
Target 000 has maximum loss 3.14e-04; Target 007 has minimum loss 1.77e-05
Target 000: 3.14e-04 |Target 001: 9.18e-05 |Target 002: 2.13e-05 |Target 003: 3.68e-05 |Target 004: 2.98e-05
Target 005: 2.02e-04 |Target 006: 1.63e-04 |Target 007: 1.77e-05 |Target 008: 5.70e-05 |Target 009: 5.30e-05
Target 010: 2.03e-05 |Target 011: 2.88e-05 |Target 012: 6.49e-05 |Target 013: 6.23e-05 |Target 014: 2.33e-05
Target 015: 4.16e-05 |Target 016: 5.30e-05 |Target 017: 6.18e-05 |Target 018: 7.06e-05 |Target 019: 5.63e-05
Target 020: 6.29e-05 |Target 021: 5.39e-05 |Target 022: 2.25e-05 |Target 023: 6.27e-05 |Target 024: 6.26e-05
====================
Epoch #73 | Time: 00d 00h 20m | LR: 2.00e-03 | Epoch time: 16.19 | Train loss: 1.19e-04 | Val loss: 5.59e-05
Target 006 has maximum loss 7.01e-04; Target 010 has minimum loss 1.69e-05
Target 000: 3.41e-04 |Target 001: 2.74e-04 |Target 002: 2.31e-05 |Target 003: 3.93e-05 |Target 004: 3.05e-05
Target 005: 1.87e-04 |Target 006: 7.01e-04 |Target 007: 2.23e-05 |Target 008: 4.91e-05 |Target 009: 6.74e-05
Target 010: 1.69e-05 |Target 011: 2.55e-05 |Target 012: 6.20e-05 |Target 013: 4.25e-05 |Target 014: 2.19e-05
Target 015: 3.71e-05 |Target 016: 5.61e-05 |Target 017: 4.77e-05 |Target 018: 8.18e-05 |Target 019: 5.57e-05
Target 020: 6.44e-05 |Target 021: 6.04e-05 |Target 022: 2.23e-05 |Target 023: 5.84e-05 |Target 024: 6.13e-05
====================
Epoch #74 | Time: 00d 00h 20m | LR: 2.00e-03 | Epoch time: 15.60 | Train loss: 1.83e-04 | Val loss: 8.68e-05
Target 001 has maximum loss 6.44e-04; Target 022 has minimum loss 3.58e-05
Target 000: 3.46e-04 |Target 001: 6.44e-04 |Target 002: 4.38e-05 |Target 003: 8.18e-05 |Target 004: 3.74e-05
Target 005: 3.60e-04 |Target 006: 1.67e-04 |Target 007: 5.55e-05 |Target 008: 9.91e-05 |Target 009: 1.48e-04
Target 010: 5.24e-05 |Target 011: 5.53e-05 |Target 012: 7.75e-05 |Target 013: 7.04e-05 |Target 014: 3.67e-05
Target 015: 7.52e-05 |Target 016: 6.93e-05 |Target 017: 6.58e-05 |Target 018: 1.21e-04 |Target 019: 9.69e-05
Target 020: 7.02e-05 |Target 021: 1.35e-04 |Target 022: 3.58e-05 |Target 023: 1.02e-04 |Target 024: 1.01e-04
====================
Epoch #75 | Time: 00d 00h 20m | LR: 2.00e-03 | Epoch time: 15.64 | Train loss: 1.64e-04 | Val loss: 9.79e-05
Target 000 has maximum loss 5.67e-04; Target 022 has minimum loss 3.23e-05
Target 000: 5.67e-04 |Target 001: 5.65e-04 |Target 002: 3.71e-05 |Target 003: 4.93e-05 |Target 004: 3.36e-05
Target 005: 1.73e-04 |Target 006: 2.21e-04 |Target 007: 7.41e-05 |Target 008: 9.33e-05 |Target 009: 2.46e-04
Target 010: 3.43e-05 |Target 011: 4.85e-05 |Target 012: 1.09e-04 |Target 013: 8.00e-05 |Target 014: 3.53e-05
Target 015: 5.42e-05 |Target 016: 7.10e-05 |Target 017: 7.47e-05 |Target 018: 9.05e-05 |Target 019: 1.43e-04
Target 020: 1.04e-04 |Target 021: 1.78e-04 |Target 022: 3.23e-05 |Target 023: 1.19e-04 |Target 024: 1.07e-04
====================
Epoch #76 | Time: 00d 00h 21m | LR: 2.00e-03 | Epoch time: 15.71 | Train loss: 1.41e-04 | Val loss: 7.62e-05
Target 001 has maximum loss 3.57e-04; Target 007 has minimum loss 2.50e-05
Target 000: 2.74e-04 |Target 001: 3.57e-04 |Target 002: 4.05e-05 |Target 003: 5.60e-05 |Target 004: 3.04e-05
Target 005: 1.16e-04 |Target 006: 2.12e-04 |Target 007: 2.50e-05 |Target 008: 5.83e-05 |Target 009: 1.23e-04
Target 010: 4.71e-05 |Target 011: 2.87e-05 |Target 012: 6.10e-05 |Target 013: 5.53e-05 |Target 014: 2.56e-05
Target 015: 4.07e-05 |Target 016: 4.68e-05 |Target 017: 7.56e-05 |Target 018: 1.77e-04 |Target 019: 7.49e-05
Target 020: 6.40e-05 |Target 021: 7.83e-05 |Target 022: 2.67e-05 |Target 023: 7.48e-05 |Target 024: 1.23e-04
====================
Epoch #77 | Time: 00d 00h 21m | LR: 2.00e-03 | Epoch time: 15.62 | Train loss: 1.70e-04 | Val loss: 7.77e-05
Target 000 has maximum loss 4.24e-04; Target 014 has minimum loss 3.35e-05
Target 000: 4.24e-04 |Target 001: 2.37e-04 |Target 002: 4.59e-05 |Target 003: 8.56e-05 |Target 004: 3.49e-05
Target 005: 3.53e-04 |Target 006: 2.30e-04 |Target 007: 4.78e-05 |Target 008: 6.20e-05 |Target 009: 1.39e-04
Target 010: 1.26e-04 |Target 011: 6.62e-05 |Target 012: 6.31e-05 |Target 013: 4.74e-05 |Target 014: 3.35e-05
Target 015: 3.64e-05 |Target 016: 5.63e-05 |Target 017: 5.46e-05 |Target 018: 7.68e-05 |Target 019: 7.12e-05
Target 020: 6.06e-05 |Target 021: 1.17e-04 |Target 022: 3.38e-05 |Target 023: 1.05e-04 |Target 024: 1.09e-04
====================
Epoch #78 | Time: 00d 00h 21m | LR: 2.00e-03 | Epoch time: 15.82 | Train loss: 1.94e-04 | Val loss: 7.31e-05
Target 005 has maximum loss 4.88e-04; Target 010 has minimum loss 1.30e-05
Target 000: 3.43e-04 |Target 001: 3.81e-04 |Target 002: 2.53e-05 |Target 003: 3.22e-05 |Target 004: 2.99e-05
Target 005: 4.88e-04 |Target 006: 1.62e-04 |Target 007: 3.32e-05 |Target 008: 6.58e-05 |Target 009: 7.75e-05
Target 010: 1.30e-05 |Target 011: 2.68e-05 |Target 012: 7.00e-05 |Target 013: 8.11e-05 |Target 014: 2.86e-05
Target 015: 4.74e-05 |Target 016: 8.06e-05 |Target 017: 5.74e-05 |Target 018: 8.22e-05 |Target 019: 7.78e-05
Target 020: 5.70e-05 |Target 021: 7.30e-05 |Target 022: 2.67e-05 |Target 023: 6.24e-05 |Target 024: 1.31e-04
====================
Epoch #79 | Time: 00d 00h 21m | LR: 2.00e-03 | Epoch time: 15.69 | Train loss: 1.52e-04 | Val loss: 9.21e-05
Target 001 has maximum loss 8.42e-04; Target 002 has minimum loss 1.82e-05
Target 000: 4.06e-04 |Target 001: 8.42e-04 |Target 002: 1.82e-05 |Target 003: 5.39e-05 |Target 004: 2.83e-05
Target 005: 2.55e-04 |Target 006: 3.92e-04 |Target 007: 2.15e-05 |Target 008: 8.26e-05 |Target 009: 3.11e-04
Target 010: 2.18e-05 |Target 011: 2.22e-05 |Target 012: 9.89e-05 |Target 013: 7.85e-05 |Target 014: 2.73e-05
Target 015: 4.92e-05 |Target 016: 1.07e-04 |Target 017: 4.94e-05 |Target 018: 8.95e-05 |Target 019: 1.16e-04
Target 020: 7.70e-05 |Target 021: 1.74e-04 |Target 022: 2.26e-05 |Target 023: 9.29e-05 |Target 024: 1.14e-04
====================
Epoch #80 | Time: 00d 00h 22m | LR: 2.00e-03 | Epoch time: 15.81 | Train loss: 1.33e-04 | Val loss: 5.31e-05
Target 000 has maximum loss 2.57e-04; Target 014 has minimum loss 1.96e-05
Target 000: 2.57e-04 |Target 001: 2.20e-04 |Target 002: 2.25e-05 |Target 003: 3.05e-05 |Target 004: 2.62e-05
Target 005: 1.63e-04 |Target 006: 2.56e-04 |Target 007: 4.05e-05 |Target 008: 3.90e-05 |Target 009: 7.76e-05
Target 010: 2.03e-05 |Target 011: 2.36e-05 |Target 012: 5.76e-05 |Target 013: 4.22e-05 |Target 014: 1.96e-05
Target 015: 3.51e-05 |Target 016: 4.69e-05 |Target 017: 4.15e-05 |Target 018: 7.41e-05 |Target 019: 5.02e-05
Target 020: 5.47e-05 |Target 021: 5.17e-05 |Target 022: 2.19e-05 |Target 023: 6.78e-05 |Target 024: 7.71e-05
====================
Epoch #81 | Time: 00d 00h 22m | LR: 2.00e-03 | Epoch time: 15.69 | Train loss: 1.14e-04 | Val loss: 4.80e-05
Target 000 has maximum loss 2.41e-04; Target 010 has minimum loss 1.29e-05
Target 000: 2.41e-04 |Target 001: 1.46e-04 |Target 002: 1.68e-05 |Target 003: 2.39e-05 |Target 004: 2.35e-05
Target 005: 1.35e-04 |Target 006: 1.79e-04 |Target 007: 1.83e-05 |Target 008: 4.29e-05 |Target 009: 5.79e-05
Target 010: 1.29e-05 |Target 011: 2.16e-05 |Target 012: 6.49e-05 |Target 013: 6.05e-05 |Target 014: 2.02e-05
Target 015: 3.03e-05 |Target 016: 3.00e-05 |Target 017: 4.85e-05 |Target 018: 7.33e-05 |Target 019: 4.57e-05
Target 020: 4.98e-05 |Target 021: 4.92e-05 |Target 022: 1.90e-05 |Target 023: 5.26e-05 |Target 024: 6.52e-05
====================
Epoch #82 | Time: 00d 00h 22m | LR: 2.00e-03 | Epoch time: 15.68 | Train loss: 1.08e-04 | Val loss: 5.61e-05
Target 000 has maximum loss 4.40e-04; Target 010 has minimum loss 1.16e-05
Target 000: 4.40e-04 |Target 001: 2.37e-04 |Target 002: 1.56e-05 |Target 003: 2.49e-05 |Target 004: 2.33e-05
Target 005: 2.25e-04 |Target 006: 1.34e-04 |Target 007: 2.84e-05 |Target 008: 4.04e-05 |Target 009: 6.69e-05
Target 010: 1.16e-05 |Target 011: 3.31e-05 |Target 012: 7.15e-05 |Target 013: 5.52e-05 |Target 014: 2.28e-05
Target 015: 3.06e-05 |Target 016: 4.48e-05 |Target 017: 4.71e-05 |Target 018: 7.26e-05 |Target 019: 6.90e-05
Target 020: 4.94e-05 |Target 021: 6.00e-05 |Target 022: 2.29e-05 |Target 023: 6.08e-05 |Target 024: 7.67e-05
====================
Epoch #83 | Time: 00d 00h 22m | LR: 2.00e-03 | Epoch time: 15.88 | Train loss: 1.06e-04 | Val loss: 5.23e-05
Target 000 has maximum loss 3.62e-04; Target 010 has minimum loss 1.46e-05
Target 000: 3.62e-04 |Target 001: 1.69e-04 |Target 002: 1.67e-05 |Target 003: 2.31e-05 |Target 004: 2.33e-05
Target 005: 1.30e-04 |Target 006: 1.81e-04 |Target 007: 3.09e-05 |Target 008: 3.89e-05 |Target 009: 6.46e-05
Target 010: 1.46e-05 |Target 011: 2.27e-05 |Target 012: 7.25e-05 |Target 013: 5.16e-05 |Target 014: 2.07e-05
Target 015: 3.58e-05 |Target 016: 4.56e-05 |Target 017: 5.94e-05 |Target 018: 8.20e-05 |Target 019: 4.72e-05
Target 020: 4.87e-05 |Target 021: 6.87e-05 |Target 022: 1.99e-05 |Target 023: 4.94e-05 |Target 024: 7.33e-05
====================
Epoch #84 | Time: 00d 00h 23m | LR: 2.00e-03 | Epoch time: 15.56 | Train loss: 1.08e-04 | Val loss: 5.59e-05
Target 001 has maximum loss 5.63e-04; Target 014 has minimum loss 1.73e-05
Target 000: 5.46e-04 |Target 001: 5.63e-04 |Target 002: 2.12e-05 |Target 003: 4.91e-05 |Target 004: 3.38e-05
Target 005: 1.45e-04 |Target 006: 2.11e-04 |Target 007: 1.92e-05 |Target 008: 4.80e-05 |Target 009: 5.39e-05
Target 010: 3.63e-05 |Target 011: 2.13e-05 |Target 012: 1.15e-04 |Target 013: 4.33e-05 |Target 014: 1.73e-05
Target 015: 3.34e-05 |Target 016: 3.82e-05 |Target 017: 8.12e-05 |Target 018: 8.53e-05 |Target 019: 4.81e-05
Target 020: 4.95e-05 |Target 021: 3.90e-05 |Target 022: 1.76e-05 |Target 023: 4.88e-05 |Target 024: 5.62e-05
====================
Epoch #85 | Time: 00d 00h 23m | LR: 2.00e-03 | Epoch time: 16.07 | Train loss: 1.53e-04 | Val loss: 9.27e-05
Target 000 has maximum loss 6.29e-04; Target 002 has minimum loss 2.90e-05
Target 000: 6.29e-04 |Target 001: 5.27e-04 |Target 002: 2.90e-05 |Target 003: 1.06e-04 |Target 004: 8.38e-05
Target 005: 2.59e-04 |Target 006: 1.96e-04 |Target 007: 3.40e-05 |Target 008: 8.27e-05 |Target 009: 8.59e-05
Target 010: 3.52e-05 |Target 011: 6.28e-05 |Target 012: 9.17e-05 |Target 013: 8.04e-05 |Target 014: 4.78e-05
Target 015: 6.20e-05 |Target 016: 8.36e-05 |Target 017: 7.20e-05 |Target 018: 1.44e-04 |Target 019: 9.57e-05
Target 020: 8.10e-05 |Target 021: 9.03e-05 |Target 022: 3.94e-05 |Target 023: 9.99e-05 |Target 024: 1.25e-04
====================
Epoch #86 | Time: 00d 00h 23m | LR: 2.00e-03 | Epoch time: 15.70 | Train loss: 1.47e-04 | Val loss: 7.35e-05
Target 000 has maximum loss 4.89e-04; Target 022 has minimum loss 2.77e-05
Target 000: 4.89e-04 |Target 001: 1.88e-04 |Target 002: 2.98e-05 |Target 003: 6.09e-05 |Target 004: 2.82e-05
Target 005: 4.15e-04 |Target 006: 4.23e-04 |Target 007: 5.18e-05 |Target 008: 6.04e-05 |Target 009: 1.12e-04
Target 010: 4.50e-05 |Target 011: 3.86e-05 |Target 012: 6.03e-05 |Target 013: 5.51e-05 |Target 014: 3.37e-05
Target 015: 3.74e-05 |Target 016: 5.03e-05 |Target 017: 7.16e-05 |Target 018: 1.05e-04 |Target 019: 7.57e-05
Target 020: 5.29e-05 |Target 021: 8.98e-05 |Target 022: 2.77e-05 |Target 023: 7.30e-05 |Target 024: 1.03e-04
====================
Epoch #87 | Time: 00d 00h 24m | LR: 2.00e-03 | Epoch time: 15.67 | Train loss: 1.46e-04 | Val loss: 8.98e-05
Target 001 has maximum loss 9.14e-04; Target 002 has minimum loss 2.42e-05
Target 000: 5.66e-04 |Target 001: 9.14e-04 |Target 002: 2.42e-05 |Target 003: 3.26e-05 |Target 004: 3.29e-05
Target 005: 1.61e-04 |Target 006: 2.20e-04 |Target 007: 5.61e-05 |Target 008: 6.39e-05 |Target 009: 1.02e-04
Target 010: 6.99e-05 |Target 011: 4.01e-05 |Target 012: 9.27e-05 |Target 013: 9.43e-05 |Target 014: 4.79e-05
Target 015: 3.19e-05 |Target 016: 5.67e-05 |Target 017: 6.16e-05 |Target 018: 1.18e-04 |Target 019: 8.63e-05
Target 020: 4.81e-05 |Target 021: 1.19e-04 |Target 022: 3.74e-05 |Target 023: 1.04e-04 |Target 024: 1.30e-04
====================
Epoch #88 | Time: 00d 00h 24m | LR: 2.00e-03 | Epoch time: 15.69 | Train loss: 2.82e-04 | Val loss: 2.23e-04
Target 001 has maximum loss 2.28e-03; Target 002 has minimum loss 4.14e-05
Target 000: 3.43e-04 |Target 001: 2.28e-03 |Target 002: 4.14e-05 |Target 003: 3.68e-04 |Target 004: 6.86e-05
Target 005: 1.05e-04 |Target 006: 1.03e-03 |Target 007: 2.29e-04 |Target 008: 5.71e-05 |Target 009: 2.98e-04
Target 010: 1.33e-04 |Target 011: 8.08e-05 |Target 012: 1.26e-04 |Target 013: 9.29e-05 |Target 014: 2.35e-04
Target 015: 6.43e-05 |Target 016: 2.29e-04 |Target 017: 1.22e-04 |Target 018: 2.62e-04 |Target 019: 1.67e-04
Target 020: 7.54e-05 |Target 021: 3.67e-04 |Target 022: 1.09e-04 |Target 023: 4.46e-04 |Target 024: 2.62e-04
====================
Epoch #89 | Time: 00d 00h 24m | LR: 2.00e-03 | Epoch time: 15.65 | Train loss: 2.54e-04 | Val loss: 8.31e-05
Target 005 has maximum loss 3.41e-04; Target 002 has minimum loss 2.49e-05
Target 000: 3.29e-04 |Target 001: 1.62e-04 |Target 002: 2.49e-05 |Target 003: 7.59e-05 |Target 004: 2.94e-05
Target 005: 3.41e-04 |Target 006: 3.00e-04 |Target 007: 3.06e-05 |Target 008: 5.92e-05 |Target 009: 1.13e-04
Target 010: 5.18e-05 |Target 011: 4.07e-05 |Target 012: 7.54e-05 |Target 013: 9.48e-05 |Target 014: 4.02e-05
Target 015: 4.60e-05 |Target 016: 5.30e-05 |Target 017: 6.47e-05 |Target 018: 1.29e-04 |Target 019: 6.45e-05
Target 020: 5.58e-05 |Target 021: 7.10e-05 |Target 022: 2.57e-05 |Target 023: 1.10e-04 |Target 024: 1.41e-04
====================
Epoch #90 | Time: 00d 00h 24m | LR: 2.00e-03 | Epoch time: 15.69 | Train loss: 1.38e-04 | Val loss: 6.71e-05
Target 006 has maximum loss 1.16e-03; Target 002 has minimum loss 1.55e-05
Target 000: 3.09e-04 |Target 001: 8.46e-04 |Target 002: 1.55e-05 |Target 003: 4.90e-05 |Target 004: 2.22e-05
Target 005: 6.59e-04 |Target 006: 1.16e-03 |Target 007: 2.58e-05 |Target 008: 3.98e-05 |Target 009: 8.10e-05
Target 010: 2.82e-05 |Target 011: 2.13e-05 |Target 012: 6.49e-05 |Target 013: 5.80e-05 |Target 014: 1.76e-05
Target 015: 3.71e-05 |Target 016: 5.03e-05 |Target 017: 7.31e-05 |Target 018: 8.62e-05 |Target 019: 5.44e-05
Target 020: 4.25e-05 |Target 021: 4.67e-05 |Target 022: 1.90e-05 |Target 023: 4.71e-05 |Target 024: 7.95e-05
====================
Epoch #91 | Time: 00d 00h 25m | LR: 2.00e-03 | Epoch time: 15.81 | Train loss: 1.11e-04 | Val loss: 5.26e-05
Target 000 has maximum loss 4.37e-04; Target 014 has minimum loss 1.82e-05
Target 000: 4.37e-04 |Target 001: 2.05e-04 |Target 002: 1.85e-05 |Target 003: 2.91e-05 |Target 004: 2.01e-05
Target 005: 1.11e-04 |Target 006: 4.08e-04 |Target 007: 3.49e-05 |Target 008: 3.60e-05 |Target 009: 5.45e-05
Target 010: 2.35e-05 |Target 011: 2.13e-05 |Target 012: 6.31e-05 |Target 013: 5.31e-05 |Target 014: 1.82e-05
Target 015: 2.89e-05 |Target 016: 3.02e-05 |Target 017: 5.16e-05 |Target 018: 7.85e-05 |Target 019: 4.19e-05
Target 020: 4.30e-05 |Target 021: 3.56e-05 |Target 022: 1.88e-05 |Target 023: 4.29e-05 |Target 024: 8.99e-05
====================
Epoch #92 | Time: 00d 00h 25m | LR: 2.00e-03 | Epoch time: 15.70 | Train loss: 1.01e-04 | Val loss: 4.34e-05
Target 000 has maximum loss 5.90e-04; Target 007 has minimum loss 1.29e-05
Target 000: 5.90e-04 |Target 001: 1.31e-04 |Target 002: 1.47e-05 |Target 003: 2.34e-05 |Target 004: 1.92e-05
Target 005: 1.01e-04 |Target 006: 1.39e-04 |Target 007: 1.29e-05 |Target 008: 4.03e-05 |Target 009: 4.41e-05
Target 010: 1.48e-05 |Target 011: 2.08e-05 |Target 012: 4.87e-05 |Target 013: 5.29e-05 |Target 014: 1.49e-05
Target 015: 2.99e-05 |Target 016: 4.84e-05 |Target 017: 3.83e-05 |Target 018: 5.83e-05 |Target 019: 4.63e-05
Target 020: 3.95e-05 |Target 021: 3.61e-05 |Target 022: 1.56e-05 |Target 023: 4.59e-05 |Target 024: 5.76e-05
====================
Epoch #93 | Time: 00d 00h 25m | LR: 2.00e-03 | Epoch time: 15.86 | Train loss: 9.64e-05 | Val loss: 3.69e-05
Target 000 has maximum loss 3.48e-04; Target 002 has minimum loss 1.32e-05
Target 000: 3.48e-04 |Target 001: 7.50e-05 |Target 002: 1.32e-05 |Target 003: 2.87e-05 |Target 004: 1.85e-05
Target 005: 8.35e-05 |Target 006: 1.13e-04 |Target 007: 1.52e-05 |Target 008: 2.98e-05 |Target 009: 4.79e-05
Target 010: 1.33e-05 |Target 011: 1.81e-05 |Target 012: 4.35e-05 |Target 013: 3.97e-05 |Target 014: 1.47e-05
Target 015: 2.73e-05 |Target 016: 3.36e-05 |Target 017: 3.58e-05 |Target 018: 5.75e-05 |Target 019: 3.89e-05
Target 020: 3.63e-05 |Target 021: 4.64e-05 |Target 022: 1.67e-05 |Target 023: 4.42e-05 |Target 024: 4.13e-05
====================
Epoch #94 | Time: 00d 00h 25m | LR: 2.00e-03 | Epoch time: 16.42 | Train loss: 9.02e-05 | Val loss: 3.46e-05
Target 000 has maximum loss 2.05e-04; Target 010 has minimum loss 9.47e-06
Target 000: 2.05e-04 |Target 001: 1.20e-04 |Target 002: 1.07e-05 |Target 003: 1.80e-05 |Target 004: 1.83e-05
Target 005: 1.70e-04 |Target 006: 1.09e-04 |Target 007: 1.07e-05 |Target 008: 2.55e-05 |Target 009: 4.20e-05
Target 010: 9.47e-06 |Target 011: 1.81e-05 |Target 012: 5.28e-05 |Target 013: 3.60e-05 |Target 014: 1.43e-05
Target 015: 2.43e-05 |Target 016: 3.00e-05 |Target 017: 3.54e-05 |Target 018: 5.15e-05 |Target 019: 3.68e-05
Target 020: 3.49e-05 |Target 021: 3.35e-05 |Target 022: 1.44e-05 |Target 023: 3.82e-05 |Target 024: 4.11e-05
====================
Epoch #95 | Time: 00d 00h 26m | LR: 2.00e-03 | Epoch time: 15.75 | Train loss: 9.16e-05 | Val loss: 3.53e-05
Target 000 has maximum loss 2.00e-04; Target 010 has minimum loss 1.14e-05
Target 000: 2.00e-04 |Target 001: 7.62e-05 |Target 002: 1.36e-05 |Target 003: 2.12e-05 |Target 004: 1.80e-05
Target 005: 1.06e-04 |Target 006: 1.05e-04 |Target 007: 1.60e-05 |Target 008: 3.14e-05 |Target 009: 4.11e-05
Target 010: 1.14e-05 |Target 011: 2.64e-05 |Target 012: 4.65e-05 |Target 013: 3.34e-05 |Target 014: 1.59e-05
Target 015: 2.37e-05 |Target 016: 4.42e-05 |Target 017: 3.35e-05 |Target 018: 5.51e-05 |Target 019: 4.11e-05
Target 020: 3.69e-05 |Target 021: 3.63e-05 |Target 022: 1.46e-05 |Target 023: 4.56e-05 |Target 024: 3.94e-05
====================
Epoch #96 | Time: 00d 00h 26m | LR: 2.00e-03 | Epoch time: 16.03 | Train loss: 8.50e-05 | Val loss: 4.26e-05
Target 001 has maximum loss 5.09e-04; Target 002 has minimum loss 1.24e-05
Target 000: 3.86e-04 |Target 001: 5.09e-04 |Target 002: 1.24e-05 |Target 003: 3.54e-05 |Target 004: 2.24e-05
Target 005: 9.77e-05 |Target 006: 1.33e-04 |Target 007: 2.06e-05 |Target 008: 2.77e-05 |Target 009: 3.78e-05
Target 010: 1.74e-05 |Target 011: 1.63e-05 |Target 012: 6.99e-05 |Target 013: 3.36e-05 |Target 014: 1.31e-05
Target 015: 2.36e-05 |Target 016: 2.84e-05 |Target 017: 6.89e-05 |Target 018: 6.04e-05 |Target 019: 3.73e-05
Target 020: 3.38e-05 |Target 021: 3.08e-05 |Target 022: 1.42e-05 |Target 023: 3.44e-05 |Target 024: 5.27e-05
====================
Epoch #97 | Time: 00d 00h 26m | LR: 2.00e-03 | Epoch time: 16.40 | Train loss: 8.71e-05 | Val loss: 3.81e-05
Target 001 has maximum loss 2.39e-04; Target 010 has minimum loss 9.30e-06
Target 000: 1.95e-04 |Target 001: 2.39e-04 |Target 002: 1.35e-05 |Target 003: 1.50e-05 |Target 004: 1.76e-05
Target 005: 2.39e-04 |Target 006: 1.92e-04 |Target 007: 1.18e-05 |Target 008: 2.76e-05 |Target 009: 4.08e-05
Target 010: 9.30e-06 |Target 011: 2.27e-05 |Target 012: 5.28e-05 |Target 013: 3.84e-05 |Target 014: 1.35e-05
Target 015: 2.22e-05 |Target 016: 3.41e-05 |Target 017: 4.15e-05 |Target 018: 5.64e-05 |Target 019: 3.46e-05
Target 020: 3.61e-05 |Target 021: 2.91e-05 |Target 022: 1.39e-05 |Target 023: 4.00e-05 |Target 024: 5.06e-05
====================
Epoch #98 | Time: 00d 00h 26m | LR: 2.00e-03 | Epoch time: 16.43 | Train loss: 8.90e-05 | Val loss: 5.16e-05
Target 000 has maximum loss 3.58e-04; Target 002 has minimum loss 1.18e-05
Target 000: 3.58e-04 |Target 001: 1.56e-04 |Target 002: 1.18e-05 |Target 003: 4.03e-05 |Target 004: 1.94e-05
Target 005: 9.02e-05 |Target 006: 2.00e-04 |Target 007: 1.51e-05 |Target 008: 3.31e-05 |Target 009: 9.05e-05
Target 010: 1.28e-05 |Target 011: 1.93e-05 |Target 012: 4.31e-05 |Target 013: 3.95e-05 |Target 014: 1.55e-05
Target 015: 4.33e-05 |Target 016: 7.50e-05 |Target 017: 3.93e-05 |Target 018: 8.96e-05 |Target 019: 5.39e-05
Target 020: 3.44e-05 |Target 021: 7.49e-05 |Target 022: 1.54e-05 |Target 023: 7.96e-05 |Target 024: 6.78e-05
====================
Epoch #99 | Time: 00d 00h 27m | LR: 2.00e-03 | Epoch time: 16.52 | Train loss: 1.01e-04 | Val loss: 5.64e-05
Target 006 has maximum loss 9.40e-04; Target 007 has minimum loss 1.12e-05
Target 000: 3.13e-04 |Target 001: 5.05e-04 |Target 002: 1.26e-05 |Target 003: 1.15e-04 |Target 004: 1.84e-05
Target 005: 2.92e-04 |Target 006: 9.40e-04 |Target 007: 1.12e-05 |Target 008: 3.84e-05 |Target 009: 1.09e-04
Target 010: 2.87e-05 |Target 011: 1.69e-05 |Target 012: 4.60e-05 |Target 013: 4.04e-05 |Target 014: 1.74e-05
Target 015: 4.22e-05 |Target 016: 4.88e-05 |Target 017: 6.01e-05 |Target 018: 7.53e-05 |Target 019: 4.87e-05
Target 020: 3.76e-05 |Target 021: 7.31e-05 |Target 022: 1.77e-05 |Target 023: 4.09e-05 |Target 024: 5.90e-05
====================
Epoch #100 | Time: 00d 00h 27m | LR: 2.00e-03 | Epoch time: 15.68 | Train loss: 9.20e-05 | Val loss: 4.46e-05
Target 000 has maximum loss 2.37e-04; Target 002 has minimum loss 1.13e-05
Target 000: 2.37e-04 |Target 001: 1.50e-04 |Target 002: 1.13e-05 |Target 003: 2.70e-05 |Target 004: 1.82e-05
Target 005: 2.10e-04 |Target 006: 1.04e-04 |Target 007: 1.28e-05 |Target 008: 3.52e-05 |Target 009: 4.81e-05
Target 010: 1.21e-05 |Target 011: 1.62e-05 |Target 012: 4.66e-05 |Target 013: 9.50e-05 |Target 014: 1.36e-05
Target 015: 2.58e-05 |Target 016: 2.88e-05 |Target 017: 5.48e-05 |Target 018: 6.01e-05 |Target 019: 3.50e-05
Target 020: 3.08e-05 |Target 021: 3.49e-05 |Target 022: 1.36e-05 |Target 023: 3.45e-05 |Target 024: 7.65e-05
====================
Epoch #101 | Time: 00d 00h 27m | LR: 2.00e-03 | Epoch time: 16.41 | Train loss: 8.93e-05 | Val loss: 4.58e-05
Target 000 has maximum loss 2.10e-04; Target 002 has minimum loss 1.48e-05
Target 000: 2.10e-04 |Target 001: 1.15e-04 |Target 002: 1.48e-05 |Target 003: 1.69e-05 |Target 004: 2.02e-05
Target 005: 1.27e-04 |Target 006: 1.12e-04 |Target 007: 2.59e-05 |Target 008: 3.66e-05 |Target 009: 7.85e-05
Target 010: 2.03e-05 |Target 011: 1.78e-05 |Target 012: 4.22e-05 |Target 013: 5.20e-05 |Target 014: 1.86e-05
Target 015: 2.31e-05 |Target 016: 3.67e-05 |Target 017: 4.36e-05 |Target 018: 7.14e-05 |Target 019: 4.63e-05
Target 020: 3.16e-05 |Target 021: 5.11e-05 |Target 022: 1.85e-05 |Target 023: 4.44e-05 |Target 024: 7.58e-05
====================
Epoch #102 | Time: 00d 00h 28m | LR: 2.00e-03 | Epoch time: 16.33 | Train loss: 9.46e-05 | Val loss: 4.84e-05
Target 001 has maximum loss 2.99e-04; Target 007 has minimum loss 1.14e-05
Target 000: 2.05e-04 |Target 001: 2.99e-04 |Target 002: 1.54e-05 |Target 003: 3.39e-05 |Target 004: 1.96e-05
Target 005: 1.14e-04 |Target 006: 2.05e-04 |Target 007: 1.14e-05 |Target 008: 4.80e-05 |Target 009: 7.12e-05
Target 010: 1.79e-05 |Target 011: 1.56e-05 |Target 012: 7.26e-05 |Target 013: 4.06e-05 |Target 014: 1.53e-05
Target 015: 2.10e-05 |Target 016: 3.50e-05 |Target 017: 3.60e-05 |Target 018: 7.03e-05 |Target 019: 5.71e-05
Target 020: 3.54e-05 |Target 021: 5.31e-05 |Target 022: 1.47e-05 |Target 023: 4.79e-05 |Target 024: 7.43e-05
====================
Epoch #103 | Time: 00d 00h 28m | LR: 2.00e-03 | Epoch time: 16.28 | Train loss: 8.49e-05 | Val loss: 3.12e-05
Target 000 has maximum loss 1.59e-04; Target 010 has minimum loss 9.00e-06
Target 000: 1.59e-04 |Target 001: 1.27e-04 |Target 002: 1.07e-05 |Target 003: 1.81e-05 |Target 004: 1.64e-05
Target 005: 9.68e-05 |Target 006: 9.55e-05 |Target 007: 1.89e-05 |Target 008: 3.23e-05 |Target 009: 3.52e-05
Target 010: 9.00e-06 |Target 011: 1.59e-05 |Target 012: 3.88e-05 |Target 013: 3.62e-05 |Target 014: 1.20e-05
Target 015: 2.22e-05 |Target 016: 3.19e-05 |Target 017: 3.43e-05 |Target 018: 5.58e-05 |Target 019: 3.33e-05
Target 020: 2.97e-05 |Target 021: 2.65e-05 |Target 022: 1.25e-05 |Target 023: 3.18e-05 |Target 024: 3.76e-05
====================
Epoch #104 | Time: 00d 00h 28m | LR: 2.00e-03 | Epoch time: 16.34 | Train loss: 8.32e-05 | Val loss: 3.67e-05
Target 001 has maximum loss 4.32e-04; Target 007 has minimum loss 1.18e-05
Target 000: 3.61e-04 |Target 001: 4.32e-04 |Target 002: 1.44e-05 |Target 003: 2.42e-05 |Target 004: 2.03e-05
Target 005: 8.07e-05 |Target 006: 1.79e-04 |Target 007: 1.18e-05 |Target 008: 2.68e-05 |Target 009: 4.25e-05
Target 010: 2.04e-05 |Target 011: 2.64e-05 |Target 012: 5.17e-05 |Target 013: 3.59e-05 |Target 014: 1.44e-05
Target 015: 2.44e-05 |Target 016: 2.85e-05 |Target 017: 3.27e-05 |Target 018: 5.80e-05 |Target 019: 3.36e-05
Target 020: 2.94e-05 |Target 021: 3.09e-05 |Target 022: 1.39e-05 |Target 023: 3.54e-05 |Target 024: 3.74e-05
====================
Epoch #105 | Time: 00d 00h 28m | LR: 2.00e-03 | Epoch time: 16.40 | Train loss: 8.20e-05 | Val loss: 3.76e-05
Target 006 has maximum loss 2.36e-04; Target 007 has minimum loss 1.10e-05
Target 000: 2.07e-04 |Target 001: 1.33e-04 |Target 002: 1.13e-05 |Target 003: 2.28e-05 |Target 004: 1.77e-05
Target 005: 1.52e-04 |Target 006: 2.36e-04 |Target 007: 1.10e-05 |Target 008: 3.58e-05 |Target 009: 4.57e-05
Target 010: 1.66e-05 |Target 011: 2.15e-05 |Target 012: 4.66e-05 |Target 013: 4.31e-05 |Target 014: 1.46e-05
Target 015: 2.11e-05 |Target 016: 3.51e-05 |Target 017: 5.26e-05 |Target 018: 6.79e-05 |Target 019: 3.99e-05
Target 020: 2.95e-05 |Target 021: 3.95e-05 |Target 022: 1.41e-05 |Target 023: 3.66e-05 |Target 024: 3.91e-05
====================
Epoch #106 | Time: 00d 00h 29m | LR: 2.00e-03 | Epoch time: 16.35 | Train loss: 8.18e-05 | Val loss: 4.57e-05
Target 001 has maximum loss 1.46e-04; Target 010 has minimum loss 1.03e-05
Target 000: 1.41e-04 |Target 001: 1.46e-04 |Target 002: 1.21e-05 |Target 003: 3.07e-05 |Target 004: 2.02e-05
Target 005: 1.02e-04 |Target 006: 1.11e-04 |Target 007: 1.71e-05 |Target 008: 2.67e-05 |Target 009: 5.90e-05
Target 010: 1.03e-05 |Target 011: 2.55e-05 |Target 012: 4.24e-05 |Target 013: 6.30e-05 |Target 014: 1.19e-05
Target 015: 2.59e-05 |Target 016: 2.36e-05 |Target 017: 7.36e-05 |Target 018: 5.66e-05 |Target 019: 3.30e-05
Target 020: 2.89e-05 |Target 021: 3.82e-05 |Target 022: 1.42e-05 |Target 023: 4.03e-05 |Target 024: 9.49e-05
====================
Epoch #107 | Time: 00d 00h 29m | LR: 2.00e-03 | Epoch time: 15.49 | Train loss: 7.77e-05 | Val loss: 4.24e-05
Target 006 has maximum loss 3.98e-04; Target 014 has minimum loss 1.18e-05
Target 000: 1.97e-04 |Target 001: 2.59e-04 |Target 002: 1.36e-05 |Target 003: 2.47e-05 |Target 004: 1.84e-05
Target 005: 9.88e-05 |Target 006: 3.98e-04 |Target 007: 1.76e-05 |Target 008: 3.55e-05 |Target 009: 5.06e-05
Target 010: 2.20e-05 |Target 011: 1.58e-05 |Target 012: 3.65e-05 |Target 013: 5.03e-05 |Target 014: 1.18e-05
Target 015: 2.14e-05 |Target 016: 3.49e-05 |Target 017: 4.66e-05 |Target 018: 5.15e-05 |Target 019: 4.29e-05
Target 020: 2.74e-05 |Target 021: 3.27e-05 |Target 022: 1.67e-05 |Target 023: 3.46e-05 |Target 024: 7.04e-05
====================
Epoch #108 | Time: 00d 00h 29m | LR: 2.00e-03 | Epoch time: 15.61 | Train loss: 7.94e-05 | Val loss: 5.16e-05
Target 001 has maximum loss 4.68e-04; Target 022 has minimum loss 1.28e-05
Target 000: 2.37e-04 |Target 001: 4.68e-04 |Target 002: 1.31e-05 |Target 003: 1.99e-05 |Target 004: 1.79e-05
Target 005: 3.84e-04 |Target 006: 3.90e-04 |Target 007: 2.61e-05 |Target 008: 3.80e-05 |Target 009: 3.37e-05
Target 010: 1.54e-05 |Target 011: 1.30e-05 |Target 012: 4.73e-05 |Target 013: 6.53e-05 |Target 014: 1.45e-05
Target 015: 1.88e-05 |Target 016: 3.01e-05 |Target 017: 6.11e-05 |Target 018: 6.37e-05 |Target 019: 3.71e-05
Target 020: 2.68e-05 |Target 021: 3.28e-05 |Target 022: 1.28e-05 |Target 023: 3.51e-05 |Target 024: 1.01e-04
====================
Epoch #109 | Time: 00d 00h 30m | LR: 2.00e-03 | Epoch time: 15.60 | Train loss: 8.17e-05 | Val loss: 3.01e-05
Target 000 has maximum loss 1.41e-04; Target 010 has minimum loss 1.02e-05
Target 000: 1.41e-04 |Target 001: 1.28e-04 |Target 002: 1.25e-05 |Target 003: 2.00e-05 |Target 004: 1.54e-05
Target 005: 1.09e-04 |Target 006: 1.39e-04 |Target 007: 1.11e-05 |Target 008: 2.74e-05 |Target 009: 3.44e-05
Target 010: 1.02e-05 |Target 011: 1.29e-05 |Target 012: 3.26e-05 |Target 013: 3.24e-05 |Target 014: 1.17e-05
Target 015: 2.19e-05 |Target 016: 2.78e-05 |Target 017: 3.41e-05 |Target 018: 4.91e-05 |Target 019: 3.33e-05
Target 020: 2.64e-05 |Target 021: 2.95e-05 |Target 022: 1.19e-05 |Target 023: 3.17e-05 |Target 024: 3.76e-05
====================
Epoch #110 | Time: 00d 00h 30m | LR: 2.00e-03 | Epoch time: 15.78 | Train loss: 8.21e-05 | Val loss: 3.72e-05
Target 006 has maximum loss 1.41e-04; Target 002 has minimum loss 8.79e-06
Target 000: 1.33e-04 |Target 001: 8.42e-05 |Target 002: 8.79e-06 |Target 003: 5.80e-05 |Target 004: 1.92e-05
Target 005: 1.15e-04 |Target 006: 1.41e-04 |Target 007: 1.41e-05 |Target 008: 4.00e-05 |Target 009: 3.37e-05
Target 010: 1.89e-05 |Target 011: 1.35e-05 |Target 012: 3.15e-05 |Target 013: 3.59e-05 |Target 014: 1.79e-05
Target 015: 4.44e-05 |Target 016: 9.99e-05 |Target 017: 3.57e-05 |Target 018: 5.71e-05 |Target 019: 3.52e-05
Target 020: 2.60e-05 |Target 021: 3.19e-05 |Target 022: 1.26e-05 |Target 023: 5.36e-05 |Target 024: 4.54e-05
====================
Epoch #111 | Time: 00d 00h 30m | LR: 2.00e-03 | Epoch time: 15.69 | Train loss: 8.66e-05 | Val loss: 6.28e-05
Target 001 has maximum loss 8.33e-04; Target 022 has minimum loss 2.04e-05
Target 000: 2.43e-04 |Target 001: 8.33e-04 |Target 002: 2.11e-05 |Target 003: 2.19e-05 |Target 004: 2.23e-05
Target 005: 3.29e-04 |Target 006: 4.16e-04 |Target 007: 2.93e-05 |Target 008: 4.61e-05 |Target 009: 8.99e-05
Target 010: 2.13e-05 |Target 011: 2.62e-05 |Target 012: 6.86e-05 |Target 013: 5.37e-05 |Target 014: 2.08e-05
Target 015: 2.52e-05 |Target 016: 3.67e-05 |Target 017: 5.14e-05 |Target 018: 1.10e-04 |Target 019: 5.14e-05
Target 020: 3.44e-05 |Target 021: 4.05e-05 |Target 022: 2.04e-05 |Target 023: 8.92e-05 |Target 024: 7.56e-05
====================
Epoch #112 | Time: 00d 00h 30m | LR: 2.00e-03 | Epoch time: 15.83 | Train loss: 1.28e-04 | Val loss: 6.29e-05
Target 001 has maximum loss 4.94e-04; Target 002 has minimum loss 1.55e-05
Target 000: 4.67e-04 |Target 001: 4.94e-04 |Target 002: 1.55e-05 |Target 003: 3.59e-05 |Target 004: 2.74e-05
Target 005: 1.10e-04 |Target 006: 2.29e-04 |Target 007: 1.57e-05 |Target 008: 6.64e-05 |Target 009: 1.08e-04
Target 010: 2.03e-05 |Target 011: 2.77e-05 |Target 012: 5.17e-05 |Target 013: 4.31e-05 |Target 014: 2.03e-05
Target 015: 4.72e-05 |Target 016: 1.02e-04 |Target 017: 4.17e-05 |Target 018: 8.98e-05 |Target 019: 5.38e-05
Target 020: 3.80e-05 |Target 021: 5.85e-05 |Target 022: 1.99e-05 |Target 023: 6.84e-05 |Target 024: 1.08e-04
====================
Epoch #113 | Time: 00d 00h 31m | LR: 2.00e-03 | Epoch time: 16.30 | Train loss: 1.35e-04 | Val loss: 7.32e-05
Target 000 has maximum loss 4.18e-04; Target 002 has minimum loss 2.47e-05
Target 000: 4.18e-04 |Target 001: 9.23e-05 |Target 002: 2.47e-05 |Target 003: 5.92e-05 |Target 004: 2.55e-05
Target 005: 2.74e-04 |Target 006: 3.55e-04 |Target 007: 3.48e-05 |Target 008: 8.51e-05 |Target 009: 1.44e-04
Target 010: 4.92e-05 |Target 011: 3.90e-05 |Target 012: 5.43e-05 |Target 013: 5.19e-05 |Target 014: 2.73e-05
Target 015: 3.27e-05 |Target 016: 5.65e-05 |Target 017: 4.83e-05 |Target 018: 1.00e-04 |Target 019: 7.34e-05
Target 020: 3.84e-05 |Target 021: 1.09e-04 |Target 022: 2.75e-05 |Target 023: 6.94e-05 |Target 024: 1.30e-04
====================
Epoch #114 | Time: 00d 00h 31m | LR: 2.00e-03 | Epoch time: 15.69 | Train loss: 1.17e-04 | Val loss: 9.81e-05
Target 001 has maximum loss 8.42e-04; Target 011 has minimum loss 1.77e-05
Target 000: 4.85e-04 |Target 001: 8.42e-04 |Target 002: 2.87e-05 |Target 003: 7.44e-05 |Target 004: 2.67e-05
Target 005: 5.09e-04 |Target 006: 6.97e-04 |Target 007: 3.38e-05 |Target 008: 8.82e-05 |Target 009: 1.03e-04
Target 010: 3.89e-05 |Target 011: 1.77e-05 |Target 012: 6.55e-05 |Target 013: 9.63e-05 |Target 014: 2.34e-05
Target 015: 4.94e-05 |Target 016: 2.07e-04 |Target 017: 5.64e-05 |Target 018: 1.33e-04 |Target 019: 8.64e-05
Target 020: 3.35e-05 |Target 021: 1.19e-04 |Target 022: 2.51e-05 |Target 023: 1.41e-04 |Target 024: 1.49e-04
====================
Epoch #115 | Time: 00d 00h 31m | LR: 2.00e-03 | Epoch time: 15.83 | Train loss: 1.22e-04 | Val loss: 4.60e-05
Target 001 has maximum loss 4.36e-04; Target 002 has minimum loss 1.21e-05
Target 000: 3.55e-04 |Target 001: 4.36e-04 |Target 002: 1.21e-05 |Target 003: 7.48e-05 |Target 004: 1.47e-05
Target 005: 1.89e-04 |Target 006: 9.71e-05 |Target 007: 1.36e-05 |Target 008: 2.75e-05 |Target 009: 4.43e-05
Target 010: 3.07e-05 |Target 011: 1.62e-05 |Target 012: 6.18e-05 |Target 013: 4.35e-05 |Target 014: 1.96e-05
Target 015: 3.03e-05 |Target 016: 3.57e-05 |Target 017: 5.16e-05 |Target 018: 7.08e-05 |Target 019: 4.90e-05
Target 020: 2.68e-05 |Target 021: 3.79e-05 |Target 022: 1.54e-05 |Target 023: 3.96e-05 |Target 024: 5.83e-05
====================
Epoch #116 | Time: 00d 00h 31m | LR: 2.00e-03 | Epoch time: 16.33 | Train loss: 1.07e-04 | Val loss: 5.69e-05
Target 006 has maximum loss 2.17e-04; Target 007 has minimum loss 1.45e-05
Target 000: 1.80e-04 |Target 001: 1.27e-04 |Target 002: 3.13e-05 |Target 003: 3.87e-05 |Target 004: 3.38e-05
Target 005: 1.91e-04 |Target 006: 2.17e-04 |Target 007: 1.45e-05 |Target 008: 3.91e-05 |Target 009: 1.10e-04
Target 010: 3.45e-05 |Target 011: 5.41e-05 |Target 012: 5.91e-05 |Target 013: 5.54e-05 |Target 014: 1.70e-05
Target 015: 5.00e-05 |Target 016: 5.21e-05 |Target 017: 5.67e-05 |Target 018: 8.05e-05 |Target 019: 6.00e-05
Target 020: 3.26e-05 |Target 021: 4.66e-05 |Target 022: 1.58e-05 |Target 023: 1.00e-04 |Target 024: 6.76e-05
====================
Epoch #117 | Time: 00d 00h 32m | LR: 2.00e-03 | Epoch time: 16.34 | Train loss: 9.81e-05 | Val loss: 9.46e-05
Target 001 has maximum loss 7.73e-04; Target 010 has minimum loss 2.28e-05
Target 000: 7.02e-04 |Target 001: 7.73e-04 |Target 002: 3.24e-05 |Target 003: 8.76e-05 |Target 004: 3.54e-05
Target 005: 5.08e-04 |Target 006: 5.44e-04 |Target 007: 1.01e-04 |Target 008: 5.80e-05 |Target 009: 8.44e-05
Target 010: 2.28e-05 |Target 011: 3.08e-05 |Target 012: 8.91e-05 |Target 013: 1.14e-04 |Target 014: 3.91e-05
Target 015: 4.20e-05 |Target 016: 6.15e-05 |Target 017: 5.56e-05 |Target 018: 1.92e-04 |Target 019: 1.13e-04
Target 020: 3.43e-05 |Target 021: 5.54e-05 |Target 022: 2.97e-05 |Target 023: 8.06e-05 |Target 024: 1.25e-04
====================
Epoch #118 | Time: 00d 00h 32m | LR: 2.00e-03 | Epoch time: 15.79 | Train loss: 1.80e-04 | Val loss: 7.30e-05
Target 001 has maximum loss 5.95e-04; Target 004 has minimum loss 1.89e-05
Target 000: 3.02e-04 |Target 001: 5.95e-04 |Target 002: 3.40e-05 |Target 003: 2.50e-05 |Target 004: 1.89e-05
Target 005: 3.24e-04 |Target 006: 1.15e-04 |Target 007: 2.96e-05 |Target 008: 6.85e-05 |Target 009: 8.29e-05
Target 010: 3.06e-05 |Target 011: 2.55e-05 |Target 012: 6.47e-05 |Target 013: 7.19e-05 |Target 014: 1.92e-05
Target 015: 3.37e-05 |Target 016: 2.34e-05 |Target 017: 4.37e-05 |Target 018: 1.09e-04 |Target 019: 7.28e-05
Target 020: 3.53e-05 |Target 021: 8.45e-05 |Target 022: 1.93e-05 |Target 023: 1.15e-04 |Target 024: 1.23e-04
====================
Epoch #119 | Time: 00d 00h 32m | LR: 2.00e-03 | Epoch time: 15.85 | Train loss: 1.08e-04 | Val loss: 6.21e-05
Target 001 has maximum loss 6.21e-04; Target 010 has minimum loss 1.22e-05
Target 000: 2.83e-04 |Target 001: 6.21e-04 |Target 002: 2.43e-05 |Target 003: 8.01e-05 |Target 004: 1.78e-05
Target 005: 3.50e-04 |Target 006: 2.41e-04 |Target 007: 2.42e-05 |Target 008: 4.07e-05 |Target 009: 5.84e-05
Target 010: 1.22e-05 |Target 011: 2.17e-05 |Target 012: 5.97e-05 |Target 013: 5.64e-05 |Target 014: 1.61e-05
Target 015: 4.54e-05 |Target 016: 9.43e-05 |Target 017: 1.15e-04 |Target 018: 7.75e-05 |Target 019: 4.05e-05
Target 020: 2.60e-05 |Target 021: 4.34e-05 |Target 022: 1.52e-05 |Target 023: 4.07e-05 |Target 024: 1.11e-04
====================
Epoch #120 | Time: 00d 00h 32m | LR: 2.00e-03 | Epoch time: 15.67 | Train loss: 9.53e-05 | Val loss: 3.56e-05
Target 005 has maximum loss 3.05e-04; Target 002 has minimum loss 1.16e-05
Target 000: 1.68e-04 |Target 001: 1.93e-04 |Target 002: 1.16e-05 |Target 003: 2.23e-05 |Target 004: 1.59e-05
Target 005: 3.05e-04 |Target 006: 1.51e-04 |Target 007: 1.57e-05 |Target 008: 3.29e-05 |Target 009: 5.41e-05
Target 010: 1.31e-05 |Target 011: 1.36e-05 |Target 012: 3.33e-05 |Target 013: 3.44e-05 |Target 014: 1.36e-05
Target 015: 1.89e-05 |Target 016: 3.37e-05 |Target 017: 3.50e-05 |Target 018: 5.63e-05 |Target 019: 3.50e-05
Target 020: 2.29e-05 |Target 021: 4.77e-05 |Target 022: 1.24e-05 |Target 023: 3.39e-05 |Target 024: 4.61e-05
====================
Epoch #121 | Time: 00d 00h 33m | LR: 2.00e-03 | Epoch time: 15.56 | Train loss: 1.06e-04 | Val loss: 9.44e-05
Target 005 has maximum loss 3.23e-04; Target 002 has minimum loss 1.76e-05
Target 000: 3.02e-04 |Target 001: 3.05e-04 |Target 002: 1.76e-05 |Target 003: 4.50e-05 |Target 004: 2.90e-05
Target 005: 3.23e-04 |Target 006: 1.64e-04 |Target 007: 3.34e-05 |Target 008: 8.56e-05 |Target 009: 2.11e-04
Target 010: 4.66e-05 |Target 011: 2.23e-05 |Target 012: 4.81e-05 |Target 013: 5.51e-05 |Target 014: 2.76e-05
Target 015: 3.49e-05 |Target 016: 9.05e-05 |Target 017: 3.90e-05 |Target 018: 1.19e-04 |Target 019: 1.02e-04
Target 020: 3.96e-05 |Target 021: 1.89e-04 |Target 022: 3.11e-05 |Target 023: 1.50e-04 |Target 024: 1.75e-04
====================
Epoch #122 | Time: 00d 00h 33m | LR: 2.00e-03 | Epoch time: 15.78 | Train loss: 1.03e-04 | Val loss: 6.06e-05
Target 000 has maximum loss 1.08e-03; Target 010 has minimum loss 1.39e-05
Target 000: 1.08e-03 |Target 001: 7.87e-04 |Target 002: 2.62e-05 |Target 003: 3.02e-05 |Target 004: 3.18e-05
Target 005: 1.77e-04 |Target 006: 1.23e-04 |Target 007: 1.57e-05 |Target 008: 2.92e-05 |Target 009: 9.75e-05
Target 010: 1.39e-05 |Target 011: 3.18e-05 |Target 012: 3.42e-05 |Target 013: 7.64e-05 |Target 014: 3.65e-05
Target 015: 2.29e-05 |Target 016: 4.96e-05 |Target 017: 3.45e-05 |Target 018: 7.48e-05 |Target 019: 4.87e-05
Target 020: 2.52e-05 |Target 021: 6.94e-05 |Target 022: 1.79e-05 |Target 023: 4.82e-05 |Target 024: 8.20e-05
====================
Epoch #123 | Time: 00d 00h 33m | LR: 2.00e-03 | Epoch time: 15.53 | Train loss: 9.70e-05 | Val loss: 4.44e-05
Target 001 has maximum loss 2.22e-04; Target 022 has minimum loss 1.38e-05
Target 000: 1.83e-04 |Target 001: 2.22e-04 |Target 002: 2.29e-05 |Target 003: 3.05e-05 |Target 004: 1.65e-05
Target 005: 1.37e-04 |Target 006: 1.32e-04 |Target 007: 1.48e-05 |Target 008: 2.56e-05 |Target 009: 5.92e-05
Target 010: 1.73e-05 |Target 011: 1.60e-05 |Target 012: 3.29e-05 |Target 013: 4.31e-05 |Target 014: 1.44e-05
Target 015: 2.44e-05 |Target 016: 3.74e-05 |Target 017: 6.16e-05 |Target 018: 8.31e-05 |Target 019: 4.23e-05
Target 020: 2.26e-05 |Target 021: 4.02e-05 |Target 022: 1.38e-05 |Target 023: 4.46e-05 |Target 024: 7.39e-05
====================
Epoch #124 | Time: 00d 00h 34m | LR: 2.00e-03 | Epoch time: 15.84 | Train loss: 7.93e-05 | Val loss: 3.26e-05
Target 000 has maximum loss 2.44e-04; Target 010 has minimum loss 7.10e-06
Target 000: 2.44e-04 |Target 001: 1.34e-04 |Target 002: 1.33e-05 |Target 003: 1.41e-05 |Target 004: 1.49e-05
Target 005: 1.38e-04 |Target 006: 1.07e-04 |Target 007: 1.18e-05 |Target 008: 3.27e-05 |Target 009: 4.38e-05
Target 010: 7.10e-06 |Target 011: 1.93e-05 |Target 012: 2.54e-05 |Target 013: 3.23e-05 |Target 014: 1.31e-05
Target 015: 2.20e-05 |Target 016: 3.74e-05 |Target 017: 2.67e-05 |Target 018: 4.93e-05 |Target 019: 3.10e-05
Target 020: 2.08e-05 |Target 021: 3.35e-05 |Target 022: 1.32e-05 |Target 023: 4.88e-05 |Target 024: 4.19e-05
====================
Epoch #125 | Time: 00d 00h 34m | LR: 2.00e-03 | Epoch time: 15.81 | Train loss: 7.50e-05 | Val loss: 3.87e-05
Target 005 has maximum loss 6.98e-04; Target 002 has minimum loss 7.80e-06
Target 000: 3.45e-04 |Target 001: 5.37e-04 |Target 002: 7.80e-06 |Target 003: 1.98e-05 |Target 004: 1.50e-05
Target 005: 6.98e-04 |Target 006: 1.11e-04 |Target 007: 1.41e-05 |Target 008: 2.40e-05 |Target 009: 3.17e-05
Target 010: 8.21e-06 |Target 011: 1.15e-05 |Target 012: 4.27e-05 |Target 013: 3.75e-05 |Target 014: 1.14e-05
Target 015: 1.75e-05 |Target 016: 2.57e-05 |Target 017: 4.77e-05 |Target 018: 4.85e-05 |Target 019: 2.91e-05
Target 020: 2.05e-05 |Target 021: 2.59e-05 |Target 022: 1.10e-05 |Target 023: 3.87e-05 |Target 024: 4.22e-05
====================
Epoch #126 | Time: 00d 00h 34m | LR: 2.00e-03 | Epoch time: 15.75 | Train loss: 7.27e-05 | Val loss: 3.54e-05
Target 005 has maximum loss 4.09e-04; Target 002 has minimum loss 8.30e-06
Target 000: 9.51e-05 |Target 001: 1.32e-04 |Target 002: 8.30e-06 |Target 003: 4.30e-05 |Target 004: 1.91e-05
Target 005: 4.09e-04 |Target 006: 9.80e-05 |Target 007: 1.33e-05 |Target 008: 2.15e-05 |Target 009: 4.93e-05
Target 010: 1.22e-05 |Target 011: 1.17e-05 |Target 012: 2.97e-05 |Target 013: 3.10e-05 |Target 014: 9.83e-06
Target 015: 2.60e-05 |Target 016: 3.46e-05 |Target 017: 4.50e-05 |Target 018: 4.45e-05 |Target 019: 3.05e-05
Target 020: 2.46e-05 |Target 021: 3.88e-05 |Target 022: 1.05e-05 |Target 023: 4.90e-05 |Target 024: 4.95e-05
====================
Epoch #127 | Time: 00d 00h 34m | LR: 2.00e-03 | Epoch time: 16.41 | Train loss: 7.04e-05 | Val loss: 3.91e-05
Target 005 has maximum loss 5.75e-04; Target 002 has minimum loss 9.85e-06
Target 000: 1.10e-04 |Target 001: 1.07e-04 |Target 002: 9.85e-06 |Target 003: 2.36e-05 |Target 004: 1.31e-05
Target 005: 5.75e-04 |Target 006: 1.89e-04 |Target 007: 1.05e-05 |Target 008: 2.32e-05 |Target 009: 3.73e-05
Target 010: 1.81e-05 |Target 011: 1.13e-05 |Target 012: 5.24e-05 |Target 013: 4.33e-05 |Target 014: 1.09e-05
Target 015: 2.15e-05 |Target 016: 2.85e-05 |Target 017: 2.96e-05 |Target 018: 7.22e-05 |Target 019: 3.20e-05
Target 020: 2.00e-05 |Target 021: 3.00e-05 |Target 022: 1.06e-05 |Target 023: 3.15e-05 |Target 024: 6.52e-05
====================
Epoch #128 | Time: 00d 00h 35m | LR: 2.00e-03 | Epoch time: 16.22 | Train loss: 7.44e-05 | Val loss: 3.37e-05
Target 005 has maximum loss 3.72e-04; Target 010 has minimum loss 6.66e-06
Target 000: 1.06e-04 |Target 001: 2.00e-04 |Target 002: 1.01e-05 |Target 003: 1.74e-05 |Target 004: 1.30e-05
Target 005: 3.72e-04 |Target 006: 1.05e-04 |Target 007: 1.13e-05 |Target 008: 2.32e-05 |Target 009: 4.35e-05
Target 010: 6.66e-06 |Target 011: 1.77e-05 |Target 012: 5.03e-05 |Target 013: 3.18e-05 |Target 014: 1.14e-05
Target 015: 1.66e-05 |Target 016: 2.40e-05 |Target 017: 3.90e-05 |Target 018: 6.17e-05 |Target 019: 2.99e-05
Target 020: 2.14e-05 |Target 021: 3.53e-05 |Target 022: 1.14e-05 |Target 023: 3.01e-05 |Target 024: 4.34e-05