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/2026-03-03_21-19-05_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 0.05 seconds Automatically generated target and net_out_irreps. Details saved to: /home/apolyukhin/Development/epc_ml/example/diamond/2_training/hamiltonian/results/2026-03-03_21-19-05_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 5.08 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: 29.70 | Train loss: 2.77e-01 | Val loss: 1.96e-01 Target 006 has maximum loss 2.11e+00; Target 010 has minimum loss 1.05e-02 Target 000: 9.48e-02 |Target 001: 9.78e-02 |Target 002: 5.89e-02 |Target 003: 5.45e-02 |Target 004: 3.58e-02 Target 005: 2.21e-01 |Target 006: 2.11e+00 |Target 007: 2.23e-02 |Target 008: 1.50e-01 |Target 009: 9.62e-02 Target 010: 1.05e-02 |Target 011: 3.53e-02 |Target 012: 1.00e-01 |Target 013: 9.14e-02 |Target 014: 5.09e-02 Target 015: 2.49e-02 |Target 016: 1.03e-01 |Target 017: 7.90e-02 |Target 018: 3.72e-01 |Target 019: 9.56e-02 Target 020: 3.93e-02 |Target 021: 1.45e-01 |Target 022: 8.87e-02 |Target 023: 3.74e-02 |Target 024: 7.10e-01 ==================== Epoch #1 | Time: 00d 00h 00m | LR: 2.00e-03 | Epoch time: 17.90 | Train loss: 1.13e-01 | Val loss: 5.76e-02 Target 018 has maximum loss 4.08e-01; Target 010 has minimum loss 5.37e-03 Target 000: 2.31e-01 |Target 001: 8.37e-02 |Target 002: 9.20e-03 |Target 003: 1.63e-02 |Target 004: 8.94e-02 Target 005: 1.62e-01 |Target 006: 2.34e-01 |Target 007: 8.39e-03 |Target 008: 6.92e-02 |Target 009: 5.66e-02 Target 010: 5.37e-03 |Target 011: 7.51e-03 |Target 012: 2.50e-02 |Target 013: 3.75e-02 |Target 014: 1.59e-02 Target 015: 4.36e-02 |Target 016: 5.69e-02 |Target 017: 2.39e-02 |Target 018: 4.08e-01 |Target 019: 2.20e-02 Target 020: 5.05e-02 |Target 021: 2.95e-02 |Target 022: 3.45e-02 |Target 023: 1.97e-02 |Target 024: 5.64e-02 ==================== Epoch #2 | Time: 00d 00h 01m | LR: 2.00e-03 | Epoch time: 18.26 | Train loss: 3.88e-02 | Val loss: 2.45e-02 Target 018 has maximum loss 2.11e-01; Target 007 has minimum loss 2.84e-03 Target 000: 8.59e-02 |Target 001: 1.57e-02 |Target 002: 3.65e-03 |Target 003: 3.81e-03 |Target 004: 4.42e-03 Target 005: 1.10e-01 |Target 006: 5.70e-02 |Target 007: 2.84e-03 |Target 008: 1.10e-02 |Target 009: 3.89e-02 Target 010: 3.10e-03 |Target 011: 4.80e-03 |Target 012: 1.89e-02 |Target 013: 3.02e-02 |Target 014: 1.09e-02 Target 015: 2.47e-02 |Target 016: 2.28e-02 |Target 017: 1.42e-02 |Target 018: 2.11e-01 |Target 019: 9.10e-03 Target 020: 8.39e-03 |Target 021: 1.60e-02 |Target 022: 1.11e-02 |Target 023: 9.77e-03 |Target 024: 9.08e-03 ==================== Epoch #3 | Time: 00d 00h 01m | LR: 2.00e-03 | Epoch time: 18.24 | Train loss: 1.65e-02 | Val loss: 1.01e-02 Target 000 has maximum loss 5.45e-02; Target 010 has minimum loss 2.04e-03 Target 000: 5.45e-02 |Target 001: 8.79e-03 |Target 002: 2.56e-03 |Target 003: 2.47e-03 |Target 004: 3.03e-03 Target 005: 5.27e-02 |Target 006: 4.06e-02 |Target 007: 2.08e-03 |Target 008: 5.88e-03 |Target 009: 1.45e-02 Target 010: 2.04e-03 |Target 011: 2.10e-03 |Target 012: 1.27e-02 |Target 013: 1.72e-02 |Target 014: 4.57e-03 Target 015: 1.13e-02 |Target 016: 9.26e-03 |Target 017: 9.52e-03 |Target 018: 5.04e-02 |Target 019: 4.23e-03 Target 020: 5.33e-03 |Target 021: 6.10e-03 |Target 022: 6.29e-03 |Target 023: 9.50e-03 |Target 024: 4.81e-03 ==================== Epoch #4 | Time: 00d 00h 01m | LR: 2.00e-03 | Epoch time: 18.27 | Train loss: 6.15e-03 | Val loss: 3.92e-03 Target 006 has maximum loss 2.36e-02; Target 007 has minimum loss 1.41e-03 Target 000: 1.58e-02 |Target 001: 3.90e-03 |Target 002: 1.85e-03 |Target 003: 1.73e-03 |Target 004: 2.38e-03 Target 005: 1.18e-02 |Target 006: 2.36e-02 |Target 007: 1.41e-03 |Target 008: 4.12e-03 |Target 009: 1.13e-02 Target 010: 1.50e-03 |Target 011: 1.48e-03 |Target 012: 4.80e-03 |Target 013: 5.54e-03 |Target 014: 2.69e-03 Target 015: 6.21e-03 |Target 016: 5.38e-03 |Target 017: 3.73e-03 |Target 018: 6.49e-03 |Target 019: 2.42e-03 Target 020: 4.11e-03 |Target 021: 6.03e-03 |Target 022: 2.59e-03 |Target 023: 2.51e-03 |Target 024: 3.19e-03 ==================== Epoch #5 | Time: 00d 00h 02m | LR: 2.00e-03 | Epoch time: 18.68 | Train loss: 2.98e-03 | Val loss: 2.78e-03 Target 006 has maximum loss 1.65e-02; Target 011 has minimum loss 1.20e-03 Target 000: 1.06e-02 |Target 001: 2.95e-03 |Target 002: 1.50e-03 |Target 003: 1.47e-03 |Target 004: 1.71e-03 Target 005: 8.13e-03 |Target 006: 1.65e-02 |Target 007: 1.32e-03 |Target 008: 3.49e-03 |Target 009: 9.43e-03 Target 010: 1.32e-03 |Target 011: 1.20e-03 |Target 012: 3.57e-03 |Target 013: 4.09e-03 |Target 014: 1.69e-03 Target 015: 3.41e-03 |Target 016: 3.19e-03 |Target 017: 2.23e-03 |Target 018: 3.57e-03 |Target 019: 1.98e-03 Target 020: 4.42e-03 |Target 021: 4.85e-03 |Target 022: 1.62e-03 |Target 023: 1.82e-03 |Target 024: 2.04e-03 ==================== Epoch #6 | Time: 00d 00h 02m | LR: 2.00e-03 | Epoch time: 18.67 | Train loss: 2.26e-03 | Val loss: 2.23e-03 Target 006 has maximum loss 1.07e-02; Target 007 has minimum loss 9.33e-04 Target 000: 8.61e-03 |Target 001: 2.09e-03 |Target 002: 1.21e-03 |Target 003: 1.25e-03 |Target 004: 1.38e-03 Target 005: 6.99e-03 |Target 006: 1.07e-02 |Target 007: 9.33e-04 |Target 008: 2.91e-03 |Target 009: 7.69e-03 Target 010: 1.17e-03 |Target 011: 1.08e-03 |Target 012: 2.85e-03 |Target 013: 3.29e-03 |Target 014: 1.22e-03 Target 015: 2.16e-03 |Target 016: 2.43e-03 |Target 017: 1.77e-03 |Target 018: 2.78e-03 |Target 019: 1.66e-03 Target 020: 4.58e-03 |Target 021: 4.23e-03 |Target 022: 1.15e-03 |Target 023: 1.45e-03 |Target 024: 1.65e-03 ==================== Epoch #7 | Time: 00d 00h 02m | LR: 2.00e-03 | Epoch time: 19.14 | Train loss: 1.86e-03 | Val loss: 2.02e-03 Target 006 has maximum loss 9.21e-03; Target 014 has minimum loss 9.40e-04 Target 000: 6.99e-03 |Target 001: 1.74e-03 |Target 002: 1.01e-03 |Target 003: 1.51e-03 |Target 004: 1.15e-03 Target 005: 5.29e-03 |Target 006: 9.21e-03 |Target 007: 1.44e-03 |Target 008: 2.50e-03 |Target 009: 6.63e-03 Target 010: 1.06e-03 |Target 011: 1.06e-03 |Target 012: 2.53e-03 |Target 013: 3.11e-03 |Target 014: 9.40e-04 Target 015: 1.70e-03 |Target 016: 2.53e-03 |Target 017: 1.63e-03 |Target 018: 2.48e-03 |Target 019: 1.60e-03 Target 020: 4.93e-03 |Target 021: 3.57e-03 |Target 022: 9.73e-04 |Target 023: 1.48e-03 |Target 024: 1.44e-03 ==================== Epoch #8 | Time: 00d 00h 03m | LR: 2.00e-03 | Epoch time: 19.37 | Train loss: 1.63e-03 | Val loss: 1.70e-03 Target 000 has maximum loss 6.60e-03; Target 007 has minimum loss 7.07e-04 Target 000: 6.60e-03 |Target 001: 1.75e-03 |Target 002: 8.09e-04 |Target 003: 1.01e-03 |Target 004: 9.76e-04 Target 005: 4.98e-03 |Target 006: 6.15e-03 |Target 007: 7.07e-04 |Target 008: 2.08e-03 |Target 009: 5.43e-03 Target 010: 9.26e-04 |Target 011: 8.45e-04 |Target 012: 1.99e-03 |Target 013: 2.32e-03 |Target 014: 7.41e-04 Target 015: 1.64e-03 |Target 016: 1.81e-03 |Target 017: 1.49e-03 |Target 018: 2.24e-03 |Target 019: 1.35e-03 Target 020: 4.86e-03 |Target 021: 3.05e-03 |Target 022: 8.44e-04 |Target 023: 1.21e-03 |Target 024: 1.29e-03 ==================== Epoch #9 | Time: 00d 00h 03m | LR: 2.00e-03 | Epoch time: 19.39 | Train loss: 1.44e-03 | Val loss: 1.49e-03 Target 000 has maximum loss 5.77e-03; Target 010 has minimum loss 6.40e-04 Target 000: 5.77e-03 |Target 001: 1.35e-03 |Target 002: 6.81e-04 |Target 003: 8.79e-04 |Target 004: 8.66e-04 Target 005: 5.29e-03 |Target 006: 5.09e-03 |Target 007: 6.57e-04 |Target 008: 1.78e-03 |Target 009: 4.42e-03 Target 010: 6.40e-04 |Target 011: 8.59e-04 |Target 012: 1.85e-03 |Target 013: 2.02e-03 |Target 014: 6.42e-04 Target 015: 1.45e-03 |Target 016: 1.58e-03 |Target 017: 1.32e-03 |Target 018: 1.89e-03 |Target 019: 1.18e-03 Target 020: 4.90e-03 |Target 021: 2.58e-03 |Target 022: 7.28e-04 |Target 023: 1.05e-03 |Target 024: 1.06e-03 ==================== Epoch #10 | Time: 00d 00h 03m | LR: 2.00e-03 | Epoch time: 18.71 | Train loss: 1.23e-03 | Val loss: 1.31e-03 Target 000 has maximum loss 4.90e-03; Target 014 has minimum loss 5.68e-04 Target 000: 4.90e-03 |Target 001: 1.10e-03 |Target 002: 6.04e-04 |Target 003: 7.79e-04 |Target 004: 7.20e-04 Target 005: 4.20e-03 |Target 006: 4.48e-03 |Target 007: 5.90e-04 |Target 008: 1.50e-03 |Target 009: 3.52e-03 Target 010: 6.38e-04 |Target 011: 8.87e-04 |Target 012: 1.70e-03 |Target 013: 1.81e-03 |Target 014: 5.68e-04 Target 015: 1.35e-03 |Target 016: 1.35e-03 |Target 017: 1.14e-03 |Target 018: 1.73e-03 |Target 019: 1.06e-03 Target 020: 4.68e-03 |Target 021: 2.22e-03 |Target 022: 6.36e-04 |Target 023: 9.21e-04 |Target 024: 9.21e-04 ==================== Epoch #11 | Time: 00d 00h 04m | LR: 2.00e-03 | Epoch time: 19.50 | Train loss: 1.10e-03 | Val loss: 1.18e-03 Target 020 has maximum loss 4.41e-03; Target 007 has minimum loss 5.19e-04 Target 000: 4.35e-03 |Target 001: 1.22e-03 |Target 002: 5.33e-04 |Target 003: 7.18e-04 |Target 004: 6.78e-04 Target 005: 3.46e-03 |Target 006: 3.65e-03 |Target 007: 5.19e-04 |Target 008: 1.39e-03 |Target 009: 2.84e-03 Target 010: 5.31e-04 |Target 011: 8.39e-04 |Target 012: 1.57e-03 |Target 013: 1.57e-03 |Target 014: 5.31e-04 Target 015: 1.27e-03 |Target 016: 1.15e-03 |Target 017: 1.08e-03 |Target 018: 1.49e-03 |Target 019: 9.77e-04 Target 020: 4.41e-03 |Target 021: 1.77e-03 |Target 022: 5.78e-04 |Target 023: 8.61e-04 |Target 024: 8.95e-04 ==================== Epoch #12 | Time: 00d 00h 04m | LR: 2.00e-03 | Epoch time: 18.97 | Train loss: 9.95e-04 | Val loss: 1.10e-03 Target 020 has maximum loss 4.18e-03; Target 014 has minimum loss 5.03e-04 Target 000: 3.90e-03 |Target 001: 1.42e-03 |Target 002: 5.06e-04 |Target 003: 6.65e-04 |Target 004: 6.27e-04 Target 005: 3.09e-03 |Target 006: 2.59e-03 |Target 007: 5.54e-04 |Target 008: 1.16e-03 |Target 009: 2.31e-03 Target 010: 5.79e-04 |Target 011: 8.85e-04 |Target 012: 1.56e-03 |Target 013: 1.32e-03 |Target 014: 5.03e-04 Target 015: 1.20e-03 |Target 016: 9.95e-04 |Target 017: 1.01e-03 |Target 018: 1.43e-03 |Target 019: 9.46e-04 Target 020: 4.18e-03 |Target 021: 1.55e-03 |Target 022: 5.38e-04 |Target 023: 8.46e-04 |Target 024: 8.67e-04 ==================== Epoch #13 | Time: 00d 00h 04m | LR: 2.00e-03 | Epoch time: 19.59 | Train loss: 9.02e-04 | Val loss: 9.59e-04 Target 020 has maximum loss 3.49e-03; Target 007 has minimum loss 4.34e-04 Target 000: 3.16e-03 |Target 001: 1.21e-03 |Target 002: 4.34e-04 |Target 003: 6.11e-04 |Target 004: 5.87e-04 Target 005: 2.64e-03 |Target 006: 2.81e-03 |Target 007: 4.34e-04 |Target 008: 1.07e-03 |Target 009: 2.04e-03 Target 010: 4.63e-04 |Target 011: 7.38e-04 |Target 012: 1.28e-03 |Target 013: 1.21e-03 |Target 014: 4.55e-04 Target 015: 1.12e-03 |Target 016: 9.31e-04 |Target 017: 9.00e-04 |Target 018: 1.22e-03 |Target 019: 8.42e-04 Target 020: 3.49e-03 |Target 021: 1.37e-03 |Target 022: 4.62e-04 |Target 023: 7.33e-04 |Target 024: 7.46e-04 ==================== Epoch #14 | Time: 00d 00h 04m | LR: 2.00e-03 | Epoch time: 19.24 | Train loss: 8.31e-04 | Val loss: 9.00e-04 Target 020 has maximum loss 3.32e-03; Target 002 has minimum loss 4.13e-04 Target 000: 2.96e-03 |Target 001: 9.12e-04 |Target 002: 4.13e-04 |Target 003: 5.80e-04 |Target 004: 5.42e-04 Target 005: 2.54e-03 |Target 006: 2.31e-03 |Target 007: 4.62e-04 |Target 008: 9.97e-04 |Target 009: 1.49e-03 Target 010: 4.38e-04 |Target 011: 6.76e-04 |Target 012: 1.23e-03 |Target 013: 1.08e-03 |Target 014: 4.44e-04 Target 015: 1.10e-03 |Target 016: 9.00e-04 |Target 017: 8.34e-04 |Target 018: 1.18e-03 |Target 019: 8.14e-04 Target 020: 3.32e-03 |Target 021: 1.14e-03 |Target 022: 4.43e-04 |Target 023: 7.17e-04 |Target 024: 7.64e-04 ==================== Epoch #15 | Time: 00d 00h 05m | LR: 2.00e-03 | Epoch time: 19.50 | Train loss: 7.53e-04 | Val loss: 8.77e-04 Target 020 has maximum loss 3.01e-03; Target 002 has minimum loss 3.47e-04 Target 000: 2.86e-03 |Target 001: 1.00e-03 |Target 002: 3.47e-04 |Target 003: 6.56e-04 |Target 004: 5.28e-04 Target 005: 2.19e-03 |Target 006: 2.03e-03 |Target 007: 4.11e-04 |Target 008: 9.79e-04 |Target 009: 1.66e-03 Target 010: 5.04e-04 |Target 011: 6.36e-04 |Target 012: 1.13e-03 |Target 013: 9.11e-04 |Target 014: 4.07e-04 Target 015: 1.09e-03 |Target 016: 9.84e-04 |Target 017: 8.20e-04 |Target 018: 1.19e-03 |Target 019: 8.17e-04 Target 020: 3.01e-03 |Target 021: 1.27e-03 |Target 022: 4.00e-04 |Target 023: 6.91e-04 |Target 024: 7.87e-04 ==================== Epoch #16 | Time: 00d 00h 05m | LR: 2.00e-03 | Epoch time: 20.33 | Train loss: 6.89e-04 | Val loss: 7.51e-04 Target 020 has maximum loss 2.68e-03; Target 002 has minimum loss 3.30e-04 Target 000: 2.56e-03 |Target 001: 7.42e-04 |Target 002: 3.30e-04 |Target 003: 5.28e-04 |Target 004: 4.44e-04 Target 005: 1.90e-03 |Target 006: 1.67e-03 |Target 007: 3.72e-04 |Target 008: 7.85e-04 |Target 009: 1.13e-03 Target 010: 3.87e-04 |Target 011: 5.90e-04 |Target 012: 1.03e-03 |Target 013: 8.47e-04 |Target 014: 3.80e-04 Target 015: 1.04e-03 |Target 016: 7.87e-04 |Target 017: 7.00e-04 |Target 018: 1.02e-03 |Target 019: 7.03e-04 Target 020: 2.68e-03 |Target 021: 9.03e-04 |Target 022: 3.66e-04 |Target 023: 6.27e-04 |Target 024: 6.55e-04 ==================== Epoch #17 | Time: 00d 00h 05m | LR: 2.00e-03 | Epoch time: 19.54 | Train loss: 6.29e-04 | Val loss: 7.29e-04 Target 000 has maximum loss 2.52e-03; Target 002 has minimum loss 3.06e-04 Target 000: 2.52e-03 |Target 001: 9.38e-04 |Target 002: 3.06e-04 |Target 003: 4.60e-04 |Target 004: 4.18e-04 Target 005: 2.08e-03 |Target 006: 1.67e-03 |Target 007: 3.85e-04 |Target 008: 8.11e-04 |Target 009: 9.79e-04 Target 010: 3.42e-04 |Target 011: 5.28e-04 |Target 012: 9.93e-04 |Target 013: 7.66e-04 |Target 014: 3.73e-04 Target 015: 9.90e-04 |Target 016: 8.13e-04 |Target 017: 7.12e-04 |Target 018: 1.07e-03 |Target 019: 6.84e-04 Target 020: 2.49e-03 |Target 021: 7.86e-04 |Target 022: 3.67e-04 |Target 023: 6.13e-04 |Target 024: 6.48e-04 ==================== Epoch #18 | Time: 00d 00h 06m | LR: 2.00e-03 | Epoch time: 20.15 | Train loss: 5.88e-04 | Val loss: 6.93e-04 Target 000 has maximum loss 2.42e-03; Target 002 has minimum loss 2.76e-04 Target 000: 2.42e-03 |Target 001: 1.01e-03 |Target 002: 2.76e-04 |Target 003: 4.57e-04 |Target 004: 4.14e-04 Target 005: 1.77e-03 |Target 006: 1.55e-03 |Target 007: 3.23e-04 |Target 008: 6.78e-04 |Target 009: 1.04e-03 Target 010: 3.47e-04 |Target 011: 5.19e-04 |Target 012: 8.86e-04 |Target 013: 7.50e-04 |Target 014: 3.45e-04 Target 015: 9.62e-04 |Target 016: 7.05e-04 |Target 017: 6.37e-04 |Target 018: 9.38e-04 |Target 019: 6.89e-04 Target 020: 2.12e-03 |Target 021: 7.80e-04 |Target 022: 3.41e-04 |Target 023: 5.81e-04 |Target 024: 7.01e-04 ==================== Epoch #19 | Time: 00d 00h 06m | LR: 2.00e-03 | Epoch time: 19.66 | Train loss: 5.55e-04 | Val loss: 6.29e-04 Target 000 has maximum loss 2.25e-03; Target 010 has minimum loss 3.20e-04 Target 000: 2.25e-03 |Target 001: 1.18e-03 |Target 002: 3.72e-04 |Target 003: 4.18e-04 |Target 004: 3.87e-04 Target 005: 1.69e-03 |Target 006: 1.23e-03 |Target 007: 4.60e-04 |Target 008: 5.83e-04 |Target 009: 8.57e-04 Target 010: 3.20e-04 |Target 011: 5.27e-04 |Target 012: 8.84e-04 |Target 013: 6.44e-04 |Target 014: 3.22e-04 Target 015: 9.16e-04 |Target 016: 6.26e-04 |Target 017: 5.95e-04 |Target 018: 8.33e-04 |Target 019: 6.24e-04 Target 020: 2.03e-03 |Target 021: 5.90e-04 |Target 022: 3.21e-04 |Target 023: 5.55e-04 |Target 024: 5.61e-04 ==================== Epoch #20 | Time: 00d 00h 07m | LR: 2.00e-03 | Epoch time: 20.62 | Train loss: 5.46e-04 | Val loss: 5.82e-04 Target 000 has maximum loss 2.10e-03; Target 010 has minimum loss 2.83e-04 Target 000: 2.10e-03 |Target 001: 6.91e-04 |Target 002: 2.97e-04 |Target 003: 3.69e-04 |Target 004: 3.70e-04 Target 005: 1.53e-03 |Target 006: 1.25e-03 |Target 007: 2.92e-04 |Target 008: 5.65e-04 |Target 009: 7.54e-04 Target 010: 2.83e-04 |Target 011: 4.66e-04 |Target 012: 8.37e-04 |Target 013: 6.16e-04 |Target 014: 2.99e-04 Target 015: 8.87e-04 |Target 016: 5.88e-04 |Target 017: 5.53e-04 |Target 018: 8.01e-04 |Target 019: 5.84e-04 Target 020: 1.84e-03 |Target 021: 5.62e-04 |Target 022: 2.99e-04 |Target 023: 5.26e-04 |Target 024: 5.18e-04 ==================== Epoch #21 | Time: 00d 00h 07m | LR: 2.00e-03 | Epoch time: 19.89 | Train loss: 4.71e-04 | Val loss: 5.52e-04 Target 000 has maximum loss 2.07e-03; Target 014 has minimum loss 2.84e-04 Target 000: 2.07e-03 |Target 001: 6.77e-04 |Target 002: 3.01e-04 |Target 003: 3.70e-04 |Target 004: 3.42e-04 Target 005: 1.47e-03 |Target 006: 1.07e-03 |Target 007: 2.87e-04 |Target 008: 5.10e-04 |Target 009: 6.74e-04 Target 010: 2.93e-04 |Target 011: 4.38e-04 |Target 012: 7.86e-04 |Target 013: 5.76e-04 |Target 014: 2.84e-04 Target 015: 8.36e-04 |Target 016: 5.36e-04 |Target 017: 5.15e-04 |Target 018: 7.63e-04 |Target 019: 5.53e-04 Target 020: 1.76e-03 |Target 021: 5.26e-04 |Target 022: 2.91e-04 |Target 023: 4.81e-04 |Target 024: 5.16e-04 ==================== Epoch #22 | Time: 00d 00h 07m | LR: 2.00e-03 | Epoch time: 19.90 | Train loss: 4.75e-04 | Val loss: 5.65e-04 Target 000 has maximum loss 2.18e-03; Target 007 has minimum loss 2.66e-04 Target 000: 2.18e-03 |Target 001: 7.12e-04 |Target 002: 3.15e-04 |Target 003: 4.86e-04 |Target 004: 3.55e-04 Target 005: 1.50e-03 |Target 006: 1.19e-03 |Target 007: 2.66e-04 |Target 008: 4.96e-04 |Target 009: 7.64e-04 Target 010: 2.85e-04 |Target 011: 4.30e-04 |Target 012: 8.17e-04 |Target 013: 5.92e-04 |Target 014: 2.69e-04 Target 015: 8.24e-04 |Target 016: 5.43e-04 |Target 017: 5.03e-04 |Target 018: 7.97e-04 |Target 019: 5.58e-04 Target 020: 1.69e-03 |Target 021: 5.50e-04 |Target 022: 2.89e-04 |Target 023: 4.82e-04 |Target 024: 5.54e-04 ==================== Epoch #23 | Time: 00d 00h 08m | LR: 2.00e-03 | Epoch time: 20.68 | Train loss: 4.69e-04 | Val loss: 6.59e-04 Target 020 has maximum loss 1.81e-03; Target 010 has minimum loss 2.75e-04 Target 000: 1.76e-03 |Target 001: 1.03e-03 |Target 002: 3.44e-04 |Target 003: 3.77e-04 |Target 004: 3.48e-04 Target 005: 1.26e-03 |Target 006: 1.30e-03 |Target 007: 3.77e-04 |Target 008: 5.26e-04 |Target 009: 1.05e-03 Target 010: 2.75e-04 |Target 011: 4.49e-04 |Target 012: 8.11e-04 |Target 013: 6.28e-04 |Target 014: 3.55e-04 Target 015: 7.83e-04 |Target 016: 5.20e-04 |Target 017: 5.70e-04 |Target 018: 1.03e-03 |Target 019: 6.55e-04 Target 020: 1.81e-03 |Target 021: 9.24e-04 |Target 022: 3.63e-04 |Target 023: 5.89e-04 |Target 024: 7.06e-04 ==================== Epoch #24 | Time: 00d 00h 08m | LR: 2.00e-03 | Epoch time: 20.55 | Train loss: 5.37e-04 | Val loss: 5.91e-04 Target 000 has maximum loss 2.05e-03; Target 007 has minimum loss 2.90e-04 Target 000: 2.05e-03 |Target 001: 1.01e-03 |Target 002: 3.41e-04 |Target 003: 6.06e-04 |Target 004: 3.07e-04 Target 005: 1.60e-03 |Target 006: 1.06e-03 |Target 007: 2.90e-04 |Target 008: 5.30e-04 |Target 009: 8.54e-04 Target 010: 4.47e-04 |Target 011: 4.89e-04 |Target 012: 7.59e-04 |Target 013: 5.42e-04 |Target 014: 2.97e-04 Target 015: 7.49e-04 |Target 016: 5.48e-04 |Target 017: 4.73e-04 |Target 018: 7.46e-04 |Target 019: 6.29e-04 Target 020: 1.53e-03 |Target 021: 6.06e-04 |Target 022: 3.01e-04 |Target 023: 5.96e-04 |Target 024: 6.24e-04 ==================== Epoch #25 | Time: 00d 00h 08m | LR: 2.00e-03 | Epoch time: 20.14 | Train loss: 4.55e-04 | Val loss: 5.17e-04 Target 000 has maximum loss 1.70e-03; Target 014 has minimum loss 2.63e-04 Target 000: 1.70e-03 |Target 001: 8.59e-04 |Target 002: 3.52e-04 |Target 003: 3.53e-04 |Target 004: 3.05e-04 Target 005: 1.38e-03 |Target 006: 1.26e-03 |Target 007: 3.31e-04 |Target 008: 4.45e-04 |Target 009: 5.60e-04 Target 010: 2.72e-04 |Target 011: 4.18e-04 |Target 012: 6.90e-04 |Target 013: 5.09e-04 |Target 014: 2.63e-04 Target 015: 7.19e-04 |Target 016: 4.63e-04 |Target 017: 4.38e-04 |Target 018: 6.88e-04 |Target 019: 5.31e-04 Target 020: 1.54e-03 |Target 021: 4.70e-04 |Target 022: 2.72e-04 |Target 023: 4.56e-04 |Target 024: 5.57e-04 ==================== Epoch #26 | Time: 00d 00h 09m | LR: 2.00e-03 | Epoch time: 21.47 | Train loss: 4.53e-04 | Val loss: 5.51e-04 Target 000 has maximum loss 1.68e-03; Target 022 has minimum loss 2.74e-04 Target 000: 1.68e-03 |Target 001: 1.03e-03 |Target 002: 2.84e-04 |Target 003: 6.34e-04 |Target 004: 3.14e-04 Target 005: 1.34e-03 |Target 006: 1.02e-03 |Target 007: 3.84e-04 |Target 008: 5.04e-04 |Target 009: 6.89e-04 Target 010: 4.00e-04 |Target 011: 4.66e-04 |Target 012: 6.79e-04 |Target 013: 5.23e-04 |Target 014: 2.92e-04 Target 015: 6.76e-04 |Target 016: 5.15e-04 |Target 017: 4.76e-04 |Target 018: 7.59e-04 |Target 019: 5.42e-04 Target 020: 1.55e-03 |Target 021: 5.86e-04 |Target 022: 2.74e-04 |Target 023: 4.77e-04 |Target 024: 6.02e-04 ==================== Epoch #27 | Time: 00d 00h 09m | LR: 2.00e-03 | Epoch time: 21.32 | Train loss: 4.38e-04 | Val loss: 5.45e-04 Target 005 has maximum loss 2.30e-03; Target 010 has minimum loss 2.20e-04 Target 000: 1.67e-03 |Target 001: 2.16e-03 |Target 002: 3.09e-04 |Target 003: 3.27e-04 |Target 004: 3.06e-04 Target 005: 2.30e-03 |Target 006: 1.27e-03 |Target 007: 2.22e-04 |Target 008: 4.38e-04 |Target 009: 5.17e-04 Target 010: 2.20e-04 |Target 011: 3.92e-04 |Target 012: 7.28e-04 |Target 013: 4.93e-04 |Target 014: 2.47e-04 Target 015: 6.65e-04 |Target 016: 4.50e-04 |Target 017: 4.36e-04 |Target 018: 6.46e-04 |Target 019: 5.29e-04 Target 020: 1.42e-03 |Target 021: 4.76e-04 |Target 022: 2.46e-04 |Target 023: 4.70e-04 |Target 024: 7.57e-04 ==================== Epoch #28 | Time: 00d 00h 09m | LR: 2.00e-03 | Epoch time: 20.67 | Train loss: 5.91e-04 | Val loss: 6.81e-04 Target 001 has maximum loss 3.38e-03; Target 010 has minimum loss 2.26e-04 Target 000: 1.89e-03 |Target 001: 3.38e-03 |Target 002: 3.32e-04 |Target 003: 4.15e-04 |Target 004: 3.74e-04 Target 005: 2.21e-03 |Target 006: 2.18e-03 |Target 007: 2.82e-04 |Target 008: 5.43e-04 |Target 009: 8.22e-04 Target 010: 2.26e-04 |Target 011: 4.40e-04 |Target 012: 7.93e-04 |Target 013: 6.78e-04 |Target 014: 2.91e-04 Target 015: 7.23e-04 |Target 016: 5.00e-04 |Target 017: 5.35e-04 |Target 018: 9.81e-04 |Target 019: 5.89e-04 Target 020: 1.63e-03 |Target 021: 5.58e-04 |Target 022: 2.64e-04 |Target 023: 5.94e-04 |Target 024: 1.01e-03 ==================== Epoch #29 | Time: 00d 00h 10m | LR: 2.00e-03 | Epoch time: 21.74 | Train loss: 6.41e-04 | Val loss: 4.99e-04 Target 000 has maximum loss 1.60e-03; Target 022 has minimum loss 2.63e-04 Target 000: 1.60e-03 |Target 001: 9.02e-04 |Target 002: 4.06e-04 |Target 003: 4.83e-04 |Target 004: 2.98e-04 Target 005: 1.32e-03 |Target 006: 9.43e-04 |Target 007: 2.99e-04 |Target 008: 4.33e-04 |Target 009: 5.42e-04 Target 010: 3.50e-04 |Target 011: 4.10e-04 |Target 012: 6.41e-04 |Target 013: 4.44e-04 |Target 014: 2.81e-04 Target 015: 6.06e-04 |Target 016: 4.48e-04 |Target 017: 4.08e-04 |Target 018: 6.25e-04 |Target 019: 4.96e-04 Target 020: 1.41e-03 |Target 021: 4.70e-04 |Target 022: 2.63e-04 |Target 023: 4.41e-04 |Target 024: 5.75e-04 ==================== Epoch #30 | Time: 00d 00h 10m | LR: 2.00e-03 | Epoch time: 21.04 | Train loss: 3.85e-04 | Val loss: 4.14e-04 Target 000 has maximum loss 1.53e-03; Target 022 has minimum loss 2.22e-04 Target 000: 1.53e-03 |Target 001: 7.90e-04 |Target 002: 2.79e-04 |Target 003: 3.66e-04 |Target 004: 2.77e-04 Target 005: 9.16e-04 |Target 006: 8.54e-04 |Target 007: 2.48e-04 |Target 008: 3.71e-04 |Target 009: 4.70e-04 Target 010: 2.45e-04 |Target 011: 3.62e-04 |Target 012: 6.14e-04 |Target 013: 3.48e-04 |Target 014: 2.32e-04 Target 015: 5.93e-04 |Target 016: 3.78e-04 |Target 017: 3.64e-04 |Target 018: 5.31e-04 |Target 019: 4.25e-04 Target 020: 1.31e-03 |Target 021: 3.72e-04 |Target 022: 2.22e-04 |Target 023: 3.86e-04 |Target 024: 3.79e-04 ==================== Epoch #31 | Time: 00d 00h 10m | LR: 2.00e-03 | Epoch time: 20.82 | Train loss: 3.27e-04 | Val loss: 4.11e-04 Target 000 has maximum loss 1.52e-03; Target 010 has minimum loss 1.93e-04 Target 000: 1.52e-03 |Target 001: 7.45e-04 |Target 002: 2.75e-04 |Target 003: 2.80e-04 |Target 004: 2.68e-04 Target 005: 8.27e-04 |Target 006: 7.50e-04 |Target 007: 2.18e-04 |Target 008: 3.65e-04 |Target 009: 4.95e-04 Target 010: 1.93e-04 |Target 011: 3.74e-04 |Target 012: 5.58e-04 |Target 013: 3.33e-04 |Target 014: 2.44e-04 Target 015: 5.34e-04 |Target 016: 3.59e-04 |Target 017: 3.24e-04 |Target 018: 5.12e-04 |Target 019: 4.46e-04 Target 020: 1.30e-03 |Target 021: 3.67e-04 |Target 022: 2.25e-04 |Target 023: 4.10e-04 |Target 024: 4.10e-04 ==================== Epoch #32 | Time: 00d 00h 11m | LR: 2.00e-03 | Epoch time: 20.67 | Train loss: 3.46e-04 | Val loss: 4.41e-04 Target 000 has maximum loss 1.49e-03; Target 022 has minimum loss 2.41e-04 Target 000: 1.49e-03 |Target 001: 6.72e-04 |Target 002: 3.70e-04 |Target 003: 3.18e-04 |Target 004: 2.57e-04 Target 005: 8.84e-04 |Target 006: 8.15e-04 |Target 007: 3.20e-04 |Target 008: 4.20e-04 |Target 009: 4.62e-04 Target 010: 2.44e-04 |Target 011: 3.74e-04 |Target 012: 5.58e-04 |Target 013: 3.50e-04 |Target 014: 2.64e-04 Target 015: 5.24e-04 |Target 016: 4.03e-04 |Target 017: 3.61e-04 |Target 018: 5.61e-04 |Target 019: 4.50e-04 Target 020: 1.31e-03 |Target 021: 4.12e-04 |Target 022: 2.41e-04 |Target 023: 4.20e-04 |Target 024: 4.98e-04 ==================== Epoch #33 | Time: 00d 00h 11m | LR: 2.00e-03 | Epoch time: 22.39 | Train loss: 3.89e-04 | Val loss: 3.94e-04 Target 000 has maximum loss 1.43e-03; Target 007 has minimum loss 1.98e-04 Target 000: 1.43e-03 |Target 001: 5.15e-04 |Target 002: 2.71e-04 |Target 003: 3.60e-04 |Target 004: 2.53e-04 Target 005: 7.75e-04 |Target 006: 7.17e-04 |Target 007: 1.98e-04 |Target 008: 3.41e-04 |Target 009: 4.84e-04 Target 010: 2.21e-04 |Target 011: 3.41e-04 |Target 012: 5.16e-04 |Target 013: 3.16e-04 |Target 014: 2.32e-04 Target 015: 5.37e-04 |Target 016: 4.74e-04 |Target 017: 3.07e-04 |Target 018: 5.23e-04 |Target 019: 4.30e-04 Target 020: 1.24e-03 |Target 021: 3.97e-04 |Target 022: 2.06e-04 |Target 023: 3.64e-04 |Target 024: 3.86e-04 ==================== Epoch #34 | Time: 00d 00h 11m | LR: 2.00e-03 | Epoch time: 21.55 | Train loss: 3.29e-04 | Val loss: 3.81e-04 Target 000 has maximum loss 1.50e-03; Target 010 has minimum loss 1.79e-04 Target 000: 1.50e-03 |Target 001: 7.07e-04 |Target 002: 2.66e-04 |Target 003: 2.69e-04 |Target 004: 2.52e-04 Target 005: 7.18e-04 |Target 006: 6.79e-04 |Target 007: 2.10e-04 |Target 008: 3.39e-04 |Target 009: 4.48e-04 Target 010: 1.79e-04 |Target 011: 3.45e-04 |Target 012: 5.03e-04 |Target 013: 3.01e-04 |Target 014: 2.35e-04 Target 015: 4.64e-04 |Target 016: 3.40e-04 |Target 017: 2.91e-04 |Target 018: 4.79e-04 |Target 019: 4.16e-04 Target 020: 1.22e-03 |Target 021: 3.34e-04 |Target 022: 2.04e-04 |Target 023: 3.81e-04 |Target 024: 3.83e-04 ==================== Epoch #35 | Time: 00d 00h 12m | LR: 2.00e-03 | Epoch time: 22.23 | Train loss: 3.04e-04 | Val loss: 3.73e-04 Target 000 has maximum loss 1.39e-03; Target 010 has minimum loss 1.71e-04 Target 000: 1.39e-03 |Target 001: 6.86e-04 |Target 002: 3.07e-04 |Target 003: 2.41e-04 |Target 004: 2.34e-04 Target 005: 7.36e-04 |Target 006: 5.62e-04 |Target 007: 2.06e-04 |Target 008: 3.23e-04 |Target 009: 4.30e-04 Target 010: 1.71e-04 |Target 011: 3.10e-04 |Target 012: 4.74e-04 |Target 013: 2.71e-04 |Target 014: 2.20e-04 Target 015: 4.52e-04 |Target 016: 3.28e-04 |Target 017: 2.86e-04 |Target 018: 4.94e-04 |Target 019: 3.96e-04 Target 020: 1.21e-03 |Target 021: 3.61e-04 |Target 022: 2.06e-04 |Target 023: 3.63e-04 |Target 024: 3.99e-04 ==================== Epoch #36 | Time: 00d 00h 12m | LR: 2.00e-03 | Epoch time: 21.90 | Train loss: 2.79e-04 | Val loss: 3.38e-04 Target 000 has maximum loss 1.32e-03; Target 010 has minimum loss 1.58e-04 Target 000: 1.32e-03 |Target 001: 4.85e-04 |Target 002: 2.73e-04 |Target 003: 2.30e-04 |Target 004: 2.37e-04 Target 005: 7.38e-04 |Target 006: 5.90e-04 |Target 007: 1.77e-04 |Target 008: 3.20e-04 |Target 009: 3.73e-04 Target 010: 1.58e-04 |Target 011: 2.85e-04 |Target 012: 4.62e-04 |Target 013: 2.62e-04 |Target 014: 2.04e-04 Target 015: 4.21e-04 |Target 016: 3.20e-04 |Target 017: 2.66e-04 |Target 018: 4.46e-04 |Target 019: 3.63e-04 Target 020: 1.18e-03 |Target 021: 3.05e-04 |Target 022: 1.83e-04 |Target 023: 3.23e-04 |Target 024: 3.17e-04 ==================== Epoch #37 | Time: 00d 00h 13m | LR: 2.00e-03 | Epoch time: 22.25 | Train loss: 2.61e-04 | Val loss: 3.32e-04 Target 000 has maximum loss 1.33e-03; Target 010 has minimum loss 1.63e-04 Target 000: 1.33e-03 |Target 001: 5.32e-04 |Target 002: 2.44e-04 |Target 003: 2.27e-04 |Target 004: 2.18e-04 Target 005: 5.98e-04 |Target 006: 5.38e-04 |Target 007: 1.76e-04 |Target 008: 3.11e-04 |Target 009: 4.14e-04 Target 010: 1.63e-04 |Target 011: 2.82e-04 |Target 012: 4.54e-04 |Target 013: 2.52e-04 |Target 014: 2.02e-04 Target 015: 4.07e-04 |Target 016: 2.97e-04 |Target 017: 2.57e-04 |Target 018: 4.41e-04 |Target 019: 3.62e-04 Target 020: 1.16e-03 |Target 021: 3.07e-04 |Target 022: 1.80e-04 |Target 023: 3.22e-04 |Target 024: 3.07e-04 ==================== Epoch #38 | Time: 00d 00h 13m | LR: 2.00e-03 | Epoch time: 22.18 | Train loss: 2.51e-04 | Val loss: 3.27e-04 Target 000 has maximum loss 1.27e-03; Target 010 has minimum loss 1.47e-04 Target 000: 1.27e-03 |Target 001: 5.72e-04 |Target 002: 2.53e-04 |Target 003: 2.12e-04 |Target 004: 2.32e-04 Target 005: 6.30e-04 |Target 006: 6.36e-04 |Target 007: 1.77e-04 |Target 008: 3.05e-04 |Target 009: 3.78e-04 Target 010: 1.47e-04 |Target 011: 2.70e-04 |Target 012: 4.36e-04 |Target 013: 2.60e-04 |Target 014: 2.01e-04 Target 015: 3.83e-04 |Target 016: 2.89e-04 |Target 017: 2.59e-04 |Target 018: 4.35e-04 |Target 019: 3.54e-04 Target 020: 1.13e-03 |Target 021: 2.97e-04 |Target 022: 1.76e-04 |Target 023: 3.12e-04 |Target 024: 3.07e-04 ==================== Epoch #39 | Time: 00d 00h 13m | LR: 2.00e-03 | Epoch time: 21.99 | Train loss: 2.47e-04 | Val loss: 3.10e-04 Target 000 has maximum loss 1.25e-03; Target 010 has minimum loss 1.60e-04 Target 000: 1.25e-03 |Target 001: 5.34e-04 |Target 002: 2.46e-04 |Target 003: 2.13e-04 |Target 004: 2.04e-04 Target 005: 5.21e-04 |Target 006: 5.36e-04 |Target 007: 1.64e-04 |Target 008: 3.01e-04 |Target 009: 3.63e-04 Target 010: 1.60e-04 |Target 011: 2.53e-04 |Target 012: 4.16e-04 |Target 013: 2.34e-04 |Target 014: 1.93e-04 Target 015: 3.66e-04 |Target 016: 2.82e-04 |Target 017: 2.47e-04 |Target 018: 4.21e-04 |Target 019: 3.30e-04 Target 020: 1.12e-03 |Target 021: 2.98e-04 |Target 022: 1.70e-04 |Target 023: 2.94e-04 |Target 024: 2.81e-04 ==================== Epoch #40 | Time: 00d 00h 14m | LR: 2.00e-03 | Epoch time: 22.22 | Train loss: 2.36e-04 | Val loss: 3.07e-04 Target 000 has maximum loss 1.28e-03; Target 010 has minimum loss 1.39e-04 Target 000: 1.28e-03 |Target 001: 5.95e-04 |Target 002: 2.49e-04 |Target 003: 2.03e-04 |Target 004: 2.14e-04 Target 005: 4.73e-04 |Target 006: 5.74e-04 |Target 007: 1.64e-04 |Target 008: 2.85e-04 |Target 009: 3.72e-04 Target 010: 1.39e-04 |Target 011: 2.47e-04 |Target 012: 4.37e-04 |Target 013: 2.38e-04 |Target 014: 1.88e-04 Target 015: 3.43e-04 |Target 016: 2.72e-04 |Target 017: 2.38e-04 |Target 018: 3.84e-04 |Target 019: 3.34e-04 Target 020: 1.09e-03 |Target 021: 2.74e-04 |Target 022: 1.66e-04 |Target 023: 2.92e-04 |Target 024: 2.87e-04 ==================== Epoch #41 | Time: 00d 00h 14m | LR: 2.00e-03 | Epoch time: 22.30 | Train loss: 2.32e-04 | Val loss: 2.96e-04 Target 000 has maximum loss 1.24e-03; Target 010 has minimum loss 1.39e-04 Target 000: 1.24e-03 |Target 001: 5.33e-04 |Target 002: 2.47e-04 |Target 003: 2.08e-04 |Target 004: 1.98e-04 Target 005: 5.14e-04 |Target 006: 5.24e-04 |Target 007: 1.58e-04 |Target 008: 2.79e-04 |Target 009: 3.47e-04 Target 010: 1.39e-04 |Target 011: 2.39e-04 |Target 012: 4.21e-04 |Target 013: 2.29e-04 |Target 014: 1.82e-04 Target 015: 3.41e-04 |Target 016: 2.72e-04 |Target 017: 2.36e-04 |Target 018: 3.82e-04 |Target 019: 3.21e-04 Target 020: 1.07e-03 |Target 021: 2.64e-04 |Target 022: 1.61e-04 |Target 023: 2.82e-04 |Target 024: 2.66e-04 ==================== Epoch #42 | Time: 00d 00h 14m | LR: 2.00e-03 | Epoch time: 22.17 | Train loss: 2.21e-04 | Val loss: 2.92e-04 Target 000 has maximum loss 1.19e-03; Target 010 has minimum loss 1.28e-04 Target 000: 1.19e-03 |Target 001: 4.54e-04 |Target 002: 2.40e-04 |Target 003: 1.93e-04 |Target 004: 1.89e-04 Target 005: 4.43e-04 |Target 006: 5.54e-04 |Target 007: 1.50e-04 |Target 008: 2.80e-04 |Target 009: 3.46e-04 Target 010: 1.28e-04 |Target 011: 2.25e-04 |Target 012: 4.04e-04 |Target 013: 2.27e-04 |Target 014: 1.81e-04 Target 015: 3.21e-04 |Target 016: 2.58e-04 |Target 017: 2.29e-04 |Target 018: 3.79e-04 |Target 019: 3.13e-04 Target 020: 1.05e-03 |Target 021: 2.83e-04 |Target 022: 1.55e-04 |Target 023: 2.77e-04 |Target 024: 2.81e-04 ==================== Epoch #43 | Time: 00d 00h 15m | LR: 2.00e-03 | Epoch time: 22.08 | Train loss: 2.48e-04 | Val loss: 3.13e-04 Target 001 has maximum loss 1.67e-03; Target 010 has minimum loss 1.40e-04 Target 000: 1.38e-03 |Target 001: 1.67e-03 |Target 002: 2.22e-04 |Target 003: 2.00e-04 |Target 004: 1.94e-04 Target 005: 5.37e-04 |Target 006: 1.24e-03 |Target 007: 1.99e-04 |Target 008: 2.86e-04 |Target 009: 3.47e-04 Target 010: 1.40e-04 |Target 011: 2.21e-04 |Target 012: 4.48e-04 |Target 013: 2.40e-04 |Target 014: 1.76e-04 Target 015: 3.10e-04 |Target 016: 2.57e-04 |Target 017: 2.53e-04 |Target 018: 3.80e-04 |Target 019: 3.18e-04 Target 020: 1.03e-03 |Target 021: 2.79e-04 |Target 022: 1.52e-04 |Target 023: 2.82e-04 |Target 024: 2.98e-04 ==================== Epoch #44 | Time: 00d 00h 15m | LR: 2.00e-03 | Epoch time: 22.14 | Train loss: 2.41e-04 | Val loss: 3.13e-04 Target 000 has maximum loss 1.20e-03; Target 022 has minimum loss 1.50e-04 Target 000: 1.20e-03 |Target 001: 9.24e-04 |Target 002: 2.69e-04 |Target 003: 2.87e-04 |Target 004: 1.87e-04 Target 005: 6.48e-04 |Target 006: 6.17e-04 |Target 007: 1.61e-04 |Target 008: 2.89e-04 |Target 009: 3.56e-04 Target 010: 1.78e-04 |Target 011: 2.22e-04 |Target 012: 4.25e-04 |Target 013: 2.33e-04 |Target 014: 1.73e-04 Target 015: 2.96e-04 |Target 016: 2.47e-04 |Target 017: 2.28e-04 |Target 018: 3.85e-04 |Target 019: 3.03e-04 Target 020: 1.00e-03 |Target 021: 2.86e-04 |Target 022: 1.50e-04 |Target 023: 2.73e-04 |Target 024: 3.86e-04 ==================== Epoch #45 | Time: 00d 00h 16m | LR: 2.00e-03 | Epoch time: 22.29 | Train loss: 2.35e-04 | Val loss: 2.98e-04 Target 000 has maximum loss 1.20e-03; Target 022 has minimum loss 1.47e-04 Target 000: 1.20e-03 |Target 001: 9.23e-04 |Target 002: 2.20e-04 |Target 003: 2.98e-04 |Target 004: 1.75e-04 Target 005: 6.45e-04 |Target 006: 6.39e-04 |Target 007: 1.56e-04 |Target 008: 2.88e-04 |Target 009: 4.18e-04 Target 010: 1.69e-04 |Target 011: 2.15e-04 |Target 012: 3.92e-04 |Target 013: 2.21e-04 |Target 014: 1.76e-04 Target 015: 2.96e-04 |Target 016: 2.76e-04 |Target 017: 2.18e-04 |Target 018: 3.71e-04 |Target 019: 3.14e-04 Target 020: 9.84e-04 |Target 021: 3.05e-04 |Target 022: 1.47e-04 |Target 023: 2.85e-04 |Target 024: 2.84e-04 ==================== Epoch #46 | Time: 00d 00h 16m | LR: 2.00e-03 | Epoch time: 22.24 | Train loss: 2.17e-04 | Val loss: 2.72e-04 Target 000 has maximum loss 1.20e-03; Target 010 has minimum loss 1.19e-04 Target 000: 1.20e-03 |Target 001: 5.35e-04 |Target 002: 2.15e-04 |Target 003: 1.80e-04 |Target 004: 1.72e-04 Target 005: 5.17e-04 |Target 006: 4.70e-04 |Target 007: 1.50e-04 |Target 008: 2.60e-04 |Target 009: 3.32e-04 Target 010: 1.19e-04 |Target 011: 2.02e-04 |Target 012: 3.81e-04 |Target 013: 2.17e-04 |Target 014: 1.68e-04 Target 015: 2.80e-04 |Target 016: 2.37e-04 |Target 017: 2.14e-04 |Target 018: 3.45e-04 |Target 019: 2.86e-04 Target 020: 9.45e-04 |Target 021: 2.76e-04 |Target 022: 1.44e-04 |Target 023: 2.67e-04 |Target 024: 2.51e-04 ==================== Epoch #47 | Time: 00d 00h 16m | LR: 2.00e-03 | Epoch time: 22.27 | Train loss: 2.10e-04 | Val loss: 2.75e-04 Target 000 has maximum loss 1.14e-03; Target 010 has minimum loss 1.17e-04 Target 000: 1.14e-03 |Target 001: 4.88e-04 |Target 002: 1.95e-04 |Target 003: 1.86e-04 |Target 004: 1.75e-04 Target 005: 5.02e-04 |Target 006: 6.34e-04 |Target 007: 1.40e-04 |Target 008: 2.66e-04 |Target 009: 3.48e-04 Target 010: 1.17e-04 |Target 011: 1.97e-04 |Target 012: 3.79e-04 |Target 013: 2.18e-04 |Target 014: 1.63e-04 Target 015: 2.73e-04 |Target 016: 2.42e-04 |Target 017: 2.17e-04 |Target 018: 3.34e-04 |Target 019: 2.98e-04 Target 020: 9.27e-04 |Target 021: 2.62e-04 |Target 022: 1.40e-04 |Target 023: 2.67e-04 |Target 024: 2.76e-04 ==================== Epoch #48 | Time: 00d 00h 17m | LR: 2.00e-03 | Epoch time: 22.12 | Train loss: 1.99e-04 | Val loss: 2.62e-04 Target 000 has maximum loss 1.18e-03; Target 010 has minimum loss 1.11e-04 Target 000: 1.18e-03 |Target 001: 6.62e-04 |Target 002: 1.90e-04 |Target 003: 1.75e-04 |Target 004: 1.66e-04 Target 005: 4.09e-04 |Target 006: 5.20e-04 |Target 007: 1.45e-04 |Target 008: 2.55e-04 |Target 009: 3.20e-04 Target 010: 1.11e-04 |Target 011: 1.89e-04 |Target 012: 3.65e-04 |Target 013: 1.99e-04 |Target 014: 1.61e-04 Target 015: 2.56e-04 |Target 016: 2.10e-04 |Target 017: 2.23e-04 |Target 018: 3.39e-04 |Target 019: 2.78e-04 Target 020: 9.07e-04 |Target 021: 2.44e-04 |Target 022: 1.34e-04 |Target 023: 2.52e-04 |Target 024: 2.46e-04 ==================== Epoch #49 | Time: 00d 00h 17m | LR: 2.00e-03 | Epoch time: 22.38 | Train loss: 2.07e-04 | Val loss: 2.80e-04 Target 000 has maximum loss 1.20e-03; Target 022 has minimum loss 1.38e-04 Target 000: 1.20e-03 |Target 001: 7.33e-04 |Target 002: 1.89e-04 |Target 003: 2.59e-04 |Target 004: 1.70e-04 Target 005: 4.76e-04 |Target 006: 4.84e-04 |Target 007: 1.48e-04 |Target 008: 2.88e-04 |Target 009: 3.90e-04 Target 010: 1.62e-04 |Target 011: 2.04e-04 |Target 012: 3.73e-04 |Target 013: 2.21e-04 |Target 014: 1.68e-04 Target 015: 2.73e-04 |Target 016: 2.44e-04 |Target 017: 2.14e-04 |Target 018: 3.55e-04 |Target 019: 3.05e-04 Target 020: 8.83e-04 |Target 021: 2.65e-04 |Target 022: 1.38e-04 |Target 023: 2.84e-04 |Target 024: 2.70e-04 ==================== Epoch #50 | Time: 00d 00h 17m | LR: 2.00e-03 | Epoch time: 22.19 | Train loss: 1.98e-04 | Val loss: 2.67e-04 Target 000 has maximum loss 1.15e-03; Target 022 has minimum loss 1.37e-04 Target 000: 1.15e-03 |Target 001: 9.28e-04 |Target 002: 1.99e-04 |Target 003: 2.27e-04 |Target 004: 1.72e-04 Target 005: 5.82e-04 |Target 006: 5.94e-04 |Target 007: 1.47e-04 |Target 008: 2.43e-04 |Target 009: 2.96e-04 Target 010: 1.38e-04 |Target 011: 1.79e-04 |Target 012: 3.45e-04 |Target 013: 2.12e-04 |Target 014: 1.66e-04 Target 015: 2.78e-04 |Target 016: 2.20e-04 |Target 017: 2.03e-04 |Target 018: 3.51e-04 |Target 019: 2.84e-04 Target 020: 8.29e-04 |Target 021: 3.01e-04 |Target 022: 1.37e-04 |Target 023: 2.54e-04 |Target 024: 2.56e-04 ==================== Epoch #51 | Time: 00d 00h 18m | LR: 2.00e-03 | Epoch time: 22.27 | Train loss: 2.11e-04 | Val loss: 2.96e-04 Target 000 has maximum loss 1.12e-03; Target 010 has minimum loss 1.46e-04 Target 000: 1.12e-03 |Target 001: 9.14e-04 |Target 002: 2.16e-04 |Target 003: 1.90e-04 |Target 004: 1.74e-04 Target 005: 3.65e-04 |Target 006: 5.86e-04 |Target 007: 1.52e-04 |Target 008: 2.65e-04 |Target 009: 3.52e-04 Target 010: 1.46e-04 |Target 011: 1.87e-04 |Target 012: 3.43e-04 |Target 013: 2.27e-04 |Target 014: 1.91e-04 Target 015: 2.69e-04 |Target 016: 2.30e-04 |Target 017: 2.25e-04 |Target 018: 4.17e-04 |Target 019: 3.36e-04 Target 020: 8.14e-04 |Target 021: 3.60e-04 |Target 022: 1.58e-04 |Target 023: 3.21e-04 |Target 024: 3.02e-04 ==================== Epoch #52 | Time: 00d 00h 18m | LR: 2.00e-03 | Epoch time: 22.39 | Train loss: 1.99e-04 | Val loss: 2.47e-04 Target 000 has maximum loss 1.20e-03; Target 010 has minimum loss 1.04e-04 Target 000: 1.20e-03 |Target 001: 4.44e-04 |Target 002: 1.79e-04 |Target 003: 1.90e-04 |Target 004: 1.56e-04 Target 005: 5.90e-04 |Target 006: 4.58e-04 |Target 007: 1.58e-04 |Target 008: 2.35e-04 |Target 009: 3.26e-04 Target 010: 1.04e-04 |Target 011: 1.70e-04 |Target 012: 3.43e-04 |Target 013: 1.99e-04 |Target 014: 1.58e-04 Target 015: 2.39e-04 |Target 016: 2.16e-04 |Target 017: 1.93e-04 |Target 018: 3.26e-04 |Target 019: 2.63e-04 Target 020: 7.68e-04 |Target 021: 2.34e-04 |Target 022: 1.28e-04 |Target 023: 2.45e-04 |Target 024: 2.26e-04 ==================== Epoch #53 | Time: 00d 00h 19m | LR: 2.00e-03 | Epoch time: 22.20 | Train loss: 1.82e-04 | Val loss: 2.37e-04 Target 000 has maximum loss 1.10e-03; Target 010 has minimum loss 1.05e-04 Target 000: 1.10e-03 |Target 001: 6.28e-04 |Target 002: 1.69e-04 |Target 003: 1.59e-04 |Target 004: 1.45e-04 Target 005: 4.36e-04 |Target 006: 4.66e-04 |Target 007: 1.30e-04 |Target 008: 2.32e-04 |Target 009: 3.31e-04 Target 010: 1.05e-04 |Target 011: 1.76e-04 |Target 012: 3.32e-04 |Target 013: 1.92e-04 |Target 014: 1.46e-04 Target 015: 2.31e-04 |Target 016: 1.97e-04 |Target 017: 1.91e-04 |Target 018: 3.04e-04 |Target 019: 2.55e-04 Target 020: 7.21e-04 |Target 021: 2.33e-04 |Target 022: 1.28e-04 |Target 023: 2.38e-04 |Target 024: 2.19e-04 ==================== Epoch #54 | Time: 00d 00h 19m | LR: 2.00e-03 | Epoch time: 22.44 | Train loss: 1.93e-04 | Val loss: 2.36e-04 Target 000 has maximum loss 1.14e-03; Target 010 has minimum loss 1.12e-04 Target 000: 1.14e-03 |Target 001: 4.20e-04 |Target 002: 1.49e-04 |Target 003: 1.63e-04 |Target 004: 1.37e-04 Target 005: 5.35e-04 |Target 006: 4.47e-04 |Target 007: 1.23e-04 |Target 008: 2.24e-04 |Target 009: 3.30e-04 Target 010: 1.12e-04 |Target 011: 1.61e-04 |Target 012: 3.12e-04 |Target 013: 2.03e-04 |Target 014: 1.44e-04 Target 015: 2.28e-04 |Target 016: 1.93e-04 |Target 017: 2.01e-04 |Target 018: 3.09e-04 |Target 019: 2.47e-04 Target 020: 6.72e-04 |Target 021: 2.67e-04 |Target 022: 1.21e-04 |Target 023: 2.27e-04 |Target 024: 2.40e-04 ==================== Epoch #55 | Time: 00d 00h 19m | LR: 2.00e-03 | Epoch time: 22.11 | Train loss: 1.73e-04 | Val loss: 2.33e-04 Target 000 has maximum loss 1.13e-03; Target 010 has minimum loss 1.04e-04 Target 000: 1.13e-03 |Target 001: 5.89e-04 |Target 002: 1.46e-04 |Target 003: 1.72e-04 |Target 004: 1.40e-04 Target 005: 4.63e-04 |Target 006: 4.94e-04 |Target 007: 1.27e-04 |Target 008: 2.34e-04 |Target 009: 3.18e-04 Target 010: 1.04e-04 |Target 011: 1.60e-04 |Target 012: 2.94e-04 |Target 013: 2.03e-04 |Target 014: 1.51e-04 Target 015: 2.24e-04 |Target 016: 2.04e-04 |Target 017: 1.96e-04 |Target 018: 3.19e-04 |Target 019: 2.54e-04 Target 020: 6.03e-04 |Target 021: 2.52e-04 |Target 022: 1.23e-04 |Target 023: 2.29e-04 |Target 024: 2.20e-04 ==================== Epoch #56 | Time: 00d 00h 20m | LR: 2.00e-03 | Epoch time: 22.55 | Train loss: 1.63e-04 | Val loss: 2.20e-04 Target 000 has maximum loss 1.09e-03; Target 010 has minimum loss 1.01e-04 Target 000: 1.09e-03 |Target 001: 4.98e-04 |Target 002: 1.44e-04 |Target 003: 1.61e-04 |Target 004: 1.40e-04 Target 005: 4.47e-04 |Target 006: 4.52e-04 |Target 007: 1.19e-04 |Target 008: 2.21e-04 |Target 009: 3.01e-04 Target 010: 1.01e-04 |Target 011: 1.49e-04 |Target 012: 2.99e-04 |Target 013: 1.87e-04 |Target 014: 1.47e-04 Target 015: 2.16e-04 |Target 016: 1.86e-04 |Target 017: 1.84e-04 |Target 018: 2.93e-04 |Target 019: 2.40e-04 Target 020: 5.43e-04 |Target 021: 2.24e-04 |Target 022: 1.16e-04 |Target 023: 2.24e-04 |Target 024: 2.07e-04 ==================== Epoch #57 | Time: 00d 00h 20m | LR: 2.00e-03 | Epoch time: 22.37 | Train loss: 1.58e-04 | Val loss: 2.18e-04 Target 000 has maximum loss 1.15e-03; Target 010 has minimum loss 1.02e-04 Target 000: 1.15e-03 |Target 001: 5.17e-04 |Target 002: 1.32e-04 |Target 003: 1.68e-04 |Target 004: 1.31e-04 Target 005: 3.59e-04 |Target 006: 5.16e-04 |Target 007: 1.38e-04 |Target 008: 2.17e-04 |Target 009: 3.03e-04 Target 010: 1.02e-04 |Target 011: 1.51e-04 |Target 012: 2.84e-04 |Target 013: 1.85e-04 |Target 014: 1.37e-04 Target 015: 2.15e-04 |Target 016: 2.03e-04 |Target 017: 1.82e-04 |Target 018: 3.03e-04 |Target 019: 2.53e-04 Target 020: 4.76e-04 |Target 021: 2.35e-04 |Target 022: 1.16e-04 |Target 023: 2.21e-04 |Target 024: 2.02e-04 ==================== Epoch #58 | Time: 00d 00h 21m | LR: 2.00e-03 | Epoch time: 22.31 | Train loss: 1.61e-04 | Val loss: 2.22e-04 Target 000 has maximum loss 1.09e-03; Target 022 has minimum loss 1.19e-04 Target 000: 1.09e-03 |Target 001: 4.30e-04 |Target 002: 1.30e-04 |Target 003: 2.99e-04 |Target 004: 1.37e-04 Target 005: 5.53e-04 |Target 006: 4.73e-04 |Target 007: 1.37e-04 |Target 008: 2.41e-04 |Target 009: 2.82e-04 Target 010: 1.40e-04 |Target 011: 1.60e-04 |Target 012: 2.77e-04 |Target 013: 1.97e-04 |Target 014: 1.44e-04 Target 015: 2.14e-04 |Target 016: 1.86e-04 |Target 017: 1.86e-04 |Target 018: 3.17e-04 |Target 019: 2.47e-04 Target 020: 4.10e-04 |Target 021: 2.12e-04 |Target 022: 1.19e-04 |Target 023: 2.32e-04 |Target 024: 2.11e-04 ==================== Epoch #59 | Time: 00d 00h 21m | LR: 2.00e-03 | Epoch time: 22.20 | Train loss: 1.69e-04 | Val loss: 2.35e-04 Target 000 has maximum loss 1.16e-03; Target 010 has minimum loss 1.09e-04 Target 000: 1.16e-03 |Target 001: 5.20e-04 |Target 002: 1.47e-04 |Target 003: 1.61e-04 |Target 004: 1.42e-04 Target 005: 5.30e-04 |Target 006: 4.20e-04 |Target 007: 1.27e-04 |Target 008: 2.20e-04 |Target 009: 3.28e-04 Target 010: 1.09e-04 |Target 011: 1.82e-04 |Target 012: 2.86e-04 |Target 013: 2.06e-04 |Target 014: 1.60e-04 Target 015: 2.11e-04 |Target 016: 2.16e-04 |Target 017: 1.98e-04 |Target 018: 3.75e-04 |Target 019: 2.59e-04 Target 020: 3.54e-04 |Target 021: 2.42e-04 |Target 022: 1.26e-04 |Target 023: 2.43e-04 |Target 024: 2.50e-04 ==================== Epoch #60 | Time: 00d 00h 21m | LR: 2.00e-03 | Epoch time: 22.24 | Train loss: 2.10e-04 | Val loss: 2.54e-04 Target 000 has maximum loss 1.13e-03; Target 010 has minimum loss 1.05e-04 Target 000: 1.13e-03 |Target 001: 6.59e-04 |Target 002: 1.29e-04 |Target 003: 1.64e-04 |Target 004: 1.45e-04 Target 005: 6.48e-04 |Target 006: 6.87e-04 |Target 007: 1.55e-04 |Target 008: 2.19e-04 |Target 009: 3.25e-04 Target 010: 1.05e-04 |Target 011: 1.54e-04 |Target 012: 2.94e-04 |Target 013: 2.18e-04 |Target 014: 1.51e-04 Target 015: 2.21e-04 |Target 016: 1.91e-04 |Target 017: 2.09e-04 |Target 018: 3.08e-04 |Target 019: 2.80e-04 Target 020: 3.41e-04 |Target 021: 3.32e-04 |Target 022: 1.28e-04 |Target 023: 2.50e-04 |Target 024: 3.46e-04 ==================== Epoch #61 | Time: 00d 00h 22m | LR: 2.00e-03 | Epoch time: 22.16 | Train loss: 2.24e-04 | Val loss: 2.29e-04 Target 000 has maximum loss 1.12e-03; Target 010 has minimum loss 1.12e-04 Target 000: 1.12e-03 |Target 001: 7.32e-04 |Target 002: 1.28e-04 |Target 003: 2.82e-04 |Target 004: 1.48e-04 Target 005: 4.51e-04 |Target 006: 5.76e-04 |Target 007: 1.30e-04 |Target 008: 2.23e-04 |Target 009: 3.27e-04 Target 010: 1.12e-04 |Target 011: 1.57e-04 |Target 012: 2.97e-04 |Target 013: 1.83e-04 |Target 014: 1.38e-04 Target 015: 2.14e-04 |Target 016: 2.05e-04 |Target 017: 1.98e-04 |Target 018: 3.18e-04 |Target 019: 2.48e-04 Target 020: 3.25e-04 |Target 021: 2.17e-04 |Target 022: 1.16e-04 |Target 023: 2.40e-04 |Target 024: 2.50e-04 ==================== Epoch #62 | Time: 00d 00h 22m | LR: 2.00e-03 | Epoch time: 22.30 | Train loss: 2.71e-04 | Val loss: 3.68e-04 Target 001 has maximum loss 3.15e-03; Target 022 has minimum loss 1.39e-04 Target 000: 1.60e-03 |Target 001: 3.15e-03 |Target 002: 1.86e-04 |Target 003: 4.17e-04 |Target 004: 1.56e-04 Target 005: 1.11e-03 |Target 006: 1.69e-03 |Target 007: 2.33e-04 |Target 008: 2.89e-04 |Target 009: 3.58e-04 Target 010: 1.90e-04 |Target 011: 1.74e-04 |Target 012: 3.70e-04 |Target 013: 2.30e-04 |Target 014: 1.58e-04 Target 015: 2.15e-04 |Target 016: 2.05e-04 |Target 017: 3.04e-04 |Target 018: 3.43e-04 |Target 019: 3.14e-04 Target 020: 3.55e-04 |Target 021: 2.44e-04 |Target 022: 1.39e-04 |Target 023: 4.49e-04 |Target 024: 6.49e-04 ==================== Epoch #63 | Time: 00d 00h 22m | LR: 2.00e-03 | Epoch time: 22.45 | Train loss: 2.21e-04 | Val loss: 2.26e-04 Target 000 has maximum loss 1.11e-03; Target 010 has minimum loss 9.78e-05 Target 000: 1.11e-03 |Target 001: 5.63e-04 |Target 002: 1.31e-04 |Target 003: 1.62e-04 |Target 004: 1.28e-04 Target 005: 4.59e-04 |Target 006: 6.19e-04 |Target 007: 1.24e-04 |Target 008: 2.01e-04 |Target 009: 2.99e-04 Target 010: 9.78e-05 |Target 011: 1.47e-04 |Target 012: 2.85e-04 |Target 013: 2.05e-04 |Target 014: 1.31e-04 Target 015: 2.02e-04 |Target 016: 1.87e-04 |Target 017: 1.98e-04 |Target 018: 3.15e-04 |Target 019: 2.39e-04 Target 020: 2.95e-04 |Target 021: 2.22e-04 |Target 022: 1.14e-04 |Target 023: 2.22e-04 |Target 024: 2.96e-04 ==================== Epoch #64 | Time: 00d 00h 23m | LR: 2.00e-03 | Epoch time: 22.18 | Train loss: 2.13e-04 | Val loss: 2.56e-04 Target 000 has maximum loss 1.13e-03; Target 010 has minimum loss 1.34e-04 Target 000: 1.13e-03 |Target 001: 8.46e-04 |Target 002: 1.47e-04 |Target 003: 1.69e-04 |Target 004: 1.34e-04 Target 005: 6.22e-04 |Target 006: 7.28e-04 |Target 007: 1.39e-04 |Target 008: 2.33e-04 |Target 009: 3.39e-04 Target 010: 1.34e-04 |Target 011: 1.55e-04 |Target 012: 3.10e-04 |Target 013: 2.03e-04 |Target 014: 1.47e-04 Target 015: 1.96e-04 |Target 016: 1.88e-04 |Target 017: 2.00e-04 |Target 018: 3.26e-04 |Target 019: 2.72e-04 Target 020: 2.88e-04 |Target 021: 2.92e-04 |Target 022: 1.39e-04 |Target 023: 2.53e-04 |Target 024: 3.66e-04 ==================== Epoch #65 | Time: 00d 00h 23m | LR: 2.00e-03 | Epoch time: 22.32 | Train loss: 2.37e-04 | Val loss: 2.33e-04 Target 000 has maximum loss 1.32e-03; Target 022 has minimum loss 1.01e-04 Target 000: 1.32e-03 |Target 001: 8.37e-04 |Target 002: 1.23e-04 |Target 003: 2.99e-04 |Target 004: 1.29e-04 Target 005: 4.67e-04 |Target 006: 4.87e-04 |Target 007: 1.24e-04 |Target 008: 2.28e-04 |Target 009: 3.31e-04 Target 010: 1.36e-04 |Target 011: 1.41e-04 |Target 012: 2.87e-04 |Target 013: 2.08e-04 |Target 014: 1.20e-04 Target 015: 2.40e-04 |Target 016: 3.06e-04 |Target 017: 2.06e-04 |Target 018: 3.91e-04 |Target 019: 2.43e-04 Target 020: 2.89e-04 |Target 021: 2.59e-04 |Target 022: 1.01e-04 |Target 023: 2.46e-04 |Target 024: 2.40e-04 ==================== Epoch #66 | Time: 00d 00h 24m | LR: 2.00e-03 | Epoch time: 22.45 | Train loss: 1.52e-04 | Val loss: 1.79e-04 Target 000 has maximum loss 1.04e-03; Target 010 has minimum loss 8.76e-05 Target 000: 1.04e-03 |Target 001: 5.25e-04 |Target 002: 9.76e-05 |Target 003: 1.24e-04 |Target 004: 1.10e-04 Target 005: 3.15e-04 |Target 006: 5.91e-04 |Target 007: 1.05e-04 |Target 008: 1.82e-04 |Target 009: 2.05e-04 Target 010: 8.76e-05 |Target 011: 1.30e-04 |Target 012: 2.51e-04 |Target 013: 1.69e-04 |Target 014: 1.05e-04 Target 015: 1.81e-04 |Target 016: 1.57e-04 |Target 017: 1.62e-04 |Target 018: 2.52e-04 |Target 019: 2.04e-04 Target 020: 2.58e-04 |Target 021: 1.67e-04 |Target 022: 9.74e-05 |Target 023: 1.97e-04 |Target 024: 1.76e-04 ==================== Epoch #67 | Time: 00d 00h 24m | LR: 2.00e-03 | Epoch time: 22.26 | Train loss: 1.28e-04 | Val loss: 1.75e-04 Target 000 has maximum loss 1.05e-03; Target 010 has minimum loss 8.41e-05 Target 000: 1.05e-03 |Target 001: 3.74e-04 |Target 002: 9.56e-05 |Target 003: 1.22e-04 |Target 004: 1.08e-04 Target 005: 3.44e-04 |Target 006: 4.55e-04 |Target 007: 9.88e-05 |Target 008: 1.78e-04 |Target 009: 2.13e-04 Target 010: 8.41e-05 |Target 011: 1.31e-04 |Target 012: 2.43e-04 |Target 013: 1.69e-04 |Target 014: 1.03e-04 Target 015: 1.76e-04 |Target 016: 1.53e-04 |Target 017: 1.60e-04 |Target 018: 2.58e-04 |Target 019: 1.94e-04 Target 020: 2.50e-04 |Target 021: 1.69e-04 |Target 022: 9.66e-05 |Target 023: 1.91e-04 |Target 024: 1.70e-04 ==================== Epoch #68 | Time: 00d 00h 24m | LR: 2.00e-03 | Epoch time: 22.39 | Train loss: 1.22e-04 | Val loss: 1.73e-04 Target 000 has maximum loss 1.03e-03; Target 010 has minimum loss 7.66e-05 Target 000: 1.03e-03 |Target 001: 4.04e-04 |Target 002: 9.47e-05 |Target 003: 1.18e-04 |Target 004: 1.07e-04 Target 005: 4.28e-04 |Target 006: 3.98e-04 |Target 007: 9.26e-05 |Target 008: 1.86e-04 |Target 009: 2.05e-04 Target 010: 7.66e-05 |Target 011: 1.34e-04 |Target 012: 2.41e-04 |Target 013: 1.55e-04 |Target 014: 9.86e-05 Target 015: 1.71e-04 |Target 016: 1.51e-04 |Target 017: 1.67e-04 |Target 018: 2.52e-04 |Target 019: 1.96e-04 Target 020: 2.40e-04 |Target 021: 1.63e-04 |Target 022: 9.62e-05 |Target 023: 1.88e-04 |Target 024: 1.73e-04 ==================== Epoch #69 | Time: 00d 00h 25m | LR: 2.00e-03 | Epoch time: 22.41 | Train loss: 1.25e-04 | Val loss: 1.74e-04 Target 000 has maximum loss 9.97e-04; Target 010 has minimum loss 8.98e-05 Target 000: 9.97e-04 |Target 001: 3.77e-04 |Target 002: 1.00e-04 |Target 003: 1.20e-04 |Target 004: 1.12e-04 Target 005: 3.57e-04 |Target 006: 4.43e-04 |Target 007: 9.68e-05 |Target 008: 1.77e-04 |Target 009: 2.05e-04 Target 010: 8.98e-05 |Target 011: 1.30e-04 |Target 012: 2.46e-04 |Target 013: 1.68e-04 |Target 014: 9.79e-05 Target 015: 1.78e-04 |Target 016: 1.49e-04 |Target 017: 1.60e-04 |Target 018: 2.51e-04 |Target 019: 1.93e-04 Target 020: 2.37e-04 |Target 021: 1.66e-04 |Target 022: 9.50e-05 |Target 023: 1.86e-04 |Target 024: 1.76e-04 ==================== Epoch #70 | Time: 00d 00h 25m | LR: 2.00e-03 | Epoch time: 22.69 | Train loss: 1.26e-04 | Val loss: 1.70e-04 Target 000 has maximum loss 9.71e-04; Target 010 has minimum loss 7.37e-05 Target 000: 9.71e-04 |Target 001: 3.90e-04 |Target 002: 8.90e-05 |Target 003: 1.10e-04 |Target 004: 1.03e-04 Target 005: 3.43e-04 |Target 006: 4.09e-04 |Target 007: 1.03e-04 |Target 008: 1.75e-04 |Target 009: 2.06e-04 Target 010: 7.37e-05 |Target 011: 1.29e-04 |Target 012: 2.40e-04 |Target 013: 1.51e-04 |Target 014: 9.47e-05 Target 015: 1.69e-04 |Target 016: 1.50e-04 |Target 017: 1.58e-04 |Target 018: 2.44e-04 |Target 019: 1.91e-04 Target 020: 2.27e-04 |Target 021: 1.61e-04 |Target 022: 9.47e-05 |Target 023: 1.95e-04 |Target 024: 1.71e-04 ==================== Epoch #71 | Time: 00d 00h 25m | LR: 2.00e-03 | Epoch time: 22.36 | Train loss: 1.21e-04 | Val loss: 1.80e-04 Target 000 has maximum loss 1.08e-03; Target 010 has minimum loss 8.31e-05 Target 000: 1.08e-03 |Target 001: 6.06e-04 |Target 002: 9.38e-05 |Target 003: 1.08e-04 |Target 004: 1.03e-04 Target 005: 4.57e-04 |Target 006: 5.44e-04 |Target 007: 9.86e-05 |Target 008: 1.81e-04 |Target 009: 2.33e-04 Target 010: 8.31e-05 |Target 011: 1.24e-04 |Target 012: 2.44e-04 |Target 013: 1.65e-04 |Target 014: 9.11e-05 Target 015: 1.71e-04 |Target 016: 1.73e-04 |Target 017: 1.57e-04 |Target 018: 2.52e-04 |Target 019: 1.95e-04 Target 020: 2.24e-04 |Target 021: 1.73e-04 |Target 022: 9.00e-05 |Target 023: 2.25e-04 |Target 024: 1.86e-04 ==================== Epoch #72 | Time: 00d 00h 26m | LR: 2.00e-03 | Epoch time: 22.30 | Train loss: 1.36e-04 | Val loss: 1.70e-04 Target 000 has maximum loss 9.87e-04; Target 010 has minimum loss 7.72e-05 Target 000: 9.87e-04 |Target 001: 5.10e-04 |Target 002: 8.82e-05 |Target 003: 1.10e-04 |Target 004: 1.06e-04 Target 005: 3.66e-04 |Target 006: 4.16e-04 |Target 007: 8.78e-05 |Target 008: 1.76e-04 |Target 009: 2.33e-04 Target 010: 7.72e-05 |Target 011: 1.21e-04 |Target 012: 2.51e-04 |Target 013: 1.55e-04 |Target 014: 8.90e-05 Target 015: 1.63e-04 |Target 016: 1.46e-04 |Target 017: 1.52e-04 |Target 018: 2.43e-04 |Target 019: 1.90e-04 Target 020: 2.21e-04 |Target 021: 1.67e-04 |Target 022: 9.09e-05 |Target 023: 1.80e-04 |Target 024: 1.77e-04 ==================== Epoch #73 | Time: 00d 00h 26m | LR: 2.00e-03 | Epoch time: 22.17 | Train loss: 1.26e-04 | Val loss: 1.71e-04 Target 000 has maximum loss 1.03e-03; Target 010 has minimum loss 6.88e-05 Target 000: 1.03e-03 |Target 001: 4.62e-04 |Target 002: 8.68e-05 |Target 003: 1.07e-04 |Target 004: 1.00e-04 Target 005: 4.95e-04 |Target 006: 5.36e-04 |Target 007: 9.69e-05 |Target 008: 1.81e-04 |Target 009: 2.15e-04 Target 010: 6.88e-05 |Target 011: 1.19e-04 |Target 012: 2.41e-04 |Target 013: 1.55e-04 |Target 014: 8.21e-05 Target 015: 1.68e-04 |Target 016: 1.53e-04 |Target 017: 1.59e-04 |Target 018: 2.51e-04 |Target 019: 1.86e-04 Target 020: 2.08e-04 |Target 021: 1.79e-04 |Target 022: 8.55e-05 |Target 023: 1.81e-04 |Target 024: 1.86e-04 ==================== Epoch #74 | Time: 00d 00h 27m | LR: 2.00e-03 | Epoch time: 22.42 | Train loss: 1.25e-04 | Val loss: 1.66e-04 Target 000 has maximum loss 9.53e-04; Target 010 has minimum loss 7.15e-05 Target 000: 9.53e-04 |Target 001: 4.11e-04 |Target 002: 8.35e-05 |Target 003: 1.06e-04 |Target 004: 9.68e-05 Target 005: 3.40e-04 |Target 006: 4.69e-04 |Target 007: 8.82e-05 |Target 008: 1.80e-04 |Target 009: 1.91e-04 Target 010: 7.15e-05 |Target 011: 1.26e-04 |Target 012: 2.28e-04 |Target 013: 1.64e-04 |Target 014: 8.36e-05 Target 015: 1.60e-04 |Target 016: 1.49e-04 |Target 017: 1.57e-04 |Target 018: 2.43e-04 |Target 019: 1.90e-04 Target 020: 2.03e-04 |Target 021: 1.56e-04 |Target 022: 8.49e-05 |Target 023: 1.77e-04 |Target 024: 1.85e-04 ==================== Epoch #75 | Time: 00d 00h 27m | LR: 2.00e-03 | Epoch time: 22.14 | Train loss: 1.33e-04 | Val loss: 1.74e-04 Target 000 has maximum loss 9.64e-04; Target 010 has minimum loss 7.40e-05 Target 000: 9.64e-04 |Target 001: 4.97e-04 |Target 002: 9.13e-05 |Target 003: 1.11e-04 |Target 004: 9.87e-05 Target 005: 3.36e-04 |Target 006: 6.04e-04 |Target 007: 9.72e-05 |Target 008: 1.85e-04 |Target 009: 2.43e-04 Target 010: 7.40e-05 |Target 011: 1.23e-04 |Target 012: 2.31e-04 |Target 013: 1.56e-04 |Target 014: 8.53e-05 Target 015: 1.65e-04 |Target 016: 1.73e-04 |Target 017: 1.70e-04 |Target 018: 2.54e-04 |Target 019: 1.89e-04 Target 020: 2.01e-04 |Target 021: 1.96e-04 |Target 022: 8.61e-05 |Target 023: 1.83e-04 |Target 024: 1.94e-04 ==================== Epoch #76 | Time: 00d 00h 27m | LR: 2.00e-03 | Epoch time: 22.30 | Train loss: 1.32e-04 | Val loss: 1.92e-04 Target 000 has maximum loss 1.01e-03; Target 010 has minimum loss 8.38e-05 Target 000: 1.01e-03 |Target 001: 5.97e-04 |Target 002: 1.09e-04 |Target 003: 1.69e-04 |Target 004: 1.14e-04 Target 005: 3.64e-04 |Target 006: 4.60e-04 |Target 007: 1.07e-04 |Target 008: 2.11e-04 |Target 009: 3.11e-04 Target 010: 8.38e-05 |Target 011: 1.29e-04 |Target 012: 2.38e-04 |Target 013: 1.72e-04 |Target 014: 9.33e-05 Target 015: 1.72e-04 |Target 016: 1.98e-04 |Target 017: 1.73e-04 |Target 018: 2.75e-04 |Target 019: 2.27e-04 Target 020: 2.01e-04 |Target 021: 2.41e-04 |Target 022: 1.00e-04 |Target 023: 2.08e-04 |Target 024: 1.97e-04 ==================== Epoch #77 | Time: 00d 00h 28m | LR: 2.00e-03 | Epoch time: 22.55 | Train loss: 1.30e-04 | Val loss: 2.35e-04 Target 000 has maximum loss 1.01e-03; Target 010 has minimum loss 1.14e-04 Target 000: 1.01e-03 |Target 001: 7.00e-04 |Target 002: 1.51e-04 |Target 003: 1.88e-04 |Target 004: 2.31e-04 Target 005: 3.75e-04 |Target 006: 4.73e-04 |Target 007: 1.57e-04 |Target 008: 2.33e-04 |Target 009: 3.53e-04 Target 010: 1.14e-04 |Target 011: 1.55e-04 |Target 012: 2.92e-04 |Target 013: 1.92e-04 |Target 014: 1.30e-04 Target 015: 2.29e-04 |Target 016: 2.28e-04 |Target 017: 2.28e-04 |Target 018: 3.31e-04 |Target 019: 2.68e-04 Target 020: 2.40e-04 |Target 021: 2.63e-04 |Target 022: 1.21e-04 |Target 023: 2.37e-04 |Target 024: 2.64e-04 ==================== Epoch #78 | Time: 00d 00h 28m | LR: 2.00e-03 | Epoch time: 22.37 | Train loss: 1.31e-04 | Val loss: 1.85e-04 Target 000 has maximum loss 1.08e-03; Target 010 has minimum loss 7.99e-05 Target 000: 1.08e-03 |Target 001: 4.17e-04 |Target 002: 8.64e-05 |Target 003: 1.13e-04 |Target 004: 1.29e-04 Target 005: 7.49e-04 |Target 006: 4.81e-04 |Target 007: 9.91e-05 |Target 008: 1.74e-04 |Target 009: 2.33e-04 Target 010: 7.99e-05 |Target 011: 1.27e-04 |Target 012: 2.44e-04 |Target 013: 1.61e-04 |Target 014: 8.98e-05 Target 015: 1.68e-04 |Target 016: 1.71e-04 |Target 017: 1.62e-04 |Target 018: 2.99e-04 |Target 019: 2.13e-04 Target 020: 1.98e-04 |Target 021: 2.07e-04 |Target 022: 9.11e-05 |Target 023: 2.04e-04 |Target 024: 1.98e-04 ==================== Epoch #79 | Time: 00d 00h 28m | LR: 2.00e-03 | Epoch time: 22.40 | Train loss: 1.25e-04 | Val loss: 1.98e-04 Target 000 has maximum loss 1.09e-03; Target 002 has minimum loss 9.84e-05 Target 000: 1.09e-03 |Target 001: 6.42e-04 |Target 002: 9.84e-05 |Target 003: 1.55e-04 |Target 004: 1.04e-04 Target 005: 5.33e-04 |Target 006: 6.73e-04 |Target 007: 1.10e-04 |Target 008: 1.88e-04 |Target 009: 2.25e-04 Target 010: 1.27e-04 |Target 011: 1.39e-04 |Target 012: 2.27e-04 |Target 013: 1.70e-04 |Target 014: 1.03e-04 Target 015: 1.55e-04 |Target 016: 1.79e-04 |Target 017: 1.74e-04 |Target 018: 3.08e-04 |Target 019: 2.18e-04 Target 020: 1.97e-04 |Target 021: 1.80e-04 |Target 022: 1.01e-04 |Target 023: 2.23e-04 |Target 024: 2.41e-04 ==================== Epoch #80 | Time: 00d 00h 29m | LR: 2.00e-03 | Epoch time: 22.23 | Train loss: 2.22e-04 | Val loss: 2.28e-04 Target 000 has maximum loss 1.17e-03; Target 010 has minimum loss 8.32e-05 Target 000: 1.17e-03 |Target 001: 9.45e-04 |Target 002: 8.45e-05 |Target 003: 1.42e-04 |Target 004: 1.25e-04 Target 005: 7.27e-04 |Target 006: 6.03e-04 |Target 007: 1.33e-04 |Target 008: 1.88e-04 |Target 009: 4.15e-04 Target 010: 8.32e-05 |Target 011: 1.17e-04 |Target 012: 2.66e-04 |Target 013: 1.91e-04 |Target 014: 1.08e-04 Target 015: 1.76e-04 |Target 016: 2.25e-04 |Target 017: 1.88e-04 |Target 018: 2.94e-04 |Target 019: 2.29e-04 Target 020: 2.09e-04 |Target 021: 2.58e-04 |Target 022: 1.09e-04 |Target 023: 2.19e-04 |Target 024: 3.30e-04 ==================== Epoch #81 | Time: 00d 00h 29m | LR: 2.00e-03 | Epoch time: 22.18 | Train loss: 1.58e-04 | Val loss: 2.52e-04 Target 001 has maximum loss 1.25e-03; Target 002 has minimum loss 9.32e-05 Target 000: 1.21e-03 |Target 001: 1.25e-03 |Target 002: 9.32e-05 |Target 003: 1.59e-04 |Target 004: 1.18e-04 Target 005: 6.54e-04 |Target 006: 7.12e-04 |Target 007: 1.34e-04 |Target 008: 1.76e-04 |Target 009: 4.49e-04 Target 010: 9.78e-05 |Target 011: 2.05e-04 |Target 012: 2.62e-04 |Target 013: 1.86e-04 |Target 014: 1.36e-04 Target 015: 1.67e-04 |Target 016: 1.96e-04 |Target 017: 1.96e-04 |Target 018: 4.36e-04 |Target 019: 2.62e-04 Target 020: 1.88e-04 |Target 021: 3.77e-04 |Target 022: 1.29e-04 |Target 023: 3.20e-04 |Target 024: 2.77e-04 ==================== Epoch #82 | Time: 00d 00h 30m | LR: 2.00e-03 | Epoch time: 22.35 | Train loss: 1.50e-04 | Val loss: 1.59e-04 Target 000 has maximum loss 9.39e-04; Target 010 has minimum loss 6.86e-05 Target 000: 9.39e-04 |Target 001: 3.64e-04 |Target 002: 7.80e-05 |Target 003: 9.52e-05 |Target 004: 8.88e-05 Target 005: 3.69e-04 |Target 006: 4.34e-04 |Target 007: 1.26e-04 |Target 008: 1.54e-04 |Target 009: 2.00e-04 Target 010: 6.86e-05 |Target 011: 1.14e-04 |Target 012: 2.25e-04 |Target 013: 1.38e-04 |Target 014: 8.01e-05 Target 015: 1.46e-04 |Target 016: 1.42e-04 |Target 017: 1.42e-04 |Target 018: 2.26e-04 |Target 019: 1.82e-04 Target 020: 1.76e-04 |Target 021: 1.57e-04 |Target 022: 8.39e-05 |Target 023: 1.76e-04 |Target 024: 1.79e-04 ==================== Epoch #83 | Time: 00d 00h 30m | LR: 2.00e-03 | Epoch time: 22.32 | Train loss: 1.21e-04 | Val loss: 1.70e-04 Target 000 has maximum loss 9.02e-04; Target 010 has minimum loss 7.49e-05 Target 000: 9.02e-04 |Target 001: 4.28e-04 |Target 002: 8.06e-05 |Target 003: 9.76e-05 |Target 004: 9.44e-05 Target 005: 7.04e-04 |Target 006: 5.07e-04 |Target 007: 1.00e-04 |Target 008: 1.73e-04 |Target 009: 1.90e-04 Target 010: 7.49e-05 |Target 011: 1.27e-04 |Target 012: 2.19e-04 |Target 013: 1.43e-04 |Target 014: 8.77e-05 Target 015: 1.44e-04 |Target 016: 1.67e-04 |Target 017: 1.48e-04 |Target 018: 2.28e-04 |Target 019: 2.11e-04 Target 020: 1.74e-04 |Target 021: 1.52e-04 |Target 022: 9.15e-05 |Target 023: 1.83e-04 |Target 024: 2.01e-04 ==================== Epoch #84 | Time: 00d 00h 30m | LR: 2.00e-03 | Epoch time: 22.45 | Train loss: 1.08e-04 | Val loss: 1.55e-04 Target 000 has maximum loss 9.88e-04; Target 010 has minimum loss 6.80e-05 Target 000: 9.88e-04 |Target 001: 3.73e-04 |Target 002: 7.33e-05 |Target 003: 9.01e-05 |Target 004: 9.34e-05 Target 005: 2.99e-04 |Target 006: 6.12e-04 |Target 007: 9.11e-05 |Target 008: 1.53e-04 |Target 009: 1.93e-04 Target 010: 6.80e-05 |Target 011: 1.18e-04 |Target 012: 2.09e-04 |Target 013: 1.42e-04 |Target 014: 7.82e-05 Target 015: 1.43e-04 |Target 016: 1.32e-04 |Target 017: 1.46e-04 |Target 018: 2.32e-04 |Target 019: 1.73e-04 Target 020: 1.60e-04 |Target 021: 1.58e-04 |Target 022: 8.09e-05 |Target 023: 1.72e-04 |Target 024: 1.70e-04 ==================== Epoch #85 | Time: 00d 00h 31m | LR: 2.00e-03 | Epoch time: 22.26 | Train loss: 1.01e-04 | Val loss: 1.46e-04 Target 000 has maximum loss 8.86e-04; Target 010 has minimum loss 6.24e-05 Target 000: 8.86e-04 |Target 001: 3.22e-04 |Target 002: 7.39e-05 |Target 003: 8.79e-05 |Target 004: 8.64e-05 Target 005: 3.13e-04 |Target 006: 3.82e-04 |Target 007: 8.71e-05 |Target 008: 1.53e-04 |Target 009: 1.81e-04 Target 010: 6.24e-05 |Target 011: 1.11e-04 |Target 012: 2.05e-04 |Target 013: 1.40e-04 |Target 014: 7.28e-05 Target 015: 1.42e-04 |Target 016: 1.33e-04 |Target 017: 1.43e-04 |Target 018: 2.24e-04 |Target 019: 1.59e-04 Target 020: 1.57e-04 |Target 021: 1.47e-04 |Target 022: 7.74e-05 |Target 023: 1.55e-04 |Target 024: 1.57e-04 ==================== Epoch #86 | Time: 00d 00h 31m | LR: 2.00e-03 | Epoch time: 22.33 | Train loss: 9.94e-05 | Val loss: 1.52e-04 Target 000 has maximum loss 1.02e-03; Target 010 has minimum loss 6.91e-05 Target 000: 1.02e-03 |Target 001: 4.24e-04 |Target 002: 7.05e-05 |Target 003: 8.77e-05 |Target 004: 8.56e-05 Target 005: 4.07e-04 |Target 006: 5.73e-04 |Target 007: 8.50e-05 |Target 008: 1.56e-04 |Target 009: 1.78e-04 Target 010: 6.91e-05 |Target 011: 1.19e-04 |Target 012: 2.28e-04 |Target 013: 1.43e-04 |Target 014: 7.15e-05 Target 015: 1.40e-04 |Target 016: 1.34e-04 |Target 017: 1.44e-04 |Target 018: 2.27e-04 |Target 019: 1.69e-04 Target 020: 1.52e-04 |Target 021: 1.37e-04 |Target 022: 7.59e-05 |Target 023: 1.53e-04 |Target 024: 1.66e-04 ==================== Epoch #87 | Time: 00d 00h 31m | LR: 2.00e-03 | Epoch time: 22.22 | Train loss: 9.83e-05 | Val loss: 1.46e-04 Target 000 has maximum loss 9.11e-04; Target 010 has minimum loss 6.35e-05 Target 000: 9.11e-04 |Target 001: 4.08e-04 |Target 002: 7.08e-05 |Target 003: 8.72e-05 |Target 004: 8.42e-05 Target 005: 2.99e-04 |Target 006: 4.35e-04 |Target 007: 8.41e-05 |Target 008: 1.57e-04 |Target 009: 1.89e-04 Target 010: 6.35e-05 |Target 011: 1.12e-04 |Target 012: 2.00e-04 |Target 013: 1.34e-04 |Target 014: 6.85e-05 Target 015: 1.40e-04 |Target 016: 1.38e-04 |Target 017: 1.39e-04 |Target 018: 2.27e-04 |Target 019: 1.61e-04 Target 020: 1.47e-04 |Target 021: 1.44e-04 |Target 022: 7.54e-05 |Target 023: 1.57e-04 |Target 024: 1.61e-04 ==================== Epoch #88 | Time: 00d 00h 32m | LR: 2.00e-03 | Epoch time: 22.34 | Train loss: 1.03e-04 | Val loss: 1.49e-04 Target 000 has maximum loss 8.48e-04; Target 010 has minimum loss 6.17e-05 Target 000: 8.48e-04 |Target 001: 4.53e-04 |Target 002: 7.03e-05 |Target 003: 8.83e-05 |Target 004: 8.33e-05 Target 005: 2.26e-04 |Target 006: 3.51e-04 |Target 007: 7.75e-05 |Target 008: 1.61e-04 |Target 009: 2.18e-04 Target 010: 6.17e-05 |Target 011: 1.06e-04 |Target 012: 2.03e-04 |Target 013: 1.27e-04 |Target 014: 7.20e-05 Target 015: 1.32e-04 |Target 016: 1.37e-04 |Target 017: 1.34e-04 |Target 018: 2.29e-04 |Target 019: 1.79e-04 Target 020: 1.47e-04 |Target 021: 1.62e-04 |Target 022: 7.78e-05 |Target 023: 1.61e-04 |Target 024: 1.68e-04 ==================== Epoch #89 | Time: 00d 00h 32m | LR: 2.00e-03 | Epoch time: 22.47 | Train loss: 1.01e-04 | Val loss: 1.66e-04 Target 001 has maximum loss 1.39e-03; Target 014 has minimum loss 7.41e-05 Target 000: 1.01e-03 |Target 001: 1.39e-03 |Target 002: 7.46e-05 |Target 003: 1.01e-04 |Target 004: 1.01e-04 Target 005: 2.96e-04 |Target 006: 5.47e-04 |Target 007: 9.76e-05 |Target 008: 1.53e-04 |Target 009: 2.60e-04 Target 010: 7.57e-05 |Target 011: 1.40e-04 |Target 012: 2.12e-04 |Target 013: 1.34e-04 |Target 014: 7.41e-05 Target 015: 1.37e-04 |Target 016: 1.34e-04 |Target 017: 1.50e-04 |Target 018: 2.16e-04 |Target 019: 1.67e-04 Target 020: 1.43e-04 |Target 021: 2.00e-04 |Target 022: 7.87e-05 |Target 023: 1.70e-04 |Target 024: 1.93e-04 ==================== Epoch #90 | Time: 00d 00h 33m | LR: 2.00e-03 | Epoch time: 22.39 | Train loss: 1.19e-04 | Val loss: 1.63e-04 Target 000 has maximum loss 9.90e-04; Target 010 has minimum loss 6.17e-05 Target 000: 9.90e-04 |Target 001: 7.72e-04 |Target 002: 7.11e-05 |Target 003: 8.51e-05 |Target 004: 8.09e-05 Target 005: 5.40e-04 |Target 006: 9.74e-04 |Target 007: 7.68e-05 |Target 008: 1.44e-04 |Target 009: 1.73e-04 Target 010: 6.17e-05 |Target 011: 1.12e-04 |Target 012: 1.95e-04 |Target 013: 1.52e-04 |Target 014: 7.21e-05 Target 015: 1.33e-04 |Target 016: 1.25e-04 |Target 017: 1.45e-04 |Target 018: 2.47e-04 |Target 019: 1.85e-04 Target 020: 1.37e-04 |Target 021: 1.47e-04 |Target 022: 7.20e-05 |Target 023: 1.47e-04 |Target 024: 2.12e-04 ==================== Epoch #91 | Time: 00d 00h 33m | LR: 2.00e-03 | Epoch time: 22.30 | Train loss: 1.19e-04 | Val loss: 1.75e-04 Target 006 has maximum loss 1.25e-03; Target 010 has minimum loss 5.85e-05 Target 000: 1.18e-03 |Target 001: 1.19e-03 |Target 002: 7.06e-05 |Target 003: 8.47e-05 |Target 004: 8.03e-05 Target 005: 7.54e-04 |Target 006: 1.25e-03 |Target 007: 7.76e-05 |Target 008: 1.57e-04 |Target 009: 1.88e-04 Target 010: 5.85e-05 |Target 011: 1.15e-04 |Target 012: 2.00e-04 |Target 013: 1.75e-04 |Target 014: 7.13e-05 Target 015: 1.37e-04 |Target 016: 1.35e-04 |Target 017: 1.38e-04 |Target 018: 2.73e-04 |Target 019: 1.76e-04 Target 020: 1.37e-04 |Target 021: 1.73e-04 |Target 022: 6.99e-05 |Target 023: 1.51e-04 |Target 024: 2.30e-04 ==================== Epoch #92 | Time: 00d 00h 33m | LR: 2.00e-03 | Epoch time: 22.50 | Train loss: 1.10e-04 | Val loss: 1.36e-04 Target 000 has maximum loss 8.17e-04; Target 010 has minimum loss 5.67e-05 Target 000: 8.17e-04 |Target 001: 4.01e-04 |Target 002: 6.53e-05 |Target 003: 8.03e-05 |Target 004: 7.80e-05 Target 005: 3.87e-04 |Target 006: 4.04e-04 |Target 007: 6.91e-05 |Target 008: 1.36e-04 |Target 009: 1.52e-04 Target 010: 5.67e-05 |Target 011: 9.93e-05 |Target 012: 1.89e-04 |Target 013: 1.37e-04 |Target 014: 6.44e-05 Target 015: 1.23e-04 |Target 016: 1.17e-04 |Target 017: 1.49e-04 |Target 018: 2.09e-04 |Target 019: 1.41e-04 Target 020: 1.31e-04 |Target 021: 1.25e-04 |Target 022: 6.66e-05 |Target 023: 1.36e-04 |Target 024: 1.61e-04 ==================== Epoch #93 | Time: 00d 00h 34m | LR: 2.00e-03 | Epoch time: 22.28 | Train loss: 1.09e-04 | Val loss: 1.47e-04 Target 000 has maximum loss 8.53e-04; Target 010 has minimum loss 6.71e-05 Target 000: 8.53e-04 |Target 001: 5.66e-04 |Target 002: 7.16e-05 |Target 003: 1.03e-04 |Target 004: 8.42e-05 Target 005: 3.01e-04 |Target 006: 4.20e-04 |Target 007: 8.43e-05 |Target 008: 1.41e-04 |Target 009: 1.88e-04 Target 010: 6.71e-05 |Target 011: 1.11e-04 |Target 012: 1.95e-04 |Target 013: 1.40e-04 |Target 014: 6.95e-05 Target 015: 1.31e-04 |Target 016: 1.35e-04 |Target 017: 1.45e-04 |Target 018: 2.23e-04 |Target 019: 1.54e-04 Target 020: 1.30e-04 |Target 021: 1.62e-04 |Target 022: 7.23e-05 |Target 023: 1.55e-04 |Target 024: 1.73e-04 ==================== Epoch #94 | Time: 00d 00h 34m | LR: 2.00e-03 | Epoch time: 22.63 | Train loss: 1.02e-04 | Val loss: 1.45e-04 Target 000 has maximum loss 8.45e-04; Target 002 has minimum loss 7.42e-05 Target 000: 8.45e-04 |Target 001: 5.74e-04 |Target 002: 7.42e-05 |Target 003: 1.16e-04 |Target 004: 7.81e-05 Target 005: 3.40e-04 |Target 006: 3.67e-04 |Target 007: 8.66e-05 |Target 008: 1.41e-04 |Target 009: 1.70e-04 Target 010: 7.98e-05 |Target 011: 1.04e-04 |Target 012: 1.89e-04 |Target 013: 1.28e-04 |Target 014: 7.59e-05 Target 015: 1.32e-04 |Target 016: 1.27e-04 |Target 017: 1.36e-04 |Target 018: 2.23e-04 |Target 019: 1.54e-04 Target 020: 1.28e-04 |Target 021: 1.44e-04 |Target 022: 7.52e-05 |Target 023: 1.49e-04 |Target 024: 1.70e-04 ==================== Epoch #95 | Time: 00d 00h 35m | LR: 2.00e-03 | Epoch time: 22.41 | Train loss: 1.13e-04 | Val loss: 1.63e-04 Target 000 has maximum loss 8.25e-04; Target 010 has minimum loss 6.97e-05 Target 000: 8.25e-04 |Target 001: 3.99e-04 |Target 002: 7.70e-05 |Target 003: 9.01e-05 |Target 004: 9.01e-05 Target 005: 2.67e-04 |Target 006: 4.47e-04 |Target 007: 1.08e-04 |Target 008: 1.68e-04 |Target 009: 2.05e-04 Target 010: 6.97e-05 |Target 011: 1.15e-04 |Target 012: 1.92e-04 |Target 013: 1.49e-04 |Target 014: 8.34e-05 Target 015: 1.31e-04 |Target 016: 1.39e-04 |Target 017: 1.50e-04 |Target 018: 2.33e-04 |Target 019: 1.83e-04 Target 020: 1.32e-04 |Target 021: 1.69e-04 |Target 022: 8.46e-05 |Target 023: 1.70e-04 |Target 024: 2.25e-04 ==================== Epoch #96 | Time: 00d 00h 35m | LR: 2.00e-03 | Epoch time: 22.49 | Train loss: 9.84e-05 | Val loss: 1.43e-04 Target 000 has maximum loss 7.67e-04; Target 014 has minimum loss 7.44e-05 Target 000: 7.67e-04 |Target 001: 3.43e-04 |Target 002: 7.48e-05 |Target 003: 1.09e-04 |Target 004: 7.73e-05 Target 005: 2.87e-04 |Target 006: 3.76e-04 |Target 007: 9.10e-05 |Target 008: 1.49e-04 |Target 009: 1.74e-04 Target 010: 8.90e-05 |Target 011: 1.04e-04 |Target 012: 1.84e-04 |Target 013: 1.39e-04 |Target 014: 7.44e-05 Target 015: 1.28e-04 |Target 016: 1.26e-04 |Target 017: 1.45e-04 |Target 018: 2.26e-04 |Target 019: 1.51e-04 Target 020: 1.24e-04 |Target 021: 1.44e-04 |Target 022: 7.45e-05 |Target 023: 1.47e-04 |Target 024: 1.71e-04 ==================== Epoch #97 | Time: 00d 00h 35m | LR: 2.00e-03 | Epoch time: 22.38 | Train loss: 1.36e-04 | Val loss: 1.46e-04 Target 000 has maximum loss 1.06e-03; Target 010 has minimum loss 5.98e-05 Target 000: 1.06e-03 |Target 001: 4.06e-04 |Target 002: 7.23e-05 |Target 003: 9.47e-05 |Target 004: 8.77e-05 Target 005: 3.10e-04 |Target 006: 3.93e-04 |Target 007: 8.42e-05 |Target 008: 1.48e-04 |Target 009: 1.67e-04 Target 010: 5.98e-05 |Target 011: 1.04e-04 |Target 012: 1.94e-04 |Target 013: 1.38e-04 |Target 014: 7.55e-05 Target 015: 1.33e-04 |Target 016: 1.30e-04 |Target 017: 1.38e-04 |Target 018: 2.20e-04 |Target 019: 1.62e-04 Target 020: 1.20e-04 |Target 021: 1.37e-04 |Target 022: 7.45e-05 |Target 023: 1.58e-04 |Target 024: 1.69e-04 ==================== Epoch #98 | Time: 00d 00h 36m | LR: 2.00e-03 | Epoch time: 22.47 | Train loss: 1.01e-04 | Val loss: 1.42e-04 Target 000 has maximum loss 8.12e-04; Target 022 has minimum loss 6.68e-05 Target 000: 8.12e-04 |Target 001: 5.38e-04 |Target 002: 6.71e-05 |Target 003: 1.14e-04 |Target 004: 7.45e-05 Target 005: 2.57e-04 |Target 006: 3.23e-04 |Target 007: 9.10e-05 |Target 008: 1.46e-04 |Target 009: 1.72e-04 Target 010: 8.41e-05 |Target 011: 1.01e-04 |Target 012: 1.78e-04 |Target 013: 1.24e-04 |Target 014: 6.72e-05 Target 015: 1.35e-04 |Target 016: 1.44e-04 |Target 017: 1.49e-04 |Target 018: 2.45e-04 |Target 019: 1.40e-04 Target 020: 1.20e-04 |Target 021: 1.20e-04 |Target 022: 6.68e-05 |Target 023: 1.47e-04 |Target 024: 1.76e-04 ==================== Epoch #99 | Time: 00d 00h 36m | LR: 2.00e-03 | Epoch time: 22.23 | Train loss: 1.09e-04 | Val loss: 1.54e-04 Target 005 has maximum loss 1.04e-03; Target 022 has minimum loss 7.15e-05 Target 000: 8.06e-04 |Target 001: 7.08e-04 |Target 002: 7.62e-05 |Target 003: 1.18e-04 |Target 004: 7.96e-05 Target 005: 1.04e-03 |Target 006: 5.64e-04 |Target 007: 8.90e-05 |Target 008: 1.55e-04 |Target 009: 2.18e-04 Target 010: 7.29e-05 |Target 011: 1.04e-04 |Target 012: 2.10e-04 |Target 013: 1.37e-04 |Target 014: 7.50e-05 Target 015: 1.23e-04 |Target 016: 1.37e-04 |Target 017: 1.51e-04 |Target 018: 2.18e-04 |Target 019: 1.52e-04 Target 020: 1.19e-04 |Target 021: 1.83e-04 |Target 022: 7.15e-05 |Target 023: 1.39e-04 |Target 024: 1.74e-04 ==================== Epoch #100 | Time: 00d 00h 36m | LR: 2.00e-03 | Epoch time: 22.46 | Train loss: 1.06e-04 | Val loss: 1.75e-04 Target 000 has maximum loss 9.50e-04; Target 010 has minimum loss 7.40e-05 Target 000: 9.50e-04 |Target 001: 7.03e-04 |Target 002: 7.99e-05 |Target 003: 9.32e-05 |Target 004: 7.43e-05 Target 005: 8.55e-04 |Target 006: 6.91e-04 |Target 007: 8.05e-05 |Target 008: 1.79e-04 |Target 009: 2.71e-04 Target 010: 7.40e-05 |Target 011: 1.03e-04 |Target 012: 1.89e-04 |Target 013: 1.34e-04 |Target 014: 8.07e-05 Target 015: 1.16e-04 |Target 016: 2.00e-04 |Target 017: 1.54e-04 |Target 018: 2.45e-04 |Target 019: 1.62e-04 Target 020: 1.22e-04 |Target 021: 2.06e-04 |Target 022: 7.81e-05 |Target 023: 1.48e-04 |Target 024: 2.67e-04 ==================== Epoch #101 | Time: 00d 00h 37m | LR: 2.00e-03 | Epoch time: 22.40 | Train loss: 1.16e-04 | Val loss: 1.76e-04 Target 000 has maximum loss 7.79e-04; Target 004 has minimum loss 7.84e-05 Target 000: 7.79e-04 |Target 001: 3.73e-04 |Target 002: 8.87e-05 |Target 003: 1.50e-04 |Target 004: 7.84e-05 Target 005: 6.95e-04 |Target 006: 5.11e-04 |Target 007: 1.57e-04 |Target 008: 1.86e-04 |Target 009: 2.61e-04 Target 010: 1.30e-04 |Target 011: 1.36e-04 |Target 012: 1.82e-04 |Target 013: 1.69e-04 |Target 014: 7.88e-05 Target 015: 1.23e-04 |Target 016: 1.48e-04 |Target 017: 1.59e-04 |Target 018: 3.05e-04 |Target 019: 1.74e-04 Target 020: 1.25e-04 |Target 021: 1.96e-04 |Target 022: 7.96e-05 |Target 023: 1.99e-04 |Target 024: 2.15e-04 ==================== Epoch #102 | Time: 00d 00h 37m | LR: 2.00e-03 | Epoch time: 22.37 | Train loss: 1.14e-04 | Val loss: 1.57e-04 Target 006 has maximum loss 9.60e-04; Target 010 has minimum loss 6.72e-05 Target 000: 7.48e-04 |Target 001: 6.50e-04 |Target 002: 9.67e-05 |Target 003: 1.55e-04 |Target 004: 7.97e-05 Target 005: 3.51e-04 |Target 006: 9.60e-04 |Target 007: 1.02e-04 |Target 008: 1.59e-04 |Target 009: 2.32e-04 Target 010: 6.72e-05 |Target 011: 9.94e-05 |Target 012: 1.79e-04 |Target 013: 1.51e-04 |Target 014: 7.19e-05 Target 015: 1.19e-04 |Target 016: 1.21e-04 |Target 017: 1.47e-04 |Target 018: 2.55e-04 |Target 019: 1.37e-04 Target 020: 1.08e-04 |Target 021: 1.98e-04 |Target 022: 6.77e-05 |Target 023: 1.66e-04 |Target 024: 1.87e-04 ==================== Epoch #103 | Time: 00d 00h 38m | LR: 2.00e-03 | Epoch time: 22.36 | Train loss: 9.85e-05 | Val loss: 1.42e-04 Target 000 has maximum loss 8.68e-04; Target 014 has minimum loss 6.27e-05 Target 000: 8.68e-04 |Target 001: 5.31e-04 |Target 002: 7.10e-05 |Target 003: 7.59e-05 |Target 004: 7.08e-05 Target 005: 3.36e-04 |Target 006: 3.55e-04 |Target 007: 1.37e-04 |Target 008: 1.39e-04 |Target 009: 1.81e-04 Target 010: 7.01e-05 |Target 011: 1.04e-04 |Target 012: 1.67e-04 |Target 013: 1.45e-04 |Target 014: 6.27e-05 Target 015: 1.18e-04 |Target 016: 1.08e-04 |Target 017: 1.35e-04 |Target 018: 1.95e-04 |Target 019: 1.34e-04 Target 020: 1.08e-04 |Target 021: 1.53e-04 |Target 022: 6.70e-05 |Target 023: 1.44e-04 |Target 024: 2.01e-04 ==================== Epoch #104 | Time: 00d 00h 38m | LR: 2.00e-03 | Epoch time: 22.25 | Train loss: 9.36e-05 | Val loss: 1.30e-04 Target 000 has maximum loss 8.32e-04; Target 014 has minimum loss 6.00e-05 Target 000: 8.32e-04 |Target 001: 4.84e-04 |Target 002: 6.31e-05 |Target 003: 1.42e-04 |Target 004: 6.68e-05 Target 005: 3.82e-04 |Target 006: 3.62e-04 |Target 007: 6.66e-05 |Target 008: 1.27e-04 |Target 009: 1.35e-04 Target 010: 7.38e-05 |Target 011: 9.80e-05 |Target 012: 1.58e-04 |Target 013: 1.43e-04 |Target 014: 6.00e-05 Target 015: 1.20e-04 |Target 016: 1.38e-04 |Target 017: 1.49e-04 |Target 018: 1.86e-04 |Target 019: 1.26e-04 Target 020: 1.05e-04 |Target 021: 1.16e-04 |Target 022: 6.17e-05 |Target 023: 1.24e-04 |Target 024: 1.61e-04 ==================== Epoch #105 | Time: 00d 00h 38m | LR: 2.00e-03 | Epoch time: 22.55 | Train loss: 8.14e-05 | Val loss: 1.24e-04 Target 000 has maximum loss 7.13e-04; Target 010 has minimum loss 5.70e-05 Target 000: 7.13e-04 |Target 001: 4.27e-04 |Target 002: 5.90e-05 |Target 003: 7.31e-05 |Target 004: 7.07e-05 Target 005: 2.93e-04 |Target 006: 4.48e-04 |Target 007: 6.92e-05 |Target 008: 1.25e-04 |Target 009: 1.42e-04 Target 010: 5.70e-05 |Target 011: 8.98e-05 |Target 012: 1.62e-04 |Target 013: 1.27e-04 |Target 014: 5.81e-05 Target 015: 1.11e-04 |Target 016: 1.10e-04 |Target 017: 1.16e-04 |Target 018: 1.90e-04 |Target 019: 1.30e-04 Target 020: 1.01e-04 |Target 021: 1.20e-04 |Target 022: 6.14e-05 |Target 023: 1.21e-04 |Target 024: 1.59e-04 ==================== Epoch #106 | Time: 00d 00h 39m | LR: 2.00e-03 | Epoch time: 22.53 | Train loss: 9.04e-05 | Val loss: 1.28e-04 Target 000 has maximum loss 6.41e-04; Target 010 has minimum loss 5.44e-05 Target 000: 6.41e-04 |Target 001: 3.96e-04 |Target 002: 6.33e-05 |Target 003: 7.87e-05 |Target 004: 6.52e-05 Target 005: 5.86e-04 |Target 006: 4.68e-04 |Target 007: 6.73e-05 |Target 008: 1.26e-04 |Target 009: 1.40e-04 Target 010: 5.44e-05 |Target 011: 9.28e-05 |Target 012: 1.50e-04 |Target 013: 1.23e-04 |Target 014: 5.95e-05 Target 015: 1.13e-04 |Target 016: 1.11e-04 |Target 017: 1.19e-04 |Target 018: 1.96e-04 |Target 019: 1.37e-04 Target 020: 9.82e-05 |Target 021: 1.13e-04 |Target 022: 6.02e-05 |Target 023: 1.20e-04 |Target 024: 1.79e-04 ==================== Epoch #107 | Time: 00d 00h 39m | LR: 2.00e-03 | Epoch time: 22.29 | Train loss: 8.99e-05 | Val loss: 1.29e-04 Target 000 has maximum loss 6.11e-04; Target 010 has minimum loss 5.23e-05 Target 000: 6.11e-04 |Target 001: 5.36e-04 |Target 002: 6.34e-05 |Target 003: 6.99e-05 |Target 004: 7.53e-05 Target 005: 3.68e-04 |Target 006: 4.09e-04 |Target 007: 6.81e-05 |Target 008: 1.24e-04 |Target 009: 1.43e-04 Target 010: 5.23e-05 |Target 011: 9.55e-05 |Target 012: 1.68e-04 |Target 013: 1.32e-04 |Target 014: 6.28e-05 Target 015: 1.07e-04 |Target 016: 1.03e-04 |Target 017: 1.30e-04 |Target 018: 1.88e-04 |Target 019: 1.33e-04 Target 020: 1.06e-04 |Target 021: 1.11e-04 |Target 022: 6.42e-05 |Target 023: 1.33e-04 |Target 024: 1.70e-04 ==================== Epoch #108 | Time: 00d 00h 39m | LR: 2.00e-03 | Epoch time: 22.27 | Train loss: 8.70e-05 | Val loss: 1.25e-04 Target 000 has maximum loss 6.02e-04; Target 014 has minimum loss 6.49e-05 Target 000: 6.02e-04 |Target 001: 3.51e-04 |Target 002: 6.88e-05 |Target 003: 7.91e-05 |Target 004: 7.48e-05 Target 005: 2.33e-04 |Target 006: 3.59e-04 |Target 007: 6.92e-05 |Target 008: 1.19e-04 |Target 009: 1.40e-04 Target 010: 7.29e-05 |Target 011: 9.61e-05 |Target 012: 1.45e-04 |Target 013: 1.17e-04 |Target 014: 6.49e-05 Target 015: 1.06e-04 |Target 016: 1.05e-04 |Target 017: 1.21e-04 |Target 018: 2.01e-04 |Target 019: 1.30e-04 Target 020: 9.88e-05 |Target 021: 1.14e-04 |Target 022: 6.65e-05 |Target 023: 1.28e-04 |Target 024: 1.65e-04 ==================== Epoch #109 | Time: 00d 00h 40m | LR: 2.00e-03 | Epoch time: 22.36 | Train loss: 8.78e-05 | Val loss: 1.42e-04 Target 001 has maximum loss 7.64e-04; Target 014 has minimum loss 6.36e-05 Target 000: 6.14e-04 |Target 001: 7.64e-04 |Target 002: 6.91e-05 |Target 003: 1.57e-04 |Target 004: 7.68e-05 Target 005: 4.28e-04 |Target 006: 4.69e-04 |Target 007: 7.69e-05 |Target 008: 1.39e-04 |Target 009: 1.50e-04 Target 010: 8.04e-05 |Target 011: 9.16e-05 |Target 012: 1.73e-04 |Target 013: 1.21e-04 |Target 014: 6.36e-05 Target 015: 1.26e-04 |Target 016: 1.45e-04 |Target 017: 1.46e-04 |Target 018: 2.07e-04 |Target 019: 1.30e-04 Target 020: 1.00e-04 |Target 021: 1.38e-04 |Target 022: 6.41e-05 |Target 023: 1.37e-04 |Target 024: 1.96e-04 ==================== Epoch #110 | Time: 00d 00h 40m | LR: 2.00e-03 | Epoch time: 22.30 | Train loss: 1.10e-04 | Val loss: 1.95e-04 Target 001 has maximum loss 7.08e-04; Target 010 has minimum loss 6.77e-05 Target 000: 6.47e-04 |Target 001: 7.08e-04 |Target 002: 6.98e-05 |Target 003: 9.33e-05 |Target 004: 1.10e-04 Target 005: 3.68e-04 |Target 006: 3.62e-04 |Target 007: 1.50e-04 |Target 008: 1.74e-04 |Target 009: 2.20e-04 Target 010: 6.77e-05 |Target 011: 1.37e-04 |Target 012: 1.76e-04 |Target 013: 1.52e-04 |Target 014: 1.04e-04 Target 015: 1.20e-04 |Target 016: 1.36e-04 |Target 017: 1.43e-04 |Target 018: 2.19e-04 |Target 019: 2.33e-04 Target 020: 1.21e-04 |Target 021: 1.82e-04 |Target 022: 9.59e-05 |Target 023: 2.16e-04 |Target 024: 3.60e-04 ==================== Epoch #111 | Time: 00d 00h 41m | LR: 2.00e-03 | Epoch time: 22.27 | Train loss: 1.19e-04 | Val loss: 1.39e-04 Target 001 has maximum loss 6.10e-04; Target 010 has minimum loss 5.13e-05 Target 000: 5.73e-04 |Target 001: 6.10e-04 |Target 002: 6.43e-05 |Target 003: 8.22e-05 |Target 004: 6.86e-05 Target 005: 5.12e-04 |Target 006: 4.07e-04 |Target 007: 7.30e-05 |Target 008: 1.26e-04 |Target 009: 2.05e-04 Target 010: 5.13e-05 |Target 011: 9.12e-05 |Target 012: 1.48e-04 |Target 013: 1.28e-04 |Target 014: 6.53e-05 Target 015: 1.13e-04 |Target 016: 1.25e-04 |Target 017: 1.62e-04 |Target 018: 1.84e-04 |Target 019: 1.35e-04 Target 020: 9.50e-05 |Target 021: 1.74e-04 |Target 022: 6.59e-05 |Target 023: 1.36e-04 |Target 024: 1.97e-04 ==================== Epoch #112 | Time: 00d 00h 41m | LR: 2.00e-03 | Epoch time: 22.51 | Train loss: 1.23e-04 | Val loss: 1.62e-04 Target 001 has maximum loss 1.03e-03; Target 002 has minimum loss 8.53e-05 Target 000: 7.35e-04 |Target 001: 1.03e-03 |Target 002: 8.53e-05 |Target 003: 8.95e-05 |Target 004: 8.91e-05 Target 005: 3.77e-04 |Target 006: 5.96e-04 |Target 007: 1.15e-04 |Target 008: 1.73e-04 |Target 009: 1.76e-04 Target 010: 8.77e-05 |Target 011: 1.14e-04 |Target 012: 1.70e-04 |Target 013: 1.52e-04 |Target 014: 8.59e-05 Target 015: 1.20e-04 |Target 016: 1.91e-04 |Target 017: 1.45e-04 |Target 018: 2.16e-04 |Target 019: 1.63e-04 Target 020: 1.16e-04 |Target 021: 1.67e-04 |Target 022: 8.88e-05 |Target 023: 1.69e-04 |Target 024: 2.12e-04 ==================== Epoch #113 | Time: 00d 00h 41m | LR: 2.00e-03 | Epoch time: 22.40 | Train loss: 1.40e-04 | Val loss: 1.80e-04 Target 000 has maximum loss 9.60e-04; Target 014 has minimum loss 8.62e-05 Target 000: 9.60e-04 |Target 001: 5.80e-04 |Target 002: 1.03e-04 |Target 003: 1.14e-04 |Target 004: 1.03e-04 Target 005: 4.81e-04 |Target 006: 6.18e-04 |Target 007: 1.16e-04 |Target 008: 2.07e-04 |Target 009: 1.72e-04 Target 010: 9.98e-05 |Target 011: 1.15e-04 |Target 012: 1.65e-04 |Target 013: 1.75e-04 |Target 014: 8.62e-05 Target 015: 1.31e-04 |Target 016: 2.05e-04 |Target 017: 1.50e-04 |Target 018: 2.61e-04 |Target 019: 1.96e-04 Target 020: 1.07e-04 |Target 021: 1.64e-04 |Target 022: 8.86e-05 |Target 023: 1.71e-04 |Target 024: 2.74e-04 ==================== Epoch #114 | Time: 00d 00h 42m | LR: 2.00e-03 | Epoch time: 22.56 | Train loss: 3.58e-04 | Val loss: 6.05e-04 Target 001 has maximum loss 2.01e-03; Target 002 has minimum loss 1.24e-04 Target 000: 1.17e-03 |Target 001: 2.01e-03 |Target 002: 1.24e-04 |Target 003: 3.18e-04 |Target 004: 1.59e-04 Target 005: 1.02e-03 |Target 006: 8.46e-04 |Target 007: 2.60e-04 |Target 008: 4.20e-04 |Target 009: 1.23e-03 Target 010: 2.95e-04 |Target 011: 1.91e-04 |Target 012: 2.73e-04 |Target 013: 2.76e-04 |Target 014: 2.41e-04 Target 015: 3.16e-04 |Target 016: 5.65e-04 |Target 017: 3.40e-04 |Target 018: 4.66e-04 |Target 019: 5.67e-04 Target 020: 2.53e-04 |Target 021: 9.67e-04 |Target 022: 1.95e-04 |Target 023: 7.65e-04 |Target 024: 1.52e-03 ==================== Epoch #115 | Time: 00d 00h 42m | LR: 2.00e-03 | Epoch time: 22.57 | Train loss: 4.11e-04 | Val loss: 2.28e-04 Target 005 has maximum loss 9.31e-04; Target 004 has minimum loss 7.71e-05 Target 000: 6.93e-04 |Target 001: 6.54e-04 |Target 002: 1.09e-04 |Target 003: 1.80e-04 |Target 004: 7.71e-05 Target 005: 9.31e-04 |Target 006: 3.12e-04 |Target 007: 3.53e-04 |Target 008: 1.58e-04 |Target 009: 5.50e-04 Target 010: 7.80e-05 |Target 011: 1.01e-04 |Target 012: 1.67e-04 |Target 013: 1.39e-04 |Target 014: 1.28e-04 Target 015: 1.35e-04 |Target 016: 2.64e-04 |Target 017: 1.26e-04 |Target 018: 2.53e-04 |Target 019: 1.93e-04 Target 020: 1.33e-04 |Target 021: 4.93e-04 |Target 022: 8.29e-05 |Target 023: 2.20e-04 |Target 024: 4.02e-04 ==================== Epoch #116 | Time: 00d 00h 42m | LR: 2.00e-03 | Epoch time: 22.42 | Train loss: 1.27e-04 | Val loss: 1.21e-04 Target 000 has maximum loss 6.01e-04; Target 022 has minimum loss 5.74e-05 Target 000: 6.01e-04 |Target 001: 5.17e-04 |Target 002: 1.08e-04 |Target 003: 7.89e-05 |Target 004: 6.70e-05 Target 005: 4.65e-04 |Target 006: 3.65e-04 |Target 007: 6.38e-05 |Target 008: 1.26e-04 |Target 009: 1.44e-04 Target 010: 5.90e-05 |Target 011: 8.22e-05 |Target 012: 1.63e-04 |Target 013: 1.18e-04 |Target 014: 6.20e-05 Target 015: 1.08e-04 |Target 016: 1.09e-04 |Target 017: 1.11e-04 |Target 018: 1.88e-04 |Target 019: 1.14e-04 Target 020: 9.71e-05 |Target 021: 1.17e-04 |Target 022: 5.74e-05 |Target 023: 1.29e-04 |Target 024: 1.44e-04 ==================== Epoch #117 | Time: 00d 00h 43m | LR: 2.00e-03 | Epoch time: 22.43 | Train loss: 9.09e-05 | Val loss: 1.26e-04 Target 001 has maximum loss 1.28e-03; Target 010 has minimum loss 5.51e-05 Target 000: 1.16e-03 |Target 001: 1.28e-03 |Target 002: 6.05e-05 |Target 003: 8.18e-05 |Target 004: 6.83e-05 Target 005: 3.35e-04 |Target 006: 4.48e-04 |Target 007: 7.07e-05 |Target 008: 1.21e-04 |Target 009: 1.54e-04 Target 010: 5.51e-05 |Target 011: 8.40e-05 |Target 012: 1.39e-04 |Target 013: 1.20e-04 |Target 014: 5.55e-05 Target 015: 1.01e-04 |Target 016: 1.02e-04 |Target 017: 1.20e-04 |Target 018: 1.99e-04 |Target 019: 1.20e-04 Target 020: 9.19e-05 |Target 021: 1.16e-04 |Target 022: 5.52e-05 |Target 023: 1.21e-04 |Target 024: 1.35e-04 ==================== Epoch #118 | Time: 00d 00h 43m | LR: 2.00e-03 | Epoch time: 22.41 | Train loss: 8.03e-05 | Val loss: 1.02e-04 Target 000 has maximum loss 4.74e-04; Target 010 has minimum loss 4.43e-05 Target 000: 4.74e-04 |Target 001: 3.03e-04 |Target 002: 5.19e-05 |Target 003: 5.91e-05 |Target 004: 5.85e-05 Target 005: 2.92e-04 |Target 006: 2.95e-04 |Target 007: 5.43e-05 |Target 008: 1.14e-04 |Target 009: 1.29e-04 Target 010: 4.43e-05 |Target 011: 7.59e-05 |Target 012: 1.25e-04 |Target 013: 1.04e-04 |Target 014: 5.10e-05 Target 015: 9.63e-05 |Target 016: 9.06e-05 |Target 017: 1.05e-04 |Target 018: 1.62e-04 |Target 019: 1.06e-04 Target 020: 8.61e-05 |Target 021: 1.20e-04 |Target 022: 5.15e-05 |Target 023: 1.07e-04 |Target 024: 1.18e-04 ==================== Epoch #119 | Time: 00d 00h 44m | LR: 2.00e-03 | Epoch time: 22.39 | Train loss: 7.18e-05 | Val loss: 1.06e-04 Target 000 has maximum loss 5.58e-04; Target 014 has minimum loss 5.20e-05 Target 000: 5.58e-04 |Target 001: 3.77e-04 |Target 002: 5.58e-05 |Target 003: 6.33e-05 |Target 004: 6.01e-05 Target 005: 2.53e-04 |Target 006: 2.65e-04 |Target 007: 5.63e-05 |Target 008: 1.12e-04 |Target 009: 1.24e-04 Target 010: 5.67e-05 |Target 011: 7.98e-05 |Target 012: 1.23e-04 |Target 013: 1.18e-04 |Target 014: 5.20e-05 Target 015: 9.64e-05 |Target 016: 9.61e-05 |Target 017: 1.04e-04 |Target 018: 1.64e-04 |Target 019: 1.09e-04 Target 020: 8.63e-05 |Target 021: 1.00e-04 |Target 022: 5.30e-05 |Target 023: 1.05e-04 |Target 024: 1.33e-04 ==================== Epoch #120 | Time: 00d 00h 44m | LR: 2.00e-03 | Epoch time: 22.55 | Train loss: 7.10e-05 | Val loss: 1.05e-04 Target 000 has maximum loss 4.67e-04; Target 010 has minimum loss 4.47e-05 Target 000: 4.67e-04 |Target 001: 4.43e-04 |Target 002: 5.34e-05 |Target 003: 5.71e-05 |Target 004: 5.70e-05 Target 005: 2.44e-04 |Target 006: 2.95e-04 |Target 007: 5.50e-05 |Target 008: 1.10e-04 |Target 009: 1.21e-04 Target 010: 4.47e-05 |Target 011: 7.85e-05 |Target 012: 1.45e-04 |Target 013: 1.24e-04 |Target 014: 5.03e-05 Target 015: 9.70e-05 |Target 016: 9.41e-05 |Target 017: 1.04e-04 |Target 018: 1.64e-04 |Target 019: 1.04e-04 Target 020: 8.62e-05 |Target 021: 9.85e-05 |Target 022: 5.28e-05 |Target 023: 1.06e-04 |Target 024: 1.26e-04 ==================== Epoch #121 | Time: 00d 00h 44m | LR: 2.00e-03 | Epoch time: 22.62 | Train loss: 6.73e-05 | Val loss: 1.07e-04 Target 006 has maximum loss 7.11e-04; Target 010 has minimum loss 4.29e-05 Target 000: 5.24e-04 |Target 001: 5.60e-04 |Target 002: 5.14e-05 |Target 003: 6.22e-05 |Target 004: 5.75e-05 Target 005: 2.57e-04 |Target 006: 7.11e-04 |Target 007: 5.68e-05 |Target 008: 1.07e-04 |Target 009: 1.21e-04 Target 010: 4.29e-05 |Target 011: 7.97e-05 |Target 012: 1.12e-04 |Target 013: 1.09e-04 |Target 014: 5.10e-05 Target 015: 9.74e-05 |Target 016: 9.20e-05 |Target 017: 1.10e-04 |Target 018: 1.63e-04 |Target 019: 1.07e-04 Target 020: 8.32e-05 |Target 021: 9.42e-05 |Target 022: 5.14e-05 |Target 023: 1.10e-04 |Target 024: 1.32e-04 ==================== Epoch #122 | Time: 00d 00h 45m | LR: 2.00e-03 | Epoch time: 22.55 | Train loss: 6.98e-05 | Val loss: 1.13e-04 Target 000 has maximum loss 4.93e-04; Target 014 has minimum loss 5.10e-05 Target 000: 4.93e-04 |Target 001: 4.24e-04 |Target 002: 5.48e-05 |Target 003: 6.68e-05 |Target 004: 5.90e-05 Target 005: 2.06e-04 |Target 006: 3.74e-04 |Target 007: 5.51e-05 |Target 008: 1.09e-04 |Target 009: 1.16e-04 Target 010: 5.56e-05 |Target 011: 7.71e-05 |Target 012: 1.24e-04 |Target 013: 1.25e-04 |Target 014: 5.10e-05 Target 015: 9.40e-05 |Target 016: 9.22e-05 |Target 017: 1.29e-04 |Target 018: 1.68e-04 |Target 019: 1.06e-04 Target 020: 8.26e-05 |Target 021: 9.18e-05 |Target 022: 5.28e-05 |Target 023: 1.01e-04 |Target 024: 1.76e-04 ==================== Epoch #123 | Time: 00d 00h 45m | LR: 2.00e-03 | Epoch time: 22.36 | Train loss: 6.66e-05 | Val loss: 1.06e-04 Target 000 has maximum loss 4.47e-04; Target 014 has minimum loss 5.24e-05 Target 000: 4.47e-04 |Target 001: 3.44e-04 |Target 002: 5.57e-05 |Target 003: 6.90e-05 |Target 004: 5.80e-05 Target 005: 3.10e-04 |Target 006: 3.01e-04 |Target 007: 5.94e-05 |Target 008: 1.13e-04 |Target 009: 1.22e-04 Target 010: 5.49e-05 |Target 011: 8.20e-05 |Target 012: 1.27e-04 |Target 013: 1.13e-04 |Target 014: 5.24e-05 Target 015: 9.61e-05 |Target 016: 9.72e-05 |Target 017: 1.13e-04 |Target 018: 1.62e-04 |Target 019: 1.09e-04 Target 020: 8.58e-05 |Target 021: 9.45e-05 |Target 022: 5.52e-05 |Target 023: 1.06e-04 |Target 024: 1.31e-04 ==================== Epoch #124 | Time: 00d 00h 46m | LR: 2.00e-03 | Epoch time: 22.40 | Train loss: 7.17e-05 | Val loss: 1.03e-04 Target 000 has maximum loss 6.28e-04; Target 010 has minimum loss 4.68e-05 Target 000: 6.28e-04 |Target 001: 3.61e-04 |Target 002: 5.41e-05 |Target 003: 7.00e-05 |Target 004: 5.43e-05 Target 005: 4.20e-04 |Target 006: 3.07e-04 |Target 007: 5.55e-05 |Target 008: 1.07e-04 |Target 009: 1.15e-04 Target 010: 4.68e-05 |Target 011: 7.41e-05 |Target 012: 1.15e-04 |Target 013: 1.25e-04 |Target 014: 4.94e-05 Target 015: 1.01e-04 |Target 016: 1.04e-04 |Target 017: 1.12e-04 |Target 018: 1.60e-04 |Target 019: 1.01e-04 Target 020: 8.19e-05 |Target 021: 9.22e-05 |Target 022: 5.00e-05 |Target 023: 9.96e-05 |Target 024: 1.23e-04 ==================== Epoch #125 | Time: 00d 00h 46m | LR: 2.00e-03 | Epoch time: 22.20 | Train loss: 6.63e-05 | Val loss: 1.10e-04 Target 000 has maximum loss 4.81e-04; Target 010 has minimum loss 4.41e-05 Target 000: 4.81e-04 |Target 001: 4.73e-04 |Target 002: 5.13e-05 |Target 003: 5.27e-05 |Target 004: 5.54e-05 Target 005: 3.22e-04 |Target 006: 2.90e-04 |Target 007: 5.46e-05 |Target 008: 1.05e-04 |Target 009: 1.14e-04 Target 010: 4.41e-05 |Target 011: 7.58e-05 |Target 012: 1.13e-04 |Target 013: 1.31e-04 |Target 014: 4.82e-05 Target 015: 9.01e-05 |Target 016: 8.81e-05 |Target 017: 1.11e-04 |Target 018: 1.69e-04 |Target 019: 1.01e-04 Target 020: 7.83e-05 |Target 021: 9.06e-05 |Target 022: 5.04e-05 |Target 023: 1.06e-04 |Target 024: 1.72e-04 ==================== Epoch #126 | Time: 00d 00h 46m | LR: 2.00e-03 | Epoch time: 22.62 | Train loss: 6.63e-05 | Val loss: 9.78e-05 Target 000 has maximum loss 3.78e-04; Target 014 has minimum loss 4.82e-05 Target 000: 3.78e-04 |Target 001: 3.20e-04 |Target 002: 5.08e-05 |Target 003: 5.80e-05 |Target 004: 5.75e-05 Target 005: 2.55e-04 |Target 006: 3.31e-04 |Target 007: 4.91e-05 |Target 008: 1.03e-04 |Target 009: 1.19e-04 Target 010: 5.05e-05 |Target 011: 7.71e-05 |Target 012: 1.07e-04 |Target 013: 1.10e-04 |Target 014: 4.82e-05 Target 015: 9.05e-05 |Target 016: 8.77e-05 |Target 017: 9.89e-05 |Target 018: 1.48e-04 |Target 019: 1.02e-04 Target 020: 7.81e-05 |Target 021: 9.59e-05 |Target 022: 4.88e-05 |Target 023: 9.99e-05 |Target 024: 1.25e-04 ==================== Epoch #127 | Time: 00d 00h 47m | LR: 2.00e-03 | Epoch time: 22.49 | Train loss: 6.52e-05 | Val loss: 1.05e-04 Target 000 has maximum loss 4.30e-04; Target 010 has minimum loss 4.42e-05 Target 000: 4.30e-04 |Target 001: 3.23e-04 |Target 002: 5.38e-05 |Target 003: 5.51e-05 |Target 004: 5.53e-05 Target 005: 2.15e-04 |Target 006: 2.81e-04 |Target 007: 6.13e-05 |Target 008: 1.17e-04 |Target 009: 1.18e-04 Target 010: 4.42e-05 |Target 011: 7.45e-05 |Target 012: 1.07e-04 |Target 013: 1.08e-04 |Target 014: 5.04e-05 Target 015: 9.36e-05 |Target 016: 1.08e-04 |Target 017: 1.05e-04 |Target 018: 1.63e-04 |Target 019: 1.12e-04 Target 020: 7.98e-05 |Target 021: 9.92e-05 |Target 022: 5.04e-05 |Target 023: 1.28e-04 |Target 024: 1.38e-04 ==================== Epoch #128 | Time: 00d 00h 47m | LR: 2.00e-03 | Epoch time: 22.41 | Train loss: 6.78e-05 | Val loss: 1.06e-04 Target 000 has maximum loss 5.48e-04; Target 010 has minimum loss 4.59e-05 Target 000: 5.48e-04 |Target 001: 3.92e-04 |Target 002: 5.39e-05 |Target 003: 7.10e-05 |Target 004: 5.77e-05 Target 005: 2.10e-04 |Target 006: 5.38e-04 |Target 007: 5.46e-05 |Target 008: 1.19e-04 |Target 009: 1.35e-04 Target 010: 4.59e-05 |Target 011: 8.65e-05 |Target 012: 1.12e-04 |Target 013: 1.12e-04 |Target 014: 4.97e-05 Target 015: 9.07e-05 |Target 016: 1.02e-04 |Target 017: 1.01e-04 |Target 018: 1.60e-04 |Target 019: 1.12e-04 Target 020: 7.98e-05 |Target 021: 1.26e-04 |Target 022: 4.95e-05 |Target 023: 1.07e-04 |Target 024: 1.28e-04 ==================== Epoch #129 | Time: 00d 00h 47m | LR: 2.00e-03 | Epoch time: 22.45 | Train loss: 6.73e-05 | Val loss: 1.05e-04 Target 001 has maximum loss 4.67e-04; Target 010 has minimum loss 4.60e-05 Target 000: 3.94e-04 |Target 001: 4.67e-04 |Target 002: 5.41e-05 |Target 003: 7.87e-05 |Target 004: 5.48e-05 Target 005: 3.29e-04 |Target 006: 3.05e-04 |Target 007: 5.60e-05 |Target 008: 1.12e-04 |Target 009: 1.23e-04 Target 010: 4.60e-05 |Target 011: 7.55e-05 |Target 012: 1.22e-04 |Target 013: 1.18e-04 |Target 014: 4.97e-05 Target 015: 9.54e-05 |Target 016: 1.06e-04 |Target 017: 9.62e-05 |Target 018: 1.60e-04 |Target 019: 1.06e-04 Target 020: 7.61e-05 |Target 021: 9.87e-05 |Target 022: 5.13e-05 |Target 023: 1.07e-04 |Target 024: 1.36e-04 ==================== Epoch #130 | Time: 00d 00h 48m | LR: 2.00e-03 | Epoch time: 22.37 | Train loss: 6.35e-05 | Val loss: 9.39e-05 Target 000 has maximum loss 3.50e-04; Target 010 has minimum loss 4.23e-05 Target 000: 3.50e-04 |Target 001: 3.31e-04 |Target 002: 5.02e-05 |Target 003: 4.89e-05 |Target 004: 5.19e-05 Target 005: 2.26e-04 |Target 006: 3.02e-04 |Target 007: 5.32e-05 |Target 008: 1.05e-04 |Target 009: 1.14e-04 Target 010: 4.23e-05 |Target 011: 7.60e-05 |Target 012: 9.82e-05 |Target 013: 1.01e-04 |Target 014: 4.57e-05 Target 015: 8.35e-05 |Target 016: 9.09e-05 |Target 017: 9.54e-05 |Target 018: 1.51e-04 |Target 019: 9.84e-05 Target 020: 7.34e-05 |Target 021: 9.27e-05 |Target 022: 4.79e-05 |Target 023: 9.89e-05 |Target 024: 1.19e-04 ==================== Epoch #131 | Time: 00d 00h 48m | LR: 2.00e-03 | Epoch time: 22.44 | Train loss: 6.78e-05 | Val loss: 9.81e-05 Target 000 has maximum loss 5.50e-04; Target 014 has minimum loss 4.66e-05 Target 000: 5.50e-04 |Target 001: 3.70e-04 |Target 002: 5.06e-05 |Target 003: 5.51e-05 |Target 004: 5.10e-05 Target 005: 2.56e-04 |Target 006: 2.53e-04 |Target 007: 4.75e-05 |Target 008: 1.04e-04 |Target 009: 1.28e-04 Target 010: 4.81e-05 |Target 011: 6.66e-05 |Target 012: 1.05e-04 |Target 013: 1.18e-04 |Target 014: 4.66e-05 Target 015: 8.68e-05 |Target 016: 9.30e-05 |Target 017: 9.73e-05 |Target 018: 1.64e-04 |Target 019: 9.69e-05 Target 020: 7.44e-05 |Target 021: 1.13e-04 |Target 022: 4.77e-05 |Target 023: 9.50e-05 |Target 024: 1.20e-04 ==================== Epoch #132 | Time: 00d 00h 49m | LR: 2.00e-03 | Epoch time: 22.37 | Train loss: 6.77e-05 | Val loss: 1.01e-04 Target 001 has maximum loss 7.10e-04; Target 014 has minimum loss 4.82e-05 Target 000: 4.08e-04 |Target 001: 7.10e-04 |Target 002: 5.29e-05 |Target 003: 5.16e-05 |Target 004: 5.29e-05 Target 005: 2.79e-04 |Target 006: 3.12e-04 |Target 007: 5.71e-05 |Target 008: 1.08e-04 |Target 009: 1.10e-04 Target 010: 5.06e-05 |Target 011: 7.15e-05 |Target 012: 1.13e-04 |Target 013: 1.12e-04 |Target 014: 4.82e-05 Target 015: 8.40e-05 |Target 016: 1.20e-04 |Target 017: 9.96e-05 |Target 018: 1.55e-04 |Target 019: 1.09e-04 Target 020: 7.33e-05 |Target 021: 9.65e-05 |Target 022: 4.92e-05 |Target 023: 1.04e-04 |Target 024: 1.18e-04 ==================== Epoch #133 | Time: 00d 00h 49m | LR: 2.00e-03 | Epoch time: 22.34 | Train loss: 6.29e-05 | Val loss: 9.89e-05 Target 000 has maximum loss 4.35e-04; Target 010 has minimum loss 4.43e-05 Target 000: 4.35e-04 |Target 001: 2.64e-04 |Target 002: 4.89e-05 |Target 003: 6.44e-05 |Target 004: 5.11e-05 Target 005: 2.05e-04 |Target 006: 3.25e-04 |Target 007: 5.14e-05 |Target 008: 9.88e-05 |Target 009: 1.14e-04 Target 010: 4.43e-05 |Target 011: 6.86e-05 |Target 012: 9.61e-05 |Target 013: 1.10e-04 |Target 014: 4.53e-05 Target 015: 8.42e-05 |Target 016: 8.48e-05 |Target 017: 1.15e-04 |Target 018: 1.47e-04 |Target 019: 9.58e-05 Target 020: 7.11e-05 |Target 021: 8.93e-05 |Target 022: 4.55e-05 |Target 023: 9.55e-05 |Target 024: 1.51e-04 ==================== Epoch #134 | Time: 00d 00h 49m | LR: 2.00e-03 | Epoch time: 22.40 | Train loss: 6.55e-05 | Val loss: 9.91e-05 Target 000 has maximum loss 3.95e-04; Target 014 has minimum loss 4.70e-05 Target 000: 3.95e-04 |Target 001: 2.80e-04 |Target 002: 5.10e-05 |Target 003: 5.64e-05 |Target 004: 5.40e-05 Target 005: 2.19e-04 |Target 006: 3.61e-04 |Target 007: 6.31e-05 |Target 008: 1.09e-04 |Target 009: 1.27e-04 Target 010: 4.73e-05 |Target 011: 7.19e-05 |Target 012: 9.76e-05 |Target 013: 1.10e-04 |Target 014: 4.70e-05 Target 015: 9.03e-05 |Target 016: 1.26e-04 |Target 017: 1.02e-04 |Target 018: 1.55e-04 |Target 019: 1.04e-04 Target 020: 7.03e-05 |Target 021: 1.08e-04 |Target 022: 4.71e-05 |Target 023: 9.83e-05 |Target 024: 1.30e-04 ==================== Epoch #135 | Time: 00d 00h 50m | LR: 2.00e-03 | Epoch time: 22.32 | Train loss: 6.66e-05 | Val loss: 9.80e-05 Target 006 has maximum loss 4.12e-04; Target 010 has minimum loss 3.99e-05 Target 000: 3.58e-04 |Target 001: 2.60e-04 |Target 002: 5.02e-05 |Target 003: 7.06e-05 |Target 004: 4.94e-05 Target 005: 3.22e-04 |Target 006: 4.12e-04 |Target 007: 5.87e-05 |Target 008: 9.47e-05 |Target 009: 1.30e-04 Target 010: 3.99e-05 |Target 011: 7.18e-05 |Target 012: 9.59e-05 |Target 013: 1.01e-04 |Target 014: 4.46e-05 Target 015: 8.02e-05 |Target 016: 7.97e-05 |Target 017: 9.63e-05 |Target 018: 1.51e-04 |Target 019: 9.53e-05 Target 020: 6.91e-05 |Target 021: 1.10e-04 |Target 022: 4.67e-05 |Target 023: 1.15e-04 |Target 024: 1.30e-04 ==================== Epoch #136 | Time: 00d 00h 50m | LR: 2.00e-03 | Epoch time: 22.52 | Train loss: 7.04e-05 | Val loss: 1.06e-04 Target 000 has maximum loss 4.84e-04; Target 007 has minimum loss 4.51e-05 Target 000: 4.84e-04 |Target 001: 3.75e-04 |Target 002: 6.73e-05 |Target 003: 9.36e-05 |Target 004: 5.51e-05 Target 005: 2.08e-04 |Target 006: 2.68e-04 |Target 007: 4.51e-05 |Target 008: 1.19e-04 |Target 009: 1.79e-04 Target 010: 5.14e-05 |Target 011: 6.81e-05 |Target 012: 9.53e-05 |Target 013: 1.08e-04 |Target 014: 4.79e-05 Target 015: 8.52e-05 |Target 016: 1.07e-04 |Target 017: 9.30e-05 |Target 018: 1.97e-04 |Target 019: 1.05e-04 Target 020: 6.97e-05 |Target 021: 1.84e-04 |Target 022: 4.64e-05 |Target 023: 1.14e-04 |Target 024: 1.24e-04 ==================== Epoch #137 | Time: 00d 00h 50m | LR: 2.00e-03 | Epoch time: 22.45 | Train loss: 7.73e-05 | Val loss: 1.36e-04 Target 001 has maximum loss 8.26e-04; Target 022 has minimum loss 5.24e-05 Target 000: 6.42e-04 |Target 001: 8.26e-04 |Target 002: 6.34e-05 |Target 003: 1.03e-04 |Target 004: 6.65e-05 Target 005: 5.39e-04 |Target 006: 3.24e-04 |Target 007: 5.78e-05 |Target 008: 1.35e-04 |Target 009: 1.62e-04 Target 010: 6.43e-05 |Target 011: 7.59e-05 |Target 012: 1.92e-04 |Target 013: 1.25e-04 |Target 014: 5.45e-05 Target 015: 1.00e-04 |Target 016: 1.37e-04 |Target 017: 1.56e-04 |Target 018: 1.81e-04 |Target 019: 1.21e-04 Target 020: 7.60e-05 |Target 021: 1.60e-04 |Target 022: 5.24e-05 |Target 023: 1.27e-04 |Target 024: 1.94e-04 ==================== Epoch #138 | Time: 00d 00h 51m | LR: 2.00e-03 | Epoch time: 22.48 | Train loss: 9.56e-05 | Val loss: 1.54e-04 Target 006 has maximum loss 8.52e-04; Target 004 has minimum loss 5.82e-05 Target 000: 4.69e-04 |Target 001: 4.16e-04 |Target 002: 6.20e-05 |Target 003: 1.11e-04 |Target 004: 5.82e-05 Target 005: 3.60e-04 |Target 006: 8.52e-04 |Target 007: 7.31e-05 |Target 008: 1.78e-04 |Target 009: 2.14e-04 Target 010: 8.28e-05 |Target 011: 8.75e-05 |Target 012: 1.24e-04 |Target 013: 1.32e-04 |Target 014: 6.46e-05 Target 015: 1.03e-04 |Target 016: 1.93e-04 |Target 017: 1.12e-04 |Target 018: 2.36e-04 |Target 019: 1.75e-04 Target 020: 7.54e-05 |Target 021: 1.98e-04 |Target 022: 7.00e-05 |Target 023: 1.69e-04 |Target 024: 2.34e-04 ==================== Epoch #139 | Time: 00d 00h 51m | LR: 2.00e-03 | Epoch time: 22.35 | Train loss: 8.30e-05 | Val loss: 1.09e-04 Target 000 has maximum loss 3.81e-04; Target 010 has minimum loss 4.97e-05 Target 000: 3.81e-04 |Target 001: 3.72e-04 |Target 002: 5.85e-05 |Target 003: 8.64e-05 |Target 004: 5.73e-05 Target 005: 2.98e-04 |Target 006: 3.10e-04 |Target 007: 6.75e-05 |Target 008: 1.35e-04 |Target 009: 1.38e-04 Target 010: 4.97e-05 |Target 011: 8.14e-05 |Target 012: 1.02e-04 |Target 013: 1.07e-04 |Target 014: 5.22e-05 Target 015: 9.97e-05 |Target 016: 1.56e-04 |Target 017: 1.03e-04 |Target 018: 1.75e-04 |Target 019: 1.25e-04 Target 020: 7.31e-05 |Target 021: 1.25e-04 |Target 022: 5.41e-05 |Target 023: 1.11e-04 |Target 024: 1.38e-04 ==================== Epoch #140 | Time: 00d 00h 52m | LR: 2.00e-03 | Epoch time: 22.53 | Train loss: 7.02e-05 | Val loss: 1.01e-04 Target 006 has maximum loss 3.06e-04; Target 010 has minimum loss 4.28e-05 Target 000: 2.99e-04 |Target 001: 2.90e-04 |Target 002: 5.34e-05 |Target 003: 5.75e-05 |Target 004: 5.44e-05 Target 005: 2.83e-04 |Target 006: 3.06e-04 |Target 007: 6.66e-05 |Target 008: 1.07e-04 |Target 009: 1.29e-04 Target 010: 4.28e-05 |Target 011: 7.77e-05 |Target 012: 9.71e-05 |Target 013: 1.08e-04 |Target 014: 4.95e-05 Target 015: 8.69e-05 |Target 016: 9.57e-05 |Target 017: 9.25e-05 |Target 018: 1.58e-04 |Target 019: 1.06e-04 Target 020: 6.99e-05 |Target 021: 1.27e-04 |Target 022: 5.08e-05 |Target 023: 1.05e-04 |Target 024: 1.36e-04 ==================== Epoch #141 | Time: 00d 00h 52m | LR: 2.00e-03 | Epoch time: 22.35 | Train loss: 7.55e-05 | Val loss: 1.19e-04 Target 001 has maximum loss 1.10e-03; Target 010 has minimum loss 4.00e-05 Target 000: 8.33e-04 |Target 001: 1.10e-03 |Target 002: 5.21e-05 |Target 003: 5.35e-05 |Target 004: 5.10e-05 Target 005: 4.70e-04 |Target 006: 5.77e-04 |Target 007: 6.09e-05 |Target 008: 1.07e-04 |Target 009: 1.85e-04 Target 010: 4.00e-05 |Target 011: 7.25e-05 |Target 012: 1.12e-04 |Target 013: 1.16e-04 |Target 014: 5.17e-05 Target 015: 7.72e-05 |Target 016: 1.09e-04 |Target 017: 9.30e-05 |Target 018: 1.68e-04 |Target 019: 1.17e-04 Target 020: 9.33e-05 |Target 021: 1.21e-04 |Target 022: 4.99e-05 |Target 023: 1.08e-04 |Target 024: 1.53e-04 ==================== Epoch #142 | Time: 00d 00h 52m | LR: 2.00e-03 | Epoch time: 22.39 | Train loss: 7.24e-05 | Val loss: 1.06e-04 Target 006 has maximum loss 7.13e-04; Target 010 has minimum loss 4.35e-05 Target 000: 3.64e-04 |Target 001: 3.85e-04 |Target 002: 5.98e-05 |Target 003: 6.79e-05 |Target 004: 5.90e-05 Target 005: 4.41e-04 |Target 006: 7.13e-04 |Target 007: 5.86e-05 |Target 008: 1.06e-04 |Target 009: 1.32e-04 Target 010: 4.35e-05 |Target 011: 7.25e-05 |Target 012: 1.06e-04 |Target 013: 1.04e-04 |Target 014: 5.10e-05 Target 015: 8.44e-05 |Target 016: 8.87e-05 |Target 017: 9.59e-05 |Target 018: 1.63e-04 |Target 019: 1.10e-04 Target 020: 7.04e-05 |Target 021: 1.13e-04 |Target 022: 4.84e-05 |Target 023: 1.13e-04 |Target 024: 1.32e-04 ==================== Epoch #143 | Time: 00d 00h 53m | LR: 2.00e-03 | Epoch time: 22.33 | Train loss: 7.45e-05 | Val loss: 1.07e-04 Target 006 has maximum loss 7.26e-04; Target 004 has minimum loss 5.16e-05 Target 000: 3.46e-04 |Target 001: 3.19e-04 |Target 002: 6.34e-05 |Target 003: 7.95e-05 |Target 004: 5.16e-05 Target 005: 3.66e-04 |Target 006: 7.26e-04 |Target 007: 5.76e-05 |Target 008: 1.04e-04 |Target 009: 1.55e-04 Target 010: 5.66e-05 |Target 011: 7.62e-05 |Target 012: 1.03e-04 |Target 013: 1.09e-04 |Target 014: 5.80e-05 Target 015: 8.83e-05 |Target 016: 8.83e-05 |Target 017: 9.41e-05 |Target 018: 1.53e-04 |Target 019: 1.07e-04 Target 020: 7.30e-05 |Target 021: 1.31e-04 |Target 022: 5.45e-05 |Target 023: 1.04e-04 |Target 024: 1.38e-04 ==================== Epoch #144 | Time: 00d 00h 53m | LR: 2.00e-03 | Epoch time: 22.25 | Train loss: 1.00e-04 | Val loss: 1.22e-04 Target 006 has maximum loss 6.39e-04; Target 010 has minimum loss 4.70e-05 Target 000: 6.39e-04 |Target 001: 2.92e-04 |Target 002: 6.40e-05 |Target 003: 9.38e-05 |Target 004: 7.02e-05 Target 005: 1.93e-04 |Target 006: 6.39e-04 |Target 007: 6.69e-05 |Target 008: 1.19e-04 |Target 009: 1.46e-04 Target 010: 4.70e-05 |Target 011: 7.50e-05 |Target 012: 1.10e-04 |Target 013: 1.23e-04 |Target 014: 5.96e-05 Target 015: 8.26e-05 |Target 016: 9.78e-05 |Target 017: 1.13e-04 |Target 018: 1.99e-04 |Target 019: 1.24e-04 Target 020: 7.88e-05 |Target 021: 1.36e-04 |Target 022: 5.90e-05 |Target 023: 1.28e-04 |Target 024: 1.75e-04 ==================== Epoch #145 | Time: 00d 00h 53m | LR: 2.00e-03 | Epoch time: 22.65 | Train loss: 9.98e-05 | Val loss: 1.37e-04 Target 000 has maximum loss 3.64e-04; Target 022 has minimum loss 6.45e-05 Target 000: 3.64e-04 |Target 001: 2.71e-04 |Target 002: 7.62e-05 |Target 003: 1.10e-04 |Target 004: 7.14e-05 Target 005: 3.00e-04 |Target 006: 3.20e-04 |Target 007: 7.51e-05 |Target 008: 1.45e-04 |Target 009: 2.12e-04 Target 010: 9.49e-05 |Target 011: 7.86e-05 |Target 012: 1.03e-04 |Target 013: 1.11e-04 |Target 014: 8.16e-05 Target 015: 1.08e-04 |Target 016: 1.28e-04 |Target 017: 1.11e-04 |Target 018: 2.06e-04 |Target 019: 1.35e-04 Target 020: 8.19e-05 |Target 021: 1.84e-04 |Target 022: 6.45e-05 |Target 023: 1.43e-04 |Target 024: 2.24e-04 ==================== Epoch #146 | Time: 00d 00h 54m | LR: 2.00e-03 | Epoch time: 22.33 | Train loss: 1.12e-04 | Val loss: 1.25e-04 Target 006 has maximum loss 4.73e-04; Target 010 has minimum loss 5.25e-05 Target 000: 4.55e-04 |Target 001: 3.51e-04 |Target 002: 6.28e-05 |Target 003: 5.58e-05 |Target 004: 6.07e-05 Target 005: 4.38e-04 |Target 006: 4.73e-04 |Target 007: 7.11e-05 |Target 008: 1.23e-04 |Target 009: 1.41e-04 Target 010: 5.25e-05 |Target 011: 7.65e-05 |Target 012: 1.04e-04 |Target 013: 1.12e-04 |Target 014: 6.03e-05 Target 015: 8.26e-05 |Target 016: 9.62e-05 |Target 017: 1.07e-04 |Target 018: 1.61e-04 |Target 019: 1.29e-04 Target 020: 7.09e-05 |Target 021: 1.41e-04 |Target 022: 5.89e-05 |Target 023: 1.24e-04 |Target 024: 2.24e-04 ==================== Epoch #147 | Time: 00d 00h 54m | LR: 2.00e-03 | Epoch time: 22.32 | Train loss: 1.13e-04 | Val loss: 1.37e-04 Target 001 has maximum loss 9.21e-04; Target 014 has minimum loss 5.13e-05 Target 000: 3.78e-04 |Target 001: 9.21e-04 |Target 002: 8.68e-05 |Target 003: 2.55e-04 |Target 004: 5.80e-05 Target 005: 6.04e-04 |Target 006: 5.33e-04 |Target 007: 5.85e-05 |Target 008: 1.40e-04 |Target 009: 2.08e-04 Target 010: 6.91e-05 |Target 011: 8.05e-05 |Target 012: 2.10e-04 |Target 013: 1.05e-04 |Target 014: 5.13e-05 Target 015: 1.16e-04 |Target 016: 1.99e-04 |Target 017: 9.75e-05 |Target 018: 1.68e-04 |Target 019: 1.47e-04 Target 020: 8.54e-05 |Target 021: 1.75e-04 |Target 022: 5.32e-05 |Target 023: 1.20e-04 |Target 024: 1.68e-04 ==================== Epoch #148 | Time: 00d 00h 55m | LR: 2.00e-03 | Epoch time: 22.66 | Train loss: 8.20e-05 | Val loss: 1.12e-04 Target 001 has maximum loss 6.07e-04; Target 010 has minimum loss 3.90e-05 Target 000: 4.77e-04 |Target 001: 6.07e-04 |Target 002: 4.68e-05 |Target 003: 4.73e-05 |Target 004: 5.19e-05 Target 005: 3.28e-04 |Target 006: 2.77e-04 |Target 007: 4.59e-05 |Target 008: 1.01e-04 |Target 009: 1.53e-04 Target 010: 3.90e-05 |Target 011: 6.90e-05 |Target 012: 1.03e-04 |Target 013: 1.04e-04 |Target 014: 5.02e-05 Target 015: 7.29e-05 |Target 016: 8.70e-05 |Target 017: 9.25e-05 |Target 018: 1.48e-04 |Target 019: 1.12e-04 Target 020: 6.57e-05 |Target 021: 1.21e-04 |Target 022: 4.80e-05 |Target 023: 1.09e-04 |Target 024: 1.94e-04 ==================== Epoch #149 | Time: 00d 00h 55m | LR: 2.00e-03 | Epoch time: 22.40 | Train loss: 7.00e-05 | Val loss: 9.22e-05 Target 000 has maximum loss 3.41e-04; Target 022 has minimum loss 4.36e-05 Target 000: 3.41e-04 |Target 001: 3.14e-04 |Target 002: 4.45e-05 |Target 003: 4.89e-05 |Target 004: 4.78e-05 Target 005: 2.13e-04 |Target 006: 2.37e-04 |Target 007: 4.84e-05 |Target 008: 9.77e-05 |Target 009: 1.01e-04 Target 010: 4.43e-05 |Target 011: 6.51e-05 |Target 012: 9.29e-05 |Target 013: 1.05e-04 |Target 014: 4.37e-05 Target 015: 7.22e-05 |Target 016: 8.88e-05 |Target 017: 8.51e-05 |Target 018: 1.35e-04 |Target 019: 9.43e-05 Target 020: 6.25e-05 |Target 021: 9.10e-05 |Target 022: 4.36e-05 |Target 023: 9.11e-05 |Target 024: 1.43e-04 ==================== Epoch #150 | Time: 00d 00h 55m | LR: 2.00e-03 | Epoch time: 22.34 | Train loss: 6.14e-05 | Val loss: 8.35e-05 Target 000 has maximum loss 3.15e-04; Target 010 has minimum loss 3.89e-05 Target 000: 3.15e-04 |Target 001: 2.77e-04 |Target 002: 4.31e-05 |Target 003: 5.81e-05 |Target 004: 5.00e-05 Target 005: 1.75e-04 |Target 006: 2.49e-04 |Target 007: 4.49e-05 |Target 008: 9.58e-05 |Target 009: 9.65e-05 Target 010: 3.89e-05 |Target 011: 6.28e-05 |Target 012: 9.27e-05 |Target 013: 9.09e-05 |Target 014: 4.01e-05 Target 015: 6.81e-05 |Target 016: 8.20e-05 |Target 017: 8.21e-05 |Target 018: 1.37e-04 |Target 019: 8.62e-05 Target 020: 5.94e-05 |Target 021: 7.99e-05 |Target 022: 3.98e-05 |Target 023: 8.67e-05 |Target 024: 1.10e-04 ==================== Epoch #151 | Time: 00d 00h 56m | LR: 2.00e-03 | Epoch time: 22.27 | Train loss: 6.34e-05 | Val loss: 9.38e-05 Target 005 has maximum loss 3.59e-04; Target 007 has minimum loss 4.54e-05 Target 000: 2.66e-04 |Target 001: 2.79e-04 |Target 002: 6.06e-05 |Target 003: 6.97e-05 |Target 004: 5.55e-05 Target 005: 3.59e-04 |Target 006: 2.96e-04 |Target 007: 4.54e-05 |Target 008: 1.10e-04 |Target 009: 1.13e-04 Target 010: 5.05e-05 |Target 011: 7.36e-05 |Target 012: 9.23e-05 |Target 013: 1.00e-04 |Target 014: 4.71e-05 Target 015: 7.77e-05 |Target 016: 1.00e-04 |Target 017: 8.94e-05 |Target 018: 1.44e-04 |Target 019: 1.00e-04 Target 020: 6.40e-05 |Target 021: 9.91e-05 |Target 022: 4.78e-05 |Target 023: 1.03e-04 |Target 024: 1.17e-04 ==================== Epoch #152 | Time: 00d 00h 56m | LR: 2.00e-03 | Epoch time: 22.57 | Train loss: 6.36e-05 | Val loss: 9.26e-05 Target 001 has maximum loss 5.06e-04; Target 010 has minimum loss 3.76e-05 Target 000: 3.02e-04 |Target 001: 5.06e-04 |Target 002: 4.61e-05 |Target 003: 6.64e-05 |Target 004: 4.65e-05 Target 005: 1.99e-04 |Target 006: 3.83e-04 |Target 007: 5.05e-05 |Target 008: 1.15e-04 |Target 009: 1.10e-04 Target 010: 3.76e-05 |Target 011: 7.21e-05 |Target 012: 9.09e-05 |Target 013: 9.44e-05 |Target 014: 4.58e-05 Target 015: 7.52e-05 |Target 016: 1.34e-04 |Target 017: 8.79e-05 |Target 018: 1.40e-04 |Target 019: 1.03e-04 Target 020: 5.94e-05 |Target 021: 8.71e-05 |Target 022: 4.23e-05 |Target 023: 9.77e-05 |Target 024: 1.16e-04 ==================== Epoch #153 | Time: 00d 00h 56m | LR: 2.00e-03 | Epoch time: 22.40 | Train loss: 6.74e-05 | Val loss: 8.53e-05 Target 006 has maximum loss 3.47e-04; Target 022 has minimum loss 4.07e-05 Target 000: 2.73e-04 |Target 001: 2.72e-04 |Target 002: 4.48e-05 |Target 003: 8.61e-05 |Target 004: 4.67e-05 Target 005: 1.89e-04 |Target 006: 3.47e-04 |Target 007: 4.97e-05 |Target 008: 9.94e-05 |Target 009: 1.04e-04 Target 010: 5.19e-05 |Target 011: 6.20e-05 |Target 012: 8.75e-05 |Target 013: 9.40e-05 |Target 014: 4.21e-05 Target 015: 7.65e-05 |Target 016: 8.67e-05 |Target 017: 8.78e-05 |Target 018: 1.31e-04 |Target 019: 9.47e-05 Target 020: 5.89e-05 |Target 021: 9.42e-05 |Target 022: 4.07e-05 |Target 023: 8.62e-05 |Target 024: 1.03e-04 ==================== Epoch #154 | Time: 00d 00h 57m | LR: 2.00e-03 | Epoch time: 22.68 | Train loss: 6.00e-05 | Val loss: 8.96e-05 Target 000 has maximum loss 2.70e-04; Target 022 has minimum loss 4.23e-05 Target 000: 2.70e-04 |Target 001: 1.84e-04 |Target 002: 5.31e-05 |Target 003: 1.00e-04 |Target 004: 4.88e-05 Target 005: 2.48e-04 |Target 006: 2.69e-04 |Target 007: 4.49e-05 |Target 008: 9.54e-05 |Target 009: 1.06e-04 Target 010: 4.97e-05 |Target 011: 6.56e-05 |Target 012: 8.97e-05 |Target 013: 1.13e-04 |Target 014: 4.41e-05 Target 015: 7.76e-05 |Target 016: 8.73e-05 |Target 017: 8.30e-05 |Target 018: 1.34e-04 |Target 019: 9.93e-05 Target 020: 6.14e-05 |Target 021: 8.42e-05 |Target 022: 4.23e-05 |Target 023: 9.30e-05 |Target 024: 1.19e-04 ==================== Epoch #155 | Time: 00d 00h 57m | LR: 2.00e-03 | Epoch time: 22.33 | Train loss: 5.96e-05 | Val loss: 9.70e-05 Target 001 has maximum loss 3.58e-04; Target 010 has minimum loss 4.09e-05 Target 000: 3.41e-04 |Target 001: 3.58e-04 |Target 002: 6.06e-05 |Target 003: 8.10e-05 |Target 004: 5.71e-05 Target 005: 2.17e-04 |Target 006: 3.11e-04 |Target 007: 5.95e-05 |Target 008: 9.60e-05 |Target 009: 1.19e-04 Target 010: 4.09e-05 |Target 011: 6.48e-05 |Target 012: 9.51e-05 |Target 013: 1.14e-04 |Target 014: 4.50e-05 Target 015: 6.99e-05 |Target 016: 8.12e-05 |Target 017: 1.08e-04 |Target 018: 1.44e-04 |Target 019: 1.01e-04 Target 020: 6.25e-05 |Target 021: 1.05e-04 |Target 022: 4.25e-05 |Target 023: 9.98e-05 |Target 024: 1.33e-04 ==================== Epoch #156 | Time: 00d 00h 58m | LR: 2.00e-03 | Epoch time: 22.37 | Train loss: 6.02e-05 | Val loss: 9.31e-05 Target 005 has maximum loss 5.48e-04; Target 010 has minimum loss 3.81e-05 Target 000: 3.00e-04 |Target 001: 3.03e-04 |Target 002: 4.52e-05 |Target 003: 4.74e-05 |Target 004: 5.27e-05 Target 005: 5.48e-04 |Target 006: 2.96e-04 |Target 007: 4.74e-05 |Target 008: 9.17e-05 |Target 009: 9.36e-05 Target 010: 3.81e-05 |Target 011: 6.67e-05 |Target 012: 1.18e-04 |Target 013: 1.22e-04 |Target 014: 4.23e-05 Target 015: 6.75e-05 |Target 016: 8.81e-05 |Target 017: 9.35e-05 |Target 018: 1.31e-04 |Target 019: 9.22e-05 Target 020: 6.11e-05 |Target 021: 8.24e-05 |Target 022: 4.23e-05 |Target 023: 8.95e-05 |Target 024: 1.28e-04 ==================== Epoch #157 | Time: 00d 00h 58m | LR: 2.00e-03 | Epoch time: 22.50 | Train loss: 6.61e-05 | Val loss: 9.34e-05 Target 005 has maximum loss 3.13e-04; Target 010 has minimum loss 4.04e-05 Target 000: 2.37e-04 |Target 001: 2.28e-04 |Target 002: 4.71e-05 |Target 003: 4.77e-05 |Target 004: 4.80e-05 Target 005: 3.13e-04 |Target 006: 2.60e-04 |Target 007: 5.69e-05 |Target 008: 9.42e-05 |Target 009: 1.37e-04 Target 010: 4.04e-05 |Target 011: 7.01e-05 |Target 012: 8.64e-05 |Target 013: 1.00e-04 |Target 014: 4.56e-05 Target 015: 6.63e-05 |Target 016: 7.64e-05 |Target 017: 8.69e-05 |Target 018: 1.38e-04 |Target 019: 1.15e-04 Target 020: 6.25e-05 |Target 021: 1.24e-04 |Target 022: 4.54e-05 |Target 023: 9.63e-05 |Target 024: 1.26e-04 ==================== Epoch #158 | Time: 00d 00h 58m | LR: 2.00e-03 | Epoch time: 22.49 | Train loss: 7.96e-05 | Val loss: 1.02e-04 Target 005 has maximum loss 6.21e-04; Target 010 has minimum loss 4.06e-05 Target 000: 3.02e-04 |Target 001: 3.96e-04 |Target 002: 4.60e-05 |Target 003: 4.84e-05 |Target 004: 5.12e-05 Target 005: 6.21e-04 |Target 006: 4.01e-04 |Target 007: 5.18e-05 |Target 008: 9.27e-05 |Target 009: 1.01e-04 Target 010: 4.06e-05 |Target 011: 6.99e-05 |Target 012: 1.24e-04 |Target 013: 1.09e-04 |Target 014: 4.87e-05 Target 015: 7.22e-05 |Target 016: 9.47e-05 |Target 017: 1.08e-04 |Target 018: 1.40e-04 |Target 019: 1.04e-04 Target 020: 5.76e-05 |Target 021: 9.72e-05 |Target 022: 4.45e-05 |Target 023: 9.66e-05 |Target 024: 1.47e-04 ==================== Epoch #159 | Time: 00d 00h 59m | LR: 2.00e-03 | Epoch time: 22.60 | Train loss: 7.61e-05 | Val loss: 1.01e-04 Target 001 has maximum loss 3.58e-04; Target 022 has minimum loss 4.35e-05 Target 000: 3.42e-04 |Target 001: 3.58e-04 |Target 002: 4.68e-05 |Target 003: 7.94e-05 |Target 004: 5.01e-05 Target 005: 2.22e-04 |Target 006: 3.03e-04 |Target 007: 4.93e-05 |Target 008: 1.03e-04 |Target 009: 9.99e-05 Target 010: 5.33e-05 |Target 011: 6.33e-05 |Target 012: 1.15e-04 |Target 013: 1.07e-04 |Target 014: 4.54e-05 Target 015: 7.41e-05 |Target 016: 1.06e-04 |Target 017: 9.52e-05 |Target 018: 1.49e-04 |Target 019: 9.55e-05 Target 020: 5.93e-05 |Target 021: 1.07e-04 |Target 022: 4.35e-05 |Target 023: 1.00e-04 |Target 024: 1.66e-04 ==================== Epoch #160 | Time: 00d 00h 59m | LR: 2.00e-03 | Epoch time: 22.27 | Train loss: 7.10e-05 | Val loss: 9.66e-05 Target 000 has maximum loss 4.73e-04; Target 010 has minimum loss 3.46e-05 Target 000: 4.73e-04 |Target 001: 3.21e-04 |Target 002: 4.35e-05 |Target 003: 5.45e-05 |Target 004: 4.83e-05 Target 005: 3.16e-04 |Target 006: 2.77e-04 |Target 007: 4.73e-05 |Target 008: 1.11e-04 |Target 009: 1.31e-04 Target 010: 3.46e-05 |Target 011: 6.11e-05 |Target 012: 9.57e-05 |Target 013: 8.97e-05 |Target 014: 4.60e-05 Target 015: 6.62e-05 |Target 016: 9.03e-05 |Target 017: 8.74e-05 |Target 018: 1.35e-04 |Target 019: 1.01e-04 Target 020: 5.98e-05 |Target 021: 1.19e-04 |Target 022: 4.36e-05 |Target 023: 1.08e-04 |Target 024: 1.39e-04 ==================== Epoch #161 | Time: 00d 01h 00m | LR: 2.00e-03 | Epoch time: 22.40 | Train loss: 7.39e-05 | Val loss: 1.11e-04 Target 001 has maximum loss 4.59e-04; Target 010 has minimum loss 4.53e-05 Target 000: 2.55e-04 |Target 001: 4.59e-04 |Target 002: 5.40e-05 |Target 003: 5.30e-05 |Target 004: 5.43e-05 Target 005: 2.09e-04 |Target 006: 3.18e-04 |Target 007: 5.55e-05 |Target 008: 1.14e-04 |Target 009: 1.45e-04 Target 010: 4.53e-05 |Target 011: 7.30e-05 |Target 012: 9.19e-05 |Target 013: 9.70e-05 |Target 014: 5.15e-05 Target 015: 7.48e-05 |Target 016: 1.02e-04 |Target 017: 1.14e-04 |Target 018: 2.10e-04 |Target 019: 1.08e-04 Target 020: 6.40e-05 |Target 021: 1.15e-04 |Target 022: 5.46e-05 |Target 023: 1.31e-04 |Target 024: 1.62e-04 ==================== Epoch #162 | Time: 00d 01h 00m | LR: 2.00e-03 | Epoch time: 23.49 | Train loss: 1.01e-04 | Val loss: 1.43e-04 Target 005 has maximum loss 4.33e-04; Target 014 has minimum loss 6.68e-05 Target 000: 4.27e-04 |Target 001: 2.49e-04 |Target 002: 7.43e-05 |Target 003: 1.18e-04 |Target 004: 7.36e-05 Target 005: 4.33e-04 |Target 006: 3.22e-04 |Target 007: 1.02e-04 |Target 008: 2.20e-04 |Target 009: 1.64e-04 Target 010: 8.77e-05 |Target 011: 1.07e-04 |Target 012: 1.06e-04 |Target 013: 1.57e-04 |Target 014: 6.68e-05 Target 015: 1.33e-04 |Target 016: 2.05e-04 |Target 017: 1.28e-04 |Target 018: 2.22e-04 |Target 019: 1.69e-04 Target 020: 8.48e-05 |Target 021: 1.45e-04 |Target 022: 6.92e-05 |Target 023: 1.66e-04 |Target 024: 1.87e-04 ==================== Epoch #163 | Time: 00d 01h 00m | LR: 2.00e-03 | Epoch time: 24.15 | Train loss: 1.14e-04 | Val loss: 1.30e-04 Target 005 has maximum loss 3.89e-04; Target 010 has minimum loss 5.10e-05 Target 000: 3.15e-04 |Target 001: 3.29e-04 |Target 002: 6.50e-05 |Target 003: 8.73e-05 |Target 004: 6.76e-05 Target 005: 3.89e-04 |Target 006: 3.01e-04 |Target 007: 9.45e-05 |Target 008: 1.66e-04 |Target 009: 1.48e-04 Target 010: 5.10e-05 |Target 011: 8.47e-05 |Target 012: 1.03e-04 |Target 013: 1.14e-04 |Target 014: 6.35e-05 Target 015: 9.34e-05 |Target 016: 1.76e-04 |Target 017: 1.10e-04 |Target 018: 2.00e-04 |Target 019: 1.43e-04 Target 020: 7.49e-05 |Target 021: 1.30e-04 |Target 022: 6.27e-05 |Target 023: 1.55e-04 |Target 024: 1.97e-04 ==================== Epoch #164 | Time: 00d 01h 01m | LR: 2.00e-03 | Epoch time: 23.88 | Train loss: 1.28e-04 | Val loss: 2.14e-04 Target 001 has maximum loss 1.32e-03; Target 014 has minimum loss 9.84e-05 Target 000: 5.28e-04 |Target 001: 1.32e-03 |Target 002: 9.84e-05 |Target 003: 1.28e-04 |Target 004: 1.66e-04 Target 005: 6.89e-04 |Target 006: 4.22e-04 |Target 007: 1.41e-04 |Target 008: 2.21e-04 |Target 009: 3.15e-04 Target 010: 1.02e-04 |Target 011: 1.45e-04 |Target 012: 1.45e-04 |Target 013: 1.51e-04 |Target 014: 9.84e-05 Target 015: 1.11e-04 |Target 016: 1.98e-04 |Target 017: 2.00e-04 |Target 018: 2.46e-04 |Target 019: 2.34e-04 Target 020: 1.22e-04 |Target 021: 2.11e-04 |Target 022: 1.09e-04 |Target 023: 2.35e-04 |Target 024: 3.54e-04 ==================== Epoch #165 | Time: 00d 01h 01m | LR: 2.00e-03 | Epoch time: 22.32 | Train loss: 2.82e-04 | Val loss: 3.75e-04 Target 001 has maximum loss 1.54e-03; Target 002 has minimum loss 1.68e-04 Target 000: 7.50e-04 |Target 001: 1.54e-03 |Target 002: 1.68e-04 |Target 003: 3.39e-04 |Target 004: 1.77e-04 Target 005: 6.14e-04 |Target 006: 8.90e-04 |Target 007: 2.78e-04 |Target 008: 6.44e-04 |Target 009: 5.20e-04 Target 010: 2.05e-04 |Target 011: 2.33e-04 |Target 012: 2.28e-04 |Target 013: 3.61e-04 |Target 014: 1.85e-04 Target 015: 2.86e-04 |Target 016: 6.90e-04 |Target 017: 4.09e-04 |Target 018: 5.80e-04 |Target 019: 4.66e-04 Target 020: 2.00e-04 |Target 021: 4.61e-04 |Target 022: 1.76e-04 |Target 023: 4.96e-04 |Target 024: 4.08e-04 ==================== Epoch #166 | Time: 00d 01h 02m | LR: 2.00e-03 | Epoch time: 22.46 | Train loss: 1.94e-04 | Val loss: 1.28e-04 Target 001 has maximum loss 3.60e-04; Target 004 has minimum loss 6.51e-05 Target 000: 3.58e-04 |Target 001: 3.60e-04 |Target 002: 6.93e-05 |Target 003: 1.17e-04 |Target 004: 6.51e-05 Target 005: 3.12e-04 |Target 006: 2.81e-04 |Target 007: 1.06e-04 |Target 008: 1.89e-04 |Target 009: 1.58e-04 Target 010: 7.36e-05 |Target 011: 1.10e-04 |Target 012: 1.03e-04 |Target 013: 1.22e-04 |Target 014: 6.57e-05 Target 015: 1.28e-04 |Target 016: 1.64e-04 |Target 017: 1.18e-04 |Target 018: 2.06e-04 |Target 019: 1.47e-04 Target 020: 7.05e-05 |Target 021: 1.83e-04 |Target 022: 6.86e-05 |Target 023: 1.50e-04 |Target 024: 1.46e-04 ==================== Epoch #167 | Time: 00d 01h 02m | LR: 2.00e-03 | Epoch time: 22.47 | Train loss: 7.67e-05 | Val loss: 8.91e-05 Target 001 has maximum loss 3.02e-04; Target 010 has minimum loss 3.89e-05 Target 000: 2.42e-04 |Target 001: 3.02e-04 |Target 002: 4.51e-05 |Target 003: 8.33e-05 |Target 004: 5.30e-05 Target 005: 1.95e-04 |Target 006: 2.56e-04 |Target 007: 5.05e-05 |Target 008: 9.94e-05 |Target 009: 1.07e-04 Target 010: 3.89e-05 |Target 011: 6.63e-05 |Target 012: 8.65e-05 |Target 013: 9.38e-05 |Target 014: 4.18e-05 Target 015: 7.06e-05 |Target 016: 9.60e-05 |Target 017: 9.24e-05 |Target 018: 1.25e-04 |Target 019: 9.50e-05 Target 020: 5.77e-05 |Target 021: 9.62e-05 |Target 022: 4.15e-05 |Target 023: 9.86e-05 |Target 024: 1.24e-04 ==================== Epoch #168 | Time: 00d 01h 02m | LR: 2.00e-03 | Epoch time: 22.43 | Train loss: 6.28e-05 | Val loss: 8.37e-05 Target 006 has maximum loss 3.41e-04; Target 010 has minimum loss 3.61e-05 Target 000: 2.34e-04 |Target 001: 2.02e-04 |Target 002: 4.31e-05 |Target 003: 6.28e-05 |Target 004: 4.36e-05 Target 005: 3.29e-04 |Target 006: 3.41e-04 |Target 007: 4.69e-05 |Target 008: 9.81e-05 |Target 009: 8.53e-05 Target 010: 3.61e-05 |Target 011: 5.97e-05 |Target 012: 8.76e-05 |Target 013: 1.03e-04 |Target 014: 3.77e-05 Target 015: 6.31e-05 |Target 016: 8.92e-05 |Target 017: 7.56e-05 |Target 018: 1.29e-04 |Target 019: 8.58e-05 Target 020: 5.69e-05 |Target 021: 7.37e-05 |Target 022: 3.83e-05 |Target 023: 9.46e-05 |Target 024: 1.14e-04 ==================== Epoch #169 | Time: 00d 01h 03m | LR: 2.00e-03 | Epoch time: 22.45 | Train loss: 5.84e-05 | Val loss: 8.64e-05 Target 001 has maximum loss 4.51e-04; Target 022 has minimum loss 3.66e-05 Target 000: 2.68e-04 |Target 001: 4.51e-04 |Target 002: 4.73e-05 |Target 003: 7.84e-05 |Target 004: 4.20e-05 Target 005: 2.87e-04 |Target 006: 2.30e-04 |Target 007: 4.27e-05 |Target 008: 9.15e-05 |Target 009: 8.72e-05 Target 010: 4.04e-05 |Target 011: 5.74e-05 |Target 012: 9.83e-05 |Target 013: 9.42e-05 |Target 014: 3.77e-05 Target 015: 6.13e-05 |Target 016: 7.98e-05 |Target 017: 1.13e-04 |Target 018: 1.24e-04 |Target 019: 8.28e-05 Target 020: 5.20e-05 |Target 021: 7.32e-05 |Target 022: 3.66e-05 |Target 023: 8.15e-05 |Target 024: 1.26e-04 ==================== Epoch #170 | Time: 00d 01h 03m | LR: 2.00e-03 | Epoch time: 22.34 | Train loss: 5.51e-05 | Val loss: 7.61e-05 Target 000 has maximum loss 2.30e-04; Target 010 has minimum loss 3.38e-05 Target 000: 2.30e-04 |Target 001: 2.06e-04 |Target 002: 3.98e-05 |Target 003: 4.17e-05 |Target 004: 4.39e-05 Target 005: 1.75e-04 |Target 006: 2.13e-04 |Target 007: 3.88e-05 |Target 008: 9.27e-05 |Target 009: 8.06e-05 Target 010: 3.38e-05 |Target 011: 5.77e-05 |Target 012: 8.16e-05 |Target 013: 8.42e-05 |Target 014: 3.62e-05 Target 015: 6.21e-05 |Target 016: 8.41e-05 |Target 017: 7.65e-05 |Target 018: 1.16e-04 |Target 019: 7.99e-05 Target 020: 5.25e-05 |Target 021: 7.13e-05 |Target 022: 3.58e-05 |Target 023: 8.04e-05 |Target 024: 1.09e-04 ==================== Epoch #171 | Time: 00d 01h 03m | LR: 2.00e-03 | Epoch time: 22.41 | Train loss: 5.13e-05 | Val loss: 7.54e-05 Target 006 has maximum loss 3.71e-04; Target 010 has minimum loss 3.35e-05 Target 000: 2.47e-04 |Target 001: 3.17e-04 |Target 002: 4.04e-05 |Target 003: 4.15e-05 |Target 004: 4.29e-05 Target 005: 1.91e-04 |Target 006: 3.71e-04 |Target 007: 3.96e-05 |Target 008: 9.10e-05 |Target 009: 7.72e-05 Target 010: 3.35e-05 |Target 011: 5.70e-05 |Target 012: 8.24e-05 |Target 013: 8.29e-05 |Target 014: 3.54e-05 Target 015: 5.93e-05 |Target 016: 7.30e-05 |Target 017: 8.11e-05 |Target 018: 1.18e-04 |Target 019: 7.78e-05 Target 020: 5.13e-05 |Target 021: 7.40e-05 |Target 022: 3.46e-05 |Target 023: 7.81e-05 |Target 024: 9.62e-05 ==================== Epoch #172 | Time: 00d 01h 04m | LR: 2.00e-03 | Epoch time: 22.49 | Train loss: 5.16e-05 | Val loss: 7.43e-05 Target 000 has maximum loss 3.33e-04; Target 010 has minimum loss 3.42e-05 Target 000: 3.33e-04 |Target 001: 1.91e-04 |Target 002: 3.96e-05 |Target 003: 4.10e-05 |Target 004: 3.99e-05 Target 005: 1.59e-04 |Target 006: 2.31e-04 |Target 007: 4.25e-05 |Target 008: 9.21e-05 |Target 009: 7.95e-05 Target 010: 3.42e-05 |Target 011: 5.58e-05 |Target 012: 7.78e-05 |Target 013: 8.34e-05 |Target 014: 3.55e-05 Target 015: 5.44e-05 |Target 016: 8.78e-05 |Target 017: 7.35e-05 |Target 018: 1.10e-04 |Target 019: 8.05e-05 Target 020: 5.02e-05 |Target 021: 7.21e-05 |Target 022: 3.54e-05 |Target 023: 7.98e-05 |Target 024: 1.01e-04 ==================== Epoch #173 | Time: 00d 01h 04m | LR: 2.00e-03 | Epoch time: 22.52 | Train loss: 5.80e-05 | Val loss: 8.46e-05 Target 001 has maximum loss 6.61e-04; Target 010 has minimum loss 3.40e-05 Target 000: 2.45e-04 |Target 001: 6.61e-04 |Target 002: 4.06e-05 |Target 003: 4.26e-05 |Target 004: 4.26e-05 Target 005: 2.11e-04 |Target 006: 4.14e-04 |Target 007: 4.13e-05 |Target 008: 8.64e-05 |Target 009: 9.26e-05 Target 010: 3.40e-05 |Target 011: 5.61e-05 |Target 012: 9.19e-05 |Target 013: 8.10e-05 |Target 014: 3.94e-05 Target 015: 5.54e-05 |Target 016: 7.21e-05 |Target 017: 8.32e-05 |Target 018: 1.29e-04 |Target 019: 8.25e-05 Target 020: 5.22e-05 |Target 021: 8.96e-05 |Target 022: 3.64e-05 |Target 023: 8.64e-05 |Target 024: 1.18e-04 ==================== Epoch #174 | Time: 00d 01h 05m | LR: 2.00e-03 | Epoch time: 22.44 | Train loss: 5.82e-05 | Val loss: 8.80e-05 Target 001 has maximum loss 2.49e-04; Target 022 has minimum loss 3.70e-05 Target 000: 2.11e-04 |Target 001: 2.49e-04 |Target 002: 4.54e-05 |Target 003: 5.02e-05 |Target 004: 4.34e-05 Target 005: 2.31e-04 |Target 006: 2.23e-04 |Target 007: 3.96e-05 |Target 008: 1.04e-04 |Target 009: 9.86e-05 Target 010: 3.78e-05 |Target 011: 5.48e-05 |Target 012: 9.03e-05 |Target 013: 1.10e-04 |Target 014: 3.85e-05 Target 015: 5.90e-05 |Target 016: 1.04e-04 |Target 017: 8.49e-05 |Target 018: 1.29e-04 |Target 019: 9.25e-05 Target 020: 4.98e-05 |Target 021: 9.82e-05 |Target 022: 3.70e-05 |Target 023: 9.24e-05 |Target 024: 1.35e-04 ==================== Epoch #175 | Time: 00d 01h 05m | LR: 2.00e-03 | Epoch time: 22.28 | Train loss: 5.82e-05 | Val loss: 8.23e-05 Target 001 has maximum loss 4.12e-04; Target 022 has minimum loss 3.61e-05 Target 000: 2.79e-04 |Target 001: 4.12e-04 |Target 002: 4.45e-05 |Target 003: 6.09e-05 |Target 004: 4.01e-05 Target 005: 1.91e-04 |Target 006: 3.51e-04 |Target 007: 3.95e-05 |Target 008: 8.66e-05 |Target 009: 9.99e-05 Target 010: 3.97e-05 |Target 011: 5.34e-05 |Target 012: 8.13e-05 |Target 013: 8.58e-05 |Target 014: 3.78e-05 Target 015: 6.10e-05 |Target 016: 7.56e-05 |Target 017: 7.89e-05 |Target 018: 1.35e-04 |Target 019: 8.16e-05 Target 020: 5.03e-05 |Target 021: 8.97e-05 |Target 022: 3.61e-05 |Target 023: 8.77e-05 |Target 024: 1.12e-04 ==================== Epoch #176 | Time: 00d 01h 05m | LR: 2.00e-03 | Epoch time: 22.70 | Train loss: 6.11e-05 | Val loss: 8.48e-05 Target 000 has maximum loss 6.82e-04; Target 022 has minimum loss 3.65e-05 Target 000: 6.82e-04 |Target 001: 2.35e-04 |Target 002: 4.10e-05 |Target 003: 7.64e-05 |Target 004: 4.36e-05 Target 005: 1.74e-04 |Target 006: 3.25e-04 |Target 007: 3.83e-05 |Target 008: 8.71e-05 |Target 009: 9.30e-05 Target 010: 4.60e-05 |Target 011: 5.59e-05 |Target 012: 8.37e-05 |Target 013: 1.16e-04 |Target 014: 3.80e-05 Target 015: 6.33e-05 |Target 016: 8.82e-05 |Target 017: 7.67e-05 |Target 018: 1.33e-04 |Target 019: 8.49e-05 Target 020: 5.27e-05 |Target 021: 9.66e-05 |Target 022: 3.65e-05 |Target 023: 8.86e-05 |Target 024: 1.04e-04 ==================== Epoch #177 | Time: 00d 01h 06m | LR: 2.00e-03 | Epoch time: 22.47 | Train loss: 5.33e-05 | Val loss: 7.61e-05 Target 006 has maximum loss 2.36e-04; Target 022 has minimum loss 3.54e-05 Target 000: 2.01e-04 |Target 001: 1.98e-04 |Target 002: 4.13e-05 |Target 003: 4.96e-05 |Target 004: 4.17e-05 Target 005: 2.00e-04 |Target 006: 2.36e-04 |Target 007: 3.79e-05 |Target 008: 8.52e-05 |Target 009: 9.44e-05 Target 010: 5.09e-05 |Target 011: 5.59e-05 |Target 012: 7.85e-05 |Target 013: 8.47e-05 |Target 014: 3.64e-05 Target 015: 6.14e-05 |Target 016: 7.03e-05 |Target 017: 7.34e-05 |Target 018: 1.20e-04 |Target 019: 8.24e-05 Target 020: 5.02e-05 |Target 021: 8.32e-05 |Target 022: 3.54e-05 |Target 023: 8.10e-05 |Target 024: 1.04e-04 ==================== Epoch #178 | Time: 00d 01h 06m | LR: 2.00e-03 | Epoch time: 22.41 | Train loss: 5.19e-05 | Val loss: 7.96e-05 Target 005 has maximum loss 5.15e-04; Target 010 has minimum loss 3.38e-05 Target 000: 4.36e-04 |Target 001: 2.52e-04 |Target 002: 3.71e-05 |Target 003: 3.88e-05 |Target 004: 4.14e-05 Target 005: 5.15e-04 |Target 006: 4.40e-04 |Target 007: 3.78e-05 |Target 008: 8.35e-05 |Target 009: 8.81e-05 Target 010: 3.38e-05 |Target 011: 5.38e-05 |Target 012: 7.96e-05 |Target 013: 8.51e-05 |Target 014: 3.54e-05 Target 015: 5.18e-05 |Target 016: 6.55e-05 |Target 017: 7.04e-05 |Target 018: 1.17e-04 |Target 019: 8.61e-05 Target 020: 4.65e-05 |Target 021: 8.09e-05 |Target 022: 3.44e-05 |Target 023: 8.13e-05 |Target 024: 1.04e-04 ==================== Epoch #179 | Time: 00d 01h 06m | LR: 2.00e-03 | Epoch time: 22.34 | Train loss: 6.66e-05 | Val loss: 8.85e-05 Target 001 has maximum loss 3.94e-04; Target 010 has minimum loss 3.53e-05 Target 000: 2.87e-04 |Target 001: 3.94e-04 |Target 002: 4.76e-05 |Target 003: 7.59e-05 |Target 004: 4.69e-05 Target 005: 3.03e-04 |Target 006: 2.39e-04 |Target 007: 4.99e-05 |Target 008: 9.23e-05 |Target 009: 9.33e-05 Target 010: 3.53e-05 |Target 011: 6.00e-05 |Target 012: 9.59e-05 |Target 013: 8.60e-05 |Target 014: 4.30e-05 Target 015: 6.09e-05 |Target 016: 7.85e-05 |Target 017: 9.34e-05 |Target 018: 1.27e-04 |Target 019: 9.15e-05 Target 020: 5.30e-05 |Target 021: 9.18e-05 |Target 022: 4.07e-05 |Target 023: 9.39e-05 |Target 024: 1.26e-04 ==================== Epoch #180 | Time: 00d 01h 07m | LR: 2.00e-03 | Epoch time: 23.38 | Train loss: 6.07e-05 | Val loss: 8.35e-05 Target 001 has maximum loss 4.14e-04; Target 010 has minimum loss 3.54e-05 Target 000: 2.36e-04 |Target 001: 4.14e-04 |Target 002: 4.13e-05 |Target 003: 5.63e-05 |Target 004: 5.26e-05 Target 005: 2.74e-04 |Target 006: 4.12e-04 |Target 007: 4.39e-05 |Target 008: 9.30e-05 |Target 009: 9.54e-05 Target 010: 3.54e-05 |Target 011: 6.65e-05 |Target 012: 8.17e-05 |Target 013: 7.73e-05 |Target 014: 3.74e-05 Target 015: 6.12e-05 |Target 016: 7.45e-05 |Target 017: 8.32e-05 |Target 018: 1.19e-04 |Target 019: 8.99e-05 Target 020: 4.96e-05 |Target 021: 8.94e-05 |Target 022: 3.73e-05 |Target 023: 8.74e-05 |Target 024: 1.16e-04 ==================== Epoch #181 | Time: 00d 01h 07m | LR: 2.00e-03 | Epoch time: 22.48 | Train loss: 6.41e-05 | Val loss: 8.15e-05 Target 000 has maximum loss 2.68e-04; Target 022 has minimum loss 3.60e-05 Target 000: 2.68e-04 |Target 001: 2.17e-04 |Target 002: 4.01e-05 |Target 003: 4.67e-05 |Target 004: 4.23e-05 Target 005: 2.63e-04 |Target 006: 2.55e-04 |Target 007: 3.81e-05 |Target 008: 9.20e-05 |Target 009: 9.80e-05 Target 010: 3.70e-05 |Target 011: 5.63e-05 |Target 012: 1.02e-04 |Target 013: 8.83e-05 |Target 014: 3.68e-05 Target 015: 5.46e-05 |Target 016: 7.12e-05 |Target 017: 7.22e-05 |Target 018: 1.24e-04 |Target 019: 8.72e-05 Target 020: 4.65e-05 |Target 021: 8.53e-05 |Target 022: 3.60e-05 |Target 023: 8.50e-05 |Target 024: 1.18e-04 ==================== Epoch #182 | Time: 00d 01h 08m | LR: 2.00e-03 | Epoch time: 22.78 | Train loss: 5.71e-05 | Val loss: 8.31e-05 Target 006 has maximum loss 3.80e-04; Target 022 has minimum loss 3.78e-05 Target 000: 2.37e-04 |Target 001: 2.17e-04 |Target 002: 4.30e-05 |Target 003: 4.35e-05 |Target 004: 4.37e-05 Target 005: 2.23e-04 |Target 006: 3.80e-04 |Target 007: 3.86e-05 |Target 008: 8.97e-05 |Target 009: 1.04e-04 Target 010: 4.80e-05 |Target 011: 5.96e-05 |Target 012: 7.88e-05 |Target 013: 8.58e-05 |Target 014: 3.88e-05 Target 015: 5.32e-05 |Target 016: 7.23e-05 |Target 017: 7.85e-05 |Target 018: 1.20e-04 |Target 019: 8.44e-05 Target 020: 4.88e-05 |Target 021: 9.38e-05 |Target 022: 3.78e-05 |Target 023: 8.55e-05 |Target 024: 1.29e-04 ==================== Epoch #183 | Time: 00d 01h 08m | LR: 2.00e-03 | Epoch time: 22.47 | Train loss: 6.18e-05 | Val loss: 8.38e-05 Target 001 has maximum loss 5.52e-04; Target 010 has minimum loss 3.10e-05 Target 000: 2.47e-04 |Target 001: 5.52e-04 |Target 002: 3.77e-05 |Target 003: 4.06e-05 |Target 004: 4.67e-05 Target 005: 4.15e-04 |Target 006: 3.67e-04 |Target 007: 4.34e-05 |Target 008: 8.89e-05 |Target 009: 9.37e-05 Target 010: 3.10e-05 |Target 011: 5.50e-05 |Target 012: 8.93e-05 |Target 013: 1.01e-04 |Target 014: 4.60e-05 Target 015: 5.54e-05 |Target 016: 6.73e-05 |Target 017: 8.94e-05 |Target 018: 1.11e-04 |Target 019: 8.97e-05 Target 020: 5.29e-05 |Target 021: 7.52e-05 |Target 022: 4.01e-05 |Target 023: 8.60e-05 |Target 024: 1.02e-04 ==================== Epoch #184 | Time: 00d 01h 08m | LR: 2.00e-03 | Epoch time: 22.62 | Train loss: 5.98e-05 | Val loss: 8.41e-05 Target 001 has maximum loss 4.57e-04; Target 022 has minimum loss 3.59e-05 Target 000: 2.47e-04 |Target 001: 4.57e-04 |Target 002: 4.43e-05 |Target 003: 5.08e-05 |Target 004: 6.01e-05 Target 005: 1.95e-04 |Target 006: 2.54e-04 |Target 007: 4.91e-05 |Target 008: 8.60e-05 |Target 009: 8.94e-05 Target 010: 4.34e-05 |Target 011: 5.63e-05 |Target 012: 8.45e-05 |Target 013: 1.04e-04 |Target 014: 3.71e-05 Target 015: 5.89e-05 |Target 016: 7.44e-05 |Target 017: 9.51e-05 |Target 018: 1.17e-04 |Target 019: 8.25e-05 Target 020: 5.06e-05 |Target 021: 7.93e-05 |Target 022: 3.59e-05 |Target 023: 9.32e-05 |Target 024: 1.17e-04 ==================== Epoch #185 | Time: 00d 01h 09m | LR: 2.00e-03 | Epoch time: 22.43 | Train loss: 5.55e-05 | Val loss: 9.56e-05 Target 001 has maximum loss 4.70e-04; Target 014 has minimum loss 3.82e-05 Target 000: 2.19e-04 |Target 001: 4.70e-04 |Target 002: 4.61e-05 |Target 003: 8.54e-05 |Target 004: 4.85e-05 Target 005: 1.62e-04 |Target 006: 2.67e-04 |Target 007: 3.84e-05 |Target 008: 1.04e-04 |Target 009: 1.84e-04 Target 010: 4.55e-05 |Target 011: 5.47e-05 |Target 012: 8.77e-05 |Target 013: 7.50e-05 |Target 014: 3.82e-05 Target 015: 8.42e-05 |Target 016: 1.28e-04 |Target 017: 8.45e-05 |Target 018: 1.48e-04 |Target 019: 1.03e-04 Target 020: 5.21e-05 |Target 021: 1.65e-04 |Target 022: 3.84e-05 |Target 023: 9.84e-05 |Target 024: 1.32e-04 ==================== Epoch #186 | Time: 00d 01h 09m | LR: 2.00e-03 | Epoch time: 23.11 | Train loss: 5.89e-05 | Val loss: 7.12e-05 Target 001 has maximum loss 5.71e-04; Target 010 has minimum loss 3.09e-05 Target 000: 2.53e-04 |Target 001: 5.71e-04 |Target 002: 3.63e-05 |Target 003: 3.65e-05 |Target 004: 4.22e-05 Target 005: 1.54e-04 |Target 006: 2.40e-04 |Target 007: 3.93e-05 |Target 008: 7.72e-05 |Target 009: 7.28e-05 Target 010: 3.09e-05 |Target 011: 5.18e-05 |Target 012: 7.23e-05 |Target 013: 7.87e-05 |Target 014: 3.52e-05 Target 015: 5.26e-05 |Target 016: 6.36e-05 |Target 017: 6.37e-05 |Target 018: 1.09e-04 |Target 019: 7.18e-05 Target 020: 4.30e-05 |Target 021: 6.59e-05 |Target 022: 3.44e-05 |Target 023: 7.55e-05 |Target 024: 9.42e-05 ==================== Epoch #187 | Time: 00d 01h 10m | LR: 2.00e-03 | Epoch time: 23.10 | Train loss: 7.14e-05 | Val loss: 1.01e-04 Target 001 has maximum loss 3.38e-04; Target 007 has minimum loss 3.83e-05 Target 000: 1.76e-04 |Target 001: 3.38e-04 |Target 002: 4.23e-05 |Target 003: 6.59e-05 |Target 004: 5.65e-05 Target 005: 3.29e-04 |Target 006: 2.31e-04 |Target 007: 3.83e-05 |Target 008: 1.15e-04 |Target 009: 1.43e-04 Target 010: 3.95e-05 |Target 011: 6.55e-05 |Target 012: 8.86e-05 |Target 013: 7.80e-05 |Target 014: 4.25e-05 Target 015: 6.19e-05 |Target 016: 9.12e-05 |Target 017: 7.82e-05 |Target 018: 1.61e-04 |Target 019: 1.02e-04 Target 020: 5.28e-05 |Target 021: 1.45e-04 |Target 022: 4.39e-05 |Target 023: 1.37e-04 |Target 024: 1.54e-04 ==================== Epoch #188 | Time: 00d 01h 10m | LR: 2.00e-03 | Epoch time: 23.27 | Train loss: 1.73e-04 | Val loss: 1.86e-04 Target 006 has maximum loss 3.99e-04; Target 020 has minimum loss 8.51e-05 Target 000: 3.77e-04 |Target 001: 3.22e-04 |Target 002: 1.13e-04 |Target 003: 1.92e-04 |Target 004: 8.92e-05 Target 005: 3.16e-04 |Target 006: 3.99e-04 |Target 007: 1.40e-04 |Target 008: 2.90e-04 |Target 009: 3.04e-04 Target 010: 1.87e-04 |Target 011: 9.97e-05 |Target 012: 1.38e-04 |Target 013: 1.16e-04 |Target 014: 1.04e-04 Target 015: 1.00e-04 |Target 016: 2.63e-04 |Target 017: 1.03e-04 |Target 018: 1.69e-04 |Target 019: 2.22e-04 Target 020: 8.51e-05 |Target 021: 1.90e-04 |Target 022: 9.37e-05 |Target 023: 2.06e-04 |Target 024: 3.39e-04 ==================== Epoch #189 | Time: 00d 01h 10m | LR: 2.00e-03 | Epoch time: 22.82 | Train loss: 1.09e-04 | Val loss: 1.12e-04 Target 001 has maximum loss 4.95e-04; Target 010 has minimum loss 3.62e-05 Target 000: 3.18e-04 |Target 001: 4.95e-04 |Target 002: 4.75e-05 |Target 003: 5.31e-05 |Target 004: 5.34e-05 Target 005: 1.96e-04 |Target 006: 2.50e-04 |Target 007: 9.64e-05 |Target 008: 1.39e-04 |Target 009: 1.95e-04 Target 010: 3.62e-05 |Target 011: 6.23e-05 |Target 012: 8.45e-05 |Target 013: 8.42e-05 |Target 014: 5.19e-05 Target 015: 6.83e-05 |Target 016: 1.26e-04 |Target 017: 8.53e-05 |Target 018: 1.62e-04 |Target 019: 1.13e-04 Target 020: 6.01e-05 |Target 021: 1.54e-04 |Target 022: 4.84e-05 |Target 023: 1.48e-04 |Target 024: 1.71e-04 ==================== Epoch #190 | Time: 00d 01h 11m | LR: 2.00e-03 | Epoch time: 24.08 | Train loss: 6.75e-05 | Val loss: 8.16e-05 Target 006 has maximum loss 2.87e-04; Target 010 has minimum loss 3.63e-05 Target 000: 2.27e-04 |Target 001: 2.53e-04 |Target 002: 3.97e-05 |Target 003: 4.43e-05 |Target 004: 5.52e-05 Target 005: 2.80e-04 |Target 006: 2.87e-04 |Target 007: 4.11e-05 |Target 008: 8.41e-05 |Target 009: 8.90e-05 Target 010: 3.63e-05 |Target 011: 5.68e-05 |Target 012: 8.06e-05 |Target 013: 9.32e-05 |Target 014: 4.11e-05 Target 015: 5.31e-05 |Target 016: 7.94e-05 |Target 017: 8.18e-05 |Target 018: 1.25e-04 |Target 019: 9.20e-05 Target 020: 4.57e-05 |Target 021: 7.59e-05 |Target 022: 3.95e-05 |Target 023: 8.69e-05 |Target 024: 1.11e-04 ==================== Epoch #191 | Time: 00d 01h 11m | LR: 2.00e-03 | Epoch time: 22.31 | Train loss: 6.07e-05 | Val loss: 7.45e-05 Target 006 has maximum loss 2.47e-04; Target 010 has minimum loss 3.21e-05 Target 000: 1.95e-04 |Target 001: 1.58e-04 |Target 002: 3.80e-05 |Target 003: 4.06e-05 |Target 004: 4.17e-05 Target 005: 1.53e-04 |Target 006: 2.47e-04 |Target 007: 4.70e-05 |Target 008: 7.89e-05 |Target 009: 8.27e-05 Target 010: 3.21e-05 |Target 011: 5.64e-05 |Target 012: 7.02e-05 |Target 013: 7.28e-05 |Target 014: 3.51e-05 Target 015: 5.02e-05 |Target 016: 6.67e-05 |Target 017: 8.07e-05 |Target 018: 1.18e-04 |Target 019: 7.80e-05 Target 020: 4.49e-05 |Target 021: 7.48e-05 |Target 022: 3.50e-05 |Target 023: 8.58e-05 |Target 024: 1.12e-04 ==================== Epoch #192 | Time: 00d 01h 11m | LR: 2.00e-03 | Epoch time: 22.54 | Train loss: 5.01e-05 | Val loss: 9.23e-05 Target 005 has maximum loss 3.88e-04; Target 010 has minimum loss 3.24e-05 Target 000: 3.50e-04 |Target 001: 2.99e-04 |Target 002: 3.90e-05 |Target 003: 3.74e-05 |Target 004: 4.23e-05 Target 005: 3.88e-04 |Target 006: 3.30e-04 |Target 007: 4.38e-05 |Target 008: 8.47e-05 |Target 009: 1.33e-04 Target 010: 3.24e-05 |Target 011: 5.98e-05 |Target 012: 9.87e-05 |Target 013: 9.33e-05 |Target 014: 3.89e-05 Target 015: 5.07e-05 |Target 016: 7.83e-05 |Target 017: 6.96e-05 |Target 018: 1.33e-04 |Target 019: 8.97e-05 Target 020: 4.75e-05 |Target 021: 1.12e-04 |Target 022: 3.96e-05 |Target 023: 8.65e-05 |Target 024: 1.57e-04 ==================== Epoch #193 | Time: 00d 01h 12m | LR: 2.00e-03 | Epoch time: 22.47 | Train loss: 5.32e-05 | Val loss: 8.33e-05 Target 006 has maximum loss 3.61e-04; Target 010 has minimum loss 3.16e-05 Target 000: 1.75e-04 |Target 001: 2.93e-04 |Target 002: 4.21e-05 |Target 003: 4.99e-05 |Target 004: 4.16e-05 Target 005: 2.78e-04 |Target 006: 3.61e-04 |Target 007: 5.41e-05 |Target 008: 7.77e-05 |Target 009: 8.88e-05 Target 010: 3.16e-05 |Target 011: 6.30e-05 |Target 012: 8.36e-05 |Target 013: 1.26e-04 |Target 014: 3.56e-05 Target 015: 5.14e-05 |Target 016: 7.52e-05 |Target 017: 1.09e-04 |Target 018: 1.05e-04 |Target 019: 7.71e-05 Target 020: 4.30e-05 |Target 021: 8.33e-05 |Target 022: 3.51e-05 |Target 023: 9.05e-05 |Target 024: 1.19e-04 ==================== Epoch #194 | Time: 00d 01h 12m | LR: 2.00e-03 | Epoch time: 22.41 | Train loss: 4.91e-05 | Val loss: 7.35e-05 Target 006 has maximum loss 3.47e-04; Target 022 has minimum loss 3.45e-05 Target 000: 2.02e-04 |Target 001: 1.96e-04 |Target 002: 3.85e-05 |Target 003: 4.48e-05 |Target 004: 4.28e-05 Target 005: 1.53e-04 |Target 006: 3.47e-04 |Target 007: 4.11e-05 |Target 008: 8.49e-05 |Target 009: 7.47e-05 Target 010: 3.86e-05 |Target 011: 5.41e-05 |Target 012: 7.10e-05 |Target 013: 8.96e-05 |Target 014: 3.87e-05 Target 015: 5.13e-05 |Target 016: 7.60e-05 |Target 017: 7.22e-05 |Target 018: 1.06e-04 |Target 019: 7.74e-05 Target 020: 4.25e-05 |Target 021: 7.88e-05 |Target 022: 3.45e-05 |Target 023: 7.82e-05 |Target 024: 1.02e-04 ==================== Epoch #195 | Time: 00d 01h 13m | LR: 2.00e-03 | Epoch time: 22.41 | Train loss: 4.66e-05 | Val loss: 7.11e-05 Target 005 has maximum loss 3.21e-04; Target 022 has minimum loss 3.27e-05 Target 000: 1.46e-04 |Target 001: 2.57e-04 |Target 002: 3.54e-05 |Target 003: 3.72e-05 |Target 004: 4.23e-05 Target 005: 3.21e-04 |Target 006: 2.82e-04 |Target 007: 3.66e-05 |Target 008: 7.73e-05 |Target 009: 7.72e-05 Target 010: 3.63e-05 |Target 011: 5.50e-05 |Target 012: 9.02e-05 |Target 013: 7.21e-05 |Target 014: 3.46e-05 Target 015: 5.05e-05 |Target 016: 6.48e-05 |Target 017: 6.87e-05 |Target 018: 1.09e-04 |Target 019: 7.27e-05 Target 020: 4.18e-05 |Target 021: 6.91e-05 |Target 022: 3.27e-05 |Target 023: 7.67e-05 |Target 024: 9.50e-05 ==================== Epoch #196 | Time: 00d 01h 13m | LR: 2.00e-03 | Epoch time: 23.55 | Train loss: 4.55e-05 | Val loss: 7.01e-05 Target 006 has maximum loss 2.72e-04; Target 022 has minimum loss 3.25e-05 Target 000: 2.24e-04 |Target 001: 2.13e-04 |Target 002: 4.04e-05 |Target 003: 7.69e-05 |Target 004: 3.90e-05 Target 005: 1.87e-04 |Target 006: 2.72e-04 |Target 007: 3.46e-05 |Target 008: 7.38e-05 |Target 009: 7.12e-05 Target 010: 3.85e-05 |Target 011: 5.45e-05 |Target 012: 7.08e-05 |Target 013: 7.63e-05 |Target 014: 3.45e-05 Target 015: 5.07e-05 |Target 016: 6.63e-05 |Target 017: 6.61e-05 |Target 018: 1.04e-04 |Target 019: 7.63e-05 Target 020: 4.09e-05 |Target 021: 6.75e-05 |Target 022: 3.25e-05 |Target 023: 7.88e-05 |Target 024: 9.45e-05 ==================== Epoch #197 | Time: 00d 01h 13m | LR: 2.00e-03 | Epoch time: 22.50 | Train loss: 4.42e-05 | Val loss: 6.81e-05 Target 000 has maximum loss 2.78e-04; Target 010 has minimum loss 3.05e-05 Target 000: 2.78e-04 |Target 001: 1.44e-04 |Target 002: 3.73e-05 |Target 003: 3.64e-05 |Target 004: 4.14e-05 Target 005: 2.27e-04 |Target 006: 2.31e-04 |Target 007: 3.66e-05 |Target 008: 7.63e-05 |Target 009: 7.61e-05 Target 010: 3.05e-05 |Target 011: 5.27e-05 |Target 012: 6.88e-05 |Target 013: 7.08e-05 |Target 014: 3.34e-05 Target 015: 4.60e-05 |Target 016: 6.50e-05 |Target 017: 6.48e-05 |Target 018: 1.10e-04 |Target 019: 7.28e-05 Target 020: 4.19e-05 |Target 021: 6.52e-05 |Target 022: 3.21e-05 |Target 023: 7.27e-05 |Target 024: 9.44e-05 ==================== Epoch #198 | Time: 00d 01h 14m | LR: 2.00e-03 | Epoch time: 22.69 | Train loss: 4.91e-05 | Val loss: 8.55e-05 Target 000 has maximum loss 4.24e-04; Target 010 has minimum loss 3.16e-05 Target 000: 4.24e-04 |Target 001: 3.05e-04 |Target 002: 4.21e-05 |Target 003: 3.79e-05 |Target 004: 4.57e-05 Target 005: 3.44e-04 |Target 006: 2.61e-04 |Target 007: 3.89e-05 |Target 008: 7.71e-05 |Target 009: 9.83e-05 Target 010: 3.16e-05 |Target 011: 5.37e-05 |Target 012: 8.45e-05 |Target 013: 1.18e-04 |Target 014: 4.02e-05 Target 015: 5.35e-05 |Target 016: 6.75e-05 |Target 017: 8.21e-05 |Target 018: 1.19e-04 |Target 019: 8.17e-05 Target 020: 4.22e-05 |Target 021: 9.65e-05 |Target 022: 3.61e-05 |Target 023: 8.20e-05 |Target 024: 1.31e-04 ==================== Epoch #199 | Time: 00d 01h 14m | LR: 2.00e-03 | Epoch time: 22.38 | Train loss: 6.45e-05 | Val loss: 9.13e-05 Target 001 has maximum loss 5.60e-04; Target 022 has minimum loss 3.78e-05 Target 000: 4.05e-04 |Target 001: 5.60e-04 |Target 002: 4.56e-05 |Target 003: 1.02e-04 |Target 004: 4.29e-05 Target 005: 2.06e-04 |Target 006: 2.20e-04 |Target 007: 5.11e-05 |Target 008: 8.45e-05 |Target 009: 1.27e-04 Target 010: 5.07e-05 |Target 011: 5.27e-05 |Target 012: 7.95e-05 |Target 013: 8.30e-05 |Target 014: 4.45e-05 Target 015: 6.17e-05 |Target 016: 7.58e-05 |Target 017: 7.24e-05 |Target 018: 1.04e-04 |Target 019: 8.25e-05 Target 020: 4.62e-05 |Target 021: 1.39e-04 |Target 022: 3.78e-05 |Target 023: 8.57e-05 |Target 024: 1.55e-04 ==================== Epoch #200 | Time: 00d 01h 15m | LR: 2.00e-03 | Epoch time: 22.48 | Train loss: 5.30e-05 | Val loss: 7.47e-05 Target 006 has maximum loss 2.28e-04; Target 022 has minimum loss 3.58e-05 Target 000: 1.49e-04 |Target 001: 2.14e-04 |Target 002: 4.16e-05 |Target 003: 5.42e-05 |Target 004: 4.63e-05 Target 005: 1.46e-04 |Target 006: 2.28e-04 |Target 007: 4.09e-05 |Target 008: 8.13e-05 |Target 009: 9.05e-05 Target 010: 3.64e-05 |Target 011: 5.69e-05 |Target 012: 7.24e-05 |Target 013: 7.58e-05 |Target 014: 3.84e-05 Target 015: 5.09e-05 |Target 016: 7.26e-05 |Target 017: 6.86e-05 |Target 018: 1.16e-04 |Target 019: 7.99e-05 Target 020: 4.32e-05 |Target 021: 8.40e-05 |Target 022: 3.58e-05 |Target 023: 8.42e-05 |Target 024: 1.08e-04 ==================== Epoch #201 | Time: 00d 01h 15m | LR: 2.00e-03 | Epoch time: 22.45 | Train loss: 4.80e-05 | Val loss: 8.87e-05 Target 006 has maximum loss 3.19e-04; Target 022 has minimum loss 3.91e-05 Target 000: 1.96e-04 |Target 001: 2.07e-04 |Target 002: 4.31e-05 |Target 003: 6.12e-05 |Target 004: 4.32e-05 Target 005: 2.18e-04 |Target 006: 3.19e-04 |Target 007: 4.88e-05 |Target 008: 1.23e-04 |Target 009: 9.82e-05 Target 010: 3.95e-05 |Target 011: 5.95e-05 |Target 012: 7.14e-05 |Target 013: 9.06e-05 |Target 014: 4.00e-05 Target 015: 6.39e-05 |Target 016: 1.30e-04 |Target 017: 8.63e-05 |Target 018: 1.40e-04 |Target 019: 1.11e-04 Target 020: 4.41e-05 |Target 021: 9.70e-05 |Target 022: 3.91e-05 |Target 023: 1.05e-04 |Target 024: 1.20e-04 ==================== Epoch #202 | Time: 00d 01h 15m | LR: 2.00e-03 | Epoch time: 22.60 | Train loss: 1.01e-04 | Val loss: 2.76e-04 Target 016 has maximum loss 7.86e-04; Target 004 has minimum loss 1.29e-04 Target 000: 3.39e-04 |Target 001: 3.32e-04 |Target 002: 1.82e-04 |Target 003: 2.51e-04 |Target 004: 1.29e-04 Target 005: 2.79e-04 |Target 006: 5.53e-04 |Target 007: 3.27e-04 |Target 008: 6.29e-04 |Target 009: 2.97e-04 Target 010: 1.97e-04 |Target 011: 3.26e-04 |Target 012: 1.45e-04 |Target 013: 2.63e-04 |Target 014: 1.50e-04 Target 015: 2.27e-04 |Target 016: 7.86e-04 |Target 017: 2.96e-04 |Target 018: 5.59e-04 |Target 019: 3.38e-04 Target 020: 1.39e-04 |Target 021: 2.62e-04 |Target 022: 1.49e-04 |Target 023: 3.30e-04 |Target 024: 2.58e-04 ==================== Epoch #203 | Time: 00d 01h 16m | LR: 2.00e-03 | Epoch time: 23.04 | Train loss: 9.96e-05 | Val loss: 1.14e-04 Target 006 has maximum loss 4.82e-04; Target 022 has minimum loss 4.90e-05 Target 000: 2.52e-04 |Target 001: 4.16e-04 |Target 002: 5.77e-05 |Target 003: 1.01e-04 |Target 004: 7.07e-05 Target 005: 2.30e-04 |Target 006: 4.82e-04 |Target 007: 8.88e-05 |Target 008: 1.24e-04 |Target 009: 1.60e-04 Target 010: 7.05e-05 |Target 011: 9.22e-05 |Target 012: 8.76e-05 |Target 013: 1.05e-04 |Target 014: 5.64e-05 Target 015: 8.32e-05 |Target 016: 1.11e-04 |Target 017: 1.03e-04 |Target 018: 1.54e-04 |Target 019: 1.23e-04 Target 020: 5.60e-05 |Target 021: 1.34e-04 |Target 022: 4.90e-05 |Target 023: 1.23e-04 |Target 024: 1.73e-04 ==================== Epoch #204 | Time: 00d 01h 16m | LR: 2.00e-03 | Epoch time: 22.65 | Train loss: 6.23e-05 | Val loss: 7.45e-05 Target 006 has maximum loss 3.00e-04; Target 022 has minimum loss 3.42e-05 Target 000: 2.98e-04 |Target 001: 2.21e-04 |Target 002: 3.84e-05 |Target 003: 4.52e-05 |Target 004: 4.12e-05 Target 005: 2.55e-04 |Target 006: 3.00e-04 |Target 007: 3.96e-05 |Target 008: 9.08e-05 |Target 009: 8.12e-05 Target 010: 4.57e-05 |Target 011: 5.70e-05 |Target 012: 6.83e-05 |Target 013: 8.28e-05 |Target 014: 3.58e-05 Target 015: 5.00e-05 |Target 016: 7.13e-05 |Target 017: 7.34e-05 |Target 018: 1.15e-04 |Target 019: 8.32e-05 Target 020: 4.05e-05 |Target 021: 7.45e-05 |Target 022: 3.42e-05 |Target 023: 7.73e-05 |Target 024: 1.01e-04 ==================== Epoch #205 | Time: 00d 01h 16m | LR: 2.00e-03 | Epoch time: 22.35 | Train loss: 4.72e-05 | Val loss: 7.25e-05 Target 006 has maximum loss 3.96e-04; Target 010 has minimum loss 2.90e-05 Target 000: 2.06e-04 |Target 001: 3.78e-04 |Target 002: 3.60e-05 |Target 003: 3.87e-05 |Target 004: 4.20e-05 Target 005: 2.20e-04 |Target 006: 3.96e-04 |Target 007: 4.17e-05 |Target 008: 7.80e-05 |Target 009: 7.14e-05 Target 010: 2.90e-05 |Target 011: 5.19e-05 |Target 012: 1.16e-04 |Target 013: 7.64e-05 |Target 014: 3.41e-05 Target 015: 4.80e-05 |Target 016: 6.60e-05 |Target 017: 6.56e-05 |Target 018: 1.10e-04 |Target 019: 7.16e-05 Target 020: 3.98e-05 |Target 021: 6.52e-05 |Target 022: 3.17e-05 |Target 023: 7.19e-05 |Target 024: 9.40e-05 ==================== Epoch #206 | Time: 00d 01h 17m | LR: 2.00e-03 | Epoch time: 24.31 | Train loss: 4.71e-05 | Val loss: 7.72e-05 Target 005 has maximum loss 4.21e-04; Target 010 has minimum loss 3.31e-05 Target 000: 3.65e-04 |Target 001: 3.84e-04 |Target 002: 3.74e-05 |Target 003: 5.72e-05 |Target 004: 3.82e-05 Target 005: 4.21e-04 |Target 006: 3.24e-04 |Target 007: 4.25e-05 |Target 008: 8.64e-05 |Target 009: 1.05e-04 Target 010: 3.31e-05 |Target 011: 5.13e-05 |Target 012: 7.84e-05 |Target 013: 8.79e-05 |Target 014: 3.57e-05 Target 015: 5.31e-05 |Target 016: 8.11e-05 |Target 017: 6.61e-05 |Target 018: 1.08e-04 |Target 019: 8.23e-05 Target 020: 5.08e-05 |Target 021: 7.36e-05 |Target 022: 3.37e-05 |Target 023: 7.93e-05 |Target 024: 9.41e-05 ==================== Epoch #207 | Time: 00d 01h 17m | LR: 2.00e-03 | Epoch time: 24.45 | Train loss: 5.28e-05 | Val loss: 7.39e-05 Target 000 has maximum loss 4.70e-04; Target 010 has minimum loss 2.88e-05 Target 000: 4.70e-04 |Target 001: 3.57e-04 |Target 002: 3.60e-05 |Target 003: 4.13e-05 |Target 004: 3.78e-05 Target 005: 1.11e-04 |Target 006: 2.78e-04 |Target 007: 4.97e-05 |Target 008: 7.64e-05 |Target 009: 9.25e-05 Target 010: 2.88e-05 |Target 011: 5.46e-05 |Target 012: 7.15e-05 |Target 013: 8.77e-05 |Target 014: 3.31e-05 Target 015: 4.94e-05 |Target 016: 7.50e-05 |Target 017: 6.45e-05 |Target 018: 1.03e-04 |Target 019: 7.52e-05 Target 020: 4.05e-05 |Target 021: 7.68e-05 |Target 022: 3.41e-05 |Target 023: 7.57e-05 |Target 024: 1.04e-04 ==================== Epoch #208 | Time: 00d 01h 18m | LR: 2.00e-03 | Epoch time: 24.25 | Train loss: 5.20e-05 | Val loss: 7.59e-05 Target 001 has maximum loss 2.24e-04; Target 022 has minimum loss 3.60e-05 Target 000: 1.55e-04 |Target 001: 2.24e-04 |Target 002: 3.62e-05 |Target 003: 5.02e-05 |Target 004: 4.55e-05 Target 005: 1.80e-04 |Target 006: 1.90e-04 |Target 007: 5.19e-05 |Target 008: 7.98e-05 |Target 009: 8.06e-05 Target 010: 3.67e-05 |Target 011: 5.43e-05 |Target 012: 7.11e-05 |Target 013: 7.13e-05 |Target 014: 3.60e-05 Target 015: 6.55e-05 |Target 016: 8.00e-05 |Target 017: 7.86e-05 |Target 018: 1.22e-04 |Target 019: 8.34e-05 Target 020: 4.50e-05 |Target 021: 7.49e-05 |Target 022: 3.60e-05 |Target 023: 8.10e-05 |Target 024: 1.14e-04 ==================== Epoch #209 | Time: 00d 01h 18m | LR: 2.00e-03 | Epoch time: 23.02 | Train loss: 4.99e-05 | Val loss: 7.25e-05 Target 005 has maximum loss 1.96e-04; Target 022 has minimum loss 3.56e-05 Target 000: 1.87e-04 |Target 001: 1.60e-04 |Target 002: 4.37e-05 |Target 003: 5.75e-05 |Target 004: 4.56e-05 Target 005: 1.96e-04 |Target 006: 1.85e-04 |Target 007: 5.45e-05 |Target 008: 8.67e-05 |Target 009: 8.26e-05 Target 010: 4.16e-05 |Target 011: 5.07e-05 |Target 012: 7.09e-05 |Target 013: 6.95e-05 |Target 014: 3.70e-05 Target 015: 5.00e-05 |Target 016: 7.23e-05 |Target 017: 6.15e-05 |Target 018: 1.10e-04 |Target 019: 7.86e-05 Target 020: 4.45e-05 |Target 021: 7.75e-05 |Target 022: 3.56e-05 |Target 023: 7.78e-05 |Target 024: 1.06e-04 ==================== Epoch #210 | Time: 00d 01h 18m | LR: 2.00e-03 | Epoch time: 23.77 | Train loss: 4.86e-05 | Val loss: 6.57e-05 Target 000 has maximum loss 2.69e-04; Target 010 has minimum loss 2.79e-05 Target 000: 2.69e-04 |Target 001: 1.78e-04 |Target 002: 3.30e-05 |Target 003: 4.20e-05 |Target 004: 3.93e-05 Target 005: 1.34e-04 |Target 006: 1.81e-04 |Target 007: 4.33e-05 |Target 008: 7.14e-05 |Target 009: 7.35e-05 Target 010: 2.79e-05 |Target 011: 4.93e-05 |Target 012: 6.69e-05 |Target 013: 6.48e-05 |Target 014: 3.22e-05 Target 015: 4.57e-05 |Target 016: 6.09e-05 |Target 017: 5.88e-05 |Target 018: 9.89e-05 |Target 019: 7.29e-05 Target 020: 3.82e-05 |Target 021: 6.68e-05 |Target 022: 3.07e-05 |Target 023: 7.14e-05 |Target 024: 9.70e-05 ==================== Epoch #211 | Time: 00d 01h 19m | LR: 2.00e-03 | Epoch time: 23.24 | Train loss: 4.39e-05 | Val loss: 7.01e-05 Target 005 has maximum loss 2.61e-04; Target 010 has minimum loss 3.18e-05 Target 000: 1.52e-04 |Target 001: 1.61e-04 |Target 002: 3.70e-05 |Target 003: 4.84e-05 |Target 004: 4.37e-05 Target 005: 2.61e-04 |Target 006: 1.88e-04 |Target 007: 3.56e-05 |Target 008: 7.76e-05 |Target 009: 8.28e-05 Target 010: 3.18e-05 |Target 011: 4.81e-05 |Target 012: 7.26e-05 |Target 013: 8.13e-05 |Target 014: 3.27e-05 Target 015: 4.76e-05 |Target 016: 7.87e-05 |Target 017: 6.14e-05 |Target 018: 1.11e-04 |Target 019: 7.44e-05 Target 020: 4.04e-05 |Target 021: 7.34e-05 |Target 022: 3.19e-05 |Target 023: 7.65e-05 |Target 024: 1.00e-04 ==================== Epoch #212 | Time: 00d 01h 19m | LR: 2.00e-03 | Epoch time: 23.20 | Train loss: 5.06e-05 | Val loss: 7.56e-05 Target 001 has maximum loss 6.09e-04; Target 014 has minimum loss 3.39e-05 Target 000: 3.04e-04 |Target 001: 6.09e-04 |Target 002: 3.79e-05 |Target 003: 6.48e-05 |Target 004: 4.66e-05 Target 005: 3.65e-04 |Target 006: 4.19e-04 |Target 007: 4.77e-05 |Target 008: 7.76e-05 |Target 009: 7.22e-05 Target 010: 3.80e-05 |Target 011: 5.10e-05 |Target 012: 9.55e-05 |Target 013: 7.67e-05 |Target 014: 3.39e-05 Target 015: 4.54e-05 |Target 016: 6.15e-05 |Target 017: 6.70e-05 |Target 018: 9.87e-05 |Target 019: 7.60e-05 Target 020: 3.88e-05 |Target 021: 6.94e-05 |Target 022: 3.40e-05 |Target 023: 7.41e-05 |Target 024: 9.46e-05 ==================== Epoch #213 | Time: 00d 01h 20m | LR: 2.00e-03 | Epoch time: 23.37 | Train loss: 4.33e-05 | Val loss: 6.91e-05 Target 001 has maximum loss 2.45e-04; Target 010 has minimum loss 2.82e-05 Target 000: 1.76e-04 |Target 001: 2.45e-04 |Target 002: 3.21e-05 |Target 003: 3.98e-05 |Target 004: 3.84e-05 Target 005: 1.22e-04 |Target 006: 2.30e-04 |Target 007: 3.29e-05 |Target 008: 7.14e-05 |Target 009: 7.26e-05 Target 010: 2.82e-05 |Target 011: 4.68e-05 |Target 012: 8.52e-05 |Target 013: 7.68e-05 |Target 014: 2.98e-05 Target 015: 4.10e-05 |Target 016: 5.85e-05 |Target 017: 7.04e-05 |Target 018: 9.94e-05 |Target 019: 6.73e-05 Target 020: 3.63e-05 |Target 021: 6.92e-05 |Target 022: 2.86e-05 |Target 023: 6.81e-05 |Target 024: 1.15e-04 ==================== Epoch #214 | Time: 00d 01h 20m | LR: 2.00e-03 | Epoch time: 23.85 | Train loss: 4.00e-05 | Val loss: 6.57e-05 Target 001 has maximum loss 4.09e-04; Target 010 has minimum loss 2.69e-05 Target 000: 1.82e-04 |Target 001: 4.09e-04 |Target 002: 3.50e-05 |Target 003: 3.87e-05 |Target 004: 3.67e-05 Target 005: 2.58e-04 |Target 006: 2.01e-04 |Target 007: 3.75e-05 |Target 008: 7.51e-05 |Target 009: 8.03e-05 Target 010: 2.69e-05 |Target 011: 4.92e-05 |Target 012: 6.57e-05 |Target 013: 6.58e-05 |Target 014: 3.26e-05 Target 015: 4.80e-05 |Target 016: 6.59e-05 |Target 017: 6.45e-05 |Target 018: 9.42e-05 |Target 019: 7.20e-05 Target 020: 3.72e-05 |Target 021: 7.18e-05 |Target 022: 3.01e-05 |Target 023: 7.04e-05 |Target 024: 8.45e-05 ==================== Epoch #215 | Time: 00d 01h 20m | LR: 2.00e-03 | Epoch time: 22.96 | Train loss: 5.59e-05 | Val loss: 9.30e-05 Target 006 has maximum loss 2.33e-04; Target 020 has minimum loss 3.97e-05 Target 000: 1.95e-04 |Target 001: 2.02e-04 |Target 002: 4.15e-05 |Target 003: 3.97e-05 |Target 004: 4.28e-05 Target 005: 1.59e-04 |Target 006: 2.33e-04 |Target 007: 4.39e-05 |Target 008: 9.54e-05 |Target 009: 1.33e-04 Target 010: 4.09e-05 |Target 011: 5.91e-05 |Target 012: 6.45e-05 |Target 013: 7.84e-05 |Target 014: 4.78e-05 Target 015: 4.93e-05 |Target 016: 8.09e-05 |Target 017: 6.67e-05 |Target 018: 1.11e-04 |Target 019: 9.87e-05 Target 020: 3.97e-05 |Target 021: 1.36e-04 |Target 022: 4.32e-05 |Target 023: 1.03e-04 |Target 024: 1.82e-04 ==================== Epoch #216 | Time: 00d 01h 21m | LR: 2.00e-03 | Epoch time: 24.11 | Train loss: 1.06e-04 | Val loss: 1.04e-04 Target 001 has maximum loss 8.11e-04; Target 002 has minimum loss 4.50e-05 Target 000: 2.03e-04 |Target 001: 8.11e-04 |Target 002: 4.50e-05 |Target 003: 5.29e-05 |Target 004: 5.31e-05 Target 005: 1.68e-04 |Target 006: 6.92e-04 |Target 007: 6.43e-05 |Target 008: 1.02e-04 |Target 009: 1.41e-04 Target 010: 6.96e-05 |Target 011: 6.14e-05 |Target 012: 9.23e-05 |Target 013: 7.49e-05 |Target 014: 4.70e-05 Target 015: 5.34e-05 |Target 016: 9.85e-05 |Target 017: 8.87e-05 |Target 018: 1.23e-04 |Target 019: 9.97e-05 Target 020: 5.93e-05 |Target 021: 1.13e-04 |Target 022: 4.60e-05 |Target 023: 1.04e-04 |Target 024: 1.76e-04 ==================== Epoch #217 | Time: 00d 01h 21m | LR: 2.00e-03 | Epoch time: 23.51 | Train loss: 8.25e-05 | Val loss: 9.97e-05 Target 005 has maximum loss 7.13e-04; Target 010 has minimum loss 3.97e-05 Target 000: 3.72e-04 |Target 001: 2.90e-04 |Target 002: 5.23e-05 |Target 003: 8.36e-05 |Target 004: 4.36e-05 Target 005: 7.13e-04 |Target 006: 2.91e-04 |Target 007: 5.42e-05 |Target 008: 8.99e-05 |Target 009: 1.94e-04 Target 010: 3.97e-05 |Target 011: 6.06e-05 |Target 012: 1.13e-04 |Target 013: 6.82e-05 |Target 014: 4.59e-05 Target 015: 5.81e-05 |Target 016: 1.01e-04 |Target 017: 6.24e-05 |Target 018: 1.44e-04 |Target 019: 8.92e-05 Target 020: 6.81e-05 |Target 021: 1.50e-04 |Target 022: 4.05e-05 |Target 023: 9.19e-05 |Target 024: 1.51e-04 ==================== Epoch #218 | Time: 00d 01h 22m | LR: 2.00e-03 | Epoch time: 23.56 | Train loss: 8.05e-05 | Val loss: 8.29e-05 Target 006 has maximum loss 5.50e-04; Target 010 has minimum loss 3.27e-05 Target 000: 3.14e-04 |Target 001: 5.25e-04 |Target 002: 4.53e-05 |Target 003: 4.27e-05 |Target 004: 4.39e-05 Target 005: 4.98e-04 |Target 006: 5.50e-04 |Target 007: 4.63e-05 |Target 008: 8.24e-05 |Target 009: 8.23e-05 Target 010: 3.27e-05 |Target 011: 5.77e-05 |Target 012: 8.01e-05 |Target 013: 6.98e-05 |Target 014: 3.67e-05 Target 015: 6.43e-05 |Target 016: 7.82e-05 |Target 017: 8.42e-05 |Target 018: 1.21e-04 |Target 019: 8.99e-05 Target 020: 3.91e-05 |Target 021: 9.04e-05 |Target 022: 3.77e-05 |Target 023: 8.56e-05 |Target 024: 1.02e-04 ==================== Epoch #219 | Time: 00d 01h 22m | LR: 2.00e-03 | Epoch time: 22.55 | Train loss: 5.95e-05 | Val loss: 8.93e-05 Target 001 has maximum loss 2.80e-04; Target 010 has minimum loss 3.76e-05 Target 000: 2.39e-04 |Target 001: 2.80e-04 |Target 002: 5.25e-05 |Target 003: 7.24e-05 |Target 004: 4.84e-05 Target 005: 1.45e-04 |Target 006: 2.35e-04 |Target 007: 5.04e-05 |Target 008: 1.18e-04 |Target 009: 1.57e-04 Target 010: 3.76e-05 |Target 011: 5.92e-05 |Target 012: 6.87e-05 |Target 013: 7.81e-05 |Target 014: 4.73e-05 Target 015: 6.40e-05 |Target 016: 1.21e-04 |Target 017: 7.20e-05 |Target 018: 1.32e-04 |Target 019: 9.56e-05 Target 020: 5.04e-05 |Target 021: 1.29e-04 |Target 022: 3.99e-05 |Target 023: 9.46e-05 |Target 024: 1.29e-04 ==================== Epoch #220 | Time: 00d 01h 22m | LR: 2.00e-03 | Epoch time: 22.52 | Train loss: 5.60e-05 | Val loss: 7.08e-05 Target 006 has maximum loss 3.76e-04; Target 010 has minimum loss 3.17e-05 Target 000: 1.69e-04 |Target 001: 2.01e-04 |Target 002: 3.39e-05 |Target 003: 3.86e-05 |Target 004: 3.81e-05 Target 005: 3.51e-04 |Target 006: 3.76e-04 |Target 007: 3.83e-05 |Target 008: 7.71e-05 |Target 009: 8.50e-05 Target 010: 3.17e-05 |Target 011: 5.15e-05 |Target 012: 7.69e-05 |Target 013: 6.38e-05 |Target 014: 3.46e-05 Target 015: 4.46e-05 |Target 016: 7.47e-05 |Target 017: 5.61e-05 |Target 018: 9.48e-05 |Target 019: 7.45e-05 Target 020: 3.79e-05 |Target 021: 8.28e-05 |Target 022: 3.20e-05 |Target 023: 8.54e-05 |Target 024: 9.83e-05 ==================== Epoch #221 | Time: 00d 01h 23m | LR: 2.00e-03 | Epoch time: 22.54 | Train loss: 4.71e-05 | Val loss: 7.64e-05 Target 005 has maximum loss 3.72e-04; Target 010 has minimum loss 2.91e-05 Target 000: 2.90e-04 |Target 001: 3.23e-04 |Target 002: 3.22e-05 |Target 003: 3.72e-05 |Target 004: 3.93e-05 Target 005: 3.72e-04 |Target 006: 3.16e-04 |Target 007: 3.92e-05 |Target 008: 7.45e-05 |Target 009: 8.42e-05 Target 010: 2.91e-05 |Target 011: 5.67e-05 |Target 012: 6.52e-05 |Target 013: 1.01e-04 |Target 014: 3.26e-05 Target 015: 4.13e-05 |Target 016: 5.86e-05 |Target 017: 7.37e-05 |Target 018: 1.11e-04 |Target 019: 7.18e-05 Target 020: 3.62e-05 |Target 021: 7.10e-05 |Target 022: 3.04e-05 |Target 023: 8.20e-05 |Target 024: 1.17e-04 ==================== Epoch #222 | Time: 00d 01h 23m | LR: 2.00e-03 | Epoch time: 22.36 | Train loss: 4.12e-05 | Val loss: 6.74e-05 Target 001 has maximum loss 3.37e-04; Target 010 has minimum loss 2.66e-05 Target 000: 1.54e-04 |Target 001: 3.37e-04 |Target 002: 3.28e-05 |Target 003: 3.34e-05 |Target 004: 3.66e-05 Target 005: 1.86e-04 |Target 006: 2.75e-04 |Target 007: 3.61e-05 |Target 008: 7.09e-05 |Target 009: 6.39e-05 Target 010: 2.66e-05 |Target 011: 4.97e-05 |Target 012: 6.93e-05 |Target 013: 6.66e-05 |Target 014: 3.47e-05 Target 015: 3.88e-05 |Target 016: 5.77e-05 |Target 017: 5.85e-05 |Target 018: 9.17e-05 |Target 019: 6.78e-05 Target 020: 3.43e-05 |Target 021: 6.37e-05 |Target 022: 3.17e-05 |Target 023: 6.74e-05 |Target 024: 1.12e-04 ==================== Epoch #223 | Time: 00d 01h 24m | LR: 2.00e-03 | Epoch time: 22.38 | Train loss: 4.23e-05 | Val loss: 6.83e-05 Target 001 has maximum loss 4.24e-04; Target 022 has minimum loss 3.00e-05 Target 000: 1.60e-04 |Target 001: 4.24e-04 |Target 002: 3.21e-05 |Target 003: 3.81e-05 |Target 004: 3.62e-05 Target 005: 1.67e-04 |Target 006: 3.36e-04 |Target 007: 3.91e-05 |Target 008: 7.05e-05 |Target 009: 7.29e-05 Target 010: 3.22e-05 |Target 011: 5.23e-05 |Target 012: 8.48e-05 |Target 013: 6.59e-05 |Target 014: 3.16e-05 Target 015: 4.21e-05 |Target 016: 5.76e-05 |Target 017: 7.67e-05 |Target 018: 9.84e-05 |Target 019: 6.91e-05 Target 020: 3.50e-05 |Target 021: 6.19e-05 |Target 022: 3.00e-05 |Target 023: 7.05e-05 |Target 024: 9.56e-05 ==================== Epoch #224 | Time: 00d 01h 24m | LR: 2.00e-03 | Epoch time: 22.62 | Train loss: 4.12e-05 | Val loss: 7.67e-05 Target 001 has maximum loss 4.08e-04; Target 022 has minimum loss 2.97e-05 Target 000: 3.95e-04 |Target 001: 4.08e-04 |Target 002: 3.29e-05 |Target 003: 5.14e-05 |Target 004: 4.13e-05 Target 005: 1.59e-04 |Target 006: 2.74e-04 |Target 007: 4.58e-05 |Target 008: 6.84e-05 |Target 009: 6.36e-05 Target 010: 3.40e-05 |Target 011: 5.01e-05 |Target 012: 6.05e-05 |Target 013: 1.33e-04 |Target 014: 3.24e-05 Target 015: 3.95e-05 |Target 016: 6.01e-05 |Target 017: 1.03e-04 |Target 018: 1.01e-04 |Target 019: 7.23e-05 Target 020: 3.51e-05 |Target 021: 6.18e-05 |Target 022: 2.97e-05 |Target 023: 7.06e-05 |Target 024: 1.17e-04 ==================== Epoch #225 | Time: 00d 01h 24m | LR: 2.00e-03 | Epoch time: 22.44 | Train loss: 4.68e-05 | Val loss: 6.74e-05 Target 005 has maximum loss 2.63e-04; Target 010 has minimum loss 3.14e-05 Target 000: 1.22e-04 |Target 001: 1.32e-04 |Target 002: 3.96e-05 |Target 003: 4.58e-05 |Target 004: 3.83e-05 Target 005: 2.63e-04 |Target 006: 2.25e-04 |Target 007: 3.70e-05 |Target 008: 7.19e-05 |Target 009: 7.02e-05 Target 010: 3.14e-05 |Target 011: 5.20e-05 |Target 012: 6.85e-05 |Target 013: 6.62e-05 |Target 014: 3.71e-05 Target 015: 4.20e-05 |Target 016: 6.07e-05 |Target 017: 5.93e-05 |Target 018: 9.16e-05 |Target 019: 7.63e-05 Target 020: 3.69e-05 |Target 021: 6.35e-05 |Target 022: 3.37e-05 |Target 023: 8.08e-05 |Target 024: 9.93e-05 ==================== Epoch #226 | Time: 00d 01h 25m | LR: 2.00e-03 | Epoch time: 22.24 | Train loss: 4.88e-05 | Val loss: 7.78e-05 Target 006 has maximum loss 2.69e-04; Target 020 has minimum loss 3.77e-05 Target 000: 1.81e-04 |Target 001: 1.47e-04 |Target 002: 5.48e-05 |Target 003: 4.95e-05 |Target 004: 4.33e-05 Target 005: 1.46e-04 |Target 006: 2.69e-04 |Target 007: 8.89e-05 |Target 008: 9.32e-05 |Target 009: 8.16e-05 Target 010: 5.17e-05 |Target 011: 7.48e-05 |Target 012: 6.42e-05 |Target 013: 7.13e-05 |Target 014: 4.25e-05 Target 015: 5.68e-05 |Target 016: 8.36e-05 |Target 017: 7.30e-05 |Target 018: 1.14e-04 |Target 019: 9.31e-05 Target 020: 3.77e-05 |Target 021: 7.20e-05 |Target 022: 4.07e-05 |Target 023: 9.28e-05 |Target 024: 1.05e-04 ==================== Epoch #227 | Time: 00d 01h 25m | LR: 2.00e-03 | Epoch time: 23.27 | Train loss: 5.35e-05 | Val loss: 7.88e-05 Target 005 has maximum loss 3.60e-04; Target 010 has minimum loss 3.03e-05 Target 000: 1.59e-04 |Target 001: 3.22e-04 |Target 002: 3.46e-05 |Target 003: 3.53e-05 |Target 004: 3.64e-05 Target 005: 3.60e-04 |Target 006: 2.56e-04 |Target 007: 5.37e-05 |Target 008: 8.34e-05 |Target 009: 8.61e-05 Target 010: 3.03e-05 |Target 011: 5.43e-05 |Target 012: 9.42e-05 |Target 013: 6.66e-05 |Target 014: 3.82e-05 Target 015: 4.14e-05 |Target 016: 7.37e-05 |Target 017: 7.28e-05 |Target 018: 1.01e-04 |Target 019: 7.86e-05 Target 020: 3.64e-05 |Target 021: 8.93e-05 |Target 022: 3.24e-05 |Target 023: 8.30e-05 |Target 024: 1.31e-04 ==================== Epoch #228 | Time: 00d 01h 25m | LR: 2.00e-03 | Epoch time: 22.94 | Train loss: 4.28e-05 | Val loss: 7.12e-05 Target 006 has maximum loss 6.96e-04; Target 010 has minimum loss 2.99e-05 Target 000: 1.27e-04 |Target 001: 3.69e-04 |Target 002: 3.20e-05 |Target 003: 3.83e-05 |Target 004: 4.07e-05 Target 005: 3.28e-04 |Target 006: 6.96e-04 |Target 007: 3.85e-05 |Target 008: 7.22e-05 |Target 009: 7.31e-05 Target 010: 2.99e-05 |Target 011: 5.10e-05 |Target 012: 6.67e-05 |Target 013: 5.79e-05 |Target 014: 3.35e-05 Target 015: 4.30e-05 |Target 016: 6.52e-05 |Target 017: 6.04e-05 |Target 018: 1.16e-04 |Target 019: 7.43e-05 Target 020: 3.45e-05 |Target 021: 6.82e-05 |Target 022: 3.02e-05 |Target 023: 7.46e-05 |Target 024: 9.71e-05 ==================== Epoch #229 | Time: 00d 01h 26m | LR: 2.00e-03 | Epoch time: 23.29 | Train loss: 5.63e-05 | Val loss: 7.02e-05 Target 006 has maximum loss 2.52e-04; Target 010 has minimum loss 2.61e-05 Target 000: 1.66e-04 |Target 001: 1.62e-04 |Target 002: 3.52e-05 |Target 003: 4.37e-05 |Target 004: 4.28e-05 Target 005: 1.20e-04 |Target 006: 2.52e-04 |Target 007: 3.70e-05 |Target 008: 7.22e-05 |Target 009: 7.54e-05 Target 010: 2.61e-05 |Target 011: 5.15e-05 |Target 012: 6.11e-05 |Target 013: 7.13e-05 |Target 014: 3.32e-05 Target 015: 5.78e-05 |Target 016: 7.18e-05 |Target 017: 6.35e-05 |Target 018: 1.03e-04 |Target 019: 7.21e-05 Target 020: 3.58e-05 |Target 021: 7.21e-05 |Target 022: 3.30e-05 |Target 023: 7.24e-05 |Target 024: 1.20e-04 ==================== Epoch #230 | Time: 00d 01h 26m | LR: 2.00e-03 | Epoch time: 23.43 | Train loss: 4.61e-05 | Val loss: 7.65e-05 Target 006 has maximum loss 5.02e-04; Target 010 has minimum loss 2.72e-05 Target 000: 4.53e-04 |Target 001: 2.22e-04 |Target 002: 3.41e-05 |Target 003: 3.26e-05 |Target 004: 3.88e-05 Target 005: 9.69e-05 |Target 006: 5.02e-04 |Target 007: 3.94e-05 |Target 008: 7.16e-05 |Target 009: 1.02e-04 Target 010: 2.72e-05 |Target 011: 5.27e-05 |Target 012: 6.02e-05 |Target 013: 7.29e-05 |Target 014: 3.82e-05 Target 015: 3.82e-05 |Target 016: 6.13e-05 |Target 017: 5.49e-05 |Target 018: 1.14e-04 |Target 019: 8.29e-05 Target 020: 3.29e-05 |Target 021: 8.53e-05 |Target 022: 3.63e-05 |Target 023: 9.09e-05 |Target 024: 1.13e-04 ==================== Epoch #231 | Time: 00d 01h 27m | LR: 2.00e-03 | Epoch time: 23.77 | Train loss: 5.15e-05 | Val loss: 7.55e-05 Target 001 has maximum loss 4.43e-04; Target 010 has minimum loss 3.17e-05 Target 000: 2.43e-04 |Target 001: 4.43e-04 |Target 002: 3.59e-05 |Target 003: 4.54e-05 |Target 004: 4.71e-05 Target 005: 4.33e-04 |Target 006: 2.79e-04 |Target 007: 4.15e-05 |Target 008: 7.61e-05 |Target 009: 8.03e-05 Target 010: 3.17e-05 |Target 011: 5.59e-05 |Target 012: 9.51e-05 |Target 013: 6.43e-05 |Target 014: 3.40e-05 Target 015: 5.42e-05 |Target 016: 6.91e-05 |Target 017: 6.71e-05 |Target 018: 1.35e-04 |Target 019: 7.43e-05 Target 020: 3.84e-05 |Target 021: 7.14e-05 |Target 022: 3.19e-05 |Target 023: 7.86e-05 |Target 024: 9.63e-05 ==================== Epoch #232 | Time: 00d 01h 27m | LR: 2.00e-03 | Epoch time: 23.01 | Train loss: 5.42e-05 | Val loss: 9.47e-05 Target 005 has maximum loss 5.12e-04; Target 010 has minimum loss 3.09e-05 Target 000: 2.17e-04 |Target 001: 3.46e-04 |Target 002: 4.01e-05 |Target 003: 7.53e-05 |Target 004: 4.91e-05 Target 005: 5.12e-04 |Target 006: 2.22e-04 |Target 007: 3.72e-05 |Target 008: 7.15e-05 |Target 009: 1.11e-04 Target 010: 3.09e-05 |Target 011: 5.34e-05 |Target 012: 7.02e-05 |Target 013: 7.39e-05 |Target 014: 4.53e-05 Target 015: 5.04e-05 |Target 016: 7.55e-05 |Target 017: 8.52e-05 |Target 018: 1.18e-04 |Target 019: 8.32e-05 Target 020: 3.83e-05 |Target 021: 9.88e-05 |Target 022: 4.52e-05 |Target 023: 9.24e-05 |Target 024: 1.92e-04 ==================== Epoch #233 | Time: 00d 01h 27m | LR: 2.00e-03 | Epoch time: 22.76 | Train loss: 6.06e-05 | Val loss: 7.53e-05 Target 000 has maximum loss 2.58e-04; Target 010 has minimum loss 2.65e-05 Target 000: 2.58e-04 |Target 001: 1.74e-04 |Target 002: 3.77e-05 |Target 003: 6.36e-05 |Target 004: 5.53e-05 Target 005: 1.88e-04 |Target 006: 2.23e-04 |Target 007: 5.71e-05 |Target 008: 7.56e-05 |Target 009: 7.74e-05 Target 010: 2.65e-05 |Target 011: 5.12e-05 |Target 012: 6.26e-05 |Target 013: 9.09e-05 |Target 014: 3.68e-05 Target 015: 4.18e-05 |Target 016: 6.62e-05 |Target 017: 5.58e-05 |Target 018: 1.15e-04 |Target 019: 8.05e-05 Target 020: 3.68e-05 |Target 021: 7.53e-05 |Target 022: 3.67e-05 |Target 023: 9.07e-05 |Target 024: 1.12e-04 ==================== Epoch #234 | Time: 00d 01h 28m | LR: 2.00e-03 | Epoch time: 22.66 | Train loss: 6.74e-05 | Val loss: 1.12e-04 Target 001 has maximum loss 8.74e-04; Target 020 has minimum loss 4.69e-05 Target 000: 6.22e-04 |Target 001: 8.74e-04 |Target 002: 4.75e-05 |Target 003: 7.00e-05 |Target 004: 5.59e-05 Target 005: 2.21e-04 |Target 006: 3.46e-04 |Target 007: 6.00e-05 |Target 008: 1.08e-04 |Target 009: 1.22e-04 Target 010: 7.65e-05 |Target 011: 9.26e-05 |Target 012: 8.23e-05 |Target 013: 1.01e-04 |Target 014: 4.93e-05 Target 015: 7.13e-05 |Target 016: 1.11e-04 |Target 017: 9.77e-05 |Target 018: 1.33e-04 |Target 019: 1.40e-04 Target 020: 4.69e-05 |Target 021: 1.32e-04 |Target 022: 5.41e-05 |Target 023: 1.38e-04 |Target 024: 1.50e-04 ==================== Epoch #235 | Time: 00d 01h 28m | LR: 2.00e-03 | Epoch time: 23.16 | Train loss: 7.85e-05 | Val loss: 8.03e-05 Target 006 has maximum loss 3.61e-04; Target 010 has minimum loss 3.22e-05 Target 000: 1.80e-04 |Target 001: 2.42e-04 |Target 002: 4.02e-05 |Target 003: 4.09e-05 |Target 004: 5.50e-05 Target 005: 2.74e-04 |Target 006: 3.61e-04 |Target 007: 5.08e-05 |Target 008: 8.09e-05 |Target 009: 7.93e-05 Target 010: 3.22e-05 |Target 011: 5.14e-05 |Target 012: 9.56e-05 |Target 013: 8.66e-05 |Target 014: 3.73e-05 Target 015: 4.72e-05 |Target 016: 7.21e-05 |Target 017: 6.61e-05 |Target 018: 1.07e-04 |Target 019: 9.35e-05 Target 020: 4.96e-05 |Target 021: 7.24e-05 |Target 022: 3.40e-05 |Target 023: 9.53e-05 |Target 024: 1.16e-04 ==================== Epoch #236 | Time: 00d 01h 29m | LR: 2.00e-03 | Epoch time: 22.46 | Train loss: 5.57e-05 | Val loss: 7.06e-05 Target 006 has maximum loss 4.25e-04; Target 010 has minimum loss 2.86e-05 Target 000: 2.06e-04 |Target 001: 3.31e-04 |Target 002: 3.85e-05 |Target 003: 6.08e-05 |Target 004: 3.79e-05 Target 005: 2.65e-04 |Target 006: 4.25e-04 |Target 007: 3.52e-05 |Target 008: 7.54e-05 |Target 009: 7.49e-05 Target 010: 2.86e-05 |Target 011: 4.95e-05 |Target 012: 5.86e-05 |Target 013: 6.66e-05 |Target 014: 3.44e-05 Target 015: 4.18e-05 |Target 016: 6.80e-05 |Target 017: 7.69e-05 |Target 018: 9.77e-05 |Target 019: 7.09e-05 Target 020: 3.25e-05 |Target 021: 7.35e-05 |Target 022: 2.94e-05 |Target 023: 8.22e-05 |Target 024: 9.89e-05 ==================== Epoch #237 | Time: 00d 01h 29m | LR: 2.00e-03 | Epoch time: 22.62 | Train loss: 5.65e-05 | Val loss: 1.10e-04 Target 001 has maximum loss 3.57e-04; Target 020 has minimum loss 4.15e-05 Target 000: 2.95e-04 |Target 001: 3.57e-04 |Target 002: 4.50e-05 |Target 003: 6.35e-05 |Target 004: 4.46e-05 Target 005: 3.16e-04 |Target 006: 2.40e-04 |Target 007: 5.32e-05 |Target 008: 1.12e-04 |Target 009: 1.14e-04 Target 010: 4.25e-05 |Target 011: 6.51e-05 |Target 012: 8.39e-05 |Target 013: 7.41e-05 |Target 014: 5.65e-05 Target 015: 4.53e-05 |Target 016: 1.05e-04 |Target 017: 7.76e-05 |Target 018: 1.37e-04 |Target 019: 1.17e-04 Target 020: 4.15e-05 |Target 021: 1.17e-04 |Target 022: 4.70e-05 |Target 023: 1.14e-04 |Target 024: 2.35e-04 ==================== Epoch #238 | Time: 00d 01h 29m | LR: 2.00e-03 | Epoch time: 22.95 | Train loss: 5.84e-05 | Val loss: 8.48e-05 Target 001 has maximum loss 2.75e-04; Target 010 has minimum loss 2.65e-05 Target 000: 2.00e-04 |Target 001: 2.75e-04 |Target 002: 3.30e-05 |Target 003: 4.99e-05 |Target 004: 5.43e-05 Target 005: 1.52e-04 |Target 006: 2.10e-04 |Target 007: 4.50e-05 |Target 008: 8.95e-05 |Target 009: 1.01e-04 Target 010: 2.65e-05 |Target 011: 4.74e-05 |Target 012: 6.34e-05 |Target 013: 7.85e-05 |Target 014: 3.96e-05 Target 015: 4.63e-05 |Target 016: 7.05e-05 |Target 017: 8.51e-05 |Target 018: 1.10e-04 |Target 019: 9.17e-05 Target 020: 4.04e-05 |Target 021: 9.33e-05 |Target 022: 4.41e-05 |Target 023: 8.23e-05 |Target 024: 1.57e-04 ==================== Epoch #239 | Time: 00d 01h 30m | LR: 2.00e-03 | Epoch time: 23.02 | Train loss: 4.78e-05 | Val loss: 8.23e-05 Target 006 has maximum loss 3.44e-04; Target 010 has minimum loss 3.05e-05 Target 000: 2.17e-04 |Target 001: 1.90e-04 |Target 002: 3.72e-05 |Target 003: 3.74e-05 |Target 004: 4.24e-05 Target 005: 1.14e-04 |Target 006: 3.44e-04 |Target 007: 3.57e-05 |Target 008: 9.45e-05 |Target 009: 1.09e-04 Target 010: 3.05e-05 |Target 011: 4.74e-05 |Target 012: 6.47e-05 |Target 013: 6.96e-05 |Target 014: 3.46e-05 Target 015: 3.51e-05 |Target 016: 8.31e-05 |Target 017: 5.61e-05 |Target 018: 1.22e-04 |Target 019: 8.86e-05 Target 020: 3.41e-05 |Target 021: 1.00e-04 |Target 022: 3.25e-05 |Target 023: 8.07e-05 |Target 024: 1.62e-04 ==================== Epoch #240 | Time: 00d 01h 30m | LR: 2.00e-03 | Epoch time: 23.02 | Train loss: 7.09e-05 | Val loss: 9.15e-05 Target 005 has maximum loss 9.72e-04; Target 022 has minimum loss 3.72e-05 Target 000: 2.98e-04 |Target 001: 4.02e-04 |Target 002: 4.24e-05 |Target 003: 6.44e-05 |Target 004: 5.14e-05 Target 005: 9.72e-04 |Target 006: 3.59e-04 |Target 007: 6.25e-05 |Target 008: 9.23e-05 |Target 009: 1.14e-04 Target 010: 3.90e-05 |Target 011: 6.21e-05 |Target 012: 7.88e-05 |Target 013: 6.70e-05 |Target 014: 4.02e-05 Target 015: 4.22e-05 |Target 016: 6.90e-05 |Target 017: 6.17e-05 |Target 018: 1.47e-04 |Target 019: 9.30e-05 Target 020: 4.74e-05 |Target 021: 9.73e-05 |Target 022: 3.72e-05 |Target 023: 1.00e-04 |Target 024: 1.28e-04 ==================== Epoch #241 | Time: 00d 01h 31m | LR: 2.00e-03 | Epoch time: 22.60 | Train loss: 4.91e-05 | Val loss: 6.75e-05 Target 000 has maximum loss 4.87e-04; Target 022 has minimum loss 2.99e-05 Target 000: 4.87e-04 |Target 001: 3.26e-04 |Target 002: 3.69e-05 |Target 003: 5.15e-05 |Target 004: 4.32e-05 Target 005: 1.30e-04 |Target 006: 2.12e-04 |Target 007: 3.91e-05 |Target 008: 7.08e-05 |Target 009: 7.75e-05 Target 010: 3.02e-05 |Target 011: 4.82e-05 |Target 012: 6.15e-05 |Target 013: 6.83e-05 |Target 014: 3.17e-05 Target 015: 3.63e-05 |Target 016: 5.61e-05 |Target 017: 5.56e-05 |Target 018: 9.86e-05 |Target 019: 7.21e-05 Target 020: 3.78e-05 |Target 021: 6.72e-05 |Target 022: 2.99e-05 |Target 023: 7.52e-05 |Target 024: 9.32e-05 ==================== Epoch #242 | Time: 00d 01h 31m | LR: 2.00e-03 | Epoch time: 22.51 | Train loss: 5.16e-05 | Val loss: 8.23e-05 Target 000 has maximum loss 3.52e-04; Target 022 has minimum loss 3.31e-05 Target 000: 3.52e-04 |Target 001: 2.37e-04 |Target 002: 3.61e-05 |Target 003: 3.64e-05 |Target 004: 6.84e-05 Target 005: 2.19e-04 |Target 006: 2.63e-04 |Target 007: 4.48e-05 |Target 008: 7.78e-05 |Target 009: 1.07e-04 Target 010: 3.31e-05 |Target 011: 5.28e-05 |Target 012: 6.40e-05 |Target 013: 8.89e-05 |Target 014: 3.85e-05 Target 015: 4.17e-05 |Target 016: 6.33e-05 |Target 017: 6.90e-05 |Target 018: 1.29e-04 |Target 019: 9.49e-05 Target 020: 3.81e-05 |Target 021: 1.11e-04 |Target 022: 3.31e-05 |Target 023: 9.20e-05 |Target 024: 1.21e-04 ==================== Epoch #243 | Time: 00d 01h 31m | LR: 2.00e-03 | Epoch time: 22.60 | Train loss: 6.67e-05 | Val loss: 9.60e-05 Target 000 has maximum loss 4.04e-04; Target 003 has minimum loss 4.23e-05 Target 000: 4.04e-04 |Target 001: 3.23e-04 |Target 002: 4.57e-05 |Target 003: 4.23e-05 |Target 004: 8.19e-05 Target 005: 1.50e-04 |Target 006: 3.85e-04 |Target 007: 5.76e-05 |Target 008: 1.05e-04 |Target 009: 1.30e-04 Target 010: 4.69e-05 |Target 011: 6.60e-05 |Target 012: 9.82e-05 |Target 013: 7.27e-05 |Target 014: 4.80e-05 Target 015: 5.49e-05 |Target 016: 9.04e-05 |Target 017: 6.39e-05 |Target 018: 1.22e-04 |Target 019: 9.78e-05 Target 020: 6.10e-05 |Target 021: 1.33e-04 |Target 022: 4.87e-05 |Target 023: 1.13e-04 |Target 024: 1.43e-04 ==================== Epoch #244 | Time: 00d 01h 32m | LR: 2.00e-03 | Epoch time: 22.99 | Train loss: 8.87e-05 | Val loss: 1.31e-04 Target 001 has maximum loss 1.17e-03; Target 022 has minimum loss 4.44e-05 Target 000: 2.68e-04 |Target 001: 1.17e-03 |Target 002: 4.97e-05 |Target 003: 7.99e-05 |Target 004: 7.77e-05 Target 005: 1.93e-04 |Target 006: 5.61e-04 |Target 007: 7.42e-05 |Target 008: 1.69e-04 |Target 009: 1.10e-04 Target 010: 5.56e-05 |Target 011: 5.88e-05 |Target 012: 1.25e-04 |Target 013: 7.73e-05 |Target 014: 5.54e-05 Target 015: 1.32e-04 |Target 016: 3.23e-04 |Target 017: 1.18e-04 |Target 018: 1.93e-04 |Target 019: 1.91e-04 Target 020: 4.70e-05 |Target 021: 1.39e-04 |Target 022: 4.44e-05 |Target 023: 1.60e-04 |Target 024: 1.53e-04 ==================== Epoch #245 | Time: 00d 01h 32m | LR: 2.00e-03 | Epoch time: 22.50 | Train loss: 7.09e-05 | Val loss: 7.49e-05 Target 006 has maximum loss 6.88e-04; Target 010 has minimum loss 3.09e-05 Target 000: 1.64e-04 |Target 001: 6.20e-04 |Target 002: 3.29e-05 |Target 003: 3.98e-05 |Target 004: 3.84e-05 Target 005: 1.24e-04 |Target 006: 6.88e-04 |Target 007: 4.46e-05 |Target 008: 8.51e-05 |Target 009: 8.00e-05 Target 010: 3.09e-05 |Target 011: 5.35e-05 |Target 012: 6.61e-05 |Target 013: 5.58e-05 |Target 014: 3.66e-05 Target 015: 4.29e-05 |Target 016: 6.71e-05 |Target 017: 6.86e-05 |Target 018: 9.27e-05 |Target 019: 7.79e-05 Target 020: 3.20e-05 |Target 021: 7.68e-05 |Target 022: 3.52e-05 |Target 023: 8.83e-05 |Target 024: 1.05e-04 ==================== Epoch #246 | Time: 00d 01h 32m | LR: 2.00e-03 | Epoch time: 22.70 | Train loss: 4.38e-05 | Val loss: 5.94e-05 Target 006 has maximum loss 1.99e-04; Target 022 has minimum loss 2.84e-05 Target 000: 1.91e-04 |Target 001: 1.31e-04 |Target 002: 3.12e-05 |Target 003: 3.50e-05 |Target 004: 3.62e-05 Target 005: 1.24e-04 |Target 006: 1.99e-04 |Target 007: 3.82e-05 |Target 008: 6.69e-05 |Target 009: 6.37e-05 Target 010: 3.04e-05 |Target 011: 4.98e-05 |Target 012: 5.95e-05 |Target 013: 5.24e-05 |Target 014: 3.09e-05 Target 015: 3.67e-05 |Target 016: 5.82e-05 |Target 017: 5.15e-05 |Target 018: 8.57e-05 |Target 019: 6.88e-05 Target 020: 3.09e-05 |Target 021: 6.37e-05 |Target 022: 2.84e-05 |Target 023: 7.06e-05 |Target 024: 8.64e-05 ==================== Epoch #247 | Time: 00d 01h 33m | LR: 2.00e-03 | Epoch time: 23.08 | Train loss: 3.54e-05 | Val loss: 6.38e-05 Target 001 has maximum loss 4.00e-04; Target 010 has minimum loss 2.62e-05 Target 000: 2.95e-04 |Target 001: 4.00e-04 |Target 002: 3.41e-05 |Target 003: 5.18e-05 |Target 004: 3.49e-05 Target 005: 9.27e-05 |Target 006: 2.96e-04 |Target 007: 3.48e-05 |Target 008: 6.27e-05 |Target 009: 6.62e-05 Target 010: 2.62e-05 |Target 011: 4.88e-05 |Target 012: 5.62e-05 |Target 013: 6.93e-05 |Target 014: 2.97e-05 Target 015: 3.39e-05 |Target 016: 5.66e-05 |Target 017: 6.40e-05 |Target 018: 8.77e-05 |Target 019: 6.55e-05 Target 020: 2.94e-05 |Target 021: 7.37e-05 |Target 022: 2.77e-05 |Target 023: 6.77e-05 |Target 024: 9.11e-05 ==================== Epoch #248 | Time: 00d 01h 33m | LR: 2.00e-03 | Epoch time: 22.58 | Train loss: 3.71e-05 | Val loss: 5.99e-05 Target 001 has maximum loss 3.06e-04; Target 010 has minimum loss 2.68e-05 Target 000: 2.02e-04 |Target 001: 3.06e-04 |Target 002: 3.07e-05 |Target 003: 3.20e-05 |Target 004: 3.65e-05 Target 005: 1.54e-04 |Target 006: 2.45e-04 |Target 007: 3.37e-05 |Target 008: 6.29e-05 |Target 009: 6.36e-05 Target 010: 2.68e-05 |Target 011: 4.58e-05 |Target 012: 5.36e-05 |Target 013: 5.06e-05 |Target 014: 3.00e-05 Target 015: 3.37e-05 |Target 016: 5.25e-05 |Target 017: 6.72e-05 |Target 018: 8.61e-05 |Target 019: 6.64e-05 Target 020: 2.98e-05 |Target 021: 6.21e-05 |Target 022: 2.81e-05 |Target 023: 6.57e-05 |Target 024: 8.55e-05 ==================== Epoch #249 | Time: 00d 01h 34m | LR: 2.00e-03 | Epoch time: 22.41 | Train loss: 3.38e-05 | Val loss: 6.08e-05 Target 006 has maximum loss 2.75e-04; Target 010 has minimum loss 2.81e-05 Target 000: 1.37e-04 |Target 001: 1.47e-04 |Target 002: 3.08e-05 |Target 003: 3.19e-05 |Target 004: 3.79e-05 Target 005: 1.36e-04 |Target 006: 2.75e-04 |Target 007: 3.34e-05 |Target 008: 6.76e-05 |Target 009: 6.22e-05 Target 010: 2.81e-05 |Target 011: 4.56e-05 |Target 012: 5.37e-05 |Target 013: 5.45e-05 |Target 014: 3.06e-05 Target 015: 3.72e-05 |Target 016: 6.54e-05 |Target 017: 5.30e-05 |Target 018: 9.13e-05 |Target 019: 6.69e-05 Target 020: 3.08e-05 |Target 021: 6.24e-05 |Target 022: 2.91e-05 |Target 023: 7.21e-05 |Target 024: 9.37e-05 ==================== Epoch #250 | Time: 00d 01h 34m | LR: 2.00e-03 | Epoch time: 22.52 | Train loss: 3.57e-05 | Val loss: 5.86e-05 Target 006 has maximum loss 3.40e-04; Target 010 has minimum loss 2.48e-05 Target 000: 1.40e-04 |Target 001: 1.49e-04 |Target 002: 3.40e-05 |Target 003: 3.65e-05 |Target 004: 3.44e-05 Target 005: 7.73e-05 |Target 006: 3.40e-04 |Target 007: 3.79e-05 |Target 008: 6.65e-05 |Target 009: 5.97e-05 Target 010: 2.48e-05 |Target 011: 4.70e-05 |Target 012: 5.24e-05 |Target 013: 5.41e-05 |Target 014: 3.07e-05 Target 015: 3.90e-05 |Target 016: 6.21e-05 |Target 017: 5.88e-05 |Target 018: 9.44e-05 |Target 019: 6.49e-05 Target 020: 3.01e-05 |Target 021: 5.75e-05 |Target 022: 2.78e-05 |Target 023: 6.41e-05 |Target 024: 8.37e-05 ==================== Epoch #251 | Time: 00d 01h 34m | LR: 2.00e-03 | Epoch time: 22.35 | Train loss: 3.87e-05 | Val loss: 6.05e-05 Target 006 has maximum loss 3.76e-04; Target 010 has minimum loss 2.55e-05 Target 000: 2.58e-04 |Target 001: 1.79e-04 |Target 002: 3.19e-05 |Target 003: 3.26e-05 |Target 004: 3.43e-05 Target 005: 2.39e-04 |Target 006: 3.76e-04 |Target 007: 3.45e-05 |Target 008: 6.60e-05 |Target 009: 6.73e-05 Target 010: 2.55e-05 |Target 011: 4.88e-05 |Target 012: 5.75e-05 |Target 013: 5.24e-05 |Target 014: 3.00e-05 Target 015: 3.48e-05 |Target 016: 5.65e-05 |Target 017: 4.83e-05 |Target 018: 7.98e-05 |Target 019: 6.51e-05 Target 020: 2.95e-05 |Target 021: 6.64e-05 |Target 022: 2.80e-05 |Target 023: 6.90e-05 |Target 024: 8.70e-05 ==================== Epoch #252 | Time: 00d 01h 35m | LR: 2.00e-03 | Epoch time: 22.82 | Train loss: 3.51e-05 | Val loss: 7.51e-05 Target 006 has maximum loss 1.91e-04; Target 022 has minimum loss 3.14e-05 Target 000: 1.09e-04 |Target 001: 1.64e-04 |Target 002: 4.17e-05 |Target 003: 6.49e-05 |Target 004: 3.99e-05 Target 005: 1.48e-04 |Target 006: 1.91e-04 |Target 007: 4.07e-05 |Target 008: 1.11e-04 |Target 009: 1.00e-04 Target 010: 4.95e-05 |Target 011: 4.87e-05 |Target 012: 5.99e-05 |Target 013: 5.23e-05 |Target 014: 3.45e-05 Target 015: 6.18e-05 |Target 016: 9.52e-05 |Target 017: 5.25e-05 |Target 018: 9.31e-05 |Target 019: 8.47e-05 Target 020: 3.79e-05 |Target 021: 7.92e-05 |Target 022: 3.14e-05 |Target 023: 8.88e-05 |Target 024: 1.33e-04 ==================== Epoch #253 | Time: 00d 01h 35m | LR: 2.00e-03 | Epoch time: 22.38 | Train loss: 4.30e-05 | Val loss: 6.90e-05 Target 001 has maximum loss 2.92e-04; Target 022 has minimum loss 2.78e-05 Target 000: 1.88e-04 |Target 001: 2.92e-04 |Target 002: 3.61e-05 |Target 003: 4.93e-05 |Target 004: 4.06e-05 Target 005: 8.00e-05 |Target 006: 2.14e-04 |Target 007: 3.25e-05 |Target 008: 7.78e-05 |Target 009: 7.08e-05 Target 010: 3.20e-05 |Target 011: 4.52e-05 |Target 012: 5.95e-05 |Target 013: 9.60e-05 |Target 014: 3.04e-05 Target 015: 4.95e-05 |Target 016: 7.33e-05 |Target 017: 6.46e-05 |Target 018: 9.40e-05 |Target 019: 6.85e-05 Target 020: 3.37e-05 |Target 021: 6.79e-05 |Target 022: 2.78e-05 |Target 023: 6.75e-05 |Target 024: 1.16e-04 ==================== Epoch #254 | Time: 00d 01h 36m | LR: 2.00e-03 | Epoch time: 23.76 | Train loss: 3.83e-05 | Val loss: 6.37e-05 Target 006 has maximum loss 1.66e-04; Target 010 has minimum loss 2.71e-05 Target 000: 1.05e-04 |Target 001: 1.36e-04 |Target 002: 3.15e-05 |Target 003: 3.26e-05 |Target 004: 3.76e-05 Target 005: 8.36e-05 |Target 006: 1.66e-04 |Target 007: 3.71e-05 |Target 008: 7.70e-05 |Target 009: 7.89e-05 Target 010: 2.71e-05 |Target 011: 4.89e-05 |Target 012: 5.51e-05 |Target 013: 4.83e-05 |Target 014: 3.25e-05 Target 015: 3.84e-05 |Target 016: 5.75e-05 |Target 017: 4.97e-05 |Target 018: 9.25e-05 |Target 019: 7.09e-05 Target 020: 3.44e-05 |Target 021: 6.26e-05 |Target 022: 2.99e-05 |Target 023: 7.09e-05 |Target 024: 1.16e-04 ==================== Epoch #255 | Time: 00d 01h 36m | LR: 2.00e-03 | Epoch time: 23.19 | Train loss: 4.10e-05 | Val loss: 6.53e-05 Target 001 has maximum loss 3.51e-04; Target 010 has minimum loss 2.72e-05 Target 000: 1.81e-04 |Target 001: 3.51e-04 |Target 002: 3.14e-05 |Target 003: 3.32e-05 |Target 004: 3.52e-05 Target 005: 1.38e-04 |Target 006: 2.03e-04 |Target 007: 3.78e-05 |Target 008: 6.82e-05 |Target 009: 7.15e-05 Target 010: 2.72e-05 |Target 011: 4.98e-05 |Target 012: 5.63e-05 |Target 013: 7.03e-05 |Target 014: 3.14e-05 Target 015: 3.45e-05 |Target 016: 5.87e-05 |Target 017: 7.07e-05 |Target 018: 8.21e-05 |Target 019: 6.81e-05 Target 020: 2.94e-05 |Target 021: 7.05e-05 |Target 022: 2.97e-05 |Target 023: 6.97e-05 |Target 024: 1.05e-04 ==================== Epoch #256 | Time: 00d 01h 36m | LR: 2.00e-03 | Epoch time: 22.58 | Train loss: 3.63e-05 | Val loss: 7.07e-05 Target 001 has maximum loss 3.21e-04; Target 010 has minimum loss 2.34e-05 Target 000: 1.10e-04 |Target 001: 3.21e-04 |Target 002: 2.89e-05 |Target 003: 3.13e-05 |Target 004: 3.86e-05 Target 005: 1.09e-04 |Target 006: 2.96e-04 |Target 007: 3.95e-05 |Target 008: 6.20e-05 |Target 009: 7.07e-05 Target 010: 2.34e-05 |Target 011: 4.55e-05 |Target 012: 5.59e-05 |Target 013: 8.27e-05 |Target 014: 3.50e-05 Target 015: 3.17e-05 |Target 016: 5.02e-05 |Target 017: 6.63e-05 |Target 018: 8.54e-05 |Target 019: 7.11e-05 Target 020: 3.13e-05 |Target 021: 6.36e-05 |Target 022: 3.02e-05 |Target 023: 7.33e-05 |Target 024: 1.36e-04 ==================== Epoch #257 | Time: 00d 01h 37m | LR: 2.00e-03 | Epoch time: 22.80 | Train loss: 3.85e-05 | Val loss: 6.03e-05 Target 000 has maximum loss 2.91e-04; Target 022 has minimum loss 2.74e-05 Target 000: 2.91e-04 |Target 001: 2.80e-04 |Target 002: 2.98e-05 |Target 003: 4.87e-05 |Target 004: 3.50e-05 Target 005: 9.40e-05 |Target 006: 2.12e-04 |Target 007: 3.46e-05 |Target 008: 6.50e-05 |Target 009: 6.77e-05 Target 010: 2.90e-05 |Target 011: 4.70e-05 |Target 012: 5.61e-05 |Target 013: 4.94e-05 |Target 014: 2.93e-05 Target 015: 3.86e-05 |Target 016: 5.88e-05 |Target 017: 5.80e-05 |Target 018: 8.85e-05 |Target 019: 6.53e-05 Target 020: 2.82e-05 |Target 021: 6.49e-05 |Target 022: 2.74e-05 |Target 023: 7.46e-05 |Target 024: 8.25e-05 ==================== Epoch #258 | Time: 00d 01h 37m | LR: 2.00e-03 | Epoch time: 22.33 | Train loss: 4.18e-05 | Val loss: 7.37e-05 Target 000 has maximum loss 7.27e-04; Target 010 has minimum loss 2.79e-05 Target 000: 7.27e-04 |Target 001: 6.32e-04 |Target 002: 3.44e-05 |Target 003: 5.80e-05 |Target 004: 3.50e-05 Target 005: 1.10e-04 |Target 006: 4.37e-04 |Target 007: 4.19e-05 |Target 008: 7.40e-05 |Target 009: 7.17e-05 Target 010: 2.79e-05 |Target 011: 4.83e-05 |Target 012: 7.08e-05 |Target 013: 6.64e-05 |Target 014: 3.22e-05 Target 015: 3.55e-05 |Target 016: 6.03e-05 |Target 017: 5.28e-05 |Target 018: 1.08e-04 |Target 019: 7.25e-05 Target 020: 3.10e-05 |Target 021: 6.68e-05 |Target 022: 2.99e-05 |Target 023: 7.31e-05 |Target 024: 1.03e-04 ==================== Epoch #259 | Time: 00d 01h 37m | LR: 2.00e-03 | Epoch time: 22.60 | Train loss: 4.59e-05 | Val loss: 7.90e-05 Target 001 has maximum loss 7.36e-04; Target 010 has minimum loss 2.96e-05 Target 000: 3.46e-04 |Target 001: 7.36e-04 |Target 002: 3.60e-05 |Target 003: 4.63e-05 |Target 004: 3.53e-05 Target 005: 1.42e-04 |Target 006: 4.00e-04 |Target 007: 4.91e-05 |Target 008: 6.88e-05 |Target 009: 1.07e-04 Target 010: 2.96e-05 |Target 011: 5.26e-05 |Target 012: 5.94e-05 |Target 013: 1.12e-04 |Target 014: 3.33e-05 Target 015: 4.58e-05 |Target 016: 6.12e-05 |Target 017: 7.81e-05 |Target 018: 1.08e-04 |Target 019: 7.95e-05 Target 020: 3.09e-05 |Target 021: 8.01e-05 |Target 022: 3.54e-05 |Target 023: 7.58e-05 |Target 024: 1.09e-04 ==================== Epoch #260 | Time: 00d 01h 38m | LR: 2.00e-03 | Epoch time: 22.55 | Train loss: 5.42e-05 | Val loss: 7.36e-05 Target 001 has maximum loss 5.69e-04; Target 010 has minimum loss 2.39e-05 Target 000: 4.70e-04 |Target 001: 5.69e-04 |Target 002: 3.12e-05 |Target 003: 5.26e-05 |Target 004: 4.24e-05 Target 005: 1.75e-04 |Target 006: 3.21e-04 |Target 007: 4.10e-05 |Target 008: 6.68e-05 |Target 009: 7.82e-05 Target 010: 2.39e-05 |Target 011: 4.64e-05 |Target 012: 7.79e-05 |Target 013: 7.50e-05 |Target 014: 3.56e-05 Target 015: 4.75e-05 |Target 016: 6.99e-05 |Target 017: 6.45e-05 |Target 018: 9.12e-05 |Target 019: 8.02e-05 Target 020: 2.90e-05 |Target 021: 8.17e-05 |Target 022: 3.16e-05 |Target 023: 7.25e-05 |Target 024: 1.02e-04 ==================== Epoch #261 | Time: 00d 01h 38m | LR: 2.00e-03 | Epoch time: 22.43 | Train loss: 4.44e-05 | Val loss: 7.09e-05 Target 001 has maximum loss 2.66e-04; Target 010 has minimum loss 2.47e-05 Target 000: 1.79e-04 |Target 001: 2.66e-04 |Target 002: 2.82e-05 |Target 003: 3.08e-05 |Target 004: 3.96e-05 Target 005: 1.20e-04 |Target 006: 2.55e-04 |Target 007: 3.71e-05 |Target 008: 7.03e-05 |Target 009: 1.11e-04 Target 010: 2.47e-05 |Target 011: 5.13e-05 |Target 012: 6.11e-05 |Target 013: 5.59e-05 |Target 014: 3.29e-05 Target 015: 3.21e-05 |Target 016: 6.01e-05 |Target 017: 5.87e-05 |Target 018: 9.97e-05 |Target 019: 7.48e-05 Target 020: 3.37e-05 |Target 021: 9.05e-05 |Target 022: 3.03e-05 |Target 023: 7.44e-05 |Target 024: 1.25e-04 ==================== Epoch #262 | Time: 00d 01h 39m | LR: 2.00e-03 | Epoch time: 22.33 | Train loss: 6.56e-05 | Val loss: 1.06e-04 Target 000 has maximum loss 3.98e-04; Target 002 has minimum loss 3.75e-05 Target 000: 3.98e-04 |Target 001: 1.96e-04 |Target 002: 3.75e-05 |Target 003: 8.51e-05 |Target 004: 4.98e-05 Target 005: 1.36e-04 |Target 006: 2.82e-04 |Target 007: 7.09e-05 |Target 008: 1.16e-04 |Target 009: 1.72e-04 Target 010: 4.85e-05 |Target 011: 8.36e-05 |Target 012: 7.18e-05 |Target 013: 6.50e-05 |Target 014: 5.70e-05 Target 015: 5.96e-05 |Target 016: 1.15e-04 |Target 017: 6.60e-05 |Target 018: 1.34e-04 |Target 019: 1.17e-04 Target 020: 6.00e-05 |Target 021: 1.63e-04 |Target 022: 5.41e-05 |Target 023: 1.31e-04 |Target 024: 1.78e-04 ==================== Epoch #263 | Time: 00d 01h 39m | LR: 2.00e-03 | Epoch time: 22.44 | Train loss: 3.32e-04 | Val loss: 2.82e-04 Target 005 has maximum loss 1.52e-03; Target 020 has minimum loss 7.67e-05 Target 000: 4.38e-04 |Target 001: 7.50e-04 |Target 002: 9.53e-05 |Target 003: 1.65e-04 |Target 004: 1.10e-04 Target 005: 1.52e-03 |Target 006: 4.61e-04 |Target 007: 2.18e-04 |Target 008: 3.98e-04 |Target 009: 3.99e-04 Target 010: 1.12e-04 |Target 011: 1.62e-04 |Target 012: 1.56e-04 |Target 013: 1.99e-04 |Target 014: 1.27e-04 Target 015: 1.33e-04 |Target 016: 4.89e-04 |Target 017: 2.35e-04 |Target 018: 4.58e-04 |Target 019: 3.23e-04 Target 020: 7.67e-05 |Target 021: 3.37e-04 |Target 022: 1.29e-04 |Target 023: 3.19e-04 |Target 024: 4.68e-04 ==================== Epoch #264 | Time: 00d 01h 39m | LR: 2.00e-03 | Epoch time: 22.42 | Train loss: 1.61e-04 | Val loss: 9.52e-05 Target 001 has maximum loss 4.63e-04; Target 022 has minimum loss 3.97e-05 Target 000: 2.79e-04 |Target 001: 4.63e-04 |Target 002: 5.07e-05 |Target 003: 6.45e-05 |Target 004: 6.03e-05 Target 005: 1.36e-04 |Target 006: 2.26e-04 |Target 007: 5.80e-05 |Target 008: 1.22e-04 |Target 009: 1.16e-04 Target 010: 5.59e-05 |Target 011: 6.91e-05 |Target 012: 8.72e-05 |Target 013: 7.01e-05 |Target 014: 4.56e-05 Target 015: 5.47e-05 |Target 016: 9.15e-05 |Target 017: 7.08e-05 |Target 018: 1.25e-04 |Target 019: 1.20e-04 Target 020: 4.27e-05 |Target 021: 1.07e-04 |Target 022: 3.97e-05 |Target 023: 1.29e-04 |Target 024: 1.39e-04 ==================== Epoch #265 | Time: 00d 01h 40m | LR: 2.00e-03 | Epoch time: 22.70 | Train loss: 6.32e-05 | Val loss: 7.61e-05 Target 001 has maximum loss 4.02e-04; Target 022 has minimum loss 3.24e-05 Target 000: 2.56e-04 |Target 001: 4.02e-04 |Target 002: 3.79e-05 |Target 003: 5.20e-05 |Target 004: 4.98e-05 Target 005: 1.12e-04 |Target 006: 3.19e-04 |Target 007: 4.97e-05 |Target 008: 8.35e-05 |Target 009: 8.68e-05 Target 010: 3.43e-05 |Target 011: 5.33e-05 |Target 012: 6.02e-05 |Target 013: 6.72e-05 |Target 014: 3.47e-05 Target 015: 4.90e-05 |Target 016: 7.54e-05 |Target 017: 6.36e-05 |Target 018: 1.16e-04 |Target 019: 8.83e-05 Target 020: 3.54e-05 |Target 021: 8.79e-05 |Target 022: 3.24e-05 |Target 023: 8.19e-05 |Target 024: 1.13e-04 ==================== Epoch #266 | Time: 00d 01h 40m | LR: 2.00e-03 | Epoch time: 22.66 | Train loss: 4.16e-05 | Val loss: 6.22e-05 Target 001 has maximum loss 1.87e-04; Target 010 has minimum loss 2.73e-05 Target 000: 9.93e-05 |Target 001: 1.87e-04 |Target 002: 3.15e-05 |Target 003: 4.02e-05 |Target 004: 4.72e-05 Target 005: 6.73e-05 |Target 006: 1.77e-04 |Target 007: 4.33e-05 |Target 008: 8.24e-05 |Target 009: 6.65e-05 Target 010: 2.73e-05 |Target 011: 4.76e-05 |Target 012: 5.59e-05 |Target 013: 5.85e-05 |Target 014: 3.19e-05 Target 015: 4.06e-05 |Target 016: 6.43e-05 |Target 017: 5.33e-05 |Target 018: 8.21e-05 |Target 019: 7.10e-05 Target 020: 2.92e-05 |Target 021: 6.85e-05 |Target 022: 2.79e-05 |Target 023: 6.92e-05 |Target 024: 1.02e-04 ==================== Epoch #267 | Time: 00d 01h 40m | LR: 2.00e-03 | Epoch time: 22.41 | Train loss: 3.84e-05 | Val loss: 6.09e-05 Target 001 has maximum loss 4.06e-04; Target 010 has minimum loss 2.60e-05 Target 000: 4.03e-04 |Target 001: 4.06e-04 |Target 002: 2.90e-05 |Target 003: 3.45e-05 |Target 004: 3.47e-05 Target 005: 1.60e-04 |Target 006: 1.99e-04 |Target 007: 3.21e-05 |Target 008: 6.27e-05 |Target 009: 6.34e-05 Target 010: 2.60e-05 |Target 011: 5.03e-05 |Target 012: 5.54e-05 |Target 013: 4.93e-05 |Target 014: 2.90e-05 Target 015: 3.22e-05 |Target 016: 5.44e-05 |Target 017: 5.27e-05 |Target 018: 8.87e-05 |Target 019: 6.25e-05 Target 020: 2.81e-05 |Target 021: 6.04e-05 |Target 022: 2.64e-05 |Target 023: 6.34e-05 |Target 024: 9.17e-05 ==================== Epoch #268 | Time: 00d 01h 41m | LR: 2.00e-03 | Epoch time: 22.35 | Train loss: 3.65e-05 | Val loss: 5.88e-05 Target 006 has maximum loss 3.99e-04; Target 010 has minimum loss 2.12e-05 Target 000: 1.99e-04 |Target 001: 1.47e-04 |Target 002: 2.65e-05 |Target 003: 3.01e-05 |Target 004: 3.26e-05 Target 005: 2.83e-04 |Target 006: 3.99e-04 |Target 007: 3.56e-05 |Target 008: 6.00e-05 |Target 009: 5.57e-05 Target 010: 2.12e-05 |Target 011: 4.43e-05 |Target 012: 5.89e-05 |Target 013: 5.30e-05 |Target 014: 2.84e-05 Target 015: 3.15e-05 |Target 016: 4.99e-05 |Target 017: 5.64e-05 |Target 018: 7.24e-05 |Target 019: 6.07e-05 Target 020: 2.77e-05 |Target 021: 5.43e-05 |Target 022: 2.54e-05 |Target 023: 6.29e-05 |Target 024: 9.35e-05 ==================== Epoch #269 | Time: 00d 01h 41m | LR: 2.00e-03 | Epoch time: 22.39 | Train loss: 3.77e-05 | Val loss: 6.29e-05 Target 006 has maximum loss 3.19e-04; Target 010 has minimum loss 2.50e-05 Target 000: 1.60e-04 |Target 001: 1.63e-04 |Target 002: 3.36e-05 |Target 003: 3.69e-05 |Target 004: 3.49e-05 Target 005: 1.12e-04 |Target 006: 3.19e-04 |Target 007: 3.28e-05 |Target 008: 6.12e-05 |Target 009: 6.29e-05 Target 010: 2.50e-05 |Target 011: 4.52e-05 |Target 012: 5.43e-05 |Target 013: 5.18e-05 |Target 014: 3.28e-05 Target 015: 3.21e-05 |Target 016: 5.51e-05 |Target 017: 5.45e-05 |Target 018: 9.11e-05 |Target 019: 6.50e-05 Target 020: 2.84e-05 |Target 021: 6.87e-05 |Target 022: 2.83e-05 |Target 023: 6.71e-05 |Target 024: 1.11e-04 ==================== Epoch #270 | Time: 00d 01h 42m | LR: 2.00e-03 | Epoch time: 22.47 | Train loss: 4.12e-05 | Val loss: 7.50e-05 Target 006 has maximum loss 2.06e-04; Target 020 has minimum loss 3.84e-05 Target 000: 1.32e-04 |Target 001: 1.62e-04 |Target 002: 3.91e-05 |Target 003: 4.34e-05 |Target 004: 4.67e-05 Target 005: 1.09e-04 |Target 006: 2.06e-04 |Target 007: 5.71e-05 |Target 008: 9.56e-05 |Target 009: 8.53e-05 Target 010: 4.11e-05 |Target 011: 6.23e-05 |Target 012: 6.16e-05 |Target 013: 5.73e-05 |Target 014: 4.61e-05 Target 015: 4.78e-05 |Target 016: 7.97e-05 |Target 017: 6.40e-05 |Target 018: 1.12e-04 |Target 019: 8.59e-05 Target 020: 3.84e-05 |Target 021: 7.87e-05 |Target 022: 4.19e-05 |Target 023: 8.67e-05 |Target 024: 1.15e-04 ==================== Epoch #271 | Time: 00d 01h 42m | LR: 2.00e-03 | Epoch time: 24.23 | Train loss: 5.15e-05 | Val loss: 8.81e-05 Target 000 has maximum loss 2.81e-04; Target 020 has minimum loss 3.39e-05 Target 000: 2.81e-04 |Target 001: 2.45e-04 |Target 002: 4.66e-05 |Target 003: 4.30e-05 |Target 004: 4.13e-05 Target 005: 1.73e-04 |Target 006: 2.62e-04 |Target 007: 4.66e-05 |Target 008: 7.84e-05 |Target 009: 1.12e-04 Target 010: 3.92e-05 |Target 011: 6.03e-05 |Target 012: 5.65e-05 |Target 013: 7.43e-05 |Target 014: 4.65e-05 Target 015: 4.26e-05 |Target 016: 7.51e-05 |Target 017: 6.01e-05 |Target 018: 9.45e-05 |Target 019: 9.55e-05 Target 020: 3.39e-05 |Target 021: 9.26e-05 |Target 022: 4.32e-05 |Target 023: 9.12e-05 |Target 024: 1.81e-04 ==================== Epoch #272 | Time: 00d 01h 42m | LR: 2.00e-03 | Epoch time: 22.50 | Train loss: 5.57e-05 | Val loss: 7.19e-05 Target 006 has maximum loss 3.72e-04; Target 010 has minimum loss 2.67e-05 Target 000: 1.83e-04 |Target 001: 1.72e-04 |Target 002: 3.21e-05 |Target 003: 3.70e-05 |Target 004: 3.80e-05 Target 005: 2.18e-04 |Target 006: 3.72e-04 |Target 007: 4.18e-05 |Target 008: 9.03e-05 |Target 009: 9.20e-05 Target 010: 2.67e-05 |Target 011: 4.93e-05 |Target 012: 6.69e-05 |Target 013: 5.49e-05 |Target 014: 3.56e-05 Target 015: 3.64e-05 |Target 016: 7.70e-05 |Target 017: 5.58e-05 |Target 018: 1.04e-04 |Target 019: 7.95e-05 Target 020: 3.84e-05 |Target 021: 8.11e-05 |Target 022: 2.91e-05 |Target 023: 8.37e-05 |Target 024: 1.13e-04 ==================== Epoch #273 | Time: 00d 01h 43m | LR: 2.00e-03 | Epoch time: 23.19 | Train loss: 4.61e-05 | Val loss: 6.49e-05 Target 006 has maximum loss 2.86e-04; Target 022 has minimum loss 3.26e-05 Target 000: 1.47e-04 |Target 001: 1.98e-04 |Target 002: 3.72e-05 |Target 003: 4.00e-05 |Target 004: 3.85e-05 Target 005: 7.82e-05 |Target 006: 2.86e-04 |Target 007: 4.40e-05 |Target 008: 7.87e-05 |Target 009: 6.53e-05 Target 010: 3.26e-05 |Target 011: 5.39e-05 |Target 012: 5.53e-05 |Target 013: 5.62e-05 |Target 014: 3.56e-05 Target 015: 4.13e-05 |Target 016: 6.61e-05 |Target 017: 5.52e-05 |Target 018: 8.70e-05 |Target 019: 7.57e-05 Target 020: 3.38e-05 |Target 021: 7.20e-05 |Target 022: 3.26e-05 |Target 023: 7.74e-05 |Target 024: 9.73e-05 ==================== Epoch #274 | Time: 00d 01h 43m | LR: 2.00e-03 | Epoch time: 23.21 | Train loss: 3.94e-05 | Val loss: 6.22e-05 Target 000 has maximum loss 2.29e-04; Target 010 has minimum loss 2.72e-05 Target 000: 2.29e-04 |Target 001: 1.31e-04 |Target 002: 3.01e-05 |Target 003: 3.66e-05 |Target 004: 3.44e-05 Target 005: 2.09e-04 |Target 006: 2.16e-04 |Target 007: 3.46e-05 |Target 008: 8.14e-05 |Target 009: 6.70e-05 Target 010: 2.72e-05 |Target 011: 4.55e-05 |Target 012: 5.22e-05 |Target 013: 5.56e-05 |Target 014: 2.97e-05 Target 015: 3.44e-05 |Target 016: 7.09e-05 |Target 017: 5.99e-05 |Target 018: 9.22e-05 |Target 019: 7.34e-05 Target 020: 2.95e-05 |Target 021: 6.98e-05 |Target 022: 2.79e-05 |Target 023: 7.43e-05 |Target 024: 8.89e-05 ==================== Epoch #275 | Time: 00d 01h 44m | LR: 2.00e-03 | Epoch time: 22.79 | Train loss: 4.03e-05 | Val loss: 5.97e-05 Target 001 has maximum loss 3.35e-04; Target 010 has minimum loss 2.63e-05 Target 000: 1.30e-04 |Target 001: 3.35e-04 |Target 002: 3.00e-05 |Target 003: 3.31e-05 |Target 004: 3.27e-05 Target 005: 1.04e-04 |Target 006: 2.32e-04 |Target 007: 3.50e-05 |Target 008: 6.83e-05 |Target 009: 5.98e-05 Target 010: 2.63e-05 |Target 011: 4.65e-05 |Target 012: 4.82e-05 |Target 013: 6.66e-05 |Target 014: 2.99e-05 Target 015: 3.23e-05 |Target 016: 7.95e-05 |Target 017: 6.07e-05 |Target 018: 8.12e-05 |Target 019: 6.81e-05 Target 020: 2.75e-05 |Target 021: 5.48e-05 |Target 022: 2.73e-05 |Target 023: 6.73e-05 |Target 024: 8.66e-05 ==================== Epoch #276 | Time: 00d 01h 44m | LR: 2.00e-03 | Epoch time: 22.54 | Train loss: 4.09e-05 | Val loss: 5.90e-05 Target 000 has maximum loss 2.01e-04; Target 022 has minimum loss 2.49e-05 Target 000: 2.01e-04 |Target 001: 1.86e-04 |Target 002: 2.85e-05 |Target 003: 3.29e-05 |Target 004: 3.30e-05 Target 005: 1.21e-04 |Target 006: 1.92e-04 |Target 007: 3.09e-05 |Target 008: 6.28e-05 |Target 009: 6.68e-05 Target 010: 2.56e-05 |Target 011: 4.30e-05 |Target 012: 6.70e-05 |Target 013: 5.33e-05 |Target 014: 2.82e-05 Target 015: 3.21e-05 |Target 016: 6.24e-05 |Target 017: 4.57e-05 |Target 018: 8.71e-05 |Target 019: 6.21e-05 Target 020: 3.53e-05 |Target 021: 5.80e-05 |Target 022: 2.49e-05 |Target 023: 6.01e-05 |Target 024: 9.74e-05 ==================== Epoch #277 | Time: 00d 01h 44m | LR: 2.00e-03 | Epoch time: 22.57 | Train loss: 3.26e-05 | Val loss: 5.59e-05 Target 006 has maximum loss 3.07e-04; Target 022 has minimum loss 2.46e-05 Target 000: 1.09e-04 |Target 001: 2.89e-04 |Target 002: 3.01e-05 |Target 003: 4.10e-05 |Target 004: 3.18e-05 Target 005: 1.02e-04 |Target 006: 3.07e-04 |Target 007: 3.14e-05 |Target 008: 6.58e-05 |Target 009: 8.45e-05 Target 010: 2.71e-05 |Target 011: 4.08e-05 |Target 012: 5.07e-05 |Target 013: 4.15e-05 |Target 014: 2.72e-05 Target 015: 2.96e-05 |Target 016: 5.39e-05 |Target 017: 5.02e-05 |Target 018: 8.53e-05 |Target 019: 5.94e-05 Target 020: 2.87e-05 |Target 021: 5.93e-05 |Target 022: 2.46e-05 |Target 023: 6.24e-05 |Target 024: 8.02e-05 ==================== Epoch #278 | Time: 00d 01h 45m | LR: 2.00e-03 | Epoch time: 22.43 | Train loss: 3.82e-05 | Val loss: 6.72e-05 Target 001 has maximum loss 6.15e-04; Target 022 has minimum loss 2.60e-05 Target 000: 2.22e-04 |Target 001: 6.15e-04 |Target 002: 3.07e-05 |Target 003: 3.58e-05 |Target 004: 3.39e-05 Target 005: 2.42e-04 |Target 006: 2.09e-04 |Target 007: 3.45e-05 |Target 008: 7.63e-05 |Target 009: 6.39e-05 Target 010: 3.38e-05 |Target 011: 4.14e-05 |Target 012: 6.39e-05 |Target 013: 5.36e-05 |Target 014: 2.98e-05 Target 015: 2.97e-05 |Target 016: 7.06e-05 |Target 017: 8.05e-05 |Target 018: 8.81e-05 |Target 019: 6.24e-05 Target 020: 2.73e-05 |Target 021: 6.30e-05 |Target 022: 2.60e-05 |Target 023: 6.63e-05 |Target 024: 1.09e-04 ==================== Epoch #279 | Time: 00d 01h 45m | LR: 2.00e-03 | Epoch time: 22.45 | Train loss: 3.55e-05 | Val loss: 5.08e-05 Target 001 has maximum loss 2.31e-04; Target 022 has minimum loss 2.26e-05 Target 000: 1.51e-04 |Target 001: 2.31e-04 |Target 002: 2.45e-05 |Target 003: 3.02e-05 |Target 004: 3.43e-05 Target 005: 6.94e-05 |Target 006: 2.03e-04 |Target 007: 2.81e-05 |Target 008: 6.39e-05 |Target 009: 5.22e-05 Target 010: 2.47e-05 |Target 011: 3.95e-05 |Target 012: 4.98e-05 |Target 013: 4.32e-05 |Target 014: 2.61e-05 Target 015: 3.04e-05 |Target 016: 6.02e-05 |Target 017: 4.73e-05 |Target 018: 7.16e-05 |Target 019: 5.83e-05 Target 020: 2.57e-05 |Target 021: 5.83e-05 |Target 022: 2.26e-05 |Target 023: 5.84e-05 |Target 024: 7.15e-05 ==================== Epoch #280 | Time: 00d 01h 45m | LR: 2.00e-03 | Epoch time: 22.52 | Train loss: 3.20e-05 | Val loss: 6.04e-05 Target 001 has maximum loss 4.51e-04; Target 010 has minimum loss 2.22e-05 Target 000: 2.13e-04 |Target 001: 4.51e-04 |Target 002: 2.55e-05 |Target 003: 3.27e-05 |Target 004: 3.14e-05 Target 005: 3.78e-04 |Target 006: 2.27e-04 |Target 007: 3.13e-05 |Target 008: 6.26e-05 |Target 009: 5.41e-05 Target 010: 2.22e-05 |Target 011: 4.20e-05 |Target 012: 8.40e-05 |Target 013: 5.09e-05 |Target 014: 2.62e-05 Target 015: 3.01e-05 |Target 016: 5.07e-05 |Target 017: 5.12e-05 |Target 018: 7.45e-05 |Target 019: 5.77e-05 Target 020: 2.44e-05 |Target 021: 5.72e-05 |Target 022: 2.29e-05 |Target 023: 5.77e-05 |Target 024: 9.57e-05 ==================== Epoch #281 | Time: 00d 01h 46m | LR: 2.00e-03 | Epoch time: 22.54 | Train loss: 3.60e-05 | Val loss: 6.26e-05 Target 006 has maximum loss 5.15e-04; Target 022 has minimum loss 2.69e-05 Target 000: 1.38e-04 |Target 001: 3.24e-04 |Target 002: 3.29e-05 |Target 003: 5.06e-05 |Target 004: 3.26e-05 Target 005: 1.03e-04 |Target 006: 5.15e-04 |Target 007: 3.45e-05 |Target 008: 7.99e-05 |Target 009: 7.71e-05 Target 010: 2.91e-05 |Target 011: 4.62e-05 |Target 012: 5.35e-05 |Target 013: 5.24e-05 |Target 014: 2.88e-05 Target 015: 3.15e-05 |Target 016: 6.42e-05 |Target 017: 6.11e-05 |Target 018: 8.83e-05 |Target 019: 7.17e-05 Target 020: 2.69e-05 |Target 021: 6.72e-05 |Target 022: 2.69e-05 |Target 023: 7.15e-05 |Target 024: 8.37e-05 ==================== Epoch #282 | Time: 00d 01h 46m | LR: 2.00e-03 | Epoch time: 22.49 | Train loss: 3.96e-05 | Val loss: 5.73e-05 Target 006 has maximum loss 4.37e-04; Target 010 has minimum loss 2.14e-05 Target 000: 1.66e-04 |Target 001: 4.18e-04 |Target 002: 2.71e-05 |Target 003: 2.93e-05 |Target 004: 3.26e-05 Target 005: 6.23e-05 |Target 006: 4.37e-04 |Target 007: 3.85e-05 |Target 008: 6.27e-05 |Target 009: 6.09e-05 Target 010: 2.14e-05 |Target 011: 3.93e-05 |Target 012: 5.62e-05 |Target 013: 5.47e-05 |Target 014: 2.67e-05 Target 015: 3.20e-05 |Target 016: 5.33e-05 |Target 017: 4.80e-05 |Target 018: 7.80e-05 |Target 019: 6.08e-05 Target 020: 2.53e-05 |Target 021: 6.53e-05 |Target 022: 2.40e-05 |Target 023: 6.23e-05 |Target 024: 8.13e-05 ==================== Epoch #283 | Time: 00d 01h 47m | LR: 2.00e-03 | Epoch time: 22.54 | Train loss: 3.67e-05 | Val loss: 5.79e-05 Target 001 has maximum loss 2.25e-04; Target 010 has minimum loss 2.40e-05 Target 000: 1.16e-04 |Target 001: 2.25e-04 |Target 002: 2.88e-05 |Target 003: 3.03e-05 |Target 004: 3.24e-05 Target 005: 1.09e-04 |Target 006: 1.48e-04 |Target 007: 3.19e-05 |Target 008: 6.35e-05 |Target 009: 5.69e-05 Target 010: 2.40e-05 |Target 011: 3.97e-05 |Target 012: 5.91e-05 |Target 013: 5.29e-05 |Target 014: 2.88e-05 Target 015: 2.95e-05 |Target 016: 5.65e-05 |Target 017: 5.03e-05 |Target 018: 7.77e-05 |Target 019: 6.14e-05 Target 020: 2.49e-05 |Target 021: 6.07e-05 |Target 022: 2.50e-05 |Target 023: 6.33e-05 |Target 024: 1.03e-04 ==================== Epoch #284 | Time: 00d 01h 47m | LR: 2.00e-03 | Epoch time: 23.17 | Train loss: 3.83e-05 | Val loss: 6.44e-05 Target 001 has maximum loss 3.14e-04; Target 010 has minimum loss 2.50e-05 Target 000: 2.45e-04 |Target 001: 3.14e-04 |Target 002: 2.79e-05 |Target 003: 3.26e-05 |Target 004: 3.45e-05 Target 005: 1.17e-04 |Target 006: 2.58e-04 |Target 007: 3.35e-05 |Target 008: 6.21e-05 |Target 009: 7.47e-05 Target 010: 2.50e-05 |Target 011: 4.17e-05 |Target 012: 5.24e-05 |Target 013: 6.07e-05 |Target 014: 2.94e-05 Target 015: 3.25e-05 |Target 016: 5.71e-05 |Target 017: 6.45e-05 |Target 018: 7.98e-05 |Target 019: 6.65e-05 Target 020: 2.99e-05 |Target 021: 7.57e-05 |Target 022: 2.60e-05 |Target 023: 6.81e-05 |Target 024: 1.11e-04 ==================== Epoch #285 | Time: 00d 01h 47m | LR: 2.00e-03 | Epoch time: 22.57 | Train loss: 4.07e-05 | Val loss: 5.71e-05 Target 000 has maximum loss 2.70e-04; Target 010 has minimum loss 2.32e-05 Target 000: 2.70e-04 |Target 001: 1.18e-04 |Target 002: 3.13e-05 |Target 003: 3.54e-05 |Target 004: 3.35e-05 Target 005: 6.29e-05 |Target 006: 2.29e-04 |Target 007: 3.64e-05 |Target 008: 7.17e-05 |Target 009: 5.99e-05 Target 010: 2.32e-05 |Target 011: 4.39e-05 |Target 012: 4.64e-05 |Target 013: 4.43e-05 |Target 014: 2.85e-05 Target 015: 2.99e-05 |Target 016: 8.07e-05 |Target 017: 4.48e-05 |Target 018: 9.21e-05 |Target 019: 6.59e-05 Target 020: 2.77e-05 |Target 021: 5.70e-05 |Target 022: 2.67e-05 |Target 023: 6.77e-05 |Target 024: 8.57e-05 ==================== Epoch #286 | Time: 00d 01h 48m | LR: 2.00e-03 | Epoch time: 24.28 | Train loss: 4.41e-05 | Val loss: 6.98e-05 Target 001 has maximum loss 1.02e-03; Target 010 has minimum loss 2.56e-05 Target 000: 2.31e-04 |Target 001: 1.02e-03 |Target 002: 2.74e-05 |Target 003: 3.52e-05 |Target 004: 3.25e-05 Target 005: 2.55e-04 |Target 006: 5.10e-04 |Target 007: 3.89e-05 |Target 008: 6.35e-05 |Target 009: 8.30e-05 Target 010: 2.56e-05 |Target 011: 4.90e-05 |Target 012: 8.80e-05 |Target 013: 5.24e-05 |Target 014: 3.03e-05 Target 015: 3.05e-05 |Target 016: 5.40e-05 |Target 017: 5.10e-05 |Target 018: 8.59e-05 |Target 019: 6.54e-05 Target 020: 2.64e-05 |Target 021: 7.93e-05 |Target 022: 2.71e-05 |Target 023: 6.53e-05 |Target 024: 9.58e-05 ==================== Epoch #287 | Time: 00d 01h 48m | LR: 2.00e-03 | Epoch time: 22.98 | Train loss: 5.35e-05 | Val loss: 6.71e-05 Target 001 has maximum loss 2.64e-04; Target 010 has minimum loss 2.50e-05 Target 000: 1.21e-04 |Target 001: 2.64e-04 |Target 002: 3.15e-05 |Target 003: 3.22e-05 |Target 004: 3.62e-05 Target 005: 1.44e-04 |Target 006: 1.78e-04 |Target 007: 5.69e-05 |Target 008: 7.70e-05 |Target 009: 8.34e-05 Target 010: 2.50e-05 |Target 011: 4.31e-05 |Target 012: 7.02e-05 |Target 013: 6.27e-05 |Target 014: 3.44e-05 Target 015: 3.27e-05 |Target 016: 7.41e-05 |Target 017: 6.35e-05 |Target 018: 1.02e-04 |Target 019: 7.13e-05 Target 020: 3.13e-05 |Target 021: 7.98e-05 |Target 022: 3.09e-05 |Target 023: 7.13e-05 |Target 024: 1.03e-04 ==================== Epoch #288 | Time: 00d 01h 49m | LR: 2.00e-03 | Epoch time: 24.42 | Train loss: 4.05e-05 | Val loss: 5.57e-05 Target 001 has maximum loss 3.52e-04; Target 010 has minimum loss 2.39e-05 Target 000: 1.52e-04 |Target 001: 3.52e-04 |Target 002: 2.62e-05 |Target 003: 3.64e-05 |Target 004: 3.45e-05 Target 005: 3.19e-04 |Target 006: 1.94e-04 |Target 007: 3.00e-05 |Target 008: 6.00e-05 |Target 009: 6.32e-05 Target 010: 2.39e-05 |Target 011: 3.82e-05 |Target 012: 4.91e-05 |Target 013: 4.41e-05 |Target 014: 2.76e-05 Target 015: 2.99e-05 |Target 016: 5.03e-05 |Target 017: 5.38e-05 |Target 018: 7.50e-05 |Target 019: 5.86e-05 Target 020: 3.02e-05 |Target 021: 6.31e-05 |Target 022: 2.47e-05 |Target 023: 5.76e-05 |Target 024: 8.12e-05 ==================== Epoch #289 | Time: 00d 01h 49m | LR: 2.00e-03 | Epoch time: 22.41 | Train loss: 4.59e-05 | Val loss: 6.99e-05 Target 000 has maximum loss 3.63e-04; Target 010 has minimum loss 2.46e-05 Target 000: 3.63e-04 |Target 001: 2.35e-04 |Target 002: 3.35e-05 |Target 003: 4.15e-05 |Target 004: 4.30e-05 Target 005: 7.56e-05 |Target 006: 3.37e-04 |Target 007: 4.58e-05 |Target 008: 6.67e-05 |Target 009: 7.19e-05 Target 010: 2.46e-05 |Target 011: 4.65e-05 |Target 012: 5.00e-05 |Target 013: 4.79e-05 |Target 014: 4.03e-05 Target 015: 3.19e-05 |Target 016: 6.81e-05 |Target 017: 4.83e-05 |Target 018: 8.03e-05 |Target 019: 7.50e-05 Target 020: 2.84e-05 |Target 021: 8.34e-05 |Target 022: 3.54e-05 |Target 023: 6.88e-05 |Target 024: 1.30e-04 ==================== Epoch #290 | Time: 00d 01h 49m | LR: 2.00e-03 | Epoch time: 22.52 | Train loss: 6.65e-05 | Val loss: 1.00e-04 Target 006 has maximum loss 2.86e-04; Target 015 has minimum loss 5.68e-05 Target 000: 1.82e-04 |Target 001: 2.21e-04 |Target 002: 6.19e-05 |Target 003: 5.76e-05 |Target 004: 8.63e-05 Target 005: 1.58e-04 |Target 006: 2.86e-04 |Target 007: 6.13e-05 |Target 008: 1.09e-04 |Target 009: 1.32e-04 Target 010: 5.89e-05 |Target 011: 7.35e-05 |Target 012: 7.82e-05 |Target 013: 7.08e-05 |Target 014: 6.41e-05 Target 015: 5.68e-05 |Target 016: 8.39e-05 |Target 017: 8.14e-05 |Target 018: 1.28e-04 |Target 019: 1.18e-04 Target 020: 6.36e-05 |Target 021: 1.23e-04 |Target 022: 6.03e-05 |Target 023: 1.11e-04 |Target 024: 1.56e-04 ==================== Epoch #291 | Time: 00d 01h 50m | LR: 2.00e-03 | Epoch time: 22.44 | Train loss: 8.18e-05 | Val loss: 1.57e-04 Target 001 has maximum loss 6.32e-04; Target 020 has minimum loss 6.50e-05 Target 000: 3.45e-04 |Target 001: 6.32e-04 |Target 002: 9.61e-05 |Target 003: 1.90e-04 |Target 004: 7.43e-05 Target 005: 1.64e-04 |Target 006: 3.03e-04 |Target 007: 9.72e-05 |Target 008: 2.66e-04 |Target 009: 2.66e-04 Target 010: 6.66e-05 |Target 011: 1.02e-04 |Target 012: 8.33e-05 |Target 013: 9.28e-05 |Target 014: 8.21e-05 Target 015: 7.97e-05 |Target 016: 3.47e-04 |Target 017: 1.32e-04 |Target 018: 3.87e-04 |Target 019: 1.80e-04 Target 020: 6.50e-05 |Target 021: 1.80e-04 |Target 022: 6.67e-05 |Target 023: 1.92e-04 |Target 024: 1.72e-04 ==================== Epoch #292 | Time: 00d 01h 50m | LR: 2.00e-03 | Epoch time: 22.42 | Train loss: 6.03e-05 | Val loss: 6.73e-05 Target 000 has maximum loss 3.86e-04; Target 022 has minimum loss 2.98e-05 Target 000: 3.86e-04 |Target 001: 3.67e-04 |Target 002: 3.32e-05 |Target 003: 3.67e-05 |Target 004: 3.43e-05 Target 005: 9.20e-05 |Target 006: 2.52e-04 |Target 007: 3.88e-05 |Target 008: 6.51e-05 |Target 009: 6.84e-05 Target 010: 3.47e-05 |Target 011: 5.10e-05 |Target 012: 7.03e-05 |Target 013: 6.79e-05 |Target 014: 3.45e-05 Target 015: 3.69e-05 |Target 016: 7.22e-05 |Target 017: 5.53e-05 |Target 018: 8.62e-05 |Target 019: 6.36e-05 Target 020: 3.20e-05 |Target 021: 6.90e-05 |Target 022: 2.98e-05 |Target 023: 7.03e-05 |Target 024: 1.07e-04 ==================== Epoch #293 | Time: 00d 01h 51m | LR: 2.00e-03 | Epoch time: 23.24 | Train loss: 3.97e-05 | Val loss: 7.18e-05 Target 001 has maximum loss 4.50e-04; Target 022 has minimum loss 2.99e-05 Target 000: 1.05e-04 |Target 001: 4.50e-04 |Target 002: 3.97e-05 |Target 003: 5.22e-05 |Target 004: 3.51e-05 Target 005: 1.17e-04 |Target 006: 1.84e-04 |Target 007: 3.37e-05 |Target 008: 9.30e-05 |Target 009: 1.08e-04 Target 010: 4.96e-05 |Target 011: 4.47e-05 |Target 012: 7.97e-05 |Target 013: 4.57e-05 |Target 014: 3.11e-05 Target 015: 3.39e-05 |Target 016: 7.44e-05 |Target 017: 5.19e-05 |Target 018: 1.17e-04 |Target 019: 6.87e-05 Target 020: 3.06e-05 |Target 021: 1.06e-04 |Target 022: 2.99e-05 |Target 023: 6.62e-05 |Target 024: 1.21e-04 ==================== Epoch #294 | Time: 00d 01h 51m | LR: 2.00e-03 | Epoch time: 23.16 | Train loss: 4.12e-05 | Val loss: 5.62e-05 Target 000 has maximum loss 2.35e-04; Target 022 has minimum loss 2.45e-05 Target 000: 2.35e-04 |Target 001: 1.50e-04 |Target 002: 2.73e-05 |Target 003: 3.53e-05 |Target 004: 3.51e-05 Target 005: 7.73e-05 |Target 006: 1.61e-04 |Target 007: 3.44e-05 |Target 008: 5.97e-05 |Target 009: 5.42e-05 Target 010: 2.80e-05 |Target 011: 4.58e-05 |Target 012: 4.64e-05 |Target 013: 5.45e-05 |Target 014: 2.89e-05 Target 015: 3.07e-05 |Target 016: 4.93e-05 |Target 017: 4.78e-05 |Target 018: 7.91e-05 |Target 019: 5.93e-05 Target 020: 2.64e-05 |Target 021: 6.39e-05 |Target 022: 2.45e-05 |Target 023: 6.24e-05 |Target 024: 9.44e-05 ==================== Epoch #295 | Time: 00d 01h 51m | LR: 2.00e-03 | Epoch time: 22.56 | Train loss: 3.43e-05 | Val loss: 5.73e-05 Target 006 has maximum loss 2.03e-04; Target 010 has minimum loss 2.35e-05 Target 000: 1.22e-04 |Target 001: 1.10e-04 |Target 002: 2.68e-05 |Target 003: 4.00e-05 |Target 004: 3.11e-05 Target 005: 8.05e-05 |Target 006: 2.03e-04 |Target 007: 3.05e-05 |Target 008: 5.78e-05 |Target 009: 5.76e-05 Target 010: 2.35e-05 |Target 011: 3.95e-05 |Target 012: 5.84e-05 |Target 013: 6.06e-05 |Target 014: 2.63e-05 Target 015: 2.80e-05 |Target 016: 5.03e-05 |Target 017: 4.40e-05 |Target 018: 7.66e-05 |Target 019: 5.86e-05 Target 020: 2.57e-05 |Target 021: 5.93e-05 |Target 022: 2.46e-05 |Target 023: 6.00e-05 |Target 024: 1.09e-04 ==================== Epoch #296 | Time: 00d 01h 52m | LR: 2.00e-03 | Epoch time: 22.47 | Train loss: 4.06e-05 | Val loss: 6.27e-05 Target 006 has maximum loss 2.27e-04; Target 010 has minimum loss 2.26e-05 Target 000: 1.48e-04 |Target 001: 1.65e-04 |Target 002: 2.74e-05 |Target 003: 2.93e-05 |Target 004: 3.11e-05 Target 005: 9.86e-05 |Target 006: 2.27e-04 |Target 007: 3.47e-05 |Target 008: 5.86e-05 |Target 009: 7.65e-05 Target 010: 2.26e-05 |Target 011: 5.61e-05 |Target 012: 4.79e-05 |Target 013: 4.38e-05 |Target 014: 3.14e-05 Target 015: 3.09e-05 |Target 016: 5.65e-05 |Target 017: 5.53e-05 |Target 018: 9.35e-05 |Target 019: 6.96e-05 Target 020: 2.63e-05 |Target 021: 8.43e-05 |Target 022: 2.81e-05 |Target 023: 7.83e-05 |Target 024: 1.06e-04 ==================== Epoch #297 | Time: 00d 01h 52m | LR: 2.00e-03 | Epoch time: 22.61 | Train loss: 3.86e-05 | Val loss: 5.97e-05 Target 000 has maximum loss 2.61e-04; Target 010 has minimum loss 2.33e-05 Target 000: 2.61e-04 |Target 001: 2.46e-04 |Target 002: 3.02e-05 |Target 003: 5.25e-05 |Target 004: 3.32e-05 Target 005: 8.77e-05 |Target 006: 1.85e-04 |Target 007: 3.28e-05 |Target 008: 5.94e-05 |Target 009: 7.22e-05 Target 010: 2.33e-05 |Target 011: 4.73e-05 |Target 012: 5.34e-05 |Target 013: 6.15e-05 |Target 014: 2.76e-05 Target 015: 2.82e-05 |Target 016: 5.30e-05 |Target 017: 5.58e-05 |Target 018: 8.66e-05 |Target 019: 6.42e-05 Target 020: 2.44e-05 |Target 021: 7.12e-05 |Target 022: 2.68e-05 |Target 023: 6.52e-05 |Target 024: 8.98e-05 ==================== Epoch #298 | Time: 00d 01h 52m | LR: 2.00e-03 | Epoch time: 22.51 | Train loss: 4.32e-05 | Val loss: 5.98e-05 Target 006 has maximum loss 2.56e-04; Target 022 has minimum loss 2.49e-05 Target 000: 2.01e-04 |Target 001: 1.95e-04 |Target 002: 2.71e-05 |Target 003: 3.71e-05 |Target 004: 3.26e-05 Target 005: 4.74e-05 |Target 006: 2.56e-04 |Target 007: 3.63e-05 |Target 008: 5.98e-05 |Target 009: 7.82e-05 Target 010: 2.50e-05 |Target 011: 4.87e-05 |Target 012: 4.91e-05 |Target 013: 8.14e-05 |Target 014: 2.82e-05 Target 015: 3.45e-05 |Target 016: 5.99e-05 |Target 017: 6.34e-05 |Target 018: 7.42e-05 |Target 019: 6.39e-05 Target 020: 2.68e-05 |Target 021: 6.70e-05 |Target 022: 2.49e-05 |Target 023: 6.42e-05 |Target 024: 9.05e-05 ==================== Epoch #299 | Time: 00d 01h 53m | LR: 2.00e-03 | Epoch time: 22.40 | Train loss: 3.98e-05 | Val loss: 6.12e-05 Target 001 has maximum loss 2.26e-04; Target 022 has minimum loss 2.83e-05 Target 000: 1.30e-04 |Target 001: 2.26e-04 |Target 002: 3.48e-05 |Target 003: 4.38e-05 |Target 004: 3.82e-05 Target 005: 1.52e-04 |Target 006: 1.87e-04 |Target 007: 3.83e-05 |Target 008: 6.92e-05 |Target 009: 6.34e-05 Target 010: 3.23e-05 |Target 011: 4.82e-05 |Target 012: 5.70e-05 |Target 013: 5.13e-05 |Target 014: 3.19e-05 Target 015: 3.57e-05 |Target 016: 7.96e-05 |Target 017: 5.45e-05 |Target 018: 8.71e-05 |Target 019: 6.83e-05 Target 020: 3.25e-05 |Target 021: 6.08e-05 |Target 022: 2.83e-05 |Target 023: 6.79e-05 |Target 024: 9.34e-05 ==================== Epoch #300 | Time: 00d 01h 53m | LR: 2.00e-03 | Epoch time: 22.50 | Train loss: 6.69e-05 | Val loss: 8.33e-05 Target 000 has maximum loss 4.79e-04; Target 022 has minimum loss 3.05e-05 Target 000: 4.79e-04 |Target 001: 4.76e-04 |Target 002: 3.94e-05 |Target 003: 7.13e-05 |Target 004: 3.93e-05 Target 005: 3.34e-04 |Target 006: 3.20e-04 |Target 007: 3.75e-05 |Target 008: 8.84e-05 |Target 009: 1.48e-04 Target 010: 3.13e-05 |Target 011: 4.31e-05 |Target 012: 5.19e-05 |Target 013: 7.14e-05 |Target 014: 3.42e-05 Target 015: 4.94e-05 |Target 016: 9.03e-05 |Target 017: 5.87e-05 |Target 018: 1.38e-04 |Target 019: 8.48e-05 Target 020: 3.30e-05 |Target 021: 9.90e-05 |Target 022: 3.05e-05 |Target 023: 8.19e-05 |Target 024: 1.27e-04 ==================== Epoch #301 | Time: 00d 01h 54m | LR: 2.00e-03 | Epoch time: 22.31 | Train loss: 4.26e-05 | Val loss: 5.46e-05 Target 006 has maximum loss 2.19e-04; Target 010 has minimum loss 2.32e-05 Target 000: 1.08e-04 |Target 001: 1.92e-04 |Target 002: 2.68e-05 |Target 003: 3.33e-05 |Target 004: 3.10e-05 Target 005: 7.15e-05 |Target 006: 2.19e-04 |Target 007: 3.34e-05 |Target 008: 5.71e-05 |Target 009: 6.03e-05 Target 010: 2.32e-05 |Target 011: 4.42e-05 |Target 012: 4.47e-05 |Target 013: 5.76e-05 |Target 014: 2.74e-05 Target 015: 2.72e-05 |Target 016: 5.38e-05 |Target 017: 6.82e-05 |Target 018: 7.06e-05 |Target 019: 5.85e-05 Target 020: 2.50e-05 |Target 021: 6.42e-05 |Target 022: 2.42e-05 |Target 023: 5.84e-05 |Target 024: 8.56e-05 ==================== Epoch #302 | Time: 00d 01h 54m | LR: 2.00e-03 | Epoch time: 22.85 | Train loss: 3.62e-05 | Val loss: 5.43e-05 Target 001 has maximum loss 2.16e-04; Target 010 has minimum loss 2.27e-05 Target 000: 1.24e-04 |Target 001: 2.16e-04 |Target 002: 2.61e-05 |Target 003: 3.24e-05 |Target 004: 3.08e-05 Target 005: 2.13e-04 |Target 006: 1.82e-04 |Target 007: 4.24e-05 |Target 008: 6.12e-05 |Target 009: 5.61e-05 Target 010: 2.27e-05 |Target 011: 4.11e-05 |Target 012: 5.03e-05 |Target 013: 4.76e-05 |Target 014: 2.59e-05 Target 015: 2.84e-05 |Target 016: 6.11e-05 |Target 017: 4.67e-05 |Target 018: 7.14e-05 |Target 019: 5.89e-05 Target 020: 2.58e-05 |Target 021: 5.73e-05 |Target 022: 2.45e-05 |Target 023: 6.05e-05 |Target 024: 8.64e-05 ==================== Epoch #303 | Time: 00d 01h 54m | LR: 2.00e-03 | Epoch time: 22.72 | Train loss: 3.27e-05 | Val loss: 4.97e-05 Target 006 has maximum loss 1.53e-04; Target 010 has minimum loss 2.10e-05 Target 000: 9.22e-05 |Target 001: 9.18e-05 |Target 002: 2.48e-05 |Target 003: 3.02e-05 |Target 004: 3.09e-05 Target 005: 6.89e-05 |Target 006: 1.53e-04 |Target 007: 3.61e-05 |Target 008: 5.84e-05 |Target 009: 5.22e-05 Target 010: 2.10e-05 |Target 011: 4.05e-05 |Target 012: 4.32e-05 |Target 013: 4.43e-05 |Target 014: 2.72e-05 Target 015: 3.16e-05 |Target 016: 5.69e-05 |Target 017: 4.30e-05 |Target 018: 7.13e-05 |Target 019: 5.81e-05 Target 020: 2.42e-05 |Target 021: 5.43e-05 |Target 022: 2.36e-05 |Target 023: 5.93e-05 |Target 024: 7.78e-05 ==================== Epoch #304 | Time: 00d 01h 55m | LR: 2.00e-03 | Epoch time: 22.84 | Train loss: 3.21e-05 | Val loss: 5.83e-05 Target 001 has maximum loss 4.17e-04; Target 002 has minimum loss 2.47e-05 Target 000: 2.05e-04 |Target 001: 4.17e-04 |Target 002: 2.47e-05 |Target 003: 3.90e-05 |Target 004: 3.37e-05 Target 005: 1.17e-04 |Target 006: 1.71e-04 |Target 007: 3.53e-05 |Target 008: 7.36e-05 |Target 009: 5.62e-05 Target 010: 2.64e-05 |Target 011: 3.98e-05 |Target 012: 4.64e-05 |Target 013: 4.79e-05 |Target 014: 2.91e-05 Target 015: 3.06e-05 |Target 016: 7.29e-05 |Target 017: 4.51e-05 |Target 018: 8.37e-05 |Target 019: 6.81e-05 Target 020: 2.68e-05 |Target 021: 5.84e-05 |Target 022: 2.69e-05 |Target 023: 6.53e-05 |Target 024: 8.76e-05 ==================== Epoch #305 | Time: 00d 01h 55m | LR: 2.00e-03 | Epoch time: 22.52 | Train loss: 4.17e-05 | Val loss: 6.67e-05 Target 001 has maximum loss 2.70e-04; Target 022 has minimum loss 2.74e-05 Target 000: 2.19e-04 |Target 001: 2.70e-04 |Target 002: 3.09e-05 |Target 003: 4.79e-05 |Target 004: 3.71e-05 Target 005: 1.04e-04 |Target 006: 1.78e-04 |Target 007: 5.27e-05 |Target 008: 9.99e-05 |Target 009: 6.73e-05 Target 010: 3.08e-05 |Target 011: 5.76e-05 |Target 012: 5.33e-05 |Target 013: 5.61e-05 |Target 014: 3.09e-05 Target 015: 3.71e-05 |Target 016: 1.07e-04 |Target 017: 6.05e-05 |Target 018: 1.20e-04 |Target 019: 7.82e-05 Target 020: 2.88e-05 |Target 021: 7.79e-05 |Target 022: 2.74e-05 |Target 023: 7.91e-05 |Target 024: 8.83e-05 ==================== Epoch #306 | Time: 00d 01h 55m | LR: 2.00e-03 | Epoch time: 22.48 | Train loss: 5.95e-05 | Val loss: 9.31e-05 Target 000 has maximum loss 3.28e-04; Target 010 has minimum loss 3.21e-05 Target 000: 3.28e-04 |Target 001: 1.59e-04 |Target 002: 3.50e-05 |Target 003: 4.09e-05 |Target 004: 4.31e-05 Target 005: 2.22e-04 |Target 006: 2.27e-04 |Target 007: 5.53e-05 |Target 008: 9.42e-05 |Target 009: 1.23e-04 Target 010: 3.21e-05 |Target 011: 5.89e-05 |Target 012: 5.69e-05 |Target 013: 7.33e-05 |Target 014: 5.25e-05 Target 015: 4.02e-05 |Target 016: 8.24e-05 |Target 017: 7.78e-05 |Target 018: 1.17e-04 |Target 019: 9.68e-05 Target 020: 3.36e-05 |Target 021: 1.43e-04 |Target 022: 4.14e-05 |Target 023: 1.02e-04 |Target 024: 1.78e-04 ==================== Epoch #307 | Time: 00d 01h 56m | LR: 2.00e-03 | Epoch time: 22.48 | Train loss: 5.94e-05 | Val loss: 6.35e-05 Target 006 has maximum loss 1.78e-04; Target 020 has minimum loss 2.43e-05 Target 000: 1.11e-04 |Target 001: 9.93e-05 |Target 002: 3.40e-05 |Target 003: 3.43e-05 |Target 004: 3.49e-05 Target 005: 1.58e-04 |Target 006: 1.78e-04 |Target 007: 3.01e-05 |Target 008: 6.33e-05 |Target 009: 5.68e-05 Target 010: 3.20e-05 |Target 011: 4.27e-05 |Target 012: 4.54e-05 |Target 013: 4.65e-05 |Target 014: 3.44e-05 Target 015: 3.26e-05 |Target 016: 8.24e-05 |Target 017: 4.98e-05 |Target 018: 9.44e-05 |Target 019: 7.01e-05 Target 020: 2.43e-05 |Target 021: 6.41e-05 |Target 022: 2.68e-05 |Target 023: 7.63e-05 |Target 024: 1.20e-04 ==================== Epoch #308 | Time: 00d 01h 56m | LR: 2.00e-03 | Epoch time: 22.54 | Train loss: 4.36e-05 | Val loss: 6.31e-05 Target 006 has maximum loss 3.81e-04; Target 022 has minimum loss 2.50e-05 Target 000: 2.96e-04 |Target 001: 3.20e-04 |Target 002: 3.29e-05 |Target 003: 5.49e-05 |Target 004: 3.08e-05 Target 005: 2.01e-04 |Target 006: 3.81e-04 |Target 007: 3.39e-05 |Target 008: 6.21e-05 |Target 009: 5.63e-05 Target 010: 3.10e-05 |Target 011: 4.08e-05 |Target 012: 6.01e-05 |Target 013: 4.73e-05 |Target 014: 2.82e-05 Target 015: 3.11e-05 |Target 016: 6.59e-05 |Target 017: 4.90e-05 |Target 018: 1.00e-04 |Target 019: 7.93e-05 Target 020: 2.55e-05 |Target 021: 5.86e-05 |Target 022: 2.50e-05 |Target 023: 7.36e-05 |Target 024: 8.63e-05 ==================== Epoch #309 | Time: 00d 01h 57m | LR: 2.00e-03 | Epoch time: 22.46 | Train loss: 3.88e-05 | Val loss: 5.83e-05 Target 001 has maximum loss 2.95e-04; Target 010 has minimum loss 2.22e-05 Target 000: 2.42e-04 |Target 001: 2.95e-04 |Target 002: 2.40e-05 |Target 003: 2.99e-05 |Target 004: 3.18e-05 Target 005: 1.90e-04 |Target 006: 2.03e-04 |Target 007: 3.10e-05 |Target 008: 5.86e-05 |Target 009: 5.24e-05 Target 010: 2.22e-05 |Target 011: 4.16e-05 |Target 012: 6.80e-05 |Target 013: 6.97e-05 |Target 014: 2.67e-05 Target 015: 2.68e-05 |Target 016: 6.05e-05 |Target 017: 5.96e-05 |Target 018: 8.52e-05 |Target 019: 6.10e-05 Target 020: 2.53e-05 |Target 021: 6.13e-05 |Target 022: 2.47e-05 |Target 023: 6.32e-05 |Target 024: 8.05e-05 ==================== Epoch #310 | Time: 00d 01h 57m | LR: 2.00e-03 | Epoch time: 22.45 | Train loss: 3.73e-05 | Val loss: 5.92e-05 Target 001 has maximum loss 1.96e-04; Target 022 has minimum loss 2.53e-05 Target 000: 1.81e-04 |Target 001: 1.96e-04 |Target 002: 2.67e-05 |Target 003: 5.13e-05 |Target 004: 3.32e-05 Target 005: 1.74e-04 |Target 006: 1.40e-04 |Target 007: 3.34e-05 |Target 008: 5.77e-05 |Target 009: 8.19e-05 Target 010: 2.60e-05 |Target 011: 5.22e-05 |Target 012: 5.69e-05 |Target 013: 5.19e-05 |Target 014: 2.84e-05 Target 015: 2.97e-05 |Target 016: 5.59e-05 |Target 017: 4.48e-05 |Target 018: 7.81e-05 |Target 019: 6.35e-05 Target 020: 2.72e-05 |Target 021: 6.98e-05 |Target 022: 2.53e-05 |Target 023: 6.34e-05 |Target 024: 9.88e-05 ==================== Epoch #311 | Time: 00d 01h 57m | LR: 2.00e-03 | Epoch time: 22.48 | Train loss: 3.82e-05 | Val loss: 5.76e-05 Target 006 has maximum loss 2.74e-04; Target 020 has minimum loss 2.72e-05 Target 000: 2.40e-04 |Target 001: 1.79e-04 |Target 002: 3.22e-05 |Target 003: 4.19e-05 |Target 004: 3.13e-05 Target 005: 7.31e-05 |Target 006: 2.74e-04 |Target 007: 3.67e-05 |Target 008: 6.54e-05 |Target 009: 6.75e-05 Target 010: 3.35e-05 |Target 011: 4.57e-05 |Target 012: 4.91e-05 |Target 013: 4.79e-05 |Target 014: 2.88e-05 Target 015: 2.88e-05 |Target 016: 6.10e-05 |Target 017: 5.40e-05 |Target 018: 7.52e-05 |Target 019: 6.37e-05 Target 020: 2.72e-05 |Target 021: 8.61e-05 |Target 022: 2.86e-05 |Target 023: 6.76e-05 |Target 024: 8.05e-05 ==================== Epoch #312 | Time: 00d 01h 58m | LR: 2.00e-03 | Epoch time: 22.36 | Train loss: 3.86e-05 | Val loss: 6.29e-05 Target 006 has maximum loss 2.64e-04; Target 022 has minimum loss 2.39e-05 Target 000: 1.54e-04 |Target 001: 2.06e-04 |Target 002: 3.23e-05 |Target 003: 6.20e-05 |Target 004: 2.95e-05 Target 005: 8.49e-05 |Target 006: 2.64e-04 |Target 007: 3.09e-05 |Target 008: 7.76e-05 |Target 009: 5.87e-05 Target 010: 4.54e-05 |Target 011: 4.00e-05 |Target 012: 5.17e-05 |Target 013: 6.08e-05 |Target 014: 2.99e-05 Target 015: 3.32e-05 |Target 016: 7.36e-05 |Target 017: 5.60e-05 |Target 018: 7.74e-05 |Target 019: 6.54e-05 Target 020: 2.43e-05 |Target 021: 6.85e-05 |Target 022: 2.39e-05 |Target 023: 6.24e-05 |Target 024: 1.16e-04 ==================== Epoch #313 | Time: 00d 01h 58m | LR: 2.00e-03 | Epoch time: 22.48 | Train loss: 8.95e-05 | Val loss: 1.54e-04 Target 000 has maximum loss 6.09e-04; Target 020 has minimum loss 3.15e-05 Target 000: 6.09e-04 |Target 001: 3.25e-04 |Target 002: 7.11e-05 |Target 003: 8.30e-05 |Target 004: 3.97e-05 Target 005: 1.06e-04 |Target 006: 2.34e-04 |Target 007: 1.08e-04 |Target 008: 1.45e-04 |Target 009: 1.03e-04 Target 010: 9.02e-05 |Target 011: 9.48e-05 |Target 012: 7.14e-05 |Target 013: 7.28e-05 |Target 014: 8.24e-05 Target 015: 3.67e-05 |Target 016: 1.31e-04 |Target 017: 9.44e-05 |Target 018: 1.73e-04 |Target 019: 1.95e-04 Target 020: 3.15e-05 |Target 021: 1.34e-04 |Target 022: 6.17e-05 |Target 023: 1.51e-04 |Target 024: 3.94e-04 ==================== Epoch #314 | Time: 00d 01h 59m | LR: 2.00e-03 | Epoch time: 22.56 | Train loss: 9.14e-05 | Val loss: 9.07e-05 Target 000 has maximum loss 5.78e-04; Target 022 has minimum loss 3.14e-05 Target 000: 5.78e-04 |Target 001: 4.03e-04 |Target 002: 4.48e-05 |Target 003: 7.83e-05 |Target 004: 4.23e-05 Target 005: 8.35e-05 |Target 006: 3.60e-04 |Target 007: 5.55e-05 |Target 008: 1.12e-04 |Target 009: 1.08e-04 Target 010: 4.59e-05 |Target 011: 5.26e-05 |Target 012: 8.15e-05 |Target 013: 5.27e-05 |Target 014: 3.58e-05 Target 015: 4.91e-05 |Target 016: 9.66e-05 |Target 017: 6.09e-05 |Target 018: 1.15e-04 |Target 019: 9.67e-05 Target 020: 3.43e-05 |Target 021: 8.75e-05 |Target 022: 3.14e-05 |Target 023: 9.43e-05 |Target 024: 1.71e-04 ==================== Epoch #315 | Time: 00d 01h 59m | LR: 2.00e-03 | Epoch time: 22.38 | Train loss: 5.66e-05 | Val loss: 6.46e-05 Target 001 has maximum loss 2.07e-04; Target 022 has minimum loss 2.43e-05 Target 000: 1.13e-04 |Target 001: 2.07e-04 |Target 002: 2.61e-05 |Target 003: 4.09e-05 |Target 004: 3.28e-05 Target 005: 4.99e-05 |Target 006: 1.77e-04 |Target 007: 3.91e-05 |Target 008: 7.86e-05 |Target 009: 9.67e-05 Target 010: 3.20e-05 |Target 011: 4.08e-05 |Target 012: 5.30e-05 |Target 013: 4.69e-05 |Target 014: 2.77e-05 Target 015: 3.31e-05 |Target 016: 7.55e-05 |Target 017: 4.36e-05 |Target 018: 9.38e-05 |Target 019: 7.38e-05 Target 020: 2.67e-05 |Target 021: 9.57e-05 |Target 022: 2.43e-05 |Target 023: 7.70e-05 |Target 024: 1.14e-04 ==================== Epoch #316 | Time: 00d 01h 59m | LR: 2.00e-03 | Epoch time: 22.48 | Train loss: 3.64e-05 | Val loss: 5.87e-05 Target 001 has maximum loss 2.11e-04; Target 020 has minimum loss 2.46e-05 Target 000: 1.18e-04 |Target 001: 2.11e-04 |Target 002: 2.71e-05 |Target 003: 5.75e-05 |Target 004: 3.12e-05 Target 005: 1.05e-04 |Target 006: 1.58e-04 |Target 007: 3.11e-05 |Target 008: 5.80e-05 |Target 009: 5.39e-05 Target 010: 3.07e-05 |Target 011: 4.10e-05 |Target 012: 7.82e-05 |Target 013: 5.01e-05 |Target 014: 2.98e-05 Target 015: 3.25e-05 |Target 016: 6.41e-05 |Target 017: 5.98e-05 |Target 018: 8.42e-05 |Target 019: 5.95e-05 Target 020: 2.46e-05 |Target 021: 5.27e-05 |Target 022: 2.50e-05 |Target 023: 6.44e-05 |Target 024: 9.44e-05 ==================== Epoch #317 | Time: 00d 02h 00m | LR: 2.00e-03 | Epoch time: 22.67 | Train loss: 3.51e-05 | Val loss: 5.29e-05 Target 006 has maximum loss 2.15e-04; Target 022 has minimum loss 2.57e-05 Target 000: 1.16e-04 |Target 001: 1.57e-04 |Target 002: 3.47e-05 |Target 003: 4.83e-05 |Target 004: 3.13e-05 Target 005: 8.59e-05 |Target 006: 2.15e-04 |Target 007: 3.84e-05 |Target 008: 5.76e-05 |Target 009: 5.14e-05 Target 010: 2.68e-05 |Target 011: 4.60e-05 |Target 012: 4.70e-05 |Target 013: 5.18e-05 |Target 014: 3.00e-05 Target 015: 3.12e-05 |Target 016: 5.26e-05 |Target 017: 4.66e-05 |Target 018: 7.03e-05 |Target 019: 6.25e-05 Target 020: 2.63e-05 |Target 021: 5.35e-05 |Target 022: 2.57e-05 |Target 023: 6.00e-05 |Target 024: 7.71e-05 ==================== Epoch #318 | Time: 00d 02h 00m | LR: 2.00e-03 | Epoch time: 22.42 | Train loss: 3.40e-05 | Val loss: 5.09e-05 Target 005 has maximum loss 2.15e-04; Target 010 has minimum loss 1.92e-05 Target 000: 1.34e-04 |Target 001: 1.66e-04 |Target 002: 2.31e-05 |Target 003: 3.53e-05 |Target 004: 2.87e-05 Target 005: 2.15e-04 |Target 006: 1.67e-04 |Target 007: 2.82e-05 |Target 008: 5.11e-05 |Target 009: 4.70e-05 Target 010: 1.92e-05 |Target 011: 3.78e-05 |Target 012: 4.59e-05 |Target 013: 4.79e-05 |Target 014: 2.45e-05 Target 015: 2.61e-05 |Target 016: 5.32e-05 |Target 017: 4.75e-05 |Target 018: 6.65e-05 |Target 019: 5.78e-05 Target 020: 2.40e-05 |Target 021: 5.18e-05 |Target 022: 2.22e-05 |Target 023: 5.63e-05 |Target 024: 8.27e-05 ==================== Epoch #319 | Time: 00d 02h 00m | LR: 2.00e-03 | Epoch time: 23.70 | Train loss: 3.30e-05 | Val loss: 5.06e-05 Target 000 has maximum loss 3.42e-04; Target 010 has minimum loss 2.13e-05 Target 000: 3.42e-04 |Target 001: 2.13e-04 |Target 002: 2.74e-05 |Target 003: 3.11e-05 |Target 004: 3.13e-05 Target 005: 5.22e-05 |Target 006: 1.47e-04 |Target 007: 3.03e-05 |Target 008: 5.19e-05 |Target 009: 5.14e-05 Target 010: 2.13e-05 |Target 011: 4.04e-05 |Target 012: 5.01e-05 |Target 013: 3.93e-05 |Target 014: 2.61e-05 Target 015: 2.82e-05 |Target 016: 4.55e-05 |Target 017: 4.60e-05 |Target 018: 7.03e-05 |Target 019: 5.68e-05 Target 020: 2.37e-05 |Target 021: 5.04e-05 |Target 022: 2.26e-05 |Target 023: 5.66e-05 |Target 024: 7.64e-05 ==================== Epoch #320 | Time: 00d 02h 01m | LR: 2.00e-03 | Epoch time: 23.08 | Train loss: 3.00e-05 | Val loss: 5.11e-05 Target 000 has maximum loss 2.59e-04; Target 010 has minimum loss 2.07e-05 Target 000: 2.59e-04 |Target 001: 1.70e-04 |Target 002: 2.26e-05 |Target 003: 3.29e-05 |Target 004: 3.01e-05 Target 005: 8.43e-05 |Target 006: 2.09e-04 |Target 007: 2.91e-05 |Target 008: 5.42e-05 |Target 009: 5.26e-05 Target 010: 2.07e-05 |Target 011: 4.05e-05 |Target 012: 4.38e-05 |Target 013: 5.45e-05 |Target 014: 2.44e-05 Target 015: 2.99e-05 |Target 016: 5.17e-05 |Target 017: 4.80e-05 |Target 018: 6.36e-05 |Target 019: 5.72e-05 Target 020: 2.30e-05 |Target 021: 5.89e-05 |Target 022: 2.20e-05 |Target 023: 6.13e-05 |Target 024: 7.54e-05 ==================== Epoch #321 | Time: 00d 02h 01m | LR: 2.00e-03 | Epoch time: 22.60 | Train loss: 3.07e-05 | Val loss: 5.28e-05 Target 001 has maximum loss 2.72e-04; Target 010 has minimum loss 2.18e-05 Target 000: 1.54e-04 |Target 001: 2.72e-04 |Target 002: 2.24e-05 |Target 003: 2.85e-05 |Target 004: 2.67e-05 Target 005: 5.34e-05 |Target 006: 1.45e-04 |Target 007: 2.93e-05 |Target 008: 6.34e-05 |Target 009: 5.84e-05 Target 010: 2.18e-05 |Target 011: 4.05e-05 |Target 012: 5.03e-05 |Target 013: 4.56e-05 |Target 014: 2.45e-05 Target 015: 2.56e-05 |Target 016: 5.70e-05 |Target 017: 5.02e-05 |Target 018: 8.04e-05 |Target 019: 6.27e-05 Target 020: 2.39e-05 |Target 021: 5.45e-05 |Target 022: 2.29e-05 |Target 023: 6.20e-05 |Target 024: 8.00e-05 ==================== Epoch #322 | Time: 00d 02h 02m | LR: 2.00e-03 | Epoch time: 22.54 | Train loss: 3.37e-05 | Val loss: 5.39e-05 Target 006 has maximum loss 3.92e-04; Target 010 has minimum loss 2.22e-05 Target 000: 1.51e-04 |Target 001: 1.99e-04 |Target 002: 2.71e-05 |Target 003: 2.78e-05 |Target 004: 2.91e-05 Target 005: 1.65e-04 |Target 006: 3.92e-04 |Target 007: 3.10e-05 |Target 008: 6.28e-05 |Target 009: 6.13e-05 Target 010: 2.22e-05 |Target 011: 4.45e-05 |Target 012: 4.69e-05 |Target 013: 4.28e-05 |Target 014: 2.69e-05 Target 015: 2.61e-05 |Target 016: 5.56e-05 |Target 017: 4.59e-05 |Target 018: 7.99e-05 |Target 019: 5.90e-05 Target 020: 2.34e-05 |Target 021: 5.90e-05 |Target 022: 2.31e-05 |Target 023: 6.15e-05 |Target 024: 7.82e-05 ==================== Epoch #323 | Time: 00d 02h 02m | LR: 2.00e-03 | Epoch time: 22.46 | Train loss: 3.46e-05 | Val loss: 5.85e-05 Target 006 has maximum loss 2.06e-04; Target 010 has minimum loss 2.31e-05 Target 000: 1.68e-04 |Target 001: 1.32e-04 |Target 002: 3.01e-05 |Target 003: 4.95e-05 |Target 004: 2.81e-05 Target 005: 4.54e-05 |Target 006: 2.06e-04 |Target 007: 3.05e-05 |Target 008: 6.67e-05 |Target 009: 6.15e-05 Target 010: 2.31e-05 |Target 011: 3.90e-05 |Target 012: 4.78e-05 |Target 013: 3.96e-05 |Target 014: 2.84e-05 Target 015: 4.06e-05 |Target 016: 8.86e-05 |Target 017: 4.39e-05 |Target 018: 7.92e-05 |Target 019: 6.37e-05 Target 020: 2.40e-05 |Target 021: 5.48e-05 |Target 022: 2.32e-05 |Target 023: 6.74e-05 |Target 024: 1.10e-04 ==================== Epoch #324 | Time: 00d 02h 02m | LR: 2.00e-03 | Epoch time: 22.39 | Train loss: 3.78e-05 | Val loss: 5.84e-05 Target 001 has maximum loss 1.77e-04; Target 010 has minimum loss 2.20e-05 Target 000: 8.82e-05 |Target 001: 1.77e-04 |Target 002: 2.59e-05 |Target 003: 2.78e-05 |Target 004: 3.10e-05 Target 005: 7.35e-05 |Target 006: 1.75e-04 |Target 007: 3.57e-05 |Target 008: 7.29e-05 |Target 009: 6.07e-05 Target 010: 2.20e-05 |Target 011: 4.33e-05 |Target 012: 4.61e-05 |Target 013: 8.59e-05 |Target 014: 2.84e-05 Target 015: 2.89e-05 |Target 016: 6.85e-05 |Target 017: 6.06e-05 |Target 018: 7.50e-05 |Target 019: 5.79e-05 Target 020: 2.30e-05 |Target 021: 5.95e-05 |Target 022: 2.32e-05 |Target 023: 6.55e-05 |Target 024: 9.90e-05 ==================== Epoch #325 | Time: 00d 02h 03m | LR: 2.00e-03 | Epoch time: 22.28 | Train loss: 5.34e-05 | Val loss: 1.33e-04 Target 009 has maximum loss 3.27e-04; Target 022 has minimum loss 4.32e-05 Target 000: 9.84e-05 |Target 001: 2.08e-04 |Target 002: 8.11e-05 |Target 003: 1.57e-04 |Target 004: 5.14e-05 Target 005: 1.26e-04 |Target 006: 1.94e-04 |Target 007: 6.80e-05 |Target 008: 2.08e-04 |Target 009: 3.27e-04 Target 010: 8.85e-05 |Target 011: 6.31e-05 |Target 012: 6.20e-05 |Target 013: 5.10e-05 |Target 014: 4.62e-05 Target 015: 1.24e-04 |Target 016: 2.82e-04 |Target 017: 5.37e-05 |Target 018: 1.52e-04 |Target 019: 1.55e-04 Target 020: 4.97e-05 |Target 021: 2.88e-04 |Target 022: 4.32e-05 |Target 023: 2.01e-04 |Target 024: 2.22e-04 ==================== Epoch #326 | Time: 00d 02h 03m | LR: 2.00e-03 | Epoch time: 22.57 | Train loss: 6.50e-05 | Val loss: 6.25e-05 Target 006 has maximum loss 3.48e-04; Target 022 has minimum loss 2.71e-05 Target 000: 2.37e-04 |Target 001: 6.82e-05 |Target 002: 2.87e-05 |Target 003: 3.52e-05 |Target 004: 3.89e-05 Target 005: 1.03e-04 |Target 006: 3.48e-04 |Target 007: 3.33e-05 |Target 008: 7.13e-05 |Target 009: 7.57e-05 Target 010: 2.86e-05 |Target 011: 5.00e-05 |Target 012: 5.54e-05 |Target 013: 4.69e-05 |Target 014: 2.91e-05 Target 015: 3.28e-05 |Target 016: 9.28e-05 |Target 017: 4.66e-05 |Target 018: 7.25e-05 |Target 019: 7.60e-05 Target 020: 2.75e-05 |Target 021: 9.77e-05 |Target 022: 2.71e-05 |Target 023: 8.20e-05 |Target 024: 9.17e-05 ==================== Epoch #327 | Time: 00d 02h 04m | LR: 2.00e-03 | Epoch time: 22.82 | Train loss: 3.73e-05 | Val loss: 5.76e-05 Target 006 has maximum loss 1.78e-04; Target 010 has minimum loss 2.59e-05 Target 000: 1.40e-04 |Target 001: 1.60e-04 |Target 002: 2.91e-05 |Target 003: 3.52e-05 |Target 004: 3.09e-05 Target 005: 9.90e-05 |Target 006: 1.78e-04 |Target 007: 4.20e-05 |Target 008: 6.64e-05 |Target 009: 7.36e-05 Target 010: 2.59e-05 |Target 011: 4.31e-05 |Target 012: 4.42e-05 |Target 013: 4.31e-05 |Target 014: 2.97e-05 Target 015: 2.91e-05 |Target 016: 5.62e-05 |Target 017: 4.45e-05 |Target 018: 7.53e-05 |Target 019: 6.54e-05 Target 020: 2.63e-05 |Target 021: 7.30e-05 |Target 022: 2.74e-05 |Target 023: 7.08e-05 |Target 024: 9.60e-05 ==================== Epoch #328 | Time: 00d 02h 04m | LR: 2.00e-03 | Epoch time: 23.11 | Train loss: 4.04e-05 | Val loss: 6.78e-05 Target 000 has maximum loss 1.81e-04; Target 010 has minimum loss 2.51e-05 Target 000: 1.81e-04 |Target 001: 1.27e-04 |Target 002: 2.51e-05 |Target 003: 4.56e-05 |Target 004: 4.20e-05 Target 005: 8.37e-05 |Target 006: 1.45e-04 |Target 007: 5.63e-05 |Target 008: 7.17e-05 |Target 009: 9.01e-05 Target 010: 2.51e-05 |Target 011: 4.89e-05 |Target 012: 4.76e-05 |Target 013: 5.10e-05 |Target 014: 4.32e-05 Target 015: 3.64e-05 |Target 016: 6.37e-05 |Target 017: 4.35e-05 |Target 018: 7.62e-05 |Target 019: 7.20e-05 Target 020: 2.56e-05 |Target 021: 9.28e-05 |Target 022: 4.31e-05 |Target 023: 7.97e-05 |Target 024: 1.20e-04 ==================== Epoch #329 | Time: 00d 02h 04m | LR: 2.00e-03 | Epoch time: 23.23 | Train loss: 5.86e-05 | Val loss: 6.32e-05 Target 001 has maximum loss 1.95e-04; Target 020 has minimum loss 2.76e-05 Target 000: 1.42e-04 |Target 001: 1.95e-04 |Target 002: 3.12e-05 |Target 003: 5.73e-05 |Target 004: 3.69e-05 Target 005: 8.39e-05 |Target 006: 1.91e-04 |Target 007: 4.96e-05 |Target 008: 8.25e-05 |Target 009: 6.81e-05 Target 010: 3.58e-05 |Target 011: 6.22e-05 |Target 012: 4.79e-05 |Target 013: 5.67e-05 |Target 014: 3.51e-05 Target 015: 3.90e-05 |Target 016: 8.68e-05 |Target 017: 5.32e-05 |Target 018: 9.36e-05 |Target 019: 7.68e-05 Target 020: 2.76e-05 |Target 021: 6.75e-05 |Target 022: 3.28e-05 |Target 023: 7.60e-05 |Target 024: 8.62e-05 ==================== Epoch #330 | Time: 00d 02h 05m | LR: 2.00e-03 | Epoch time: 22.39 | Train loss: 4.01e-05 | Val loss: 6.41e-05 Target 006 has maximum loss 1.75e-04; Target 020 has minimum loss 3.39e-05 Target 000: 1.03e-04 |Target 001: 1.02e-04 |Target 002: 3.77e-05 |Target 003: 4.28e-05 |Target 004: 3.88e-05 Target 005: 7.60e-05 |Target 006: 1.75e-04 |Target 007: 5.51e-05 |Target 008: 9.24e-05 |Target 009: 6.81e-05 Target 010: 3.87e-05 |Target 011: 5.73e-05 |Target 012: 5.47e-05 |Target 013: 5.91e-05 |Target 014: 3.74e-05 Target 015: 4.34e-05 |Target 016: 9.03e-05 |Target 017: 5.84e-05 |Target 018: 1.08e-04 |Target 019: 7.49e-05 Target 020: 3.39e-05 |Target 021: 7.32e-05 |Target 022: 3.45e-05 |Target 023: 7.44e-05 |Target 024: 8.37e-05 ==================== Epoch #331 | Time: 00d 02h 05m | LR: 2.00e-03 | Epoch time: 22.49 | Train loss: 4.58e-05 | Val loss: 5.91e-05 Target 006 has maximum loss 2.26e-04; Target 020 has minimum loss 2.38e-05 Target 000: 1.82e-04 |Target 001: 1.92e-04 |Target 002: 2.88e-05 |Target 003: 3.58e-05 |Target 004: 3.31e-05 Target 005: 9.36e-05 |Target 006: 2.26e-04 |Target 007: 3.31e-05 |Target 008: 7.49e-05 |Target 009: 7.05e-05 Target 010: 2.91e-05 |Target 011: 4.31e-05 |Target 012: 5.05e-05 |Target 013: 4.42e-05 |Target 014: 3.08e-05 Target 015: 3.62e-05 |Target 016: 8.00e-05 |Target 017: 4.73e-05 |Target 018: 7.17e-05 |Target 019: 6.65e-05 Target 020: 2.38e-05 |Target 021: 6.59e-05 |Target 022: 2.55e-05 |Target 023: 7.60e-05 |Target 024: 9.33e-05 ==================== Epoch #332 | Time: 00d 02h 05m | LR: 2.00e-03 | Epoch time: 22.37 | Train loss: 4.32e-05 | Val loss: 5.49e-05 Target 001 has maximum loss 3.26e-04; Target 010 has minimum loss 2.21e-05 Target 000: 3.17e-04 |Target 001: 3.26e-04 |Target 002: 2.50e-05 |Target 003: 3.62e-05 |Target 004: 2.95e-05 Target 005: 7.15e-05 |Target 006: 1.89e-04 |Target 007: 3.30e-05 |Target 008: 5.78e-05 |Target 009: 5.34e-05 Target 010: 2.21e-05 |Target 011: 4.13e-05 |Target 012: 4.98e-05 |Target 013: 5.98e-05 |Target 014: 2.62e-05 Target 015: 3.13e-05 |Target 016: 4.71e-05 |Target 017: 4.94e-05 |Target 018: 8.09e-05 |Target 019: 6.47e-05 Target 020: 2.30e-05 |Target 021: 5.81e-05 |Target 022: 2.26e-05 |Target 023: 5.97e-05 |Target 024: 7.69e-05 ==================== Epoch #333 | Time: 00d 02h 06m | LR: 2.00e-03 | Epoch time: 22.37 | Train loss: 3.58e-05 | Val loss: 5.61e-05 Target 006 has maximum loss 2.53e-04; Target 010 has minimum loss 2.58e-05 Target 000: 7.89e-05 |Target 001: 1.07e-04 |Target 002: 2.85e-05 |Target 003: 3.22e-05 |Target 004: 3.27e-05 Target 005: 1.03e-04 |Target 006: 2.53e-04 |Target 007: 3.09e-05 |Target 008: 6.47e-05 |Target 009: 6.08e-05 Target 010: 2.58e-05 |Target 011: 4.08e-05 |Target 012: 6.28e-05 |Target 013: 4.37e-05 |Target 014: 2.98e-05 Target 015: 2.80e-05 |Target 016: 5.97e-05 |Target 017: 3.87e-05 |Target 018: 9.49e-05 |Target 019: 6.49e-05 Target 020: 2.63e-05 |Target 021: 6.50e-05 |Target 022: 2.60e-05 |Target 023: 6.99e-05 |Target 024: 8.27e-05 ==================== Epoch #334 | Time: 00d 02h 06m | LR: 2.00e-03 | Epoch time: 22.75 | Train loss: 6.18e-05 | Val loss: 6.87e-05 Target 006 has maximum loss 4.87e-04; Target 002 has minimum loss 2.66e-05 Target 000: 1.51e-04 |Target 001: 2.78e-04 |Target 002: 2.66e-05 |Target 003: 4.10e-05 |Target 004: 3.19e-05 Target 005: 9.05e-05 |Target 006: 4.87e-04 |Target 007: 3.51e-05 |Target 008: 7.54e-05 |Target 009: 1.35e-04 Target 010: 3.26e-05 |Target 011: 4.28e-05 |Target 012: 4.61e-05 |Target 013: 5.97e-05 |Target 014: 2.70e-05 Target 015: 3.21e-05 |Target 016: 6.19e-05 |Target 017: 4.73e-05 |Target 018: 1.00e-04 |Target 019: 6.93e-05 Target 020: 3.09e-05 |Target 021: 1.39e-04 |Target 022: 2.66e-05 |Target 023: 7.16e-05 |Target 024: 1.07e-04 ==================== Epoch #335 | Time: 00d 02h 07m | LR: 2.00e-03 | Epoch time: 22.44 | Train loss: 3.54e-05 | Val loss: 4.80e-05 Target 000 has maximum loss 1.33e-04; Target 010 has minimum loss 2.22e-05 Target 000: 1.33e-04 |Target 001: 7.83e-05 |Target 002: 2.25e-05 |Target 003: 2.94e-05 |Target 004: 2.92e-05 Target 005: 5.27e-05 |Target 006: 1.33e-04 |Target 007: 3.08e-05 |Target 008: 5.04e-05 |Target 009: 5.55e-05 Target 010: 2.22e-05 |Target 011: 4.06e-05 |Target 012: 4.16e-05 |Target 013: 3.86e-05 |Target 014: 2.46e-05 Target 015: 2.87e-05 |Target 016: 4.63e-05 |Target 017: 3.70e-05 |Target 018: 6.53e-05 |Target 019: 5.79e-05 Target 020: 2.34e-05 |Target 021: 5.91e-05 |Target 022: 2.43e-05 |Target 023: 5.76e-05 |Target 024: 7.83e-05 ==================== Epoch #336 | Time: 00d 02h 07m | LR: 2.00e-03 | Epoch time: 23.51 | Train loss: 2.90e-05 | Val loss: 6.00e-05 Target 006 has maximum loss 1.74e-04; Target 010 has minimum loss 2.17e-05 Target 000: 1.26e-04 |Target 001: 6.67e-05 |Target 002: 2.32e-05 |Target 003: 2.84e-05 |Target 004: 2.75e-05 Target 005: 5.94e-05 |Target 006: 1.74e-04 |Target 007: 2.89e-05 |Target 008: 5.75e-05 |Target 009: 1.02e-04 Target 010: 2.17e-05 |Target 011: 4.12e-05 |Target 012: 4.55e-05 |Target 013: 4.42e-05 |Target 014: 2.92e-05 Target 015: 2.51e-05 |Target 016: 4.82e-05 |Target 017: 4.62e-05 |Target 018: 8.07e-05 |Target 019: 6.50e-05 Target 020: 3.00e-05 |Target 021: 7.47e-05 |Target 022: 2.74e-05 |Target 023: 6.69e-05 |Target 024: 1.17e-04 ==================== Epoch #337 | Time: 00d 02h 07m | LR: 2.00e-03 | Epoch time: 23.89 | Train loss: 3.91e-05 | Val loss: 5.62e-05 Target 000 has maximum loss 1.90e-04; Target 010 has minimum loss 2.06e-05 Target 000: 1.90e-04 |Target 001: 1.01e-04 |Target 002: 2.39e-05 |Target 003: 2.94e-05 |Target 004: 2.92e-05 Target 005: 1.65e-04 |Target 006: 1.89e-04 |Target 007: 3.16e-05 |Target 008: 5.94e-05 |Target 009: 6.07e-05 Target 010: 2.06e-05 |Target 011: 4.30e-05 |Target 012: 4.62e-05 |Target 013: 4.45e-05 |Target 014: 2.73e-05 Target 015: 2.91e-05 |Target 016: 6.07e-05 |Target 017: 4.20e-05 |Target 018: 7.52e-05 |Target 019: 6.64e-05 Target 020: 2.39e-05 |Target 021: 7.30e-05 |Target 022: 2.49e-05 |Target 023: 7.10e-05 |Target 024: 9.27e-05 ==================== Epoch #338 | Time: 00d 02h 08m | LR: 2.00e-03 | Epoch time: 24.65 | Train loss: 3.74e-05 | Val loss: 5.95e-05 Target 006 has maximum loss 2.16e-04; Target 010 has minimum loss 2.02e-05 Target 000: 1.64e-04 |Target 001: 1.46e-04 |Target 002: 2.19e-05 |Target 003: 2.84e-05 |Target 004: 3.27e-05 Target 005: 4.21e-05 |Target 006: 2.16e-04 |Target 007: 3.01e-05 |Target 008: 6.18e-05 |Target 009: 1.02e-04 Target 010: 2.02e-05 |Target 011: 4.00e-05 |Target 012: 4.03e-05 |Target 013: 4.63e-05 |Target 014: 2.91e-05 Target 015: 2.87e-05 |Target 016: 5.86e-05 |Target 017: 4.36e-05 |Target 018: 8.89e-05 |Target 019: 6.71e-05 Target 020: 2.62e-05 |Target 021: 9.72e-05 |Target 022: 2.45e-05 |Target 023: 7.48e-05 |Target 024: 9.69e-05 ==================== Epoch #339 | Time: 00d 02h 08m | LR: 2.00e-03 | Epoch time: 22.52 | Train loss: 2.97e-05 | Val loss: 5.39e-05 Target 001 has maximum loss 4.21e-04; Target 022 has minimum loss 2.19e-05 Target 000: 2.24e-04 |Target 001: 4.21e-04 |Target 002: 3.13e-05 |Target 003: 4.45e-05 |Target 004: 2.91e-05 Target 005: 7.39e-05 |Target 006: 1.42e-04 |Target 007: 2.82e-05 |Target 008: 6.42e-05 |Target 009: 7.29e-05 Target 010: 2.70e-05 |Target 011: 4.00e-05 |Target 012: 5.61e-05 |Target 013: 3.97e-05 |Target 014: 2.59e-05 Target 015: 2.64e-05 |Target 016: 6.27e-05 |Target 017: 4.12e-05 |Target 018: 7.06e-05 |Target 019: 5.59e-05 Target 020: 2.43e-05 |Target 021: 7.93e-05 |Target 022: 2.19e-05 |Target 023: 5.58e-05 |Target 024: 7.92e-05 ==================== Epoch #340 | Time: 00d 02h 09m | LR: 2.00e-03 | Epoch time: 22.41 | Train loss: 3.35e-05 | Val loss: 5.14e-05 Target 006 has maximum loss 2.27e-04; Target 010 has minimum loss 2.07e-05 Target 000: 1.94e-04 |Target 001: 1.61e-04 |Target 002: 2.54e-05 |Target 003: 2.83e-05 |Target 004: 2.90e-05 Target 005: 1.17e-04 |Target 006: 2.27e-04 |Target 007: 3.04e-05 |Target 008: 5.53e-05 |Target 009: 5.24e-05 Target 010: 2.07e-05 |Target 011: 3.90e-05 |Target 012: 4.31e-05 |Target 013: 4.05e-05 |Target 014: 2.61e-05 Target 015: 2.75e-05 |Target 016: 5.51e-05 |Target 017: 3.78e-05 |Target 018: 7.78e-05 |Target 019: 5.89e-05 Target 020: 2.29e-05 |Target 021: 5.81e-05 |Target 022: 2.22e-05 |Target 023: 6.05e-05 |Target 024: 8.08e-05 ==================== Epoch #341 | Time: 00d 02h 09m | LR: 2.00e-03 | Epoch time: 22.41 | Train loss: 3.51e-05 | Val loss: 5.16e-05 Target 006 has maximum loss 2.51e-04; Target 010 has minimum loss 2.35e-05 Target 000: 9.03e-05 |Target 001: 9.86e-05 |Target 002: 2.56e-05 |Target 003: 3.33e-05 |Target 004: 2.95e-05 Target 005: 6.12e-05 |Target 006: 2.51e-04 |Target 007: 3.36e-05 |Target 008: 5.68e-05 |Target 009: 6.04e-05 Target 010: 2.35e-05 |Target 011: 4.27e-05 |Target 012: 4.14e-05 |Target 013: 4.39e-05 |Target 014: 2.78e-05 Target 015: 2.69e-05 |Target 016: 5.65e-05 |Target 017: 4.14e-05 |Target 018: 7.89e-05 |Target 019: 5.80e-05 Target 020: 2.41e-05 |Target 021: 6.41e-05 |Target 022: 2.40e-05 |Target 023: 6.10e-05 |Target 024: 8.05e-05 ==================== Epoch #342 | Time: 00d 02h 09m | LR: 2.00e-03 | Epoch time: 22.46 | Train loss: 3.22e-05 | Val loss: 4.79e-05 Target 001 has maximum loss 2.57e-04; Target 010 has minimum loss 1.90e-05 Target 000: 1.18e-04 |Target 001: 2.57e-04 |Target 002: 2.18e-05 |Target 003: 2.66e-05 |Target 004: 2.84e-05 Target 005: 5.23e-05 |Target 006: 1.85e-04 |Target 007: 2.81e-05 |Target 008: 5.33e-05 |Target 009: 4.57e-05 Target 010: 1.90e-05 |Target 011: 3.72e-05 |Target 012: 4.48e-05 |Target 013: 4.57e-05 |Target 014: 2.44e-05 Target 015: 2.69e-05 |Target 016: 4.64e-05 |Target 017: 4.87e-05 |Target 018: 6.98e-05 |Target 019: 5.36e-05 Target 020: 2.28e-05 |Target 021: 5.66e-05 |Target 022: 2.10e-05 |Target 023: 5.52e-05 |Target 024: 6.94e-05 ==================== Epoch #343 | Time: 00d 02h 10m | LR: 2.00e-03 | Epoch time: 22.26 | Train loss: 2.78e-05 | Val loss: 4.66e-05 Target 001 has maximum loss 1.96e-04; Target 010 has minimum loss 2.07e-05 Target 000: 8.48e-05 |Target 001: 1.96e-04 |Target 002: 2.24e-05 |Target 003: 2.61e-05 |Target 004: 2.59e-05 Target 005: 1.13e-04 |Target 006: 1.66e-04 |Target 007: 2.88e-05 |Target 008: 5.65e-05 |Target 009: 5.27e-05 Target 010: 2.07e-05 |Target 011: 3.82e-05 |Target 012: 4.37e-05 |Target 013: 3.90e-05 |Target 014: 2.35e-05 Target 015: 2.47e-05 |Target 016: 5.15e-05 |Target 017: 3.75e-05 |Target 018: 7.31e-05 |Target 019: 5.34e-05 Target 020: 2.17e-05 |Target 021: 5.43e-05 |Target 022: 2.12e-05 |Target 023: 5.27e-05 |Target 024: 6.92e-05 ==================== Epoch #344 | Time: 00d 02h 10m | LR: 2.00e-03 | Epoch time: 23.39 | Train loss: 2.67e-05 | Val loss: 4.43e-05 Target 000 has maximum loss 2.10e-04; Target 010 has minimum loss 1.76e-05 Target 000: 2.10e-04 |Target 001: 1.54e-04 |Target 002: 2.33e-05 |Target 003: 2.46e-05 |Target 004: 2.59e-05 Target 005: 9.66e-05 |Target 006: 1.77e-04 |Target 007: 2.95e-05 |Target 008: 4.90e-05 |Target 009: 4.57e-05 Target 010: 1.76e-05 |Target 011: 3.60e-05 |Target 012: 4.03e-05 |Target 013: 3.60e-05 |Target 014: 2.35e-05 Target 015: 2.81e-05 |Target 016: 4.50e-05 |Target 017: 3.80e-05 |Target 018: 6.17e-05 |Target 019: 5.05e-05 Target 020: 2.19e-05 |Target 021: 4.60e-05 |Target 022: 1.99e-05 |Target 023: 4.98e-05 |Target 024: 6.64e-05 ==================== Epoch #345 | Time: 00d 02h 10m | LR: 2.00e-03 | Epoch time: 23.04 | Train loss: 2.64e-05 | Val loss: 4.81e-05 Target 006 has maximum loss 3.41e-04; Target 010 has minimum loss 1.91e-05 Target 000: 1.38e-04 |Target 001: 2.72e-04 |Target 002: 2.20e-05 |Target 003: 2.53e-05 |Target 004: 2.69e-05 Target 005: 1.42e-04 |Target 006: 3.41e-04 |Target 007: 2.64e-05 |Target 008: 5.37e-05 |Target 009: 4.67e-05 Target 010: 1.91e-05 |Target 011: 3.86e-05 |Target 012: 4.41e-05 |Target 013: 4.59e-05 |Target 014: 2.32e-05 Target 015: 2.39e-05 |Target 016: 4.54e-05 |Target 017: 3.56e-05 |Target 018: 6.75e-05 |Target 019: 5.10e-05 Target 020: 2.05e-05 |Target 021: 4.97e-05 |Target 022: 2.13e-05 |Target 023: 5.23e-05 |Target 024: 7.19e-05 ==================== Epoch #346 | Time: 00d 02h 11m | LR: 2.00e-03 | Epoch time: 22.42 | Train loss: 2.88e-05 | Val loss: 4.55e-05 Target 006 has maximum loss 1.49e-04; Target 010 has minimum loss 2.06e-05 Target 000: 1.12e-04 |Target 001: 9.81e-05 |Target 002: 2.34e-05 |Target 003: 3.07e-05 |Target 004: 2.81e-05 Target 005: 4.67e-05 |Target 006: 1.49e-04 |Target 007: 3.17e-05 |Target 008: 5.16e-05 |Target 009: 4.73e-05 Target 010: 2.06e-05 |Target 011: 3.95e-05 |Target 012: 3.94e-05 |Target 013: 3.79e-05 |Target 014: 2.44e-05 Target 015: 2.71e-05 |Target 016: 4.63e-05 |Target 017: 4.18e-05 |Target 018: 6.38e-05 |Target 019: 5.43e-05 Target 020: 2.19e-05 |Target 021: 5.07e-05 |Target 022: 2.12e-05 |Target 023: 5.60e-05 |Target 024: 6.98e-05 ==================== Epoch #347 | Time: 00d 02h 11m | LR: 2.00e-03 | Epoch time: 23.17 | Train loss: 2.85e-05 | Val loss: 4.62e-05 Target 000 has maximum loss 1.54e-04; Target 010 has minimum loss 2.02e-05 Target 000: 1.54e-04 |Target 001: 1.36e-04 |Target 002: 2.16e-05 |Target 003: 2.68e-05 |Target 004: 2.66e-05 Target 005: 9.41e-05 |Target 006: 1.42e-04 |Target 007: 2.95e-05 |Target 008: 5.97e-05 |Target 009: 4.16e-05 Target 010: 2.02e-05 |Target 011: 3.72e-05 |Target 012: 3.70e-05 |Target 013: 3.76e-05 |Target 014: 2.42e-05 Target 015: 2.52e-05 |Target 016: 4.78e-05 |Target 017: 4.30e-05 |Target 018: 6.26e-05 |Target 019: 5.37e-05 Target 020: 2.09e-05 |Target 021: 5.05e-05 |Target 022: 2.05e-05 |Target 023: 5.41e-05 |Target 024: 7.51e-05 ==================== Epoch #348 | Time: 00d 02h 12m | LR: 2.00e-03 | Epoch time: 23.48 | Train loss: 2.73e-05 | Val loss: 4.52e-05 Target 001 has maximum loss 1.50e-04; Target 010 has minimum loss 1.94e-05 Target 000: 1.31e-04 |Target 001: 1.50e-04 |Target 002: 2.09e-05 |Target 003: 2.64e-05 |Target 004: 2.63e-05 Target 005: 6.41e-05 |Target 006: 1.43e-04 |Target 007: 2.98e-05 |Target 008: 4.80e-05 |Target 009: 5.29e-05 Target 010: 1.94e-05 |Target 011: 3.67e-05 |Target 012: 3.79e-05 |Target 013: 3.74e-05 |Target 014: 2.40e-05 Target 015: 2.33e-05 |Target 016: 4.35e-05 |Target 017: 4.26e-05 |Target 018: 6.92e-05 |Target 019: 5.28e-05 Target 020: 2.03e-05 |Target 021: 5.07e-05 |Target 022: 2.10e-05 |Target 023: 5.27e-05 |Target 024: 6.87e-05 ==================== Epoch #349 | Time: 00d 02h 12m | LR: 2.00e-03 | Epoch time: 22.34 | Train loss: 2.82e-05 | Val loss: 4.94e-05 Target 006 has maximum loss 1.61e-04; Target 010 has minimum loss 1.86e-05 Target 000: 1.28e-04 |Target 001: 9.40e-05 |Target 002: 2.25e-05 |Target 003: 2.51e-05 |Target 004: 2.67e-05 Target 005: 7.47e-05 |Target 006: 1.61e-04 |Target 007: 2.84e-05 |Target 008: 5.40e-05 |Target 009: 4.88e-05 Target 010: 1.86e-05 |Target 011: 3.90e-05 |Target 012: 4.19e-05 |Target 013: 4.18e-05 |Target 014: 2.44e-05 Target 015: 2.52e-05 |Target 016: 5.56e-05 |Target 017: 4.37e-05 |Target 018: 7.17e-05 |Target 019: 5.84e-05 Target 020: 2.05e-05 |Target 021: 5.15e-05 |Target 022: 2.13e-05 |Target 023: 5.85e-05 |Target 024: 8.45e-05 ==================== Epoch #350 | Time: 00d 02h 12m | LR: 2.00e-03 | Epoch time: 23.24 | Train loss: 2.83e-05 | Val loss: 5.01e-05 Target 006 has maximum loss 3.15e-04; Target 022 has minimum loss 2.04e-05 Target 000: 1.68e-04 |Target 001: 3.13e-04 |Target 002: 2.05e-05 |Target 003: 2.38e-05 |Target 004: 2.54e-05 Target 005: 5.84e-05 |Target 006: 3.15e-04 |Target 007: 2.70e-05 |Target 008: 4.93e-05 |Target 009: 4.51e-05 Target 010: 2.04e-05 |Target 011: 3.73e-05 |Target 012: 4.27e-05 |Target 013: 5.19e-05 |Target 014: 2.30e-05 Target 015: 2.54e-05 |Target 016: 4.80e-05 |Target 017: 4.66e-05 |Target 018: 6.48e-05 |Target 019: 5.15e-05 Target 020: 2.31e-05 |Target 021: 4.67e-05 |Target 022: 2.04e-05 |Target 023: 5.44e-05 |Target 024: 8.26e-05 ==================== Epoch #351 | Time: 00d 02h 13m | LR: 2.00e-03 | Epoch time: 22.82 | Train loss: 2.91e-05 | Val loss: 5.18e-05 Target 000 has maximum loss 1.88e-04; Target 020 has minimum loss 2.03e-05 Target 000: 1.88e-04 |Target 001: 1.44e-04 |Target 002: 2.32e-05 |Target 003: 2.80e-05 |Target 004: 2.77e-05 Target 005: 5.88e-05 |Target 006: 1.86e-04 |Target 007: 2.83e-05 |Target 008: 5.08e-05 |Target 009: 5.79e-05 Target 010: 2.31e-05 |Target 011: 4.13e-05 |Target 012: 3.89e-05 |Target 013: 6.66e-05 |Target 014: 2.48e-05 Target 015: 2.64e-05 |Target 016: 4.39e-05 |Target 017: 5.65e-05 |Target 018: 7.18e-05 |Target 019: 5.97e-05 Target 020: 2.03e-05 |Target 021: 5.73e-05 |Target 022: 2.22e-05 |Target 023: 5.66e-05 |Target 024: 8.05e-05 ==================== Epoch #352 | Time: 00d 02h 13m | LR: 2.00e-03 | Epoch time: 22.78 | Train loss: 3.68e-05 | Val loss: 5.36e-05 Target 001 has maximum loss 2.21e-04; Target 010 has minimum loss 2.20e-05 Target 000: 2.13e-04 |Target 001: 2.21e-04 |Target 002: 2.50e-05 |Target 003: 3.23e-05 |Target 004: 3.31e-05 Target 005: 8.59e-05 |Target 006: 2.18e-04 |Target 007: 3.01e-05 |Target 008: 6.35e-05 |Target 009: 5.63e-05 Target 010: 2.20e-05 |Target 011: 3.65e-05 |Target 012: 4.08e-05 |Target 013: 4.17e-05 |Target 014: 2.57e-05 Target 015: 2.71e-05 |Target 016: 5.67e-05 |Target 017: 3.94e-05 |Target 018: 8.39e-05 |Target 019: 6.22e-05 Target 020: 2.54e-05 |Target 021: 6.03e-05 |Target 022: 2.20e-05 |Target 023: 6.34e-05 |Target 024: 8.46e-05 ==================== Epoch #353 | Time: 00d 02h 14m | LR: 2.00e-03 | Epoch time: 22.86 | Train loss: 3.59e-05 | Val loss: 6.00e-05 Target 000 has maximum loss 2.14e-04; Target 010 has minimum loss 2.14e-05 Target 000: 2.14e-04 |Target 001: 1.98e-04 |Target 002: 2.66e-05 |Target 003: 4.09e-05 |Target 004: 3.07e-05 Target 005: 9.12e-05 |Target 006: 1.74e-04 |Target 007: 2.74e-05 |Target 008: 5.87e-05 |Target 009: 8.91e-05 Target 010: 2.14e-05 |Target 011: 3.79e-05 |Target 012: 6.77e-05 |Target 013: 7.66e-05 |Target 014: 2.59e-05 Target 015: 3.08e-05 |Target 016: 4.74e-05 |Target 017: 5.95e-05 |Target 018: 7.58e-05 |Target 019: 5.92e-05 Target 020: 2.66e-05 |Target 021: 6.41e-05 |Target 022: 2.38e-05 |Target 023: 6.40e-05 |Target 024: 9.70e-05 ==================== Epoch #354 | Time: 00d 02h 14m | LR: 2.00e-03 | Epoch time: 22.74 | Train loss: 3.97e-05 | Val loss: 5.71e-05 Target 001 has maximum loss 2.76e-04; Target 010 has minimum loss 2.07e-05 Target 000: 1.24e-04 |Target 001: 2.76e-04 |Target 002: 2.21e-05 |Target 003: 2.84e-05 |Target 004: 2.71e-05 Target 005: 6.77e-05 |Target 006: 1.97e-04 |Target 007: 2.99e-05 |Target 008: 5.49e-05 |Target 009: 5.74e-05 Target 010: 2.07e-05 |Target 011: 4.13e-05 |Target 012: 5.25e-05 |Target 013: 4.75e-05 |Target 014: 2.58e-05 Target 015: 2.45e-05 |Target 016: 5.14e-05 |Target 017: 4.12e-05 |Target 018: 8.11e-05 |Target 019: 6.36e-05 Target 020: 2.23e-05 |Target 021: 6.02e-05 |Target 022: 2.34e-05 |Target 023: 7.30e-05 |Target 024: 1.02e-04 ==================== Epoch #355 | Time: 00d 02h 14m | LR: 2.00e-03 | Epoch time: 22.94 | Train loss: 5.05e-05 | Val loss: 6.62e-05 Target 001 has maximum loss 4.69e-04; Target 020 has minimum loss 2.36e-05 Target 000: 1.81e-04 |Target 001: 4.69e-04 |Target 002: 2.65e-05 |Target 003: 3.24e-05 |Target 004: 2.94e-05 Target 005: 6.58e-05 |Target 006: 1.99e-04 |Target 007: 4.49e-05 |Target 008: 7.82e-05 |Target 009: 1.07e-04 Target 010: 2.71e-05 |Target 011: 4.84e-05 |Target 012: 5.93e-05 |Target 013: 4.82e-05 |Target 014: 3.01e-05 Target 015: 3.15e-05 |Target 016: 8.69e-05 |Target 017: 5.68e-05 |Target 018: 1.04e-04 |Target 019: 6.94e-05 Target 020: 2.36e-05 |Target 021: 9.02e-05 |Target 022: 2.72e-05 |Target 023: 7.53e-05 |Target 024: 9.80e-05 ==================== Epoch #356 | Time: 00d 02h 15m | LR: 2.00e-03 | Epoch time: 23.38 | Train loss: 6.12e-05 | Val loss: 1.00e-04 Target 024 has maximum loss 2.15e-04; Target 010 has minimum loss 3.27e-05 Target 000: 1.19e-04 |Target 001: 1.04e-04 |Target 002: 3.41e-05 |Target 003: 4.35e-05 |Target 004: 3.54e-05 Target 005: 1.20e-04 |Target 006: 1.86e-04 |Target 007: 4.54e-05 |Target 008: 7.39e-05 |Target 009: 1.31e-04 Target 010: 3.27e-05 |Target 011: 5.93e-05 |Target 012: 6.19e-05 |Target 013: 7.37e-05 |Target 014: 4.75e-05 Target 015: 3.38e-05 |Target 016: 8.69e-05 |Target 017: 6.30e-05 |Target 018: 1.76e-04 |Target 019: 1.24e-04 Target 020: 3.43e-05 |Target 021: 1.05e-04 |Target 022: 4.14e-05 |Target 023: 1.17e-04 |Target 024: 2.15e-04 ==================== Epoch #357 | Time: 00d 02h 15m | LR: 2.00e-03 | Epoch time: 22.44 | Train loss: 8.79e-05 | Val loss: 1.88e-04 Target 001 has maximum loss 1.18e-03; Target 020 has minimum loss 3.59e-05 Target 000: 2.85e-04 |Target 001: 1.18e-03 |Target 002: 7.75e-05 |Target 003: 6.59e-05 |Target 004: 4.30e-05 Target 005: 1.66e-04 |Target 006: 2.88e-04 |Target 007: 1.05e-04 |Target 008: 2.63e-04 |Target 009: 1.84e-04 Target 010: 6.58e-05 |Target 011: 6.05e-05 |Target 012: 1.26e-04 |Target 013: 6.92e-05 |Target 014: 9.30e-05 Target 015: 5.94e-05 |Target 016: 2.66e-04 |Target 017: 1.00e-04 |Target 018: 2.00e-04 |Target 019: 2.48e-04 Target 020: 3.59e-05 |Target 021: 2.23e-04 |Target 022: 7.12e-05 |Target 023: 2.78e-04 |Target 024: 3.89e-04 ==================== Epoch #358 | Time: 00d 02h 15m | LR: 2.00e-03 | Epoch time: 22.67 | Train loss: 8.11e-05 | Val loss: 1.04e-04 Target 000 has maximum loss 2.68e-04; Target 015 has minimum loss 3.69e-05 Target 000: 2.68e-04 |Target 001: 2.23e-04 |Target 002: 4.21e-05 |Target 003: 1.12e-04 |Target 004: 4.95e-05 Target 005: 6.24e-05 |Target 006: 2.61e-04 |Target 007: 7.08e-05 |Target 008: 1.32e-04 |Target 009: 1.44e-04 Target 010: 6.26e-05 |Target 011: 5.89e-05 |Target 012: 7.08e-05 |Target 013: 7.50e-05 |Target 014: 4.03e-05 Target 015: 3.69e-05 |Target 016: 1.03e-04 |Target 017: 4.64e-05 |Target 018: 1.50e-04 |Target 019: 1.79e-04 Target 020: 3.81e-05 |Target 021: 1.50e-04 |Target 022: 3.97e-05 |Target 023: 1.26e-04 |Target 024: 1.63e-04 ==================== Epoch #359 | Time: 00d 02h 16m | LR: 2.00e-03 | Epoch time: 22.58 | Train loss: 8.87e-05 | Val loss: 3.53e-04 Target 009 has maximum loss 1.07e-03; Target 007 has minimum loss 8.73e-05 Target 000: 2.48e-04 |Target 001: 3.49e-04 |Target 002: 1.61e-04 |Target 003: 2.80e-04 |Target 004: 1.25e-04 Target 005: 2.58e-04 |Target 006: 4.06e-04 |Target 007: 8.73e-05 |Target 008: 5.94e-04 |Target 009: 1.07e-03 Target 010: 1.81e-04 |Target 011: 9.38e-05 |Target 012: 1.12e-04 |Target 013: 1.26e-04 |Target 014: 1.07e-04 Target 015: 3.14e-04 |Target 016: 7.71e-04 |Target 017: 9.94e-05 |Target 018: 4.00e-04 |Target 019: 5.15e-04 Target 020: 1.24e-04 |Target 021: 9.96e-04 |Target 022: 1.01e-04 |Target 023: 6.20e-04 |Target 024: 5.04e-04 ==================== Epoch #360 | Time: 00d 02h 16m | LR: 2.00e-03 | Epoch time: 22.34 | Train loss: 1.30e-04 | Val loss: 1.06e-04 Target 000 has maximum loss 3.84e-04; Target 020 has minimum loss 3.23e-05 Target 000: 3.84e-04 |Target 001: 1.73e-04 |Target 002: 4.88e-05 |Target 003: 1.14e-04 |Target 004: 3.87e-05 Target 005: 7.64e-05 |Target 006: 1.79e-04 |Target 007: 4.62e-05 |Target 008: 1.17e-04 |Target 009: 2.66e-04 Target 010: 5.42e-05 |Target 011: 5.25e-05 |Target 012: 6.10e-05 |Target 013: 7.44e-05 |Target 014: 5.02e-05 Target 015: 5.88e-05 |Target 016: 1.37e-04 |Target 017: 7.56e-05 |Target 018: 1.53e-04 |Target 019: 1.36e-04 Target 020: 3.23e-05 |Target 021: 1.72e-04 |Target 022: 4.18e-05 |Target 023: 1.05e-04 |Target 024: 1.75e-04 ==================== Epoch #361 | Time: 00d 02h 17m | LR: 2.00e-03 | Epoch time: 22.74 | Train loss: 5.08e-05 | Val loss: 9.39e-05 Target 006 has maximum loss 1.92e-04; Target 020 has minimum loss 4.34e-05 Target 000: 1.79e-04 |Target 001: 1.69e-04 |Target 002: 7.12e-05 |Target 003: 5.96e-05 |Target 004: 5.16e-05 Target 005: 1.60e-04 |Target 006: 1.92e-04 |Target 007: 8.42e-05 |Target 008: 9.43e-05 |Target 009: 1.53e-04 Target 010: 7.91e-05 |Target 011: 7.54e-05 |Target 012: 6.16e-05 |Target 013: 7.36e-05 |Target 014: 7.07e-05 Target 015: 5.16e-05 |Target 016: 9.19e-05 |Target 017: 7.48e-05 |Target 018: 1.07e-04 |Target 019: 1.03e-04 Target 020: 4.34e-05 |Target 021: 1.20e-04 |Target 022: 6.05e-05 |Target 023: 9.99e-05 |Target 024: 1.46e-04 ==================== Epoch #362 | Time: 00d 02h 17m | LR: 2.00e-03 | Epoch time: 22.32 | Train loss: 5.80e-05 | Val loss: 8.52e-05 Target 001 has maximum loss 1.81e-04; Target 020 has minimum loss 3.39e-05 Target 000: 1.64e-04 |Target 001: 1.81e-04 |Target 002: 4.31e-05 |Target 003: 4.37e-05 |Target 004: 3.58e-05 Target 005: 1.32e-04 |Target 006: 1.75e-04 |Target 007: 6.64e-05 |Target 008: 1.03e-04 |Target 009: 1.40e-04 Target 010: 5.28e-05 |Target 011: 7.09e-05 |Target 012: 5.35e-05 |Target 013: 8.05e-05 |Target 014: 5.34e-05 Target 015: 4.01e-05 |Target 016: 9.88e-05 |Target 017: 8.54e-05 |Target 018: 1.09e-04 |Target 019: 9.33e-05 Target 020: 3.39e-05 |Target 021: 1.25e-04 |Target 022: 4.43e-05 |Target 023: 1.04e-04 |Target 024: 1.25e-04 ==================== Epoch #363 | Time: 00d 02h 17m | LR: 2.00e-03 | Epoch time: 22.96 | Train loss: 5.50e-05 | Val loss: 7.20e-05 Target 006 has maximum loss 1.88e-04; Target 020 has minimum loss 2.68e-05 Target 000: 1.21e-04 |Target 001: 1.37e-04 |Target 002: 2.78e-05 |Target 003: 3.38e-05 |Target 004: 3.11e-05 Target 005: 1.32e-04 |Target 006: 1.88e-04 |Target 007: 5.16e-05 |Target 008: 7.70e-05 |Target 009: 9.73e-05 Target 010: 4.03e-05 |Target 011: 5.17e-05 |Target 012: 4.37e-05 |Target 013: 4.57e-05 |Target 014: 3.93e-05 Target 015: 2.99e-05 |Target 016: 7.84e-05 |Target 017: 4.26e-05 |Target 018: 8.07e-05 |Target 019: 7.57e-05 Target 020: 2.68e-05 |Target 021: 1.07e-04 |Target 022: 3.49e-05 |Target 023: 8.84e-05 |Target 024: 1.45e-04 ==================== Epoch #364 | Time: 00d 02h 18m | LR: 2.00e-03 | Epoch time: 22.53 | Train loss: 6.14e-05 | Val loss: 5.43e-05 Target 001 has maximum loss 1.64e-04; Target 022 has minimum loss 2.29e-05 Target 000: 1.26e-04 |Target 001: 1.64e-04 |Target 002: 2.54e-05 |Target 003: 3.44e-05 |Target 004: 3.80e-05 Target 005: 5.71e-05 |Target 006: 1.52e-04 |Target 007: 3.44e-05 |Target 008: 6.89e-05 |Target 009: 6.90e-05 Target 010: 2.36e-05 |Target 011: 4.05e-05 |Target 012: 4.81e-05 |Target 013: 4.47e-05 |Target 014: 2.76e-05 Target 015: 3.13e-05 |Target 016: 6.16e-05 |Target 017: 4.11e-05 |Target 018: 8.54e-05 |Target 019: 7.41e-05 Target 020: 2.42e-05 |Target 021: 6.54e-05 |Target 022: 2.29e-05 |Target 023: 6.12e-05 |Target 024: 7.87e-05 ==================== Epoch #365 | Time: 00d 02h 18m | LR: 2.00e-03 | Epoch time: 22.89 | Train loss: 3.35e-05 | Val loss: 4.30e-05 Target 006 has maximum loss 1.29e-04; Target 010 has minimum loss 1.64e-05 Target 000: 7.27e-05 |Target 001: 1.00e-04 |Target 002: 1.91e-05 |Target 003: 2.75e-05 |Target 004: 2.39e-05 Target 005: 6.96e-05 |Target 006: 1.29e-04 |Target 007: 2.56e-05 |Target 008: 5.00e-05 |Target 009: 4.58e-05 Target 010: 1.64e-05 |Target 011: 3.23e-05 |Target 012: 3.71e-05 |Target 013: 3.85e-05 |Target 014: 2.05e-05 Target 015: 2.60e-05 |Target 016: 4.83e-05 |Target 017: 3.50e-05 |Target 018: 5.85e-05 |Target 019: 5.96e-05 Target 020: 2.02e-05 |Target 021: 5.39e-05 |Target 022: 1.86e-05 |Target 023: 5.19e-05 |Target 024: 6.66e-05 ==================== Epoch #366 | Time: 00d 02h 19m | LR: 2.00e-03 | Epoch time: 22.54 | Train loss: 2.61e-05 | Val loss: 4.27e-05 Target 001 has maximum loss 2.92e-04; Target 022 has minimum loss 1.79e-05 Target 000: 2.80e-04 |Target 001: 2.92e-04 |Target 002: 1.79e-05 |Target 003: 2.58e-05 |Target 004: 2.47e-05 Target 005: 7.86e-05 |Target 006: 2.13e-04 |Target 007: 2.41e-05 |Target 008: 4.75e-05 |Target 009: 4.63e-05 Target 010: 1.82e-05 |Target 011: 3.24e-05 |Target 012: 4.44e-05 |Target 013: 3.25e-05 |Target 014: 2.00e-05 Target 015: 2.22e-05 |Target 016: 4.09e-05 |Target 017: 3.42e-05 |Target 018: 6.25e-05 |Target 019: 4.76e-05 Target 020: 2.04e-05 |Target 021: 4.64e-05 |Target 022: 1.79e-05 |Target 023: 4.84e-05 |Target 024: 5.61e-05 ==================== Epoch #367 | Time: 00d 02h 19m | LR: 2.00e-03 | Epoch time: 22.44 | Train loss: 2.64e-05 | Val loss: 4.15e-05 Target 001 has maximum loss 2.01e-04; Target 010 has minimum loss 1.67e-05 Target 000: 1.10e-04 |Target 001: 2.01e-04 |Target 002: 1.80e-05 |Target 003: 2.60e-05 |Target 004: 2.38e-05 Target 005: 1.55e-04 |Target 006: 1.71e-04 |Target 007: 2.82e-05 |Target 008: 4.78e-05 |Target 009: 4.08e-05 Target 010: 1.67e-05 |Target 011: 3.36e-05 |Target 012: 3.53e-05 |Target 013: 3.34e-05 |Target 014: 2.06e-05 Target 015: 2.37e-05 |Target 016: 4.70e-05 |Target 017: 3.29e-05 |Target 018: 5.84e-05 |Target 019: 5.04e-05 Target 020: 1.95e-05 |Target 021: 4.49e-05 |Target 022: 1.84e-05 |Target 023: 5.03e-05 |Target 024: 5.89e-05 ==================== Epoch #368 | Time: 00d 02h 19m | LR: 2.00e-03 | Epoch time: 22.63 | Train loss: 2.65e-05 | Val loss: 4.20e-05 Target 006 has maximum loss 2.02e-04; Target 010 has minimum loss 1.52e-05 Target 000: 1.21e-04 |Target 001: 1.35e-04 |Target 002: 1.80e-05 |Target 003: 2.44e-05 |Target 004: 2.44e-05 Target 005: 1.04e-04 |Target 006: 2.02e-04 |Target 007: 2.49e-05 |Target 008: 4.51e-05 |Target 009: 4.40e-05 Target 010: 1.52e-05 |Target 011: 3.21e-05 |Target 012: 3.61e-05 |Target 013: 3.88e-05 |Target 014: 1.98e-05 Target 015: 2.13e-05 |Target 016: 4.62e-05 |Target 017: 4.30e-05 |Target 018: 6.14e-05 |Target 019: 4.71e-05 Target 020: 2.01e-05 |Target 021: 4.55e-05 |Target 022: 1.77e-05 |Target 023: 4.78e-05 |Target 024: 6.34e-05 ==================== Epoch #369 | Time: 00d 02h 20m | LR: 2.00e-03 | Epoch time: 24.01 | Train loss: 2.32e-05 | Val loss: 4.19e-05 Target 001 has maximum loss 2.34e-04; Target 010 has minimum loss 1.49e-05 Target 000: 1.60e-04 |Target 001: 2.34e-04 |Target 002: 1.75e-05 |Target 003: 2.22e-05 |Target 004: 2.40e-05 Target 005: 6.38e-05 |Target 006: 1.75e-04 |Target 007: 2.65e-05 |Target 008: 4.75e-05 |Target 009: 3.86e-05 Target 010: 1.49e-05 |Target 011: 3.31e-05 |Target 012: 3.79e-05 |Target 013: 4.09e-05 |Target 014: 2.01e-05 Target 015: 2.13e-05 |Target 016: 4.23e-05 |Target 017: 4.20e-05 |Target 018: 5.98e-05 |Target 019: 4.67e-05 Target 020: 1.83e-05 |Target 021: 4.29e-05 |Target 022: 1.77e-05 |Target 023: 4.73e-05 |Target 024: 6.18e-05 ==================== Epoch #370 | Time: 00d 02h 20m | LR: 2.00e-03 | Epoch time: 22.71 | Train loss: 2.40e-05 | Val loss: 4.27e-05 Target 005 has maximum loss 2.70e-04; Target 010 has minimum loss 1.47e-05 Target 000: 1.51e-04 |Target 001: 7.34e-05 |Target 002: 1.77e-05 |Target 003: 2.33e-05 |Target 004: 2.50e-05 Target 005: 2.70e-04 |Target 006: 1.35e-04 |Target 007: 2.60e-05 |Target 008: 4.43e-05 |Target 009: 4.72e-05 Target 010: 1.47e-05 |Target 011: 3.30e-05 |Target 012: 3.91e-05 |Target 013: 3.43e-05 |Target 014: 2.30e-05 Target 015: 2.22e-05 |Target 016: 3.83e-05 |Target 017: 3.65e-05 |Target 018: 6.70e-05 |Target 019: 4.96e-05 Target 020: 1.84e-05 |Target 021: 5.05e-05 |Target 022: 1.78e-05 |Target 023: 4.95e-05 |Target 024: 6.16e-05 ==================== Epoch #371 | Time: 00d 02h 20m | LR: 2.00e-03 | Epoch time: 22.84 | Train loss: 2.48e-05 | Val loss: 4.09e-05 Target 001 has maximum loss 1.69e-04; Target 010 has minimum loss 1.50e-05 Target 000: 1.02e-04 |Target 001: 1.69e-04 |Target 002: 1.75e-05 |Target 003: 2.15e-05 |Target 004: 2.36e-05 Target 005: 1.65e-04 |Target 006: 1.46e-04 |Target 007: 2.45e-05 |Target 008: 4.70e-05 |Target 009: 4.24e-05 Target 010: 1.50e-05 |Target 011: 3.47e-05 |Target 012: 3.21e-05 |Target 013: 3.99e-05 |Target 014: 2.04e-05 Target 015: 2.39e-05 |Target 016: 4.52e-05 |Target 017: 3.41e-05 |Target 018: 5.90e-05 |Target 019: 4.74e-05 Target 020: 1.88e-05 |Target 021: 4.44e-05 |Target 022: 1.85e-05 |Target 023: 4.78e-05 |Target 024: 6.01e-05 ==================== Epoch #372 | Time: 00d 02h 21m | LR: 2.00e-03 | Epoch time: 22.41 | Train loss: 2.41e-05 | Val loss: 4.12e-05 Target 001 has maximum loss 1.70e-04; Target 002 has minimum loss 1.73e-05 Target 000: 1.35e-04 |Target 001: 1.70e-04 |Target 002: 1.73e-05 |Target 003: 2.53e-05 |Target 004: 2.26e-05 Target 005: 9.25e-05 |Target 006: 1.37e-04 |Target 007: 2.44e-05 |Target 008: 4.59e-05 |Target 009: 3.98e-05 Target 010: 1.76e-05 |Target 011: 3.22e-05 |Target 012: 4.50e-05 |Target 013: 3.20e-05 |Target 014: 2.07e-05 Target 015: 2.36e-05 |Target 016: 4.57e-05 |Target 017: 3.27e-05 |Target 018: 5.79e-05 |Target 019: 4.83e-05 Target 020: 1.87e-05 |Target 021: 4.71e-05 |Target 022: 1.81e-05 |Target 023: 4.79e-05 |Target 024: 6.26e-05 ==================== Epoch #373 | Time: 00d 02h 21m | LR: 2.00e-03 | Epoch time: 22.69 | Train loss: 2.49e-05 | Val loss: 4.54e-05 Target 000 has maximum loss 3.00e-04; Target 010 has minimum loss 1.59e-05 Target 000: 3.00e-04 |Target 001: 2.60e-04 |Target 002: 1.70e-05 |Target 003: 2.18e-05 |Target 004: 2.26e-05 Target 005: 9.17e-05 |Target 006: 1.88e-04 |Target 007: 2.44e-05 |Target 008: 4.45e-05 |Target 009: 4.33e-05 Target 010: 1.59e-05 |Target 011: 3.28e-05 |Target 012: 4.33e-05 |Target 013: 5.68e-05 |Target 014: 1.95e-05 Target 015: 2.13e-05 |Target 016: 4.05e-05 |Target 017: 4.39e-05 |Target 018: 5.89e-05 |Target 019: 4.69e-05 Target 020: 1.93e-05 |Target 021: 4.70e-05 |Target 022: 1.80e-05 |Target 023: 4.85e-05 |Target 024: 6.79e-05 ==================== Epoch #374 | Time: 00d 02h 22m | LR: 2.00e-03 | Epoch time: 22.58 | Train loss: 2.68e-05 | Val loss: 4.68e-05 Target 001 has maximum loss 2.42e-04; Target 010 has minimum loss 1.84e-05 Target 000: 1.09e-04 |Target 001: 2.42e-04 |Target 002: 1.96e-05 |Target 003: 3.80e-05 |Target 004: 2.40e-05 Target 005: 6.52e-05 |Target 006: 1.91e-04 |Target 007: 4.13e-05 |Target 008: 6.58e-05 |Target 009: 4.82e-05 Target 010: 1.84e-05 |Target 011: 3.59e-05 |Target 012: 3.73e-05 |Target 013: 3.28e-05 |Target 014: 2.09e-05 Target 015: 2.28e-05 |Target 016: 5.94e-05 |Target 017: 3.69e-05 |Target 018: 6.69e-05 |Target 019: 5.84e-05 Target 020: 2.08e-05 |Target 021: 5.20e-05 |Target 022: 1.95e-05 |Target 023: 5.95e-05 |Target 024: 6.93e-05 ==================== Epoch #375 | Time: 00d 02h 22m | LR: 2.00e-03 | Epoch time: 22.47 | Train loss: 2.88e-05 | Val loss: 4.39e-05 Target 006 has maximum loss 1.24e-04; Target 010 has minimum loss 1.74e-05 Target 000: 7.62e-05 |Target 001: 1.18e-04 |Target 002: 2.07e-05 |Target 003: 3.15e-05 |Target 004: 3.14e-05 Target 005: 6.99e-05 |Target 006: 1.24e-04 |Target 007: 2.92e-05 |Target 008: 4.81e-05 |Target 009: 4.23e-05 Target 010: 1.74e-05 |Target 011: 3.67e-05 |Target 012: 4.05e-05 |Target 013: 4.02e-05 |Target 014: 2.23e-05 Target 015: 2.39e-05 |Target 016: 4.24e-05 |Target 017: 4.41e-05 |Target 018: 6.19e-05 |Target 019: 4.98e-05 Target 020: 2.20e-05 |Target 021: 4.57e-05 |Target 022: 1.96e-05 |Target 023: 4.94e-05 |Target 024: 7.08e-05 ==================== Epoch #376 | Time: 00d 02h 22m | LR: 2.00e-03 | Epoch time: 22.32 | Train loss: 2.79e-05 | Val loss: 4.11e-05 Target 006 has maximum loss 1.49e-04; Target 010 has minimum loss 1.65e-05 Target 000: 7.44e-05 |Target 001: 6.55e-05 |Target 002: 1.78e-05 |Target 003: 2.41e-05 |Target 004: 2.48e-05 Target 005: 4.47e-05 |Target 006: 1.49e-04 |Target 007: 2.67e-05 |Target 008: 4.65e-05 |Target 009: 4.54e-05 Target 010: 1.65e-05 |Target 011: 3.26e-05 |Target 012: 3.28e-05 |Target 013: 3.17e-05 |Target 014: 2.04e-05 Target 015: 2.56e-05 |Target 016: 4.34e-05 |Target 017: 3.35e-05 |Target 018: 5.95e-05 |Target 019: 4.76e-05 Target 020: 2.03e-05 |Target 021: 4.70e-05 |Target 022: 1.79e-05 |Target 023: 4.80e-05 |Target 024: 7.18e-05 ==================== Epoch #377 | Time: 00d 02h 23m | LR: 2.00e-03 | Epoch time: 22.34 | Train loss: 2.90e-05 | Val loss: 5.02e-05 Target 000 has maximum loss 4.17e-04; Target 002 has minimum loss 1.89e-05 Target 000: 4.17e-04 |Target 001: 3.54e-04 |Target 002: 1.89e-05 |Target 003: 2.45e-05 |Target 004: 2.60e-05 Target 005: 6.11e-05 |Target 006: 2.85e-04 |Target 007: 3.41e-05 |Target 008: 4.94e-05 |Target 009: 4.67e-05 Target 010: 2.03e-05 |Target 011: 3.54e-05 |Target 012: 4.40e-05 |Target 013: 3.61e-05 |Target 014: 2.26e-05 Target 015: 2.45e-05 |Target 016: 5.14e-05 |Target 017: 5.70e-05 |Target 018: 6.64e-05 |Target 019: 5.45e-05 Target 020: 1.97e-05 |Target 021: 5.06e-05 |Target 022: 2.07e-05 |Target 023: 5.08e-05 |Target 024: 7.23e-05 ==================== Epoch #378 | Time: 00d 02h 23m | LR: 2.00e-03 | Epoch time: 22.58 | Train loss: 3.08e-05 | Val loss: 5.12e-05 Target 005 has maximum loss 2.50e-04; Target 010 has minimum loss 1.91e-05 Target 000: 6.46e-05 |Target 001: 1.94e-04 |Target 002: 2.63e-05 |Target 003: 3.11e-05 |Target 004: 2.96e-05 Target 005: 2.50e-04 |Target 006: 2.17e-04 |Target 007: 2.87e-05 |Target 008: 5.08e-05 |Target 009: 5.34e-05 Target 010: 1.91e-05 |Target 011: 3.48e-05 |Target 012: 4.10e-05 |Target 013: 3.78e-05 |Target 014: 2.59e-05 Target 015: 2.48e-05 |Target 016: 5.99e-05 |Target 017: 4.84e-05 |Target 018: 8.42e-05 |Target 019: 5.65e-05 Target 020: 2.37e-05 |Target 021: 6.10e-05 |Target 022: 2.27e-05 |Target 023: 5.50e-05 |Target 024: 7.80e-05 ==================== Epoch #379 | Time: 00d 02h 24m | LR: 2.00e-03 | Epoch time: 22.50 | Train loss: 2.79e-05 | Val loss: 4.54e-05 Target 000 has maximum loss 2.64e-04; Target 010 has minimum loss 1.81e-05 Target 000: 2.64e-04 |Target 001: 1.78e-04 |Target 002: 1.85e-05 |Target 003: 2.40e-05 |Target 004: 2.58e-05 Target 005: 1.50e-04 |Target 006: 2.58e-04 |Target 007: 2.75e-05 |Target 008: 4.82e-05 |Target 009: 4.16e-05 Target 010: 1.81e-05 |Target 011: 3.40e-05 |Target 012: 3.49e-05 |Target 013: 4.88e-05 |Target 014: 2.17e-05 Target 015: 2.31e-05 |Target 016: 4.56e-05 |Target 017: 3.97e-05 |Target 018: 6.69e-05 |Target 019: 5.04e-05 Target 020: 2.09e-05 |Target 021: 4.77e-05 |Target 022: 1.96e-05 |Target 023: 5.07e-05 |Target 024: 6.30e-05 ==================== Epoch #380 | Time: 00d 02h 24m | LR: 2.00e-03 | Epoch time: 22.71 | Train loss: 2.77e-05 | Val loss: 4.09e-05 Target 006 has maximum loss 1.45e-04; Target 020 has minimum loss 1.88e-05 Target 000: 7.61e-05 |Target 001: 1.13e-04 |Target 002: 2.32e-05 |Target 003: 2.85e-05 |Target 004: 2.26e-05 Target 005: 5.35e-05 |Target 006: 1.45e-04 |Target 007: 2.85e-05 |Target 008: 4.61e-05 |Target 009: 4.41e-05 Target 010: 1.90e-05 |Target 011: 3.41e-05 |Target 012: 3.06e-05 |Target 013: 3.29e-05 |Target 014: 2.14e-05 Target 015: 2.78e-05 |Target 016: 5.55e-05 |Target 017: 3.49e-05 |Target 018: 6.22e-05 |Target 019: 5.09e-05 Target 020: 1.88e-05 |Target 021: 4.70e-05 |Target 022: 1.92e-05 |Target 023: 5.12e-05 |Target 024: 5.95e-05 ==================== Epoch #381 | Time: 00d 02h 24m | LR: 2.00e-03 | Epoch time: 22.31 | Train loss: 2.68e-05 | Val loss: 4.46e-05 Target 000 has maximum loss 3.30e-04; Target 010 has minimum loss 1.86e-05 Target 000: 3.30e-04 |Target 001: 1.79e-04 |Target 002: 2.01e-05 |Target 003: 2.53e-05 |Target 004: 2.35e-05 Target 005: 7.48e-05 |Target 006: 2.11e-04 |Target 007: 2.75e-05 |Target 008: 5.08e-05 |Target 009: 4.30e-05 Target 010: 1.86e-05 |Target 011: 3.41e-05 |Target 012: 3.54e-05 |Target 013: 4.07e-05 |Target 014: 2.16e-05 Target 015: 2.37e-05 |Target 016: 4.46e-05 |Target 017: 4.18e-05 |Target 018: 7.17e-05 |Target 019: 4.94e-05 Target 020: 1.95e-05 |Target 021: 4.52e-05 |Target 022: 1.95e-05 |Target 023: 4.97e-05 |Target 024: 6.20e-05 ==================== Epoch #382 | Time: 00d 02h 25m | LR: 2.00e-03 | Epoch time: 22.46 | Train loss: 2.63e-05 | Val loss: 4.51e-05 Target 000 has maximum loss 1.45e-04; Target 010 has minimum loss 1.80e-05 Target 000: 1.45e-04 |Target 001: 9.24e-05 |Target 002: 2.11e-05 |Target 003: 2.31e-05 |Target 004: 2.52e-05 Target 005: 1.19e-04 |Target 006: 1.43e-04 |Target 007: 3.14e-05 |Target 008: 4.82e-05 |Target 009: 4.42e-05 Target 010: 1.80e-05 |Target 011: 3.57e-05 |Target 012: 5.55e-05 |Target 013: 4.13e-05 |Target 014: 2.25e-05 Target 015: 2.46e-05 |Target 016: 4.68e-05 |Target 017: 3.77e-05 |Target 018: 6.20e-05 |Target 019: 5.11e-05 Target 020: 2.09e-05 |Target 021: 4.79e-05 |Target 022: 1.95e-05 |Target 023: 5.01e-05 |Target 024: 7.07e-05 ==================== Epoch #383 | Time: 00d 02h 25m | LR: 2.00e-03 | Epoch time: 22.62 | Train loss: 2.69e-05 | Val loss: 4.24e-05 Target 001 has maximum loss 1.34e-04; Target 010 has minimum loss 1.74e-05 Target 000: 5.98e-05 |Target 001: 1.34e-04 |Target 002: 1.83e-05 |Target 003: 2.26e-05 |Target 004: 2.32e-05 Target 005: 9.45e-05 |Target 006: 1.09e-04 |Target 007: 2.53e-05 |Target 008: 4.98e-05 |Target 009: 4.74e-05 Target 010: 1.74e-05 |Target 011: 3.46e-05 |Target 012: 4.10e-05 |Target 013: 3.29e-05 |Target 014: 2.14e-05 Target 015: 2.26e-05 |Target 016: 5.36e-05 |Target 017: 3.08e-05 |Target 018: 6.86e-05 |Target 019: 4.91e-05 Target 020: 1.95e-05 |Target 021: 4.71e-05 |Target 022: 1.91e-05 |Target 023: 5.06e-05 |Target 024: 6.74e-05 ==================== Epoch #384 | Time: 00d 02h 25m | LR: 2.00e-03 | Epoch time: 22.41 | Train loss: 2.44e-05 | Val loss: 4.26e-05 Target 001 has maximum loss 2.09e-04; Target 010 has minimum loss 1.73e-05 Target 000: 1.67e-04 |Target 001: 2.09e-04 |Target 002: 2.18e-05 |Target 003: 2.66e-05 |Target 004: 2.21e-05 Target 005: 7.48e-05 |Target 006: 2.07e-04 |Target 007: 2.52e-05 |Target 008: 4.47e-05 |Target 009: 4.24e-05 Target 010: 1.73e-05 |Target 011: 3.71e-05 |Target 012: 3.05e-05 |Target 013: 5.24e-05 |Target 014: 2.04e-05 Target 015: 2.35e-05 |Target 016: 3.98e-05 |Target 017: 4.59e-05 |Target 018: 6.12e-05 |Target 019: 4.85e-05 Target 020: 1.82e-05 |Target 021: 4.35e-05 |Target 022: 1.76e-05 |Target 023: 5.02e-05 |Target 024: 5.77e-05 ==================== Epoch #385 | Time: 00d 02h 26m | LR: 2.00e-03 | Epoch time: 22.64 | Train loss: 2.77e-05 | Val loss: 5.25e-05 Target 000 has maximum loss 2.42e-04; Target 020 has minimum loss 1.87e-05 Target 000: 2.42e-04 |Target 001: 2.31e-04 |Target 002: 2.12e-05 |Target 003: 3.08e-05 |Target 004: 2.66e-05 Target 005: 7.43e-05 |Target 006: 1.38e-04 |Target 007: 2.72e-05 |Target 008: 5.07e-05 |Target 009: 5.08e-05 Target 010: 2.24e-05 |Target 011: 3.74e-05 |Target 012: 8.28e-05 |Target 013: 3.85e-05 |Target 014: 2.33e-05 Target 015: 2.62e-05 |Target 016: 4.32e-05 |Target 017: 4.92e-05 |Target 018: 6.75e-05 |Target 019: 5.48e-05 Target 020: 1.87e-05 |Target 021: 4.88e-05 |Target 022: 2.07e-05 |Target 023: 5.23e-05 |Target 024: 9.13e-05 ==================== Epoch #386 | Time: 00d 02h 26m | LR: 2.00e-03 | Epoch time: 22.53 | Train loss: 3.31e-05 | Val loss: 5.59e-05 Target 001 has maximum loss 3.40e-04; Target 020 has minimum loss 2.16e-05 Target 000: 3.16e-04 |Target 001: 3.40e-04 |Target 002: 2.20e-05 |Target 003: 4.50e-05 |Target 004: 2.82e-05 Target 005: 9.23e-05 |Target 006: 1.27e-04 |Target 007: 3.01e-05 |Target 008: 5.09e-05 |Target 009: 5.04e-05 Target 010: 2.75e-05 |Target 011: 3.85e-05 |Target 012: 4.30e-05 |Target 013: 5.77e-05 |Target 014: 2.50e-05 Target 015: 2.51e-05 |Target 016: 5.36e-05 |Target 017: 4.00e-05 |Target 018: 7.14e-05 |Target 019: 5.88e-05 Target 020: 2.16e-05 |Target 021: 5.89e-05 |Target 022: 2.25e-05 |Target 023: 6.02e-05 |Target 024: 9.97e-05 ==================== Epoch #387 | Time: 00d 02h 27m | LR: 2.00e-03 | Epoch time: 22.43 | Train loss: 3.02e-05 | Val loss: 4.71e-05 Target 001 has maximum loss 2.12e-04; Target 020 has minimum loss 1.91e-05 Target 000: 1.05e-04 |Target 001: 2.12e-04 |Target 002: 2.54e-05 |Target 003: 4.08e-05 |Target 004: 2.82e-05 Target 005: 5.52e-05 |Target 006: 2.09e-04 |Target 007: 3.18e-05 |Target 008: 7.66e-05 |Target 009: 4.41e-05 Target 010: 2.16e-05 |Target 011: 4.18e-05 |Target 012: 3.61e-05 |Target 013: 3.62e-05 |Target 014: 2.45e-05 Target 015: 2.56e-05 |Target 016: 6.81e-05 |Target 017: 3.55e-05 |Target 018: 7.37e-05 |Target 019: 6.05e-05 Target 020: 1.91e-05 |Target 021: 5.01e-05 |Target 022: 2.26e-05 |Target 023: 5.37e-05 |Target 024: 6.51e-05 ==================== Epoch #388 | Time: 00d 02h 27m | LR: 2.00e-03 | Epoch time: 22.40 | Train loss: 3.05e-05 | Val loss: 4.90e-05 Target 006 has maximum loss 1.64e-04; Target 022 has minimum loss 2.10e-05 Target 000: 7.96e-05 |Target 001: 1.48e-04 |Target 002: 2.44e-05 |Target 003: 5.85e-05 |Target 004: 2.52e-05 Target 005: 7.05e-05 |Target 006: 1.64e-04 |Target 007: 2.93e-05 |Target 008: 5.49e-05 |Target 009: 6.14e-05 Target 010: 2.46e-05 |Target 011: 4.10e-05 |Target 012: 4.29e-05 |Target 013: 3.90e-05 |Target 014: 2.51e-05 Target 015: 3.02e-05 |Target 016: 5.40e-05 |Target 017: 3.92e-05 |Target 018: 6.80e-05 |Target 019: 5.79e-05 Target 020: 2.23e-05 |Target 021: 6.30e-05 |Target 022: 2.10e-05 |Target 023: 5.66e-05 |Target 024: 7.60e-05 ==================== Epoch #389 | Time: 00d 02h 27m | LR: 2.00e-03 | Epoch time: 22.44 | Train loss: 4.65e-05 | Val loss: 6.30e-05 Target 001 has maximum loss 7.55e-04; Target 022 has minimum loss 2.28e-05 Target 000: 1.52e-04 |Target 001: 7.55e-04 |Target 002: 2.62e-05 |Target 003: 3.53e-05 |Target 004: 2.84e-05 Target 005: 4.96e-04 |Target 006: 3.35e-04 |Target 007: 2.74e-05 |Target 008: 5.19e-05 |Target 009: 7.76e-05 Target 010: 2.65e-05 |Target 011: 3.85e-05 |Target 012: 5.97e-05 |Target 013: 3.93e-05 |Target 014: 2.38e-05 Target 015: 2.62e-05 |Target 016: 5.72e-05 |Target 017: 4.07e-05 |Target 018: 8.55e-05 |Target 019: 5.30e-05 Target 020: 2.75e-05 |Target 021: 7.25e-05 |Target 022: 2.28e-05 |Target 023: 5.77e-05 |Target 024: 1.05e-04 ==================== Epoch #390 | Time: 00d 02h 28m | LR: 2.00e-03 | Epoch time: 22.27 | Train loss: 3.81e-05 | Val loss: 4.24e-05 Target 000 has maximum loss 1.82e-04; Target 010 has minimum loss 1.73e-05 Target 000: 1.82e-04 |Target 001: 8.38e-05 |Target 002: 1.76e-05 |Target 003: 2.71e-05 |Target 004: 2.50e-05 Target 005: 7.75e-05 |Target 006: 1.45e-04 |Target 007: 3.69e-05 |Target 008: 4.65e-05 |Target 009: 4.31e-05 Target 010: 1.73e-05 |Target 011: 3.50e-05 |Target 012: 3.29e-05 |Target 013: 3.50e-05 |Target 014: 2.12e-05 Target 015: 2.24e-05 |Target 016: 5.13e-05 |Target 017: 3.49e-05 |Target 018: 5.81e-05 |Target 019: 4.83e-05 Target 020: 2.24e-05 |Target 021: 4.65e-05 |Target 022: 1.90e-05 |Target 023: 4.91e-05 |Target 024: 6.86e-05 ==================== Epoch #391 | Time: 00d 02h 28m | LR: 2.00e-03 | Epoch time: 22.24 | Train loss: 2.92e-05 | Val loss: 4.79e-05 Target 005 has maximum loss 1.30e-04; Target 020 has minimum loss 1.79e-05 Target 000: 7.66e-05 |Target 001: 1.13e-04 |Target 002: 2.11e-05 |Target 003: 3.22e-05 |Target 004: 2.33e-05 Target 005: 1.30e-04 |Target 006: 1.17e-04 |Target 007: 3.83e-05 |Target 008: 5.20e-05 |Target 009: 5.01e-05 Target 010: 2.12e-05 |Target 011: 4.45e-05 |Target 012: 3.97e-05 |Target 013: 4.12e-05 |Target 014: 2.44e-05 Target 015: 2.57e-05 |Target 016: 4.83e-05 |Target 017: 4.16e-05 |Target 018: 6.50e-05 |Target 019: 5.43e-05 Target 020: 1.79e-05 |Target 021: 5.06e-05 |Target 022: 1.85e-05 |Target 023: 5.15e-05 |Target 024: 8.73e-05 ==================== Epoch #392 | Time: 00d 02h 28m | LR: 2.00e-03 | Epoch time: 22.54 | Train loss: 3.00e-05 | Val loss: 5.93e-05 Target 006 has maximum loss 2.56e-04; Target 020 has minimum loss 1.81e-05 Target 000: 1.15e-04 |Target 001: 2.07e-04 |Target 002: 1.94e-05 |Target 003: 2.44e-05 |Target 004: 2.38e-05 Target 005: 1.12e-04 |Target 006: 2.56e-04 |Target 007: 2.60e-05 |Target 008: 7.72e-05 |Target 009: 5.55e-05 Target 010: 2.37e-05 |Target 011: 3.36e-05 |Target 012: 4.46e-05 |Target 013: 3.82e-05 |Target 014: 2.51e-05 Target 015: 2.29e-05 |Target 016: 5.70e-05 |Target 017: 5.45e-05 |Target 018: 8.12e-05 |Target 019: 6.31e-05 Target 020: 1.81e-05 |Target 021: 5.42e-05 |Target 022: 2.36e-05 |Target 023: 6.17e-05 |Target 024: 1.26e-04 ==================== Epoch #393 | Time: 00d 02h 29m | LR: 2.00e-03 | Epoch time: 22.67 | Train loss: 7.29e-05 | Val loss: 6.36e-05 Target 001 has maximum loss 3.76e-04; Target 010 has minimum loss 2.04e-05 Target 000: 2.17e-04 |Target 001: 3.76e-04 |Target 002: 2.33e-05 |Target 003: 4.59e-05 |Target 004: 2.62e-05 Target 005: 2.25e-04 |Target 006: 1.58e-04 |Target 007: 2.92e-05 |Target 008: 6.80e-05 |Target 009: 8.45e-05 Target 010: 2.04e-05 |Target 011: 3.99e-05 |Target 012: 5.09e-05 |Target 013: 5.03e-05 |Target 014: 2.60e-05 Target 015: 2.71e-05 |Target 016: 6.88e-05 |Target 017: 8.30e-05 |Target 018: 7.86e-05 |Target 019: 6.38e-05 Target 020: 2.41e-05 |Target 021: 7.25e-05 |Target 022: 2.51e-05 |Target 023: 5.98e-05 |Target 024: 1.11e-04 ==================== Epoch #394 | Time: 00d 02h 29m | LR: 2.00e-03 | Epoch time: 22.48 | Train loss: 6.57e-05 | Val loss: 4.98e-05 Target 001 has maximum loss 1.57e-04; Target 020 has minimum loss 1.86e-05 Target 000: 1.20e-04 |Target 001: 1.57e-04 |Target 002: 2.10e-05 |Target 003: 2.64e-05 |Target 004: 2.35e-05 Target 005: 7.69e-05 |Target 006: 1.26e-04 |Target 007: 3.56e-05 |Target 008: 5.80e-05 |Target 009: 5.12e-05 Target 010: 1.94e-05 |Target 011: 3.56e-05 |Target 012: 4.65e-05 |Target 013: 5.21e-05 |Target 014: 2.28e-05 Target 015: 2.32e-05 |Target 016: 5.89e-05 |Target 017: 3.64e-05 |Target 018: 8.12e-05 |Target 019: 6.06e-05 Target 020: 1.86e-05 |Target 021: 5.68e-05 |Target 022: 2.25e-05 |Target 023: 5.81e-05 |Target 024: 7.78e-05 ==================== Epoch #395 | Time: 00d 02h 30m | LR: 2.00e-03 | Epoch time: 23.16 | Train loss: 4.00e-05 | Val loss: 5.39e-05 Target 000 has maximum loss 1.77e-04; Target 022 has minimum loss 2.17e-05 Target 000: 1.77e-04 |Target 001: 1.65e-04 |Target 002: 2.25e-05 |Target 003: 4.71e-05 |Target 004: 2.64e-05 Target 005: 5.91e-05 |Target 006: 1.31e-04 |Target 007: 2.64e-05 |Target 008: 7.05e-05 |Target 009: 8.46e-05 Target 010: 2.72e-05 |Target 011: 3.55e-05 |Target 012: 3.56e-05 |Target 013: 3.76e-05 |Target 014: 2.87e-05 Target 015: 3.53e-05 |Target 016: 7.06e-05 |Target 017: 4.17e-05 |Target 018: 7.64e-05 |Target 019: 6.83e-05 Target 020: 2.34e-05 |Target 021: 7.69e-05 |Target 022: 2.17e-05 |Target 023: 6.39e-05 |Target 024: 8.24e-05 ==================== Epoch #396 | Time: 00d 02h 30m | LR: 2.00e-03 | Epoch time: 22.46 | Train loss: 3.18e-05 | Val loss: 4.16e-05 Target 006 has maximum loss 1.49e-04; Target 020 has minimum loss 1.93e-05 Target 000: 6.38e-05 |Target 001: 1.03e-04 |Target 002: 2.63e-05 |Target 003: 2.75e-05 |Target 004: 2.31e-05 Target 005: 6.43e-05 |Target 006: 1.49e-04 |Target 007: 2.68e-05 |Target 008: 4.62e-05 |Target 009: 4.58e-05 Target 010: 2.50e-05 |Target 011: 3.53e-05 |Target 012: 3.23e-05 |Target 013: 3.40e-05 |Target 014: 2.19e-05 Target 015: 2.34e-05 |Target 016: 4.48e-05 |Target 017: 3.17e-05 |Target 018: 6.34e-05 |Target 019: 5.11e-05 Target 020: 1.93e-05 |Target 021: 4.93e-05 |Target 022: 1.96e-05 |Target 023: 5.05e-05 |Target 024: 6.42e-05 ==================== Epoch #397 | Time: 00d 02h 30m | LR: 2.00e-03 | Epoch time: 22.67 | Train loss: 2.38e-05 | Val loss: 4.06e-05 Target 001 has maximum loss 1.95e-04; Target 010 has minimum loss 1.70e-05 Target 000: 7.93e-05 |Target 001: 1.95e-04 |Target 002: 1.86e-05 |Target 003: 2.28e-05 |Target 004: 2.51e-05 Target 005: 7.17e-05 |Target 006: 1.73e-04 |Target 007: 2.42e-05 |Target 008: 4.58e-05 |Target 009: 4.20e-05 Target 010: 1.70e-05 |Target 011: 3.33e-05 |Target 012: 3.47e-05 |Target 013: 3.19e-05 |Target 014: 2.08e-05 Target 015: 2.14e-05 |Target 016: 3.87e-05 |Target 017: 3.58e-05 |Target 018: 5.78e-05 |Target 019: 4.72e-05 Target 020: 1.95e-05 |Target 021: 4.65e-05 |Target 022: 1.92e-05 |Target 023: 4.85e-05 |Target 024: 6.14e-05 ==================== Epoch #398 | Time: 00d 02h 31m | LR: 2.00e-03 | Epoch time: 22.49 | Train loss: 2.71e-05 | Val loss: 4.30e-05 Target 006 has maximum loss 1.17e-04; Target 022 has minimum loss 1.80e-05 Target 000: 9.85e-05 |Target 001: 5.20e-05 |Target 002: 2.01e-05 |Target 003: 2.99e-05 |Target 004: 2.99e-05 Target 005: 4.20e-05 |Target 006: 1.17e-04 |Target 007: 2.50e-05 |Target 008: 4.83e-05 |Target 009: 4.60e-05 Target 010: 1.80e-05 |Target 011: 3.37e-05 |Target 012: 3.42e-05 |Target 013: 4.26e-05 |Target 014: 2.01e-05 Target 015: 2.64e-05 |Target 016: 4.77e-05 |Target 017: 3.99e-05 |Target 018: 6.86e-05 |Target 019: 4.91e-05 Target 020: 1.86e-05 |Target 021: 5.44e-05 |Target 022: 1.80e-05 |Target 023: 5.46e-05 |Target 024: 6.69e-05 ==================== Epoch #399 | Time: 00d 02h 31m | LR: 2.00e-03 | Epoch time: 22.59 | Train loss: 2.56e-05 | Val loss: 4.35e-05 Target 005 has maximum loss 1.67e-04; Target 010 has minimum loss 1.72e-05 Target 000: 1.57e-04 |Target 001: 6.19e-05 |Target 002: 1.97e-05 |Target 003: 2.35e-05 |Target 004: 2.36e-05 Target 005: 1.67e-04 |Target 006: 1.10e-04 |Target 007: 2.67e-05 |Target 008: 4.50e-05 |Target 009: 4.19e-05 Target 010: 1.72e-05 |Target 011: 4.09e-05 |Target 012: 5.25e-05 |Target 013: 4.95e-05 |Target 014: 2.16e-05 Target 015: 2.40e-05 |Target 016: 4.03e-05 |Target 017: 3.16e-05 |Target 018: 6.58e-05 |Target 019: 4.89e-05 Target 020: 1.98e-05 |Target 021: 4.51e-05 |Target 022: 1.83e-05 |Target 023: 4.94e-05 |Target 024: 6.49e-05 ==================== Epoch #400 | Time: 00d 02h 32m | LR: 2.00e-03 | Epoch time: 22.40 | Train loss: 2.35e-05 | Val loss: 3.83e-05 Target 000 has maximum loss 1.14e-04; Target 010 has minimum loss 1.62e-05 Target 000: 1.14e-04 |Target 001: 8.83e-05 |Target 002: 1.84e-05 |Target 003: 2.71e-05 |Target 004: 2.30e-05 Target 005: 4.08e-05 |Target 006: 1.08e-04 |Target 007: 2.47e-05 |Target 008: 4.35e-05 |Target 009: 3.82e-05 Target 010: 1.62e-05 |Target 011: 3.28e-05 |Target 012: 3.21e-05 |Target 013: 3.54e-05 |Target 014: 1.99e-05 Target 015: 2.16e-05 |Target 016: 3.78e-05 |Target 017: 2.97e-05 |Target 018: 5.36e-05 |Target 019: 4.54e-05 Target 020: 1.77e-05 |Target 021: 4.31e-05 |Target 022: 1.76e-05 |Target 023: 4.70e-05 |Target 024: 6.14e-05 ==================== Epoch #401 | Time: 00d 02h 32m | LR: 2.00e-03 | Epoch time: 22.84 | Train loss: 2.50e-05 | Val loss: 4.42e-05 Target 001 has maximum loss 1.36e-04; Target 002 has minimum loss 1.86e-05 Target 000: 9.93e-05 |Target 001: 1.36e-04 |Target 002: 1.86e-05 |Target 003: 3.93e-05 |Target 004: 2.35e-05 Target 005: 4.31e-05 |Target 006: 1.08e-04 |Target 007: 2.99e-05 |Target 008: 5.23e-05 |Target 009: 4.86e-05 Target 010: 1.86e-05 |Target 011: 3.75e-05 |Target 012: 3.52e-05 |Target 013: 3.71e-05 |Target 014: 2.06e-05 Target 015: 2.30e-05 |Target 016: 5.39e-05 |Target 017: 3.76e-05 |Target 018: 6.36e-05 |Target 019: 5.42e-05 Target 020: 2.03e-05 |Target 021: 4.95e-05 |Target 022: 1.89e-05 |Target 023: 5.47e-05 |Target 024: 7.05e-05 ==================== Epoch #402 | Time: 00d 02h 32m | LR: 2.00e-03 | Epoch time: 22.81 | Train loss: 3.03e-05 | Val loss: 4.58e-05 Target 006 has maximum loss 1.33e-04; Target 010 has minimum loss 1.84e-05 Target 000: 7.56e-05 |Target 001: 8.09e-05 |Target 002: 1.92e-05 |Target 003: 3.02e-05 |Target 004: 2.32e-05 Target 005: 6.00e-05 |Target 006: 1.33e-04 |Target 007: 2.80e-05 |Target 008: 5.45e-05 |Target 009: 6.09e-05 Target 010: 1.84e-05 |Target 011: 3.87e-05 |Target 012: 3.21e-05 |Target 013: 6.03e-05 |Target 014: 2.13e-05 Target 015: 2.34e-05 |Target 016: 4.93e-05 |Target 017: 6.51e-05 |Target 018: 6.75e-05 |Target 019: 5.17e-05 Target 020: 1.90e-05 |Target 021: 4.91e-05 |Target 022: 1.91e-05 |Target 023: 5.44e-05 |Target 024: 6.52e-05 ==================== Epoch #403 | Time: 00d 02h 33m | LR: 2.00e-03 | Epoch time: 22.73 | Train loss: 2.62e-05 | Val loss: 4.28e-05 Target 001 has maximum loss 2.64e-04; Target 010 has minimum loss 1.80e-05 Target 000: 1.45e-04 |Target 001: 2.64e-04 |Target 002: 1.94e-05 |Target 003: 2.37e-05 |Target 004: 2.44e-05 Target 005: 6.99e-05 |Target 006: 2.23e-04 |Target 007: 2.52e-05 |Target 008: 4.55e-05 |Target 009: 4.41e-05 Target 010: 1.80e-05 |Target 011: 3.36e-05 |Target 012: 3.56e-05 |Target 013: 3.49e-05 |Target 014: 2.11e-05 Target 015: 2.29e-05 |Target 016: 4.58e-05 |Target 017: 3.37e-05 |Target 018: 5.62e-05 |Target 019: 5.38e-05 Target 020: 1.98e-05 |Target 021: 5.17e-05 |Target 022: 1.93e-05 |Target 023: 5.07e-05 |Target 024: 6.03e-05 ==================== Epoch #404 | Time: 00d 02h 33m | LR: 2.00e-03 | Epoch time: 22.41 | Train loss: 2.47e-05 | Val loss: 4.09e-05 Target 001 has maximum loss 1.47e-04; Target 010 has minimum loss 1.64e-05 Target 000: 7.84e-05 |Target 001: 1.47e-04 |Target 002: 1.66e-05 |Target 003: 2.23e-05 |Target 004: 2.27e-05 Target 005: 5.06e-05 |Target 006: 1.02e-04 |Target 007: 2.62e-05 |Target 008: 4.18e-05 |Target 009: 4.10e-05 Target 010: 1.64e-05 |Target 011: 3.34e-05 |Target 012: 3.21e-05 |Target 013: 3.94e-05 |Target 014: 2.03e-05 Target 015: 2.15e-05 |Target 016: 4.43e-05 |Target 017: 3.40e-05 |Target 018: 5.91e-05 |Target 019: 4.72e-05 Target 020: 1.90e-05 |Target 021: 4.52e-05 |Target 022: 1.86e-05 |Target 023: 4.81e-05 |Target 024: 6.93e-05 ==================== Epoch #405 | Time: 00d 02h 33m | LR: 2.00e-03 | Epoch time: 23.53 | Train loss: 2.44e-05 | Val loss: 4.06e-05 Target 001 has maximum loss 2.51e-04; Target 020 has minimum loss 1.81e-05 Target 000: 8.19e-05 |Target 001: 2.51e-04 |Target 002: 1.84e-05 |Target 003: 3.33e-05 |Target 004: 2.21e-05 Target 005: 1.07e-04 |Target 006: 1.45e-04 |Target 007: 2.68e-05 |Target 008: 4.52e-05 |Target 009: 4.02e-05 Target 010: 2.00e-05 |Target 011: 3.39e-05 |Target 012: 3.71e-05 |Target 013: 3.20e-05 |Target 014: 2.04e-05 Target 015: 2.22e-05 |Target 016: 4.32e-05 |Target 017: 3.26e-05 |Target 018: 5.61e-05 |Target 019: 4.54e-05 Target 020: 1.81e-05 |Target 021: 4.82e-05 |Target 022: 1.89e-05 |Target 023: 4.55e-05 |Target 024: 6.11e-05 ==================== Epoch #406 | Time: 00d 02h 34m | LR: 2.00e-03 | Epoch time: 22.77 | Train loss: 2.76e-05 | Val loss: 5.46e-05 Target 001 has maximum loss 4.84e-04; Target 002 has minimum loss 1.73e-05 Target 000: 1.45e-04 |Target 001: 4.84e-04 |Target 002: 1.73e-05 |Target 003: 2.96e-05 |Target 004: 2.46e-05 Target 005: 8.41e-05 |Target 006: 2.36e-04 |Target 007: 2.97e-05 |Target 008: 4.82e-05 |Target 009: 5.25e-05 Target 010: 1.76e-05 |Target 011: 3.53e-05 |Target 012: 3.41e-05 |Target 013: 9.93e-05 |Target 014: 2.03e-05 Target 015: 2.35e-05 |Target 016: 4.47e-05 |Target 017: 9.68e-05 |Target 018: 6.06e-05 |Target 019: 5.05e-05 Target 020: 1.99e-05 |Target 021: 5.34e-05 |Target 022: 1.86e-05 |Target 023: 5.07e-05 |Target 024: 8.26e-05 ==================== Epoch #407 | Time: 00d 02h 34m | LR: 2.00e-03 | Epoch time: 22.46 | Train loss: 3.72e-05 | Val loss: 5.04e-05 Target 001 has maximum loss 3.39e-04; Target 010 has minimum loss 1.84e-05 Target 000: 1.95e-04 |Target 001: 3.39e-04 |Target 002: 2.11e-05 |Target 003: 2.51e-05 |Target 004: 2.75e-05 Target 005: 3.30e-04 |Target 006: 2.87e-04 |Target 007: 2.84e-05 |Target 008: 5.53e-05 |Target 009: 5.40e-05 Target 010: 1.84e-05 |Target 011: 4.04e-05 |Target 012: 3.71e-05 |Target 013: 4.42e-05 |Target 014: 2.71e-05 Target 015: 2.54e-05 |Target 016: 4.74e-05 |Target 017: 4.53e-05 |Target 018: 6.42e-05 |Target 019: 5.71e-05 Target 020: 2.04e-05 |Target 021: 5.24e-05 |Target 022: 1.98e-05 |Target 023: 5.63e-05 |Target 024: 6.76e-05 ==================== Epoch #408 | Time: 00d 02h 35m | LR: 2.00e-03 | Epoch time: 23.40 | Train loss: 4.61e-05 | Val loss: 5.86e-05 Target 006 has maximum loss 1.48e-04; Target 020 has minimum loss 2.60e-05 Target 000: 1.05e-04 |Target 001: 1.30e-04 |Target 002: 2.66e-05 |Target 003: 4.81e-05 |Target 004: 3.42e-05 Target 005: 1.18e-04 |Target 006: 1.48e-04 |Target 007: 4.38e-05 |Target 008: 5.94e-05 |Target 009: 7.70e-05 Target 010: 2.62e-05 |Target 011: 4.01e-05 |Target 012: 3.83e-05 |Target 013: 4.69e-05 |Target 014: 2.78e-05 Target 015: 5.14e-05 |Target 016: 9.92e-05 |Target 017: 3.96e-05 |Target 018: 9.20e-05 |Target 019: 8.21e-05 Target 020: 2.60e-05 |Target 021: 7.16e-05 |Target 022: 2.60e-05 |Target 023: 8.20e-05 |Target 024: 7.80e-05 ==================== Epoch #409 | Time: 00d 02h 35m | LR: 2.00e-03 | Epoch time: 22.63 | Train loss: 5.32e-05 | Val loss: 8.92e-05 Target 001 has maximum loss 5.17e-04; Target 020 has minimum loss 2.54e-05 Target 000: 2.78e-04 |Target 001: 5.17e-04 |Target 002: 5.01e-05 |Target 003: 5.70e-05 |Target 004: 3.22e-05 Target 005: 1.52e-04 |Target 006: 2.73e-04 |Target 007: 5.47e-05 |Target 008: 1.27e-04 |Target 009: 8.13e-05 Target 010: 3.93e-05 |Target 011: 6.11e-05 |Target 012: 4.80e-05 |Target 013: 4.55e-05 |Target 014: 3.82e-05 Target 015: 4.86e-05 |Target 016: 1.50e-04 |Target 017: 6.19e-05 |Target 018: 1.05e-04 |Target 019: 9.98e-05 Target 020: 2.54e-05 |Target 021: 1.04e-04 |Target 022: 3.58e-05 |Target 023: 1.18e-04 |Target 024: 1.66e-04 ==================== Epoch #410 | Time: 00d 02h 35m | LR: 2.00e-03 | Epoch time: 22.50 | Train loss: 4.48e-05 | Val loss: 5.06e-05 Target 006 has maximum loss 2.04e-04; Target 010 has minimum loss 1.77e-05 Target 000: 1.49e-04 |Target 001: 1.44e-04 |Target 002: 1.96e-05 |Target 003: 2.50e-05 |Target 004: 3.42e-05 Target 005: 5.26e-05 |Target 006: 2.04e-04 |Target 007: 3.12e-05 |Target 008: 4.39e-05 |Target 009: 5.41e-05 Target 010: 1.77e-05 |Target 011: 3.86e-05 |Target 012: 3.76e-05 |Target 013: 4.78e-05 |Target 014: 2.53e-05 Target 015: 2.82e-05 |Target 016: 4.04e-05 |Target 017: 4.59e-05 |Target 018: 7.25e-05 |Target 019: 6.94e-05 Target 020: 2.22e-05 |Target 021: 5.78e-05 |Target 022: 2.39e-05 |Target 023: 6.32e-05 |Target 024: 7.45e-05 ==================== Epoch #411 | Time: 00d 02h 36m | LR: 2.00e-03 | Epoch time: 23.20 | Train loss: 4.01e-05 | Val loss: 5.32e-05 Target 001 has maximum loss 2.06e-04; Target 002 has minimum loss 2.12e-05 Target 000: 1.64e-04 |Target 001: 2.06e-04 |Target 002: 2.12e-05 |Target 003: 4.52e-05 |Target 004: 3.13e-05 Target 005: 1.22e-04 |Target 006: 1.45e-04 |Target 007: 3.24e-05 |Target 008: 5.18e-05 |Target 009: 6.84e-05 Target 010: 2.43e-05 |Target 011: 4.27e-05 |Target 012: 4.08e-05 |Target 013: 3.57e-05 |Target 014: 2.43e-05 Target 015: 3.58e-05 |Target 016: 5.31e-05 |Target 017: 4.21e-05 |Target 018: 1.01e-04 |Target 019: 6.70e-05 Target 020: 2.23e-05 |Target 021: 6.21e-05 |Target 022: 2.24e-05 |Target 023: 6.43e-05 |Target 024: 7.47e-05 ==================== Epoch #412 | Time: 00d 02h 36m | LR: 2.00e-03 | Epoch time: 22.48 | Train loss: 3.28e-05 | Val loss: 6.36e-05 Target 001 has maximum loss 1.98e-04; Target 020 has minimum loss 2.59e-05 Target 000: 1.41e-04 |Target 001: 1.98e-04 |Target 002: 4.02e-05 |Target 003: 4.84e-05 |Target 004: 3.00e-05 Target 005: 4.63e-05 |Target 006: 1.37e-04 |Target 007: 4.77e-05 |Target 008: 6.91e-05 |Target 009: 7.82e-05 Target 010: 4.37e-05 |Target 011: 5.50e-05 |Target 012: 4.32e-05 |Target 013: 6.66e-05 |Target 014: 3.43e-05 Target 015: 3.40e-05 |Target 016: 6.31e-05 |Target 017: 8.84e-05 |Target 018: 8.50e-05 |Target 019: 6.61e-05 Target 020: 2.59e-05 |Target 021: 6.57e-05 |Target 022: 3.15e-05 |Target 023: 6.90e-05 |Target 024: 9.86e-05 ==================== Epoch #413 | Time: 00d 02h 37m | LR: 2.00e-03 | Epoch time: 23.19 | Train loss: 4.21e-05 | Val loss: 5.95e-05 Target 001 has maximum loss 4.42e-04; Target 020 has minimum loss 2.55e-05 Target 000: 1.70e-04 |Target 001: 4.42e-04 |Target 002: 3.17e-05 |Target 003: 4.94e-05 |Target 004: 3.71e-05 Target 005: 6.30e-05 |Target 006: 3.50e-04 |Target 007: 4.08e-05 |Target 008: 5.50e-05 |Target 009: 7.75e-05 Target 010: 3.26e-05 |Target 011: 4.66e-05 |Target 012: 4.22e-05 |Target 013: 5.67e-05 |Target 014: 2.96e-05 Target 015: 2.99e-05 |Target 016: 5.74e-05 |Target 017: 6.07e-05 |Target 018: 7.25e-05 |Target 019: 6.51e-05 Target 020: 2.55e-05 |Target 021: 7.60e-05 |Target 022: 2.75e-05 |Target 023: 6.49e-05 |Target 024: 8.08e-05 ==================== Epoch #414 | Time: 00d 02h 37m | LR: 2.00e-03 | Epoch time: 24.03 | Train loss: 3.62e-05 | Val loss: 5.15e-05 Target 006 has maximum loss 1.72e-04; Target 020 has minimum loss 2.13e-05 Target 000: 1.28e-04 |Target 001: 8.15e-05 |Target 002: 2.19e-05 |Target 003: 3.13e-05 |Target 004: 2.29e-05 Target 005: 1.61e-04 |Target 006: 1.72e-04 |Target 007: 2.85e-05 |Target 008: 5.93e-05 |Target 009: 4.63e-05 Target 010: 2.62e-05 |Target 011: 4.33e-05 |Target 012: 4.03e-05 |Target 013: 4.14e-05 |Target 014: 2.62e-05 Target 015: 2.77e-05 |Target 016: 5.53e-05 |Target 017: 3.47e-05 |Target 018: 7.07e-05 |Target 019: 5.62e-05 Target 020: 2.13e-05 |Target 021: 5.34e-05 |Target 022: 2.13e-05 |Target 023: 5.99e-05 |Target 024: 9.73e-05 ==================== Epoch #415 | Time: 00d 02h 37m | LR: 2.00e-03 | Epoch time: 22.53 | Train loss: 3.44e-05 | Val loss: 4.95e-05 Target 000 has maximum loss 2.10e-04; Target 002 has minimum loss 2.04e-05 Target 000: 2.10e-04 |Target 001: 1.31e-04 |Target 002: 2.04e-05 |Target 003: 2.87e-05 |Target 004: 2.64e-05 Target 005: 4.59e-05 |Target 006: 1.55e-04 |Target 007: 3.09e-05 |Target 008: 4.93e-05 |Target 009: 6.01e-05 Target 010: 2.19e-05 |Target 011: 4.01e-05 |Target 012: 3.23e-05 |Target 013: 3.85e-05 |Target 014: 2.34e-05 Target 015: 2.21e-05 |Target 016: 5.29e-05 |Target 017: 3.79e-05 |Target 018: 6.97e-05 |Target 019: 5.65e-05 Target 020: 2.39e-05 |Target 021: 7.38e-05 |Target 022: 2.19e-05 |Target 023: 6.21e-05 |Target 024: 8.15e-05 ==================== Epoch #416 | Time: 00d 02h 38m | LR: 2.00e-03 | Epoch time: 22.99 | Train loss: 3.57e-05 | Val loss: 5.03e-05 Target 000 has maximum loss 2.78e-04; Target 002 has minimum loss 1.98e-05 Target 000: 2.78e-04 |Target 001: 2.56e-04 |Target 002: 1.98e-05 |Target 003: 2.73e-05 |Target 004: 2.57e-05 Target 005: 6.08e-05 |Target 006: 1.64e-04 |Target 007: 3.06e-05 |Target 008: 6.23e-05 |Target 009: 5.60e-05 Target 010: 2.31e-05 |Target 011: 4.22e-05 |Target 012: 3.78e-05 |Target 013: 4.57e-05 |Target 014: 2.71e-05 Target 015: 2.67e-05 |Target 016: 5.86e-05 |Target 017: 4.60e-05 |Target 018: 7.10e-05 |Target 019: 5.58e-05 Target 020: 2.07e-05 |Target 021: 6.01e-05 |Target 022: 2.53e-05 |Target 023: 5.91e-05 |Target 024: 6.97e-05 ==================== Epoch #417 | Time: 00d 02h 38m | LR: 2.00e-03 | Epoch time: 23.91 | Train loss: 3.46e-05 | Val loss: 5.55e-05 Target 005 has maximum loss 1.72e-04; Target 020 has minimum loss 2.23e-05 Target 000: 7.49e-05 |Target 001: 1.00e-04 |Target 002: 2.46e-05 |Target 003: 3.51e-05 |Target 004: 2.92e-05 Target 005: 1.72e-04 |Target 006: 1.35e-04 |Target 007: 4.60e-05 |Target 008: 6.89e-05 |Target 009: 6.28e-05 Target 010: 2.51e-05 |Target 011: 4.68e-05 |Target 012: 3.77e-05 |Target 013: 4.57e-05 |Target 014: 2.98e-05 Target 015: 3.77e-05 |Target 016: 6.87e-05 |Target 017: 4.85e-05 |Target 018: 8.35e-05 |Target 019: 6.62e-05 Target 020: 2.23e-05 |Target 021: 6.47e-05 |Target 022: 2.64e-05 |Target 023: 6.44e-05 |Target 024: 8.81e-05 ==================== Epoch #418 | Time: 00d 02h 39m | LR: 2.00e-03 | Epoch time: 22.44 | Train loss: 3.88e-05 | Val loss: 5.51e-05 Target 000 has maximum loss 2.52e-04; Target 020 has minimum loss 1.97e-05 Target 000: 2.52e-04 |Target 001: 1.09e-04 |Target 002: 2.15e-05 |Target 003: 2.99e-05 |Target 004: 2.36e-05 Target 005: 5.48e-05 |Target 006: 2.11e-04 |Target 007: 2.89e-05 |Target 008: 5.61e-05 |Target 009: 6.82e-05 Target 010: 2.05e-05 |Target 011: 4.13e-05 |Target 012: 3.86e-05 |Target 013: 4.02e-05 |Target 014: 2.78e-05 Target 015: 2.56e-05 |Target 016: 6.04e-05 |Target 017: 5.96e-05 |Target 018: 8.52e-05 |Target 019: 6.14e-05 Target 020: 1.97e-05 |Target 021: 7.77e-05 |Target 022: 2.59e-05 |Target 023: 6.00e-05 |Target 024: 9.00e-05 ==================== Epoch #419 | Time: 00d 02h 39m | LR: 2.00e-03 | Epoch time: 22.45 | Train loss: 6.06e-05 | Val loss: 6.38e-05 Target 006 has maximum loss 1.88e-04; Target 020 has minimum loss 2.46e-05 Target 000: 7.27e-05 |Target 001: 9.24e-05 |Target 002: 3.88e-05 |Target 003: 4.18e-05 |Target 004: 2.67e-05 Target 005: 6.57e-05 |Target 006: 1.88e-04 |Target 007: 4.83e-05 |Target 008: 1.02e-04 |Target 009: 9.48e-05 Target 010: 3.14e-05 |Target 011: 5.46e-05 |Target 012: 4.30e-05 |Target 013: 5.00e-05 |Target 014: 3.15e-05 Target 015: 2.99e-05 |Target 016: 1.10e-04 |Target 017: 4.89e-05 |Target 018: 1.06e-04 |Target 019: 8.25e-05 Target 020: 2.46e-05 |Target 021: 9.62e-05 |Target 022: 2.91e-05 |Target 023: 7.09e-05 |Target 024: 9.34e-05 ==================== Epoch #420 | Time: 00d 02h 39m | LR: 2.00e-03 | Epoch time: 22.34 | Train loss: 4.81e-05 | Val loss: 4.88e-05 Target 001 has maximum loss 2.39e-04; Target 010 has minimum loss 1.73e-05 Target 000: 9.51e-05 |Target 001: 2.39e-04 |Target 002: 2.35e-05 |Target 003: 3.20e-05 |Target 004: 2.35e-05 Target 005: 1.17e-04 |Target 006: 1.34e-04 |Target 007: 3.05e-05 |Target 008: 4.92e-05 |Target 009: 5.11e-05 Target 010: 1.73e-05 |Target 011: 3.70e-05 |Target 012: 3.80e-05 |Target 013: 3.75e-05 |Target 014: 2.34e-05 Target 015: 2.51e-05 |Target 016: 4.78e-05 |Target 017: 4.89e-05 |Target 018: 7.17e-05 |Target 019: 6.37e-05 Target 020: 2.18e-05 |Target 021: 5.08e-05 |Target 022: 2.16e-05 |Target 023: 6.21e-05 |Target 024: 7.24e-05 ==================== Epoch #421 | Time: 00d 02h 40m | LR: 2.00e-03 | Epoch time: 22.57 | Train loss: 2.91e-05 | Val loss: 4.25e-05 Target 005 has maximum loss 2.99e-04; Target 002 has minimum loss 1.65e-05 Target 000: 1.43e-04 |Target 001: 1.61e-04 |Target 002: 1.65e-05 |Target 003: 2.17e-05 |Target 004: 2.08e-05 Target 005: 2.99e-04 |Target 006: 1.42e-04 |Target 007: 2.71e-05 |Target 008: 4.29e-05 |Target 009: 3.82e-05 Target 010: 1.72e-05 |Target 011: 3.30e-05 |Target 012: 2.90e-05 |Target 013: 3.70e-05 |Target 014: 1.97e-05 Target 015: 2.18e-05 |Target 016: 4.46e-05 |Target 017: 4.21e-05 |Target 018: 6.08e-05 |Target 019: 4.79e-05 Target 020: 1.82e-05 |Target 021: 4.20e-05 |Target 022: 1.81e-05 |Target 023: 4.53e-05 |Target 024: 6.75e-05 ==================== Epoch #422 | Time: 00d 02h 40m | LR: 2.00e-03 | Epoch time: 22.43 | Train loss: 2.49e-05 | Val loss: 4.06e-05 Target 000 has maximum loss 2.79e-04; Target 002 has minimum loss 1.75e-05 Target 000: 2.79e-04 |Target 001: 1.65e-04 |Target 002: 1.75e-05 |Target 003: 2.93e-05 |Target 004: 2.05e-05 Target 005: 8.21e-05 |Target 006: 2.33e-04 |Target 007: 2.40e-05 |Target 008: 4.02e-05 |Target 009: 4.14e-05 Target 010: 2.09e-05 |Target 011: 3.29e-05 |Target 012: 3.19e-05 |Target 013: 2.97e-05 |Target 014: 1.94e-05 Target 015: 2.33e-05 |Target 016: 3.70e-05 |Target 017: 2.83e-05 |Target 018: 5.95e-05 |Target 019: 4.58e-05 Target 020: 1.80e-05 |Target 021: 4.64e-05 |Target 022: 1.82e-05 |Target 023: 4.66e-05 |Target 024: 6.03e-05 ==================== Epoch #423 | Time: 00d 02h 40m | LR: 2.00e-03 | Epoch time: 22.43 | Train loss: 2.30e-05 | Val loss: 4.11e-05 Target 006 has maximum loss 1.24e-04; Target 010 has minimum loss 1.67e-05 Target 000: 6.29e-05 |Target 001: 6.57e-05 |Target 002: 2.03e-05 |Target 003: 2.15e-05 |Target 004: 2.36e-05 Target 005: 8.63e-05 |Target 006: 1.24e-04 |Target 007: 2.83e-05 |Target 008: 4.08e-05 |Target 009: 3.72e-05 Target 010: 1.67e-05 |Target 011: 3.27e-05 |Target 012: 3.61e-05 |Target 013: 4.08e-05 |Target 014: 1.97e-05 Target 015: 1.98e-05 |Target 016: 4.42e-05 |Target 017: 3.01e-05 |Target 018: 5.14e-05 |Target 019: 4.54e-05 Target 020: 1.67e-05 |Target 021: 4.25e-05 |Target 022: 1.79e-05 |Target 023: 4.58e-05 |Target 024: 7.88e-05 ==================== Epoch #424 | Time: 00d 02h 41m | LR: 2.00e-03 | Epoch time: 22.52 | Train loss: 2.50e-05 | Val loss: 5.09e-05 Target 006 has maximum loss 2.38e-04; Target 010 has minimum loss 1.90e-05 Target 000: 1.21e-04 |Target 001: 1.94e-04 |Target 002: 2.06e-05 |Target 003: 3.91e-05 |Target 004: 2.76e-05 Target 005: 8.59e-05 |Target 006: 2.38e-04 |Target 007: 3.67e-05 |Target 008: 5.95e-05 |Target 009: 4.94e-05 Target 010: 1.90e-05 |Target 011: 3.81e-05 |Target 012: 3.29e-05 |Target 013: 4.08e-05 |Target 014: 2.69e-05 Target 015: 2.76e-05 |Target 016: 5.44e-05 |Target 017: 3.45e-05 |Target 018: 7.08e-05 |Target 019: 6.52e-05 Target 020: 2.15e-05 |Target 021: 6.24e-05 |Target 022: 2.27e-05 |Target 023: 6.27e-05 |Target 024: 8.01e-05 ==================== Epoch #425 | Time: 00d 02h 41m | LR: 2.00e-03 | Epoch time: 22.65 | Train loss: 2.72e-05 | Val loss: 4.19e-05 Target 006 has maximum loss 1.23e-04; Target 010 has minimum loss 1.75e-05 Target 000: 7.65e-05 |Target 001: 9.27e-05 |Target 002: 1.76e-05 |Target 003: 2.31e-05 |Target 004: 2.34e-05 Target 005: 3.70e-05 |Target 006: 1.23e-04 |Target 007: 2.98e-05 |Target 008: 4.51e-05 |Target 009: 5.91e-05 Target 010: 1.75e-05 |Target 011: 3.65e-05 |Target 012: 3.11e-05 |Target 013: 3.63e-05 |Target 014: 2.06e-05 Target 015: 2.47e-05 |Target 016: 4.21e-05 |Target 017: 3.82e-05 |Target 018: 6.07e-05 |Target 019: 4.88e-05 Target 020: 1.99e-05 |Target 021: 4.70e-05 |Target 022: 1.93e-05 |Target 023: 5.38e-05 |Target 024: 6.64e-05 ==================== Epoch #426 | Time: 00d 02h 42m | LR: 2.00e-03 | Epoch time: 22.40 | Train loss: 2.15e-05 | Val loss: 3.57e-05 Target 006 has maximum loss 1.17e-04; Target 010 has minimum loss 1.47e-05 Target 000: 7.01e-05 |Target 001: 4.70e-05 |Target 002: 1.48e-05 |Target 003: 2.03e-05 |Target 004: 2.10e-05 Target 005: 8.50e-05 |Target 006: 1.17e-04 |Target 007: 2.57e-05 |Target 008: 3.98e-05 |Target 009: 3.55e-05 Target 010: 1.47e-05 |Target 011: 3.31e-05 |Target 012: 2.77e-05 |Target 013: 2.89e-05 |Target 014: 1.85e-05 Target 015: 1.92e-05 |Target 016: 3.60e-05 |Target 017: 3.07e-05 |Target 018: 5.96e-05 |Target 019: 4.43e-05 Target 020: 1.64e-05 |Target 021: 3.98e-05 |Target 022: 1.69e-05 |Target 023: 4.47e-05 |Target 024: 5.44e-05 ==================== Epoch #427 | Time: 00d 02h 42m | LR: 2.00e-03 | Epoch time: 22.70 | Train loss: 2.13e-05 | Val loss: 3.82e-05 Target 006 has maximum loss 1.00e-04; Target 002 has minimum loss 1.54e-05 Target 000: 7.58e-05 |Target 001: 5.34e-05 |Target 002: 1.54e-05 |Target 003: 2.17e-05 |Target 004: 2.05e-05 Target 005: 5.19e-05 |Target 006: 1.00e-04 |Target 007: 3.05e-05 |Target 008: 3.94e-05 |Target 009: 4.69e-05 Target 010: 1.57e-05 |Target 011: 3.32e-05 |Target 012: 2.76e-05 |Target 013: 3.27e-05 |Target 014: 2.05e-05 Target 015: 1.96e-05 |Target 016: 3.58e-05 |Target 017: 3.07e-05 |Target 018: 5.04e-05 |Target 019: 4.70e-05 Target 020: 1.68e-05 |Target 021: 4.69e-05 |Target 022: 1.81e-05 |Target 023: 4.71e-05 |Target 024: 6.48e-05 ==================== Epoch #428 | Time: 00d 02h 42m | LR: 2.00e-03 | Epoch time: 22.61 | Train loss: 2.23e-05 | Val loss: 3.67e-05 Target 006 has maximum loss 1.10e-04; Target 002 has minimum loss 1.56e-05 Target 000: 7.42e-05 |Target 001: 9.11e-05 |Target 002: 1.56e-05 |Target 003: 2.05e-05 |Target 004: 2.26e-05 Target 005: 4.94e-05 |Target 006: 1.10e-04 |Target 007: 2.48e-05 |Target 008: 3.92e-05 |Target 009: 4.26e-05 Target 010: 1.57e-05 |Target 011: 3.24e-05 |Target 012: 2.73e-05 |Target 013: 3.05e-05 |Target 014: 1.91e-05 Target 015: 2.09e-05 |Target 016: 3.67e-05 |Target 017: 3.04e-05 |Target 018: 5.74e-05 |Target 019: 4.49e-05 Target 020: 1.63e-05 |Target 021: 4.81e-05 |Target 022: 1.74e-05 |Target 023: 4.49e-05 |Target 024: 5.62e-05 ==================== Epoch #429 | Time: 00d 02h 43m | LR: 2.00e-03 | Epoch time: 22.39 | Train loss: 2.13e-05 | Val loss: 3.92e-05 Target 006 has maximum loss 1.02e-04; Target 010 has minimum loss 1.45e-05 Target 000: 5.52e-05 |Target 001: 6.02e-05 |Target 002: 1.92e-05 |Target 003: 2.32e-05 |Target 004: 2.25e-05 Target 005: 3.34e-05 |Target 006: 1.02e-04 |Target 007: 2.35e-05 |Target 008: 4.07e-05 |Target 009: 5.15e-05 Target 010: 1.45e-05 |Target 011: 3.27e-05 |Target 012: 2.74e-05 |Target 013: 3.16e-05 |Target 014: 2.04e-05 Target 015: 2.14e-05 |Target 016: 4.31e-05 |Target 017: 2.81e-05 |Target 018: 6.99e-05 |Target 019: 4.55e-05 Target 020: 1.87e-05 |Target 021: 5.04e-05 |Target 022: 1.74e-05 |Target 023: 4.68e-05 |Target 024: 6.57e-05 ==================== Epoch #430 | Time: 00d 02h 43m | LR: 2.00e-03 | Epoch time: 22.36 | Train loss: 2.38e-05 | Val loss: 3.72e-05 Target 006 has maximum loss 1.61e-04; Target 010 has minimum loss 1.54e-05 Target 000: 5.96e-05 |Target 001: 1.39e-04 |Target 002: 1.61e-05 |Target 003: 1.97e-05 |Target 004: 2.17e-05 Target 005: 8.57e-05 |Target 006: 1.61e-04 |Target 007: 2.63e-05 |Target 008: 4.04e-05 |Target 009: 3.55e-05 Target 010: 1.54e-05 |Target 011: 3.34e-05 |Target 012: 2.60e-05 |Target 013: 3.06e-05 |Target 014: 1.93e-05 Target 015: 2.00e-05 |Target 016: 3.60e-05 |Target 017: 2.86e-05 |Target 018: 5.67e-05 |Target 019: 4.45e-05 Target 020: 1.68e-05 |Target 021: 3.89e-05 |Target 022: 1.73e-05 |Target 023: 4.58e-05 |Target 024: 5.89e-05 ==================== Epoch #431 | Time: 00d 02h 43m | LR: 2.00e-03 | Epoch time: 22.41 | Train loss: 2.29e-05 | Val loss: 4.16e-05 Target 000 has maximum loss 2.55e-04; Target 010 has minimum loss 1.53e-05 Target 000: 2.55e-04 |Target 001: 2.49e-04 |Target 002: 1.56e-05 |Target 003: 2.42e-05 |Target 004: 2.33e-05 Target 005: 1.28e-04 |Target 006: 2.38e-04 |Target 007: 2.69e-05 |Target 008: 3.72e-05 |Target 009: 3.83e-05 Target 010: 1.53e-05 |Target 011: 3.44e-05 |Target 012: 3.96e-05 |Target 013: 2.88e-05 |Target 014: 2.00e-05 Target 015: 1.96e-05 |Target 016: 3.62e-05 |Target 017: 2.74e-05 |Target 018: 5.28e-05 |Target 019: 4.43e-05 Target 020: 1.64e-05 |Target 021: 4.20e-05 |Target 022: 1.73e-05 |Target 023: 4.44e-05 |Target 024: 6.84e-05 ==================== Epoch #432 | Time: 00d 02h 44m | LR: 2.00e-03 | Epoch time: 22.28 | Train loss: 2.18e-05 | Val loss: 3.90e-05 Target 005 has maximum loss 1.35e-04; Target 010 has minimum loss 1.40e-05 Target 000: 6.87e-05 |Target 001: 1.19e-04 |Target 002: 1.51e-05 |Target 003: 1.93e-05 |Target 004: 2.24e-05 Target 005: 1.35e-04 |Target 006: 1.00e-04 |Target 007: 2.42e-05 |Target 008: 3.78e-05 |Target 009: 4.05e-05 Target 010: 1.40e-05 |Target 011: 3.28e-05 |Target 012: 5.11e-05 |Target 013: 2.88e-05 |Target 014: 1.92e-05 Target 015: 1.93e-05 |Target 016: 3.64e-05 |Target 017: 2.99e-05 |Target 018: 5.35e-05 |Target 019: 4.51e-05 Target 020: 1.58e-05 |Target 021: 4.15e-05 |Target 022: 1.70e-05 |Target 023: 4.47e-05 |Target 024: 6.41e-05 ==================== Epoch #433 | Time: 00d 02h 44m | LR: 2.00e-03 | Epoch time: 22.40 | Train loss: 2.17e-05 | Val loss: 3.80e-05 Target 006 has maximum loss 1.35e-04; Target 010 has minimum loss 1.47e-05 Target 000: 6.76e-05 |Target 001: 6.69e-05 |Target 002: 1.68e-05 |Target 003: 2.18e-05 |Target 004: 2.13e-05 Target 005: 1.06e-04 |Target 006: 1.35e-04 |Target 007: 2.39e-05 |Target 008: 3.87e-05 |Target 009: 4.54e-05 Target 010: 1.47e-05 |Target 011: 3.25e-05 |Target 012: 3.65e-05 |Target 013: 3.35e-05 |Target 014: 1.91e-05 Target 015: 2.26e-05 |Target 016: 4.02e-05 |Target 017: 3.22e-05 |Target 018: 5.29e-05 |Target 019: 4.72e-05 Target 020: 1.73e-05 |Target 021: 4.46e-05 |Target 022: 1.71e-05 |Target 023: 4.65e-05 |Target 024: 5.73e-05 ==================== Epoch #434 | Time: 00d 02h 45m | LR: 2.00e-03 | Epoch time: 22.60 | Train loss: 2.74e-05 | Val loss: 4.17e-05 Target 006 has maximum loss 1.16e-04; Target 020 has minimum loss 1.72e-05 Target 000: 8.35e-05 |Target 001: 5.89e-05 |Target 002: 2.04e-05 |Target 003: 2.92e-05 |Target 004: 2.11e-05 Target 005: 6.07e-05 |Target 006: 1.16e-04 |Target 007: 2.61e-05 |Target 008: 4.22e-05 |Target 009: 4.62e-05 Target 010: 1.90e-05 |Target 011: 3.55e-05 |Target 012: 3.17e-05 |Target 013: 3.23e-05 |Target 014: 2.35e-05 Target 015: 2.40e-05 |Target 016: 4.13e-05 |Target 017: 2.94e-05 |Target 018: 7.32e-05 |Target 019: 5.39e-05 Target 020: 1.72e-05 |Target 021: 5.03e-05 |Target 022: 1.93e-05 |Target 023: 5.25e-05 |Target 024: 6.38e-05 ==================== Epoch #435 | Time: 00d 02h 45m | LR: 2.00e-03 | Epoch time: 22.67 | Train loss: 2.45e-05 | Val loss: 4.21e-05 Target 000 has maximum loss 2.09e-04; Target 010 has minimum loss 1.53e-05 Target 000: 2.09e-04 |Target 001: 9.06e-05 |Target 002: 1.54e-05 |Target 003: 2.17e-05 |Target 004: 2.03e-05 Target 005: 4.99e-05 |Target 006: 1.20e-04 |Target 007: 2.59e-05 |Target 008: 4.23e-05 |Target 009: 5.04e-05 Target 010: 1.53e-05 |Target 011: 3.22e-05 |Target 012: 3.89e-05 |Target 013: 3.08e-05 |Target 014: 1.95e-05 Target 015: 2.06e-05 |Target 016: 4.78e-05 |Target 017: 3.60e-05 |Target 018: 6.02e-05 |Target 019: 5.10e-05 Target 020: 1.74e-05 |Target 021: 5.02e-05 |Target 022: 1.92e-05 |Target 023: 4.63e-05 |Target 024: 7.03e-05 ==================== Epoch #436 | Time: 00d 02h 45m | LR: 2.00e-03 | Epoch time: 22.55 | Train loss: 2.44e-05 | Val loss: 4.78e-05 Target 001 has maximum loss 1.90e-04; Target 002 has minimum loss 2.17e-05 Target 000: 9.71e-05 |Target 001: 1.90e-04 |Target 002: 2.17e-05 |Target 003: 2.98e-05 |Target 004: 3.13e-05 Target 005: 1.14e-04 |Target 006: 1.14e-04 |Target 007: 4.70e-05 |Target 008: 4.55e-05 |Target 009: 4.68e-05 Target 010: 2.22e-05 |Target 011: 3.95e-05 |Target 012: 3.48e-05 |Target 013: 4.13e-05 |Target 014: 2.59e-05 Target 015: 2.40e-05 |Target 016: 4.60e-05 |Target 017: 3.37e-05 |Target 018: 6.29e-05 |Target 019: 5.41e-05 Target 020: 2.22e-05 |Target 021: 5.47e-05 |Target 022: 2.47e-05 |Target 023: 5.32e-05 |Target 024: 8.12e-05 ==================== Epoch #437 | Time: 00d 02h 46m | LR: 2.00e-03 | Epoch time: 22.48 | Train loss: 3.77e-05 | Val loss: 5.23e-05 Target 006 has maximum loss 1.17e-04; Target 020 has minimum loss 2.35e-05 Target 000: 8.89e-05 |Target 001: 6.22e-05 |Target 002: 2.71e-05 |Target 003: 2.43e-05 |Target 004: 2.83e-05 Target 005: 5.53e-05 |Target 006: 1.17e-04 |Target 007: 5.00e-05 |Target 008: 6.74e-05 |Target 009: 4.90e-05 Target 010: 2.51e-05 |Target 011: 4.54e-05 |Target 012: 3.02e-05 |Target 013: 3.90e-05 |Target 014: 2.94e-05 Target 015: 2.63e-05 |Target 016: 6.39e-05 |Target 017: 3.91e-05 |Target 018: 7.25e-05 |Target 019: 6.11e-05 Target 020: 2.35e-05 |Target 021: 5.21e-05 |Target 022: 2.56e-05 |Target 023: 6.41e-05 |Target 024: 9.75e-05 ==================== Epoch #438 | Time: 00d 02h 46m | LR: 2.00e-03 | Epoch time: 24.02 | Train loss: 5.19e-05 | Val loss: 1.87e-04 Target 006 has maximum loss 6.23e-04; Target 020 has minimum loss 3.01e-05 Target 000: 3.67e-04 |Target 001: 3.99e-04 |Target 002: 6.84e-05 |Target 003: 7.39e-05 |Target 004: 4.89e-05 Target 005: 1.06e-04 |Target 006: 6.23e-04 |Target 007: 9.43e-05 |Target 008: 1.97e-04 |Target 009: 1.72e-04 Target 010: 1.04e-04 |Target 011: 8.12e-05 |Target 012: 6.05e-05 |Target 013: 8.46e-05 |Target 014: 8.56e-05 Target 015: 8.20e-05 |Target 016: 1.56e-04 |Target 017: 8.95e-05 |Target 018: 1.50e-04 |Target 019: 2.13e-04 Target 020: 3.01e-05 |Target 021: 2.42e-04 |Target 022: 7.24e-05 |Target 023: 1.53e-04 |Target 024: 5.52e-04 ==================== Epoch #439 | Time: 00d 02h 47m | LR: 2.00e-03 | Epoch time: 22.93 | Train loss: 1.11e-04 | Val loss: 8.26e-05 Target 001 has maximum loss 2.84e-04; Target 004 has minimum loss 3.65e-05 Target 000: 1.31e-04 |Target 001: 2.84e-04 |Target 002: 4.54e-05 |Target 003: 5.93e-05 |Target 004: 3.65e-05 Target 005: 9.42e-05 |Target 006: 2.36e-04 |Target 007: 4.90e-05 |Target 008: 8.76e-05 |Target 009: 1.73e-04 Target 010: 3.72e-05 |Target 011: 7.42e-05 |Target 012: 4.67e-05 |Target 013: 9.24e-05 |Target 014: 5.01e-05 Target 015: 3.70e-05 |Target 016: 7.64e-05 |Target 017: 6.50e-05 |Target 018: 9.64e-05 |Target 019: 9.28e-05 Target 020: 5.88e-05 |Target 021: 1.08e-04 |Target 022: 4.35e-05 |Target 023: 1.13e-04 |Target 024: 1.10e-04 ==================== Epoch #440 | Time: 00d 02h 47m | LR: 2.00e-03 | Epoch time: 24.00 | Train loss: 6.62e-05 | Val loss: 6.38e-05 Target 001 has maximum loss 1.65e-04; Target 020 has minimum loss 2.53e-05 Target 000: 7.13e-05 |Target 001: 1.65e-04 |Target 002: 4.18e-05 |Target 003: 4.36e-05 |Target 004: 3.86e-05 Target 005: 8.94e-05 |Target 006: 1.47e-04 |Target 007: 3.45e-05 |Target 008: 5.95e-05 |Target 009: 8.34e-05 Target 010: 2.63e-05 |Target 011: 3.95e-05 |Target 012: 4.74e-05 |Target 013: 6.49e-05 |Target 014: 3.53e-05 Target 015: 3.31e-05 |Target 016: 7.80e-05 |Target 017: 5.88e-05 |Target 018: 1.15e-04 |Target 019: 5.99e-05 Target 020: 2.53e-05 |Target 021: 6.84e-05 |Target 022: 3.20e-05 |Target 023: 6.96e-05 |Target 024: 1.06e-04 ==================== Epoch #441 | Time: 00d 02h 47m | LR: 2.00e-03 | Epoch time: 23.36 | Train loss: 4.43e-05 | Val loss: 4.23e-05 Target 006 has maximum loss 1.37e-04; Target 002 has minimum loss 1.83e-05 Target 000: 1.34e-04 |Target 001: 5.49e-05 |Target 002: 1.83e-05 |Target 003: 3.50e-05 |Target 004: 2.67e-05 Target 005: 8.97e-05 |Target 006: 1.37e-04 |Target 007: 2.69e-05 |Target 008: 4.19e-05 |Target 009: 6.07e-05 Target 010: 1.98e-05 |Target 011: 3.36e-05 |Target 012: 3.68e-05 |Target 013: 3.02e-05 |Target 014: 1.94e-05 Target 015: 2.93e-05 |Target 016: 4.37e-05 |Target 017: 3.01e-05 |Target 018: 6.43e-05 |Target 019: 4.80e-05 Target 020: 2.07e-05 |Target 021: 5.71e-05 |Target 022: 1.83e-05 |Target 023: 5.48e-05 |Target 024: 6.41e-05 ==================== Epoch #442 | Time: 00d 02h 48m | LR: 2.00e-03 | Epoch time: 23.17 | Train loss: 3.79e-05 | Val loss: 4.46e-05 Target 006 has maximum loss 2.19e-04; Target 022 has minimum loss 1.97e-05 Target 000: 1.22e-04 |Target 001: 2.11e-04 |Target 002: 1.98e-05 |Target 003: 2.38e-05 |Target 004: 2.21e-05 Target 005: 5.05e-05 |Target 006: 2.19e-04 |Target 007: 3.08e-05 |Target 008: 6.12e-05 |Target 009: 5.24e-05 Target 010: 2.11e-05 |Target 011: 3.78e-05 |Target 012: 3.05e-05 |Target 013: 3.95e-05 |Target 014: 2.18e-05 Target 015: 2.13e-05 |Target 016: 5.39e-05 |Target 017: 2.99e-05 |Target 018: 5.51e-05 |Target 019: 5.28e-05 Target 020: 1.99e-05 |Target 021: 5.08e-05 |Target 022: 1.97e-05 |Target 023: 5.36e-05 |Target 024: 7.16e-05 ==================== Epoch #443 | Time: 00d 02h 48m | LR: 2.00e-03 | Epoch time: 22.44 | Train loss: 2.55e-05 | Val loss: 4.32e-05 Target 006 has maximum loss 1.73e-04; Target 002 has minimum loss 1.74e-05 Target 000: 6.88e-05 |Target 001: 8.50e-05 |Target 002: 1.74e-05 |Target 003: 2.52e-05 |Target 004: 2.17e-05 Target 005: 1.04e-04 |Target 006: 1.73e-04 |Target 007: 2.66e-05 |Target 008: 5.57e-05 |Target 009: 6.00e-05 Target 010: 1.86e-05 |Target 011: 3.67e-05 |Target 012: 4.21e-05 |Target 013: 3.18e-05 |Target 014: 2.33e-05 Target 015: 2.24e-05 |Target 016: 5.33e-05 |Target 017: 4.07e-05 |Target 018: 5.58e-05 |Target 019: 4.96e-05 Target 020: 1.96e-05 |Target 021: 5.53e-05 |Target 022: 2.08e-05 |Target 023: 4.80e-05 |Target 024: 6.66e-05 ==================== Epoch #444 | Time: 00d 02h 48m | LR: 2.00e-03 | Epoch time: 22.45 | Train loss: 2.83e-05 | Val loss: 4.63e-05 Target 001 has maximum loss 4.43e-04; Target 002 has minimum loss 1.78e-05 Target 000: 1.34e-04 |Target 001: 4.43e-04 |Target 002: 1.78e-05 |Target 003: 2.52e-05 |Target 004: 2.41e-05 Target 005: 5.46e-05 |Target 006: 1.84e-04 |Target 007: 3.19e-05 |Target 008: 4.80e-05 |Target 009: 4.71e-05 Target 010: 1.87e-05 |Target 011: 3.73e-05 |Target 012: 4.03e-05 |Target 013: 3.39e-05 |Target 014: 2.25e-05 Target 015: 2.39e-05 |Target 016: 4.85e-05 |Target 017: 4.76e-05 |Target 018: 6.56e-05 |Target 019: 5.11e-05 Target 020: 1.87e-05 |Target 021: 5.10e-05 |Target 022: 1.96e-05 |Target 023: 5.14e-05 |Target 024: 6.75e-05 ==================== Epoch #445 | Time: 00d 02h 49m | LR: 2.00e-03 | Epoch time: 22.43 | Train loss: 2.40e-05 | Val loss: 4.45e-05 Target 001 has maximum loss 3.67e-04; Target 010 has minimum loss 1.70e-05 Target 000: 1.20e-04 |Target 001: 3.67e-04 |Target 002: 1.76e-05 |Target 003: 2.11e-05 |Target 004: 2.20e-05 Target 005: 6.13e-05 |Target 006: 1.29e-04 |Target 007: 2.52e-05 |Target 008: 4.16e-05 |Target 009: 4.34e-05 Target 010: 1.70e-05 |Target 011: 3.41e-05 |Target 012: 3.58e-05 |Target 013: 5.48e-05 |Target 014: 2.10e-05 Target 015: 2.05e-05 |Target 016: 3.83e-05 |Target 017: 5.70e-05 |Target 018: 6.09e-05 |Target 019: 4.53e-05 Target 020: 1.89e-05 |Target 021: 4.08e-05 |Target 022: 1.85e-05 |Target 023: 4.57e-05 |Target 024: 6.92e-05 ==================== Epoch #446 | Time: 00d 02h 49m | LR: 2.00e-03 | Epoch time: 22.56 | Train loss: 2.55e-05 | Val loss: 4.80e-05 Target 000 has maximum loss 6.50e-04; Target 022 has minimum loss 1.88e-05 Target 000: 6.50e-04 |Target 001: 1.84e-04 |Target 002: 2.45e-05 |Target 003: 4.68e-05 |Target 004: 2.07e-05 Target 005: 5.12e-05 |Target 006: 3.71e-04 |Target 007: 2.42e-05 |Target 008: 4.39e-05 |Target 009: 6.05e-05 Target 010: 2.49e-05 |Target 011: 3.45e-05 |Target 012: 3.12e-05 |Target 013: 3.43e-05 |Target 014: 2.14e-05 Target 015: 3.23e-05 |Target 016: 5.05e-05 |Target 017: 3.41e-05 |Target 018: 5.48e-05 |Target 019: 4.70e-05 Target 020: 1.94e-05 |Target 021: 5.38e-05 |Target 022: 1.88e-05 |Target 023: 4.92e-05 |Target 024: 7.20e-05 ==================== Epoch #447 | Time: 00d 02h 50m | LR: 2.00e-03 | Epoch time: 23.42 | Train loss: 2.63e-05 | Val loss: 4.49e-05 Target 006 has maximum loss 1.27e-04; Target 022 has minimum loss 1.95e-05 Target 000: 9.15e-05 |Target 001: 1.12e-04 |Target 002: 2.08e-05 |Target 003: 3.03e-05 |Target 004: 2.40e-05 Target 005: 8.01e-05 |Target 006: 1.27e-04 |Target 007: 2.79e-05 |Target 008: 4.97e-05 |Target 009: 6.17e-05 Target 010: 2.05e-05 |Target 011: 3.56e-05 |Target 012: 3.06e-05 |Target 013: 3.31e-05 |Target 014: 2.10e-05 Target 015: 2.59e-05 |Target 016: 5.53e-05 |Target 017: 3.05e-05 |Target 018: 6.09e-05 |Target 019: 5.74e-05 Target 020: 1.98e-05 |Target 021: 6.54e-05 |Target 022: 1.95e-05 |Target 023: 5.62e-05 |Target 024: 7.24e-05 ==================== Epoch #448 | Time: 00d 02h 50m | LR: 2.00e-03 | Epoch time: 22.85 | Train loss: 3.13e-05 | Val loss: 4.73e-05 Target 001 has maximum loss 3.38e-04; Target 022 has minimum loss 1.90e-05 Target 000: 2.88e-04 |Target 001: 3.38e-04 |Target 002: 1.91e-05 |Target 003: 2.59e-05 |Target 004: 2.24e-05 Target 005: 6.60e-05 |Target 006: 1.72e-04 |Target 007: 2.44e-05 |Target 008: 4.21e-05 |Target 009: 5.15e-05 Target 010: 1.96e-05 |Target 011: 4.01e-05 |Target 012: 3.06e-05 |Target 013: 4.12e-05 |Target 014: 2.29e-05 Target 015: 2.42e-05 |Target 016: 4.54e-05 |Target 017: 3.88e-05 |Target 018: 6.48e-05 |Target 019: 5.48e-05 Target 020: 1.93e-05 |Target 021: 4.91e-05 |Target 022: 1.90e-05 |Target 023: 5.62e-05 |Target 024: 7.31e-05 ==================== Epoch #449 | Time: 00d 02h 50m | LR: 2.00e-03 | Epoch time: 22.48 | Train loss: 3.16e-05 | Val loss: 7.18e-05 Target 006 has maximum loss 1.61e-04; Target 002 has minimum loss 2.56e-05 Target 000: 1.11e-04 |Target 001: 7.67e-05 |Target 002: 2.56e-05 |Target 003: 2.77e-05 |Target 004: 2.69e-05 Target 005: 6.54e-05 |Target 006: 1.61e-04 |Target 007: 4.70e-05 |Target 008: 6.35e-05 |Target 009: 1.24e-04 Target 010: 2.72e-05 |Target 011: 4.61e-05 |Target 012: 3.47e-05 |Target 013: 4.47e-05 |Target 014: 3.44e-05 Target 015: 2.65e-05 |Target 016: 6.13e-05 |Target 017: 4.20e-05 |Target 018: 9.92e-05 |Target 019: 8.05e-05 Target 020: 2.90e-05 |Target 021: 1.20e-04 |Target 022: 3.08e-05 |Target 023: 7.83e-05 |Target 024: 1.56e-04 ==================== Epoch #450 | Time: 00d 02h 51m | LR: 2.00e-03 | Epoch time: 22.49 | Train loss: 5.22e-05 | Val loss: 8.92e-05 Target 005 has maximum loss 2.04e-04; Target 015 has minimum loss 2.55e-05 Target 000: 1.45e-04 |Target 001: 1.97e-04 |Target 002: 3.07e-05 |Target 003: 2.83e-05 |Target 004: 4.03e-05 Target 005: 2.04e-04 |Target 006: 1.97e-04 |Target 007: 4.82e-05 |Target 008: 1.15e-04 |Target 009: 1.77e-04 Target 010: 5.79e-05 |Target 011: 3.82e-05 |Target 012: 4.21e-05 |Target 013: 5.31e-05 |Target 014: 4.33e-05 Target 015: 2.55e-05 |Target 016: 1.14e-04 |Target 017: 5.08e-05 |Target 018: 8.35e-05 |Target 019: 8.17e-05 Target 020: 2.78e-05 |Target 021: 1.70e-04 |Target 022: 3.54e-05 |Target 023: 9.41e-05 |Target 024: 2.00e-04 ==================== Epoch #451 | Time: 00d 02h 51m | LR: 2.00e-03 | Epoch time: 22.45 | Train loss: 6.80e-05 | Val loss: 7.73e-05 Target 005 has maximum loss 2.22e-04; Target 020 has minimum loss 2.20e-05 Target 000: 1.59e-04 |Target 001: 1.64e-04 |Target 002: 5.67e-05 |Target 003: 1.63e-04 |Target 004: 2.86e-05 Target 005: 2.22e-04 |Target 006: 1.74e-04 |Target 007: 3.92e-05 |Target 008: 1.02e-04 |Target 009: 1.24e-04 Target 010: 5.99e-05 |Target 011: 4.08e-05 |Target 012: 7.08e-05 |Target 013: 4.78e-05 |Target 014: 3.41e-05 Target 015: 4.56e-05 |Target 016: 9.88e-05 |Target 017: 4.56e-05 |Target 018: 8.75e-05 |Target 019: 8.58e-05 Target 020: 2.20e-05 |Target 021: 9.69e-05 |Target 022: 3.14e-05 |Target 023: 9.40e-05 |Target 024: 1.29e-04 ==================== Epoch #452 | Time: 00d 02h 52m | LR: 2.00e-03 | Epoch time: 22.51 | Train loss: 5.21e-05 | Val loss: 1.03e-04 Target 016 has maximum loss 3.01e-04; Target 020 has minimum loss 3.30e-05 Target 000: 9.29e-05 |Target 001: 1.43e-04 |Target 002: 5.77e-05 |Target 003: 5.10e-05 |Target 004: 3.77e-05 Target 005: 7.36e-05 |Target 006: 1.85e-04 |Target 007: 5.78e-05 |Target 008: 1.75e-04 |Target 009: 2.78e-04 Target 010: 7.50e-05 |Target 011: 6.74e-05 |Target 012: 3.67e-05 |Target 013: 4.39e-05 |Target 014: 4.40e-05 Target 015: 7.61e-05 |Target 016: 3.01e-04 |Target 017: 4.63e-05 |Target 018: 9.82e-05 |Target 019: 1.62e-04 Target 020: 3.30e-05 |Target 021: 1.71e-04 |Target 022: 4.55e-05 |Target 023: 1.65e-04 |Target 024: 1.37e-04 ==================== Epoch #453 | Time: 00d 02h 52m | LR: 2.00e-03 | Epoch time: 22.66 | Train loss: 6.01e-05 | Val loss: 4.94e-05 Target 000 has maximum loss 1.28e-04; Target 002 has minimum loss 1.76e-05 Target 000: 1.28e-04 |Target 001: 6.03e-05 |Target 002: 1.76e-05 |Target 003: 2.97e-05 |Target 004: 2.67e-05 Target 005: 1.19e-04 |Target 006: 9.92e-05 |Target 007: 3.24e-05 |Target 008: 4.68e-05 |Target 009: 6.83e-05 Target 010: 1.92e-05 |Target 011: 3.79e-05 |Target 012: 3.30e-05 |Target 013: 4.01e-05 |Target 014: 2.63e-05 Target 015: 2.41e-05 |Target 016: 4.14e-05 |Target 017: 3.52e-05 |Target 018: 8.49e-05 |Target 019: 6.80e-05 Target 020: 2.41e-05 |Target 021: 6.56e-05 |Target 022: 2.36e-05 |Target 023: 5.92e-05 |Target 024: 7.52e-05 ==================== Epoch #454 | Time: 00d 02h 52m | LR: 2.00e-03 | Epoch time: 23.54 | Train loss: 3.09e-05 | Val loss: 5.24e-05 Target 001 has maximum loss 1.54e-04; Target 020 has minimum loss 2.05e-05 Target 000: 1.38e-04 |Target 001: 1.54e-04 |Target 002: 2.76e-05 |Target 003: 5.89e-05 |Target 004: 2.30e-05 Target 005: 6.66e-05 |Target 006: 1.27e-04 |Target 007: 3.03e-05 |Target 008: 5.96e-05 |Target 009: 7.12e-05 Target 010: 2.71e-05 |Target 011: 3.46e-05 |Target 012: 3.85e-05 |Target 013: 4.73e-05 |Target 014: 2.28e-05 Target 015: 3.43e-05 |Target 016: 4.97e-05 |Target 017: 3.52e-05 |Target 018: 7.49e-05 |Target 019: 5.70e-05 Target 020: 2.05e-05 |Target 021: 6.23e-05 |Target 022: 2.10e-05 |Target 023: 5.61e-05 |Target 024: 9.61e-05 ==================== Epoch #455 | Time: 00d 02h 53m | LR: 2.00e-03 | Epoch time: 23.52 | Train loss: 2.68e-05 | Val loss: 4.77e-05 Target 000 has maximum loss 2.11e-04; Target 020 has minimum loss 1.78e-05 Target 000: 2.11e-04 |Target 001: 1.22e-04 |Target 002: 2.16e-05 |Target 003: 2.22e-05 |Target 004: 2.10e-05 Target 005: 5.10e-05 |Target 006: 1.20e-04 |Target 007: 2.96e-05 |Target 008: 5.35e-05 |Target 009: 4.61e-05 Target 010: 1.96e-05 |Target 011: 3.70e-05 |Target 012: 4.01e-05 |Target 013: 3.27e-05 |Target 014: 2.18e-05 Target 015: 2.17e-05 |Target 016: 4.78e-05 |Target 017: 3.33e-05 |Target 018: 6.76e-05 |Target 019: 5.09e-05 Target 020: 1.78e-05 |Target 021: 5.19e-05 |Target 022: 2.05e-05 |Target 023: 5.50e-05 |Target 024: 9.29e-05 ==================== Epoch #456 | Time: 00d 02h 53m | LR: 2.00e-03 | Epoch time: 22.79 | Train loss: 2.78e-05 | Val loss: 4.29e-05 Target 000 has maximum loss 1.97e-04; Target 002 has minimum loss 1.64e-05 Target 000: 1.97e-04 |Target 001: 7.98e-05 |Target 002: 1.64e-05 |Target 003: 2.30e-05 |Target 004: 2.18e-05 Target 005: 4.40e-05 |Target 006: 1.86e-04 |Target 007: 3.05e-05 |Target 008: 4.48e-05 |Target 009: 4.60e-05 Target 010: 1.68e-05 |Target 011: 3.69e-05 |Target 012: 3.45e-05 |Target 013: 3.17e-05 |Target 014: 2.09e-05 Target 015: 2.15e-05 |Target 016: 3.98e-05 |Target 017: 3.13e-05 |Target 018: 6.50e-05 |Target 019: 5.66e-05 Target 020: 1.80e-05 |Target 021: 4.77e-05 |Target 022: 1.99e-05 |Target 023: 5.43e-05 |Target 024: 6.57e-05 ==================== Epoch #457 | Time: 00d 02h 54m | LR: 2.00e-03 | Epoch time: 22.22 | Train loss: 2.39e-05 | Val loss: 4.66e-05 Target 000 has maximum loss 1.49e-04; Target 010 has minimum loss 1.61e-05 Target 000: 1.49e-04 |Target 001: 1.35e-04 |Target 002: 1.89e-05 |Target 003: 2.25e-05 |Target 004: 2.11e-05 Target 005: 3.07e-05 |Target 006: 1.28e-04 |Target 007: 2.54e-05 |Target 008: 5.62e-05 |Target 009: 6.60e-05 Target 010: 1.61e-05 |Target 011: 3.38e-05 |Target 012: 3.12e-05 |Target 013: 4.08e-05 |Target 014: 2.07e-05 Target 015: 2.38e-05 |Target 016: 6.18e-05 |Target 017: 4.91e-05 |Target 018: 6.06e-05 |Target 019: 5.19e-05 Target 020: 1.93e-05 |Target 021: 6.53e-05 |Target 022: 1.85e-05 |Target 023: 6.68e-05 |Target 024: 7.20e-05 ==================== Epoch #458 | Time: 00d 02h 54m | LR: 2.00e-03 | Epoch time: 23.34 | Train loss: 2.33e-05 | Val loss: 4.12e-05 Target 006 has maximum loss 1.64e-04; Target 010 has minimum loss 1.49e-05 Target 000: 7.71e-05 |Target 001: 1.00e-04 |Target 002: 1.65e-05 |Target 003: 2.20e-05 |Target 004: 2.12e-05 Target 005: 6.86e-05 |Target 006: 1.64e-04 |Target 007: 2.52e-05 |Target 008: 4.39e-05 |Target 009: 3.89e-05 Target 010: 1.49e-05 |Target 011: 3.41e-05 |Target 012: 2.98e-05 |Target 013: 3.06e-05 |Target 014: 2.09e-05 Target 015: 2.11e-05 |Target 016: 4.00e-05 |Target 017: 2.79e-05 |Target 018: 6.95e-05 |Target 019: 4.85e-05 Target 020: 1.73e-05 |Target 021: 4.35e-05 |Target 022: 1.90e-05 |Target 023: 4.79e-05 |Target 024: 7.34e-05 ==================== Epoch #459 | Time: 00d 02h 54m | LR: 2.00e-03 | Epoch time: 23.47 | Train loss: 2.70e-05 | Val loss: 3.94e-05 Target 000 has maximum loss 1.51e-04; Target 010 has minimum loss 1.64e-05 Target 000: 1.51e-04 |Target 001: 1.46e-04 |Target 002: 1.72e-05 |Target 003: 2.11e-05 |Target 004: 2.03e-05 Target 005: 6.20e-05 |Target 006: 1.08e-04 |Target 007: 2.73e-05 |Target 008: 3.93e-05 |Target 009: 3.91e-05 Target 010: 1.64e-05 |Target 011: 3.34e-05 |Target 012: 4.25e-05 |Target 013: 4.35e-05 |Target 014: 2.04e-05 Target 015: 2.10e-05 |Target 016: 3.76e-05 |Target 017: 3.31e-05 |Target 018: 5.06e-05 |Target 019: 4.64e-05 Target 020: 1.74e-05 |Target 021: 4.35e-05 |Target 022: 1.89e-05 |Target 023: 4.74e-05 |Target 024: 5.74e-05 ==================== Epoch #460 | Time: 00d 02h 55m | LR: 2.00e-03 | Epoch time: 23.19 | Train loss: 2.63e-05 | Val loss: 4.37e-05 Target 006 has maximum loss 3.02e-04; Target 010 has minimum loss 1.68e-05 Target 000: 1.41e-04 |Target 001: 2.91e-04 |Target 002: 1.70e-05 |Target 003: 2.25e-05 |Target 004: 2.03e-05 Target 005: 9.17e-05 |Target 006: 3.02e-04 |Target 007: 2.45e-05 |Target 008: 5.49e-05 |Target 009: 4.00e-05 Target 010: 1.68e-05 |Target 011: 3.47e-05 |Target 012: 2.81e-05 |Target 013: 3.28e-05 |Target 014: 2.06e-05 Target 015: 2.26e-05 |Target 016: 5.38e-05 |Target 017: 3.60e-05 |Target 018: 5.29e-05 |Target 019: 5.52e-05 Target 020: 1.70e-05 |Target 021: 4.44e-05 |Target 022: 1.91e-05 |Target 023: 5.49e-05 |Target 024: 6.47e-05 ==================== Epoch #461 | Time: 00d 02h 55m | LR: 2.00e-03 | Epoch time: 23.80 | Train loss: 2.42e-05 | Val loss: 4.20e-05 Target 001 has maximum loss 1.32e-04; Target 002 has minimum loss 1.96e-05 Target 000: 1.29e-04 |Target 001: 1.32e-04 |Target 002: 1.96e-05 |Target 003: 2.40e-05 |Target 004: 2.28e-05 Target 005: 4.43e-05 |Target 006: 1.02e-04 |Target 007: 2.75e-05 |Target 008: 5.00e-05 |Target 009: 4.38e-05 Target 010: 2.35e-05 |Target 011: 3.79e-05 |Target 012: 3.62e-05 |Target 013: 5.14e-05 |Target 014: 2.25e-05 Target 015: 2.32e-05 |Target 016: 4.35e-05 |Target 017: 3.16e-05 |Target 018: 5.26e-05 |Target 019: 4.81e-05 Target 020: 2.14e-05 |Target 021: 4.27e-05 |Target 022: 2.03e-05 |Target 023: 4.98e-05 |Target 024: 6.51e-05 ==================== Epoch #462 | Time: 00d 02h 55m | LR: 2.00e-03 | Epoch time: 22.59 | Train loss: 2.20e-05 | Val loss: 3.97e-05 Target 001 has maximum loss 2.39e-04; Target 020 has minimum loss 1.71e-05 Target 000: 6.66e-05 |Target 001: 2.39e-04 |Target 002: 1.89e-05 |Target 003: 2.35e-05 |Target 004: 2.18e-05 Target 005: 3.88e-05 |Target 006: 1.05e-04 |Target 007: 2.71e-05 |Target 008: 4.37e-05 |Target 009: 3.94e-05 Target 010: 2.05e-05 |Target 011: 3.66e-05 |Target 012: 2.95e-05 |Target 013: 3.36e-05 |Target 014: 2.22e-05 Target 015: 2.38e-05 |Target 016: 4.58e-05 |Target 017: 3.00e-05 |Target 018: 5.13e-05 |Target 019: 4.72e-05 Target 020: 1.71e-05 |Target 021: 4.32e-05 |Target 022: 2.06e-05 |Target 023: 4.66e-05 |Target 024: 6.33e-05 ==================== Epoch #463 | Time: 00d 02h 56m | LR: 2.00e-03 | Epoch time: 24.87 | Train loss: 2.14e-05 | Val loss: 3.85e-05 Target 005 has maximum loss 1.08e-04; Target 010 has minimum loss 1.76e-05 Target 000: 6.30e-05 |Target 001: 5.00e-05 |Target 002: 1.79e-05 |Target 003: 2.57e-05 |Target 004: 2.28e-05 Target 005: 1.08e-04 |Target 006: 9.84e-05 |Target 007: 2.85e-05 |Target 008: 4.48e-05 |Target 009: 3.84e-05 Target 010: 1.76e-05 |Target 011: 3.62e-05 |Target 012: 2.75e-05 |Target 013: 3.11e-05 |Target 014: 2.21e-05 Target 015: 2.30e-05 |Target 016: 4.56e-05 |Target 017: 3.07e-05 |Target 018: 5.33e-05 |Target 019: 4.96e-05 Target 020: 1.79e-05 |Target 021: 4.70e-05 |Target 022: 1.97e-05 |Target 023: 4.88e-05 |Target 024: 5.78e-05 ==================== Epoch #464 | Time: 00d 02h 56m | LR: 2.00e-03 | Epoch time: 23.54 | Train loss: 1.93e-05 | Val loss: 4.06e-05 Target 001 has maximum loss 1.67e-04; Target 010 has minimum loss 1.53e-05 Target 000: 9.44e-05 |Target 001: 1.67e-04 |Target 002: 1.75e-05 |Target 003: 2.06e-05 |Target 004: 2.07e-05 Target 005: 5.58e-05 |Target 006: 1.38e-04 |Target 007: 2.69e-05 |Target 008: 4.18e-05 |Target 009: 3.49e-05 Target 010: 1.53e-05 |Target 011: 3.54e-05 |Target 012: 3.55e-05 |Target 013: 3.04e-05 |Target 014: 2.01e-05 Target 015: 2.35e-05 |Target 016: 4.38e-05 |Target 017: 3.19e-05 |Target 018: 5.72e-05 |Target 019: 4.64e-05 Target 020: 1.73e-05 |Target 021: 3.90e-05 |Target 022: 1.83e-05 |Target 023: 4.59e-05 |Target 024: 7.30e-05 ==================== Epoch #465 | Time: 00d 02h 57m | LR: 2.00e-03 | Epoch time: 23.75 | Train loss: 2.27e-05 | Val loss: 3.77e-05 Target 006 has maximum loss 2.07e-04; Target 010 has minimum loss 1.58e-05 Target 000: 1.02e-04 |Target 001: 1.26e-04 |Target 002: 2.04e-05 |Target 003: 2.16e-05 |Target 004: 2.02e-05 Target 005: 7.40e-05 |Target 006: 2.07e-04 |Target 007: 2.50e-05 |Target 008: 3.73e-05 |Target 009: 3.51e-05 Target 010: 1.58e-05 |Target 011: 3.40e-05 |Target 012: 3.03e-05 |Target 013: 3.45e-05 |Target 014: 1.97e-05 Target 015: 2.03e-05 |Target 016: 3.58e-05 |Target 017: 2.88e-05 |Target 018: 5.13e-05 |Target 019: 4.47e-05 Target 020: 1.66e-05 |Target 021: 4.08e-05 |Target 022: 1.80e-05 |Target 023: 4.56e-05 |Target 024: 5.79e-05 ==================== Epoch #466 | Time: 00d 02h 57m | LR: 2.00e-03 | Epoch time: 23.82 | Train loss: 1.80e-05 | Val loss: 3.68e-05 Target 000 has maximum loss 1.56e-04; Target 010 has minimum loss 1.46e-05 Target 000: 1.56e-04 |Target 001: 5.60e-05 |Target 002: 1.56e-05 |Target 003: 1.92e-05 |Target 004: 1.94e-05 Target 005: 4.58e-05 |Target 006: 1.06e-04 |Target 007: 2.34e-05 |Target 008: 3.77e-05 |Target 009: 3.51e-05 Target 010: 1.46e-05 |Target 011: 3.33e-05 |Target 012: 2.64e-05 |Target 013: 3.52e-05 |Target 014: 1.89e-05 Target 015: 1.94e-05 |Target 016: 3.48e-05 |Target 017: 2.62e-05 |Target 018: 5.03e-05 |Target 019: 4.39e-05 Target 020: 1.58e-05 |Target 021: 3.81e-05 |Target 022: 1.72e-05 |Target 023: 4.71e-05 |Target 024: 6.31e-05 ==================== Epoch #467 | Time: 00d 02h 57m | LR: 2.00e-03 | Epoch time: 23.90 | Train loss: 2.14e-05 | Val loss: 3.76e-05 Target 006 has maximum loss 1.32e-04; Target 020 has minimum loss 1.61e-05 Target 000: 8.17e-05 |Target 001: 5.23e-05 |Target 002: 1.61e-05 |Target 003: 2.04e-05 |Target 004: 2.05e-05 Target 005: 4.46e-05 |Target 006: 1.32e-04 |Target 007: 2.50e-05 |Target 008: 3.75e-05 |Target 009: 3.84e-05 Target 010: 1.62e-05 |Target 011: 3.50e-05 |Target 012: 2.75e-05 |Target 013: 3.41e-05 |Target 014: 2.11e-05 Target 015: 2.04e-05 |Target 016: 3.59e-05 |Target 017: 3.02e-05 |Target 018: 5.69e-05 |Target 019: 4.65e-05 Target 020: 1.61e-05 |Target 021: 4.14e-05 |Target 022: 1.91e-05 |Target 023: 4.78e-05 |Target 024: 5.91e-05 ==================== Epoch #468 | Time: 00d 02h 58m | LR: 2.00e-03 | Epoch time: 23.69 | Train loss: 2.08e-05 | Val loss: 3.95e-05 Target 006 has maximum loss 1.42e-04; Target 010 has minimum loss 1.43e-05 Target 000: 8.64e-05 |Target 001: 1.24e-04 |Target 002: 1.49e-05 |Target 003: 2.12e-05 |Target 004: 2.16e-05 Target 005: 1.10e-04 |Target 006: 1.42e-04 |Target 007: 2.81e-05 |Target 008: 3.68e-05 |Target 009: 3.97e-05 Target 010: 1.43e-05 |Target 011: 3.35e-05 |Target 012: 2.47e-05 |Target 013: 3.76e-05 |Target 014: 2.13e-05 Target 015: 2.10e-05 |Target 016: 3.63e-05 |Target 017: 2.99e-05 |Target 018: 4.91e-05 |Target 019: 4.80e-05 Target 020: 1.71e-05 |Target 021: 4.45e-05 |Target 022: 1.86e-05 |Target 023: 4.53e-05 |Target 024: 6.83e-05 ==================== Epoch #469 | Time: 00d 02h 58m | LR: 2.00e-03 | Epoch time: 23.72 | Train loss: 2.46e-05 | Val loss: 4.41e-05 Target 000 has maximum loss 1.43e-04; Target 002 has minimum loss 1.62e-05 Target 000: 1.43e-04 |Target 001: 9.70e-05 |Target 002: 1.62e-05 |Target 003: 1.93e-05 |Target 004: 2.01e-05 Target 005: 5.52e-05 |Target 006: 1.29e-04 |Target 007: 2.78e-05 |Target 008: 5.80e-05 |Target 009: 4.52e-05 Target 010: 1.66e-05 |Target 011: 3.46e-05 |Target 012: 4.25e-05 |Target 013: 5.02e-05 |Target 014: 1.99e-05 Target 015: 2.05e-05 |Target 016: 5.84e-05 |Target 017: 3.47e-05 |Target 018: 6.18e-05 |Target 019: 5.80e-05 Target 020: 1.71e-05 |Target 021: 5.03e-05 |Target 022: 1.84e-05 |Target 023: 5.06e-05 |Target 024: 6.84e-05 ==================== Epoch #470 | Time: 00d 02h 59m | LR: 2.00e-03 | Epoch time: 24.05 | Train loss: 2.22e-05 | Val loss: 4.07e-05 Target 006 has maximum loss 1.03e-04; Target 002 has minimum loss 1.49e-05 Target 000: 5.72e-05 |Target 001: 5.09e-05 |Target 002: 1.49e-05 |Target 003: 2.06e-05 |Target 004: 2.03e-05 Target 005: 5.69e-05 |Target 006: 1.03e-04 |Target 007: 2.33e-05 |Target 008: 4.00e-05 |Target 009: 4.33e-05 Target 010: 1.49e-05 |Target 011: 3.48e-05 |Target 012: 2.73e-05 |Target 013: 2.97e-05 |Target 014: 2.01e-05 Target 015: 1.99e-05 |Target 016: 3.57e-05 |Target 017: 3.24e-05 |Target 018: 7.26e-05 |Target 019: 5.03e-05 Target 020: 1.59e-05 |Target 021: 5.06e-05 |Target 022: 1.93e-05 |Target 023: 5.21e-05 |Target 024: 7.03e-05 ==================== Epoch #471 | Time: 00d 02h 59m | LR: 2.00e-03 | Epoch time: 23.60 | Train loss: 2.44e-05 | Val loss: 4.50e-05 Target 001 has maximum loss 3.16e-04; Target 010 has minimum loss 1.47e-05 Target 000: 1.30e-04 |Target 001: 3.16e-04 |Target 002: 1.64e-05 |Target 003: 2.21e-05 |Target 004: 1.94e-05 Target 005: 2.08e-04 |Target 006: 1.67e-04 |Target 007: 2.42e-05 |Target 008: 4.62e-05 |Target 009: 4.70e-05 Target 010: 1.47e-05 |Target 011: 3.49e-05 |Target 012: 3.30e-05 |Target 013: 3.79e-05 |Target 014: 2.11e-05 Target 015: 2.02e-05 |Target 016: 3.84e-05 |Target 017: 3.99e-05 |Target 018: 6.47e-05 |Target 019: 5.33e-05 Target 020: 1.62e-05 |Target 021: 5.10e-05 |Target 022: 1.86e-05 |Target 023: 4.85e-05 |Target 024: 7.04e-05 ==================== Epoch #472 | Time: 00d 03h 00m | LR: 2.00e-03 | Epoch time: 23.98 | Train loss: 4.91e-05 | Val loss: 5.79e-05 Target 001 has maximum loss 1.02e-03; Target 010 has minimum loss 1.74e-05 Target 000: 2.36e-04 |Target 001: 1.02e-03 |Target 002: 2.02e-05 |Target 003: 2.61e-05 |Target 004: 2.20e-05 Target 005: 7.86e-05 |Target 006: 2.38e-04 |Target 007: 2.91e-05 |Target 008: 5.31e-05 |Target 009: 5.69e-05 Target 010: 1.74e-05 |Target 011: 3.96e-05 |Target 012: 5.01e-05 |Target 013: 4.29e-05 |Target 014: 2.28e-05 Target 015: 2.56e-05 |Target 016: 5.70e-05 |Target 017: 6.93e-05 |Target 018: 7.45e-05 |Target 019: 5.94e-05 Target 020: 1.93e-05 |Target 021: 5.77e-05 |Target 022: 2.08e-05 |Target 023: 5.69e-05 |Target 024: 8.43e-05 ==================== Epoch #473 | Time: 00d 03h 00m | LR: 2.00e-03 | Epoch time: 23.32 | Train loss: 3.70e-05 | Val loss: 4.92e-05 Target 001 has maximum loss 2.90e-04; Target 002 has minimum loss 2.09e-05 Target 000: 1.59e-04 |Target 001: 2.90e-04 |Target 002: 2.09e-05 |Target 003: 3.34e-05 |Target 004: 2.53e-05 Target 005: 1.07e-04 |Target 006: 1.78e-04 |Target 007: 3.30e-05 |Target 008: 5.02e-05 |Target 009: 4.71e-05 Target 010: 2.25e-05 |Target 011: 4.15e-05 |Target 012: 3.97e-05 |Target 013: 5.03e-05 |Target 014: 2.38e-05 Target 015: 2.65e-05 |Target 016: 5.09e-05 |Target 017: 3.54e-05 |Target 018: 6.27e-05 |Target 019: 5.44e-05 Target 020: 2.20e-05 |Target 021: 5.10e-05 |Target 022: 2.21e-05 |Target 023: 5.50e-05 |Target 024: 7.95e-05 ==================== Epoch #474 | Time: 00d 03h 00m | LR: 2.00e-03 | Epoch time: 23.45 | Train loss: 2.50e-05 | Val loss: 4.65e-05 Target 001 has maximum loss 4.40e-04; Target 020 has minimum loss 1.69e-05 Target 000: 1.45e-04 |Target 001: 4.40e-04 |Target 002: 1.84e-05 |Target 003: 2.38e-05 |Target 004: 2.14e-05 Target 005: 3.97e-05 |Target 006: 1.99e-04 |Target 007: 3.42e-05 |Target 008: 4.11e-05 |Target 009: 3.96e-05 Target 010: 1.97e-05 |Target 011: 3.92e-05 |Target 012: 3.81e-05 |Target 013: 4.41e-05 |Target 014: 2.31e-05 Target 015: 2.28e-05 |Target 016: 3.80e-05 |Target 017: 4.06e-05 |Target 018: 5.74e-05 |Target 019: 5.02e-05 Target 020: 1.69e-05 |Target 021: 4.40e-05 |Target 022: 2.16e-05 |Target 023: 4.82e-05 |Target 024: 7.75e-05 ==================== Epoch #475 | Time: 00d 03h 01m | LR: 2.00e-03 | Epoch time: 22.78 | Train loss: 2.44e-05 | Val loss: 3.80e-05 Target 006 has maximum loss 9.83e-05; Target 002 has minimum loss 1.61e-05 Target 000: 6.62e-05 |Target 001: 4.68e-05 |Target 002: 1.61e-05 |Target 003: 2.22e-05 |Target 004: 2.23e-05 Target 005: 8.90e-05 |Target 006: 9.83e-05 |Target 007: 2.60e-05 |Target 008: 4.53e-05 |Target 009: 3.59e-05 Target 010: 1.68e-05 |Target 011: 3.71e-05 |Target 012: 2.76e-05 |Target 013: 3.12e-05 |Target 014: 2.03e-05 Target 015: 2.19e-05 |Target 016: 4.34e-05 |Target 017: 3.33e-05 |Target 018: 5.29e-05 |Target 019: 4.87e-05 Target 020: 1.71e-05 |Target 021: 4.19e-05 |Target 022: 1.87e-05 |Target 023: 4.70e-05 |Target 024: 6.07e-05 ==================== Epoch #476 | Time: 00d 03h 01m | LR: 2.00e-03 | Epoch time: 22.51 | Train loss: 2.21e-05 | Val loss: 3.84e-05 Target 005 has maximum loss 1.66e-04; Target 002 has minimum loss 1.57e-05 Target 000: 1.47e-04 |Target 001: 5.50e-05 |Target 002: 1.57e-05 |Target 003: 2.04e-05 |Target 004: 2.01e-05 Target 005: 1.66e-04 |Target 006: 9.60e-05 |Target 007: 2.73e-05 |Target 008: 4.05e-05 |Target 009: 3.73e-05 Target 010: 1.62e-05 |Target 011: 3.45e-05 |Target 012: 2.79e-05 |Target 013: 3.60e-05 |Target 014: 2.12e-05 Target 015: 2.18e-05 |Target 016: 3.77e-05 |Target 017: 2.61e-05 |Target 018: 5.12e-05 |Target 019: 4.72e-05 Target 020: 1.68e-05 |Target 021: 4.08e-05 |Target 022: 1.94e-05 |Target 023: 4.87e-05 |Target 024: 5.98e-05 ==================== Epoch #477 | Time: 00d 03h 01m | LR: 2.00e-03 | Epoch time: 22.52 | Train loss: 2.33e-05 | Val loss: 4.04e-05 Target 005 has maximum loss 1.90e-04; Target 010 has minimum loss 1.62e-05 Target 000: 7.81e-05 |Target 001: 9.25e-05 |Target 002: 1.72e-05 |Target 003: 2.11e-05 |Target 004: 2.13e-05 Target 005: 1.90e-04 |Target 006: 1.59e-04 |Target 007: 2.66e-05 |Target 008: 4.06e-05 |Target 009: 3.98e-05 Target 010: 1.62e-05 |Target 011: 3.44e-05 |Target 012: 3.46e-05 |Target 013: 3.40e-05 |Target 014: 1.94e-05 Target 015: 1.98e-05 |Target 016: 3.71e-05 |Target 017: 3.01e-05 |Target 018: 6.85e-05 |Target 019: 4.83e-05 Target 020: 1.79e-05 |Target 021: 4.44e-05 |Target 022: 1.92e-05 |Target 023: 4.74e-05 |Target 024: 6.10e-05 ==================== Epoch #478 | Time: 00d 03h 02m | LR: 2.00e-03 | Epoch time: 22.37 | Train loss: 2.51e-05 | Val loss: 4.70e-05 Target 000 has maximum loss 2.52e-04; Target 020 has minimum loss 1.81e-05 Target 000: 2.52e-04 |Target 001: 6.84e-05 |Target 002: 2.54e-05 |Target 003: 3.02e-05 |Target 004: 2.44e-05 Target 005: 3.64e-05 |Target 006: 1.47e-04 |Target 007: 3.31e-05 |Target 008: 4.41e-05 |Target 009: 4.35e-05 Target 010: 3.02e-05 |Target 011: 4.42e-05 |Target 012: 3.41e-05 |Target 013: 3.83e-05 |Target 014: 2.75e-05 Target 015: 2.53e-05 |Target 016: 4.04e-05 |Target 017: 3.48e-05 |Target 018: 8.08e-05 |Target 019: 5.44e-05 Target 020: 1.81e-05 |Target 021: 4.48e-05 |Target 022: 2.62e-05 |Target 023: 5.12e-05 |Target 024: 7.57e-05 ==================== Epoch #479 | Time: 00d 03h 02m | LR: 2.00e-03 | Epoch time: 22.33 | Train loss: 2.41e-05 | Val loss: 4.20e-05 Target 001 has maximum loss 3.00e-04; Target 002 has minimum loss 1.62e-05 Target 000: 2.30e-04 |Target 001: 3.00e-04 |Target 002: 1.62e-05 |Target 003: 2.05e-05 |Target 004: 2.27e-05 Target 005: 1.20e-04 |Target 006: 1.02e-04 |Target 007: 2.85e-05 |Target 008: 3.98e-05 |Target 009: 4.48e-05 Target 010: 1.70e-05 |Target 011: 3.47e-05 |Target 012: 2.85e-05 |Target 013: 3.42e-05 |Target 014: 2.11e-05 Target 015: 2.11e-05 |Target 016: 3.72e-05 |Target 017: 4.62e-05 |Target 018: 5.15e-05 |Target 019: 4.75e-05 Target 020: 1.63e-05 |Target 021: 4.13e-05 |Target 022: 1.88e-05 |Target 023: 5.03e-05 |Target 024: 6.27e-05 ==================== Epoch #480 | Time: 00d 03h 03m | LR: 2.00e-03 | Epoch time: 22.80 | Train loss: 2.32e-05 | Val loss: 4.63e-05 Target 000 has maximum loss 3.41e-04; Target 002 has minimum loss 1.84e-05 Target 000: 3.41e-04 |Target 001: 7.24e-05 |Target 002: 1.84e-05 |Target 003: 2.27e-05 |Target 004: 2.19e-05 Target 005: 5.26e-05 |Target 006: 1.35e-04 |Target 007: 2.64e-05 |Target 008: 4.09e-05 |Target 009: 4.30e-05 Target 010: 1.91e-05 |Target 011: 3.84e-05 |Target 012: 3.27e-05 |Target 013: 3.47e-05 |Target 014: 2.40e-05 Target 015: 2.15e-05 |Target 016: 3.94e-05 |Target 017: 3.90e-05 |Target 018: 5.63e-05 |Target 019: 5.24e-05 Target 020: 1.87e-05 |Target 021: 4.30e-05 |Target 022: 2.33e-05 |Target 023: 5.38e-05 |Target 024: 8.55e-05 ==================== Epoch #481 | Time: 00d 03h 03m | LR: 2.00e-03 | Epoch time: 23.01 | Train loss: 5.54e-05 | Val loss: 9.40e-05 Target 001 has maximum loss 6.28e-04; Target 020 has minimum loss 2.50e-05 Target 000: 8.33e-05 |Target 001: 6.28e-04 |Target 002: 3.79e-05 |Target 003: 8.54e-05 |Target 004: 4.45e-05 Target 005: 1.08e-04 |Target 006: 1.65e-04 |Target 007: 3.07e-05 |Target 008: 1.31e-04 |Target 009: 9.28e-05 Target 010: 4.02e-05 |Target 011: 3.95e-05 |Target 012: 5.31e-05 |Target 013: 6.69e-05 |Target 014: 3.37e-05 Target 015: 5.24e-05 |Target 016: 1.78e-04 |Target 017: 8.18e-05 |Target 018: 1.46e-04 |Target 019: 1.26e-04 Target 020: 2.50e-05 |Target 021: 8.80e-05 |Target 022: 3.23e-05 |Target 023: 1.03e-04 |Target 024: 1.73e-04 ==================== Epoch #482 | Time: 00d 03h 03m | LR: 2.00e-03 | Epoch time: 22.78 | Train loss: 4.93e-05 | Val loss: 5.00e-05 Target 006 has maximum loss 2.49e-04; Target 010 has minimum loss 1.71e-05 Target 000: 6.84e-05 |Target 001: 1.28e-04 |Target 002: 2.15e-05 |Target 003: 2.28e-05 |Target 004: 2.53e-05 Target 005: 1.73e-04 |Target 006: 2.49e-04 |Target 007: 2.48e-05 |Target 008: 4.74e-05 |Target 009: 6.96e-05 Target 010: 1.71e-05 |Target 011: 3.62e-05 |Target 012: 2.84e-05 |Target 013: 4.44e-05 |Target 014: 2.35e-05 Target 015: 2.35e-05 |Target 016: 4.84e-05 |Target 017: 3.75e-05 |Target 018: 6.08e-05 |Target 019: 5.43e-05 Target 020: 1.79e-05 |Target 021: 8.10e-05 |Target 022: 2.29e-05 |Target 023: 5.53e-05 |Target 024: 9.04e-05 ==================== Epoch #483 | Time: 00d 03h 04m | LR: 2.00e-03 | Epoch time: 22.77 | Train loss: 3.50e-05 | Val loss: 3.86e-05 Target 000 has maximum loss 2.40e-04; Target 002 has minimum loss 1.45e-05 Target 000: 2.40e-04 |Target 001: 6.30e-05 |Target 002: 1.45e-05 |Target 003: 2.23e-05 |Target 004: 1.98e-05 Target 005: 1.15e-04 |Target 006: 1.48e-04 |Target 007: 2.48e-05 |Target 008: 3.79e-05 |Target 009: 3.95e-05 Target 010: 1.54e-05 |Target 011: 3.28e-05 |Target 012: 2.69e-05 |Target 013: 3.09e-05 |Target 014: 1.98e-05 Target 015: 2.25e-05 |Target 016: 3.62e-05 |Target 017: 3.04e-05 |Target 018: 6.54e-05 |Target 019: 4.69e-05 Target 020: 1.69e-05 |Target 021: 4.27e-05 |Target 022: 1.74e-05 |Target 023: 4.80e-05 |Target 024: 5.54e-05 ==================== Epoch #484 | Time: 00d 03h 04m | LR: 2.00e-03 | Epoch time: 22.48 | Train loss: 2.10e-05 | Val loss: 3.62e-05 Target 006 has maximum loss 1.22e-04; Target 020 has minimum loss 1.55e-05 Target 000: 7.36e-05 |Target 001: 4.40e-05 |Target 002: 1.58e-05 |Target 003: 2.09e-05 |Target 004: 1.94e-05 Target 005: 9.84e-05 |Target 006: 1.22e-04 |Target 007: 2.31e-05 |Target 008: 3.67e-05 |Target 009: 3.57e-05 Target 010: 1.56e-05 |Target 011: 3.14e-05 |Target 012: 3.25e-05 |Target 013: 2.98e-05 |Target 014: 1.83e-05 Target 015: 1.90e-05 |Target 016: 3.54e-05 |Target 017: 2.71e-05 |Target 018: 5.39e-05 |Target 019: 4.37e-05 Target 020: 1.55e-05 |Target 021: 3.92e-05 |Target 022: 1.69e-05 |Target 023: 4.24e-05 |Target 024: 6.09e-05 ==================== Epoch #485 | Time: 00d 03h 05m | LR: 2.00e-03 | Epoch time: 22.77 | Train loss: 2.01e-05 | Val loss: 3.40e-05 Target 006 has maximum loss 8.40e-05; Target 002 has minimum loss 1.38e-05 Target 000: 5.83e-05 |Target 001: 5.78e-05 |Target 002: 1.38e-05 |Target 003: 2.04e-05 |Target 004: 1.81e-05 Target 005: 3.00e-05 |Target 006: 8.40e-05 |Target 007: 2.28e-05 |Target 008: 3.74e-05 |Target 009: 3.52e-05 Target 010: 1.47e-05 |Target 011: 3.12e-05 |Target 012: 2.46e-05 |Target 013: 3.08e-05 |Target 014: 1.80e-05 Target 015: 1.92e-05 |Target 016: 3.57e-05 |Target 017: 2.59e-05 |Target 018: 5.23e-05 |Target 019: 4.36e-05 Target 020: 1.58e-05 |Target 021: 3.83e-05 |Target 022: 1.61e-05 |Target 023: 4.64e-05 |Target 024: 5.34e-05 ==================== Epoch #486 | Time: 00d 03h 05m | LR: 2.00e-03 | Epoch time: 24.11 | Train loss: 1.85e-05 | Val loss: 3.86e-05 Target 006 has maximum loss 1.36e-04; Target 010 has minimum loss 1.33e-05 Target 000: 9.48e-05 |Target 001: 4.81e-05 |Target 002: 1.46e-05 |Target 003: 2.36e-05 |Target 004: 1.94e-05 Target 005: 9.07e-05 |Target 006: 1.36e-04 |Target 007: 2.39e-05 |Target 008: 3.99e-05 |Target 009: 4.46e-05 Target 010: 1.33e-05 |Target 011: 3.16e-05 |Target 012: 3.22e-05 |Target 013: 2.95e-05 |Target 014: 1.97e-05 Target 015: 2.07e-05 |Target 016: 4.21e-05 |Target 017: 3.03e-05 |Target 018: 5.57e-05 |Target 019: 4.68e-05 Target 020: 1.57e-05 |Target 021: 6.04e-05 |Target 022: 1.81e-05 |Target 023: 4.72e-05 |Target 024: 6.05e-05 ==================== Epoch #487 | Time: 00d 03h 05m | LR: 2.00e-03 | Epoch time: 22.28 | Train loss: 2.14e-05 | Val loss: 3.57e-05 Target 006 has maximum loss 1.29e-04; Target 010 has minimum loss 1.45e-05 Target 000: 5.85e-05 |Target 001: 5.76e-05 |Target 002: 1.58e-05 |Target 003: 2.07e-05 |Target 004: 1.93e-05 Target 005: 6.64e-05 |Target 006: 1.29e-04 |Target 007: 2.27e-05 |Target 008: 3.89e-05 |Target 009: 3.75e-05 Target 010: 1.45e-05 |Target 011: 3.23e-05 |Target 012: 3.14e-05 |Target 013: 3.05e-05 |Target 014: 1.91e-05 Target 015: 1.93e-05 |Target 016: 4.14e-05 |Target 017: 2.97e-05 |Target 018: 5.31e-05 |Target 019: 4.30e-05 Target 020: 1.58e-05 |Target 021: 4.13e-05 |Target 022: 1.81e-05 |Target 023: 4.32e-05 |Target 024: 5.56e-05 ==================== Epoch #488 | Time: 00d 03h 06m | LR: 2.00e-03 | Epoch time: 22.39 | Train loss: 2.16e-05 | Val loss: 5.55e-05 Target 005 has maximum loss 1.84e-04; Target 020 has minimum loss 1.77e-05 Target 000: 1.26e-04 |Target 001: 9.48e-05 |Target 002: 1.79e-05 |Target 003: 2.45e-05 |Target 004: 2.24e-05 Target 005: 1.84e-04 |Target 006: 1.26e-04 |Target 007: 3.19e-05 |Target 008: 5.55e-05 |Target 009: 1.13e-04 Target 010: 2.14e-05 |Target 011: 3.49e-05 |Target 012: 3.36e-05 |Target 013: 5.61e-05 |Target 014: 2.71e-05 Target 015: 2.67e-05 |Target 016: 4.99e-05 |Target 017: 5.15e-05 |Target 018: 7.59e-05 |Target 019: 6.98e-05 Target 020: 1.77e-05 |Target 021: 9.20e-05 |Target 022: 2.70e-05 |Target 023: 6.26e-05 |Target 024: 8.32e-05 ==================== Epoch #489 | Time: 00d 03h 06m | LR: 2.00e-03 | Epoch time: 22.47 | Train loss: 2.64e-05 | Val loss: 4.21e-05 Target 006 has maximum loss 1.94e-04; Target 002 has minimum loss 1.64e-05 Target 000: 6.29e-05 |Target 001: 1.64e-04 |Target 002: 1.64e-05 |Target 003: 3.39e-05 |Target 004: 2.33e-05 Target 005: 1.15e-04 |Target 006: 1.94e-04 |Target 007: 2.53e-05 |Target 008: 4.11e-05 |Target 009: 5.74e-05 Target 010: 1.72e-05 |Target 011: 3.27e-05 |Target 012: 3.74e-05 |Target 013: 2.98e-05 |Target 014: 1.89e-05 Target 015: 2.96e-05 |Target 016: 5.25e-05 |Target 017: 2.55e-05 |Target 018: 5.48e-05 |Target 019: 4.96e-05 Target 020: 1.98e-05 |Target 021: 5.82e-05 |Target 022: 1.77e-05 |Target 023: 5.06e-05 |Target 024: 6.65e-05 ==================== Epoch #490 | Time: 00d 03h 06m | LR: 2.00e-03 | Epoch time: 22.71 | Train loss: 2.46e-05 | Val loss: 4.26e-05 Target 001 has maximum loss 1.94e-04; Target 002 has minimum loss 1.71e-05 Target 000: 1.77e-04 |Target 001: 1.94e-04 |Target 002: 1.71e-05 |Target 003: 2.23e-05 |Target 004: 2.01e-05 Target 005: 1.09e-04 |Target 006: 1.08e-04 |Target 007: 2.28e-05 |Target 008: 4.67e-05 |Target 009: 5.08e-05 Target 010: 1.84e-05 |Target 011: 3.64e-05 |Target 012: 2.83e-05 |Target 013: 2.99e-05 |Target 014: 2.01e-05 Target 015: 2.23e-05 |Target 016: 4.88e-05 |Target 017: 3.43e-05 |Target 018: 5.97e-05 |Target 019: 5.17e-05 Target 020: 1.99e-05 |Target 021: 4.39e-05 |Target 022: 1.98e-05 |Target 023: 4.99e-05 |Target 024: 6.95e-05 ==================== Epoch #491 | Time: 00d 03h 07m | LR: 2.00e-03 | Epoch time: 23.41 | Train loss: 2.38e-05 | Val loss: 4.23e-05 Target 006 has maximum loss 9.31e-05; Target 010 has minimum loss 1.57e-05 Target 000: 6.89e-05 |Target 001: 7.82e-05 |Target 002: 1.58e-05 |Target 003: 2.08e-05 |Target 004: 2.47e-05 Target 005: 3.71e-05 |Target 006: 9.31e-05 |Target 007: 2.56e-05 |Target 008: 4.13e-05 |Target 009: 5.78e-05 Target 010: 1.57e-05 |Target 011: 3.37e-05 |Target 012: 3.69e-05 |Target 013: 3.69e-05 |Target 014: 2.11e-05 Target 015: 2.26e-05 |Target 016: 4.19e-05 |Target 017: 3.08e-05 |Target 018: 5.64e-05 |Target 019: 5.08e-05 Target 020: 2.18e-05 |Target 021: 5.40e-05 |Target 022: 1.92e-05 |Target 023: 5.06e-05 |Target 024: 7.40e-05 ==================== Epoch #492 | Time: 00d 03h 07m | LR: 2.00e-03 | Epoch time: 23.10 | Train loss: 2.42e-05 | Val loss: 4.00e-05 Target 001 has maximum loss 1.44e-04; Target 002 has minimum loss 1.51e-05 Target 000: 1.28e-04 |Target 001: 1.44e-04 |Target 002: 1.51e-05 |Target 003: 2.61e-05 |Target 004: 2.03e-05 Target 005: 5.30e-05 |Target 006: 1.35e-04 |Target 007: 2.54e-05 |Target 008: 4.39e-05 |Target 009: 3.95e-05 Target 010: 2.14e-05 |Target 011: 3.26e-05 |Target 012: 2.66e-05 |Target 013: 3.82e-05 |Target 014: 1.98e-05 Target 015: 2.16e-05 |Target 016: 3.78e-05 |Target 017: 3.45e-05 |Target 018: 6.02e-05 |Target 019: 4.52e-05 Target 020: 1.72e-05 |Target 021: 4.61e-05 |Target 022: 1.75e-05 |Target 023: 4.42e-05 |Target 024: 6.70e-05 ==================== Epoch #493 | Time: 00d 03h 08m | LR: 2.00e-03 | Epoch time: 22.51 | Train loss: 3.57e-05 | Val loss: 5.84e-05 Target 006 has maximum loss 2.68e-04; Target 010 has minimum loss 1.79e-05 Target 000: 1.54e-04 |Target 001: 1.71e-04 |Target 002: 1.91e-05 |Target 003: 2.73e-05 |Target 004: 2.32e-05 Target 005: 7.54e-05 |Target 006: 2.68e-04 |Target 007: 2.54e-05 |Target 008: 4.88e-05 |Target 009: 6.75e-05 Target 010: 1.79e-05 |Target 011: 3.67e-05 |Target 012: 3.94e-05 |Target 013: 6.38e-05 |Target 014: 2.46e-05 Target 015: 3.23e-05 |Target 016: 6.00e-05 |Target 017: 5.47e-05 |Target 018: 6.79e-05 |Target 019: 6.78e-05 Target 020: 1.92e-05 |Target 021: 5.59e-05 |Target 022: 2.19e-05 |Target 023: 6.00e-05 |Target 024: 1.17e-04 ==================== Epoch #494 | Time: 00d 03h 08m | LR: 2.00e-03 | Epoch time: 22.84 | Train loss: 3.44e-05 | Val loss: 6.17e-05 Target 001 has maximum loss 1.46e-04; Target 020 has minimum loss 2.28e-05 Target 000: 6.94e-05 |Target 001: 1.46e-04 |Target 002: 3.11e-05 |Target 003: 5.31e-05 |Target 004: 3.27e-05 Target 005: 1.12e-04 |Target 006: 9.41e-05 |Target 007: 2.84e-05 |Target 008: 5.71e-05 |Target 009: 8.29e-05 Target 010: 3.70e-05 |Target 011: 3.84e-05 |Target 012: 3.15e-05 |Target 013: 3.58e-05 |Target 014: 2.80e-05 Target 015: 4.87e-05 |Target 016: 6.29e-05 |Target 017: 3.24e-05 |Target 018: 8.29e-05 |Target 019: 7.89e-05 Target 020: 2.28e-05 |Target 021: 9.07e-05 |Target 022: 2.59e-05 |Target 023: 9.31e-05 |Target 024: 1.10e-04 ==================== Epoch #495 | Time: 00d 03h 08m | LR: 2.00e-03 | Epoch time: 23.48 | Train loss: 2.74e-05 | Val loss: 4.53e-05 Target 005 has maximum loss 1.56e-04; Target 002 has minimum loss 1.46e-05 Target 000: 6.49e-05 |Target 001: 9.25e-05 |Target 002: 1.46e-05 |Target 003: 2.03e-05 |Target 004: 2.12e-05 Target 005: 1.56e-04 |Target 006: 1.41e-04 |Target 007: 2.40e-05 |Target 008: 5.08e-05 |Target 009: 4.82e-05 Target 010: 1.59e-05 |Target 011: 3.22e-05 |Target 012: 3.08e-05 |Target 013: 3.47e-05 |Target 014: 2.17e-05 Target 015: 2.18e-05 |Target 016: 5.53e-05 |Target 017: 3.70e-05 |Target 018: 6.36e-05 |Target 019: 5.84e-05 Target 020: 1.66e-05 |Target 021: 5.35e-05 |Target 022: 2.11e-05 |Target 023: 7.38e-05 |Target 024: 6.74e-05 ==================== Epoch #496 | Time: 00d 03h 09m | LR: 2.00e-03 | Epoch time: 23.19 | Train loss: 2.47e-05 | Val loss: 3.78e-05 Target 006 has maximum loss 1.36e-04; Target 020 has minimum loss 1.77e-05 Target 000: 7.71e-05 |Target 001: 7.27e-05 |Target 002: 1.96e-05 |Target 003: 3.13e-05 |Target 004: 2.01e-05 Target 005: 8.49e-05 |Target 006: 1.36e-04 |Target 007: 2.84e-05 |Target 008: 4.60e-05 |Target 009: 3.67e-05 Target 010: 2.23e-05 |Target 011: 3.30e-05 |Target 012: 2.80e-05 |Target 013: 2.92e-05 |Target 014: 1.93e-05 Target 015: 2.03e-05 |Target 016: 4.85e-05 |Target 017: 3.09e-05 |Target 018: 5.42e-05 |Target 019: 4.67e-05 Target 020: 1.77e-05 |Target 021: 3.82e-05 |Target 022: 1.79e-05 |Target 023: 4.62e-05 |Target 024: 5.93e-05 ==================== Epoch #497 | Time: 00d 03h 09m | LR: 2.00e-03 | Epoch time: 23.67 | Train loss: 2.03e-05 | Val loss: 4.12e-05 Target 006 has maximum loss 1.49e-04; Target 020 has minimum loss 1.80e-05 Target 000: 9.62e-05 |Target 001: 9.18e-05 |Target 002: 2.06e-05 |Target 003: 2.81e-05 |Target 004: 2.01e-05 Target 005: 4.54e-05 |Target 006: 1.49e-04 |Target 007: 2.35e-05 |Target 008: 6.14e-05 |Target 009: 4.82e-05 Target 010: 1.85e-05 |Target 011: 3.68e-05 |Target 012: 2.78e-05 |Target 013: 2.83e-05 |Target 014: 1.99e-05 Target 015: 2.68e-05 |Target 016: 6.08e-05 |Target 017: 2.96e-05 |Target 018: 6.98e-05 |Target 019: 5.05e-05 Target 020: 1.80e-05 |Target 021: 5.15e-05 |Target 022: 1.82e-05 |Target 023: 4.83e-05 |Target 024: 6.41e-05 ==================== Epoch #498 | Time: 00d 03h 10m | LR: 2.00e-03 | Epoch time: 22.55 | Train loss: 4.99e-05 | Val loss: 9.40e-05 Target 024 has maximum loss 1.64e-04; Target 020 has minimum loss 2.80e-05 Target 000: 1.41e-04 |Target 001: 6.29e-05 |Target 002: 3.53e-05 |Target 003: 6.15e-05 |Target 004: 3.31e-05 Target 005: 7.56e-05 |Target 006: 1.58e-04 |Target 007: 3.84e-05 |Target 008: 1.31e-04 |Target 009: 1.61e-04 Target 010: 4.10e-05 |Target 011: 4.63e-05 |Target 012: 4.09e-05 |Target 013: 5.20e-05 |Target 014: 4.20e-05 Target 015: 4.04e-05 |Target 016: 1.29e-04 |Target 017: 7.12e-05 |Target 018: 1.26e-04 |Target 019: 1.19e-04 Target 020: 2.80e-05 |Target 021: 1.51e-04 |Target 022: 3.78e-05 |Target 023: 1.54e-04 |Target 024: 1.64e-04 ==================== Epoch #499 | Time: 00d 03h 10m | LR: 2.00e-03 | Epoch time: 22.54 | Train loss: 5.42e-05 | Val loss: 6.80e-05 Target 006 has maximum loss 1.53e-04; Target 002 has minimum loss 1.88e-05 Target 000: 1.23e-04 |Target 001: 1.40e-04 |Target 002: 1.88e-05 |Target 003: 3.17e-05 |Target 004: 2.83e-05 Target 005: 5.33e-05 |Target 006: 1.53e-04 |Target 007: 3.38e-05 |Target 008: 4.59e-05 |Target 009: 1.10e-04 Target 010: 2.39e-05 |Target 011: 4.37e-05 |Target 012: 3.21e-05 |Target 013: 4.60e-05 |Target 014: 3.99e-05 Target 015: 2.35e-05 |Target 016: 6.85e-05 |Target 017: 5.49e-05 |Target 018: 8.39e-05 |Target 019: 6.52e-05 Target 020: 1.97e-05 |Target 021: 1.20e-04 |Target 022: 4.65e-05 |Target 023: 7.09e-05 |Target 024: 1.39e-04 ==================== Epoch #500 | Time: 00d 03h 10m | LR: 2.00e-03 | Epoch time: 22.39 | Train loss: 3.58e-05 | Val loss: 4.36e-05 Target 001 has maximum loss 1.71e-04; Target 002 has minimum loss 1.61e-05 Target 000: 8.69e-05 |Target 001: 1.71e-04 |Target 002: 1.61e-05 |Target 003: 2.40e-05 |Target 004: 2.21e-05 Target 005: 7.35e-05 |Target 006: 8.99e-05 |Target 007: 3.63e-05 |Target 008: 4.52e-05 |Target 009: 4.65e-05 Target 010: 1.70e-05 |Target 011: 3.85e-05 |Target 012: 3.80e-05 |Target 013: 3.11e-05 |Target 014: 2.26e-05 Target 015: 2.25e-05 |Target 016: 4.00e-05 |Target 017: 3.45e-05 |Target 018: 6.78e-05 |Target 019: 5.20e-05 Target 020: 1.95e-05 |Target 021: 4.67e-05 |Target 022: 2.14e-05 |Target 023: 5.32e-05 |Target 024: 7.12e-05 ==================== Epoch #501 | Time: 00d 03h 11m | LR: 2.00e-03 | Epoch time: 22.51 | Train loss: 2.86e-05 | Val loss: 4.27e-05 Target 001 has maximum loss 2.17e-04; Target 022 has minimum loss 2.02e-05 Target 000: 1.02e-04 |Target 001: 2.17e-04 |Target 002: 2.04e-05 |Target 003: 4.11e-05 |Target 004: 2.25e-05 Target 005: 4.40e-05 |Target 006: 1.97e-04 |Target 007: 2.62e-05 |Target 008: 4.72e-05 |Target 009: 3.98e-05 Target 010: 2.14e-05 |Target 011: 3.45e-05 |Target 012: 3.34e-05 |Target 013: 4.07e-05 |Target 014: 2.19e-05 Target 015: 2.68e-05 |Target 016: 4.34e-05 |Target 017: 3.15e-05 |Target 018: 6.38e-05 |Target 019: 5.23e-05 Target 020: 2.07e-05 |Target 021: 4.41e-05 |Target 022: 2.02e-05 |Target 023: 4.83e-05 |Target 024: 6.28e-05 ==================== Epoch #502 | Time: 00d 03h 11m | LR: 2.00e-03 | Epoch time: 22.42 | Train loss: 2.35e-05 | Val loss: 4.13e-05 Target 006 has maximum loss 1.60e-04; Target 010 has minimum loss 1.56e-05 Target 000: 6.20e-05 |Target 001: 8.47e-05 |Target 002: 1.65e-05 |Target 003: 2.11e-05 |Target 004: 1.86e-05 Target 005: 4.09e-05 |Target 006: 1.60e-04 |Target 007: 2.51e-05 |Target 008: 4.03e-05 |Target 009: 8.83e-05 Target 010: 1.56e-05 |Target 011: 3.41e-05 |Target 012: 2.82e-05 |Target 013: 2.97e-05 |Target 014: 2.02e-05 Target 015: 1.88e-05 |Target 016: 4.07e-05 |Target 017: 3.11e-05 |Target 018: 5.85e-05 |Target 019: 4.80e-05 Target 020: 1.86e-05 |Target 021: 6.66e-05 |Target 022: 1.81e-05 |Target 023: 4.70e-05 |Target 024: 6.81e-05 ==================== Epoch #503 | Time: 00d 03h 11m | LR: 2.00e-03 | Epoch time: 22.92 | Train loss: 2.46e-05 | Val loss: 3.87e-05 Target 006 has maximum loss 1.19e-04; Target 010 has minimum loss 1.41e-05 Target 000: 5.93e-05 |Target 001: 6.27e-05 |Target 002: 1.42e-05 |Target 003: 1.85e-05 |Target 004: 1.82e-05 Target 005: 3.16e-05 |Target 006: 1.19e-04 |Target 007: 2.47e-05 |Target 008: 4.71e-05 |Target 009: 5.35e-05 Target 010: 1.41e-05 |Target 011: 3.62e-05 |Target 012: 2.77e-05 |Target 013: 3.43e-05 |Target 014: 1.95e-05 Target 015: 2.10e-05 |Target 016: 4.98e-05 |Target 017: 2.89e-05 |Target 018: 5.69e-05 |Target 019: 4.97e-05 Target 020: 1.51e-05 |Target 021: 5.24e-05 |Target 022: 1.72e-05 |Target 023: 4.88e-05 |Target 024: 6.13e-05 ==================== Epoch #504 | Time: 00d 03h 12m | LR: 2.00e-03 | Epoch time: 24.18 | Train loss: 2.36e-05 | Val loss: 3.97e-05 Target 006 has maximum loss 1.55e-04; Target 002 has minimum loss 1.36e-05 Target 000: 8.54e-05 |Target 001: 7.30e-05 |Target 002: 1.36e-05 |Target 003: 2.33e-05 |Target 004: 1.81e-05 Target 005: 3.97e-05 |Target 006: 1.55e-04 |Target 007: 2.53e-05 |Target 008: 4.34e-05 |Target 009: 3.43e-05 Target 010: 1.41e-05 |Target 011: 3.38e-05 |Target 012: 3.13e-05 |Target 013: 3.19e-05 |Target 014: 1.82e-05 Target 015: 1.87e-05 |Target 016: 3.62e-05 |Target 017: 2.43e-05 |Target 018: 5.19e-05 |Target 019: 4.49e-05 Target 020: 1.50e-05 |Target 021: 4.32e-05 |Target 022: 1.66e-05 |Target 023: 4.44e-05 |Target 024: 8.21e-05 ==================== Epoch #505 | Time: 00d 03h 12m | LR: 2.00e-03 | Epoch time: 22.38 | Train loss: 2.08e-05 | Val loss: 3.69e-05 Target 001 has maximum loss 1.35e-04; Target 010 has minimum loss 1.36e-05 Target 000: 8.15e-05 |Target 001: 1.35e-04 |Target 002: 1.39e-05 |Target 003: 2.00e-05 |Target 004: 1.76e-05 Target 005: 7.58e-05 |Target 006: 1.06e-04 |Target 007: 2.39e-05 |Target 008: 3.60e-05 |Target 009: 3.44e-05 Target 010: 1.36e-05 |Target 011: 3.31e-05 |Target 012: 3.57e-05 |Target 013: 3.80e-05 |Target 014: 1.89e-05 Target 015: 1.81e-05 |Target 016: 3.16e-05 |Target 017: 3.79e-05 |Target 018: 5.13e-05 |Target 019: 4.38e-05 Target 020: 1.69e-05 |Target 021: 3.71e-05 |Target 022: 1.82e-05 |Target 023: 4.26e-05 |Target 024: 5.70e-05 ==================== Epoch #506 | Time: 00d 03h 13m | LR: 2.00e-03 | Epoch time: 22.52 | Train loss: 1.85e-05 | Val loss: 3.36e-05 Target 005 has maximum loss 8.08e-05; Target 002 has minimum loss 1.26e-05 Target 000: 4.86e-05 |Target 001: 6.31e-05 |Target 002: 1.26e-05 |Target 003: 2.24e-05 |Target 004: 1.77e-05 Target 005: 8.08e-05 |Target 006: 7.92e-05 |Target 007: 2.21e-05 |Target 008: 3.50e-05 |Target 009: 3.20e-05 Target 010: 1.40e-05 |Target 011: 3.38e-05 |Target 012: 2.40e-05 |Target 013: 3.20e-05 |Target 014: 1.73e-05 Target 015: 1.82e-05 |Target 016: 3.29e-05 |Target 017: 2.46e-05 |Target 018: 5.20e-05 |Target 019: 4.52e-05 Target 020: 1.46e-05 |Target 021: 3.41e-05 |Target 022: 1.62e-05 |Target 023: 4.38e-05 |Target 024: 5.22e-05 ==================== Epoch #507 | Time: 00d 03h 13m | LR: 2.00e-03 | Epoch time: 22.35 | Train loss: 1.87e-05 | Val loss: 3.83e-05 Target 006 has maximum loss 1.37e-04; Target 002 has minimum loss 1.62e-05 Target 000: 5.22e-05 |Target 001: 5.17e-05 |Target 002: 1.62e-05 |Target 003: 3.68e-05 |Target 004: 1.84e-05 Target 005: 2.94e-05 |Target 006: 1.37e-04 |Target 007: 2.23e-05 |Target 008: 3.48e-05 |Target 009: 4.38e-05 Target 010: 2.03e-05 |Target 011: 3.11e-05 |Target 012: 2.63e-05 |Target 013: 4.38e-05 |Target 014: 1.81e-05 Target 015: 2.13e-05 |Target 016: 3.87e-05 |Target 017: 3.64e-05 |Target 018: 5.74e-05 |Target 019: 4.91e-05 Target 020: 1.65e-05 |Target 021: 4.09e-05 |Target 022: 1.68e-05 |Target 023: 4.54e-05 |Target 024: 6.08e-05 ==================== Epoch #508 | Time: 00d 03h 13m | LR: 2.00e-03 | Epoch time: 22.58 | Train loss: 2.10e-05 | Val loss: 4.78e-05 Target 001 has maximum loss 1.92e-04; Target 010 has minimum loss 1.60e-05 Target 000: 1.83e-04 |Target 001: 1.92e-04 |Target 002: 1.74e-05 |Target 003: 3.90e-05 |Target 004: 2.44e-05 Target 005: 1.48e-04 |Target 006: 1.21e-04 |Target 007: 2.46e-05 |Target 008: 3.68e-05 |Target 009: 7.97e-05 Target 010: 1.60e-05 |Target 011: 3.38e-05 |Target 012: 4.25e-05 |Target 013: 4.92e-05 |Target 014: 1.93e-05 Target 015: 2.22e-05 |Target 016: 4.05e-05 |Target 017: 3.54e-05 |Target 018: 7.32e-05 |Target 019: 5.04e-05 Target 020: 1.96e-05 |Target 021: 7.04e-05 |Target 022: 1.74e-05 |Target 023: 4.92e-05 |Target 024: 7.67e-05 ==================== Epoch #509 | Time: 00d 03h 14m | LR: 2.00e-03 | Epoch time: 22.35 | Train loss: 2.20e-05 | Val loss: 3.68e-05 Target 005 has maximum loss 2.60e-04; Target 002 has minimum loss 1.39e-05 Target 000: 7.53e-05 |Target 001: 7.94e-05 |Target 002: 1.39e-05 |Target 003: 1.92e-05 |Target 004: 1.85e-05 Target 005: 2.60e-04 |Target 006: 1.12e-04 |Target 007: 2.36e-05 |Target 008: 3.65e-05 |Target 009: 4.03e-05 Target 010: 1.40e-05 |Target 011: 3.36e-05 |Target 012: 2.54e-05 |Target 013: 2.78e-05 |Target 014: 1.75e-05 Target 015: 1.93e-05 |Target 016: 3.98e-05 |Target 017: 2.94e-05 |Target 018: 4.65e-05 |Target 019: 4.29e-05 Target 020: 1.63e-05 |Target 021: 4.92e-05 |Target 022: 1.67e-05 |Target 023: 4.32e-05 |Target 024: 5.99e-05 ==================== Epoch #510 | Time: 00d 03h 14m | LR: 2.00e-03 | Epoch time: 22.51 | Train loss: 1.92e-05 | Val loss: 3.76e-05 Target 000 has maximum loss 2.53e-04; Target 010 has minimum loss 1.33e-05 Target 000: 2.53e-04 |Target 001: 1.09e-04 |Target 002: 1.45e-05 |Target 003: 2.14e-05 |Target 004: 1.96e-05 Target 005: 7.37e-05 |Target 006: 1.01e-04 |Target 007: 2.26e-05 |Target 008: 3.71e-05 |Target 009: 3.40e-05 Target 010: 1.33e-05 |Target 011: 3.20e-05 |Target 012: 3.34e-05 |Target 013: 4.15e-05 |Target 014: 1.73e-05 Target 015: 1.94e-05 |Target 016: 3.92e-05 |Target 017: 3.32e-05 |Target 018: 5.49e-05 |Target 019: 4.41e-05 Target 020: 1.51e-05 |Target 021: 3.89e-05 |Target 022: 1.65e-05 |Target 023: 4.44e-05 |Target 024: 5.54e-05 ==================== Epoch #511 | Time: 00d 03h 15m | LR: 2.00e-03 | Epoch time: 22.66 | Train loss: 2.15e-05 | Val loss: 4.52e-05 Target 000 has maximum loss 1.78e-04; Target 010 has minimum loss 1.93e-05 Target 000: 1.78e-04 |Target 001: 1.02e-04 |Target 002: 2.40e-05 |Target 003: 2.70e-05 |Target 004: 2.38e-05 Target 005: 1.67e-04 |Target 006: 1.21e-04 |Target 007: 3.56e-05 |Target 008: 4.74e-05 |Target 009: 4.00e-05 Target 010: 1.93e-05 |Target 011: 4.01e-05 |Target 012: 3.21e-05 |Target 013: 3.57e-05 |Target 014: 2.56e-05 Target 015: 1.98e-05 |Target 016: 3.90e-05 |Target 017: 2.90e-05 |Target 018: 7.33e-05 |Target 019: 5.91e-05 Target 020: 1.95e-05 |Target 021: 4.07e-05 |Target 022: 2.53e-05 |Target 023: 5.00e-05 |Target 024: 7.08e-05 ==================== Epoch #512 | Time: 00d 03h 15m | LR: 2.00e-03 | Epoch time: 22.57 | Train loss: 2.86e-05 | Val loss: 5.28e-05 Target 001 has maximum loss 4.37e-04; Target 002 has minimum loss 1.87e-05 Target 000: 3.38e-04 |Target 001: 4.37e-04 |Target 002: 1.87e-05 |Target 003: 2.94e-05 |Target 004: 2.59e-05 Target 005: 1.65e-04 |Target 006: 1.22e-04 |Target 007: 3.75e-05 |Target 008: 5.81e-05 |Target 009: 5.33e-05 Target 010: 2.44e-05 |Target 011: 4.82e-05 |Target 012: 3.56e-05 |Target 013: 4.46e-05 |Target 014: 2.56e-05 Target 015: 2.61e-05 |Target 016: 6.05e-05 |Target 017: 5.71e-05 |Target 018: 6.34e-05 |Target 019: 6.10e-05 Target 020: 2.04e-05 |Target 021: 5.73e-05 |Target 022: 2.39e-05 |Target 023: 6.19e-05 |Target 024: 7.06e-05 ==================== Epoch #513 | Time: 00d 03h 15m | LR: 2.00e-03 | Epoch time: 22.37 | Train loss: 2.90e-05 | Val loss: 4.41e-05 Target 006 has maximum loss 2.50e-04; Target 002 has minimum loss 1.87e-05 Target 000: 7.06e-05 |Target 001: 2.02e-04 |Target 002: 1.87e-05 |Target 003: 3.80e-05 |Target 004: 2.20e-05 Target 005: 3.01e-05 |Target 006: 2.50e-04 |Target 007: 2.59e-05 |Target 008: 5.66e-05 |Target 009: 6.24e-05 Target 010: 2.27e-05 |Target 011: 3.42e-05 |Target 012: 3.19e-05 |Target 013: 3.16e-05 |Target 014: 2.15e-05 Target 015: 2.50e-05 |Target 016: 6.34e-05 |Target 017: 3.21e-05 |Target 018: 4.98e-05 |Target 019: 5.59e-05 Target 020: 2.42e-05 |Target 021: 6.05e-05 |Target 022: 1.96e-05 |Target 023: 5.29e-05 |Target 024: 6.54e-05 ==================== Epoch #514 | Time: 00d 03h 16m | LR: 2.00e-03 | Epoch time: 22.45 | Train loss: 2.54e-05 | Val loss: 4.53e-05 Target 001 has maximum loss 1.62e-04; Target 002 has minimum loss 1.58e-05 Target 000: 9.05e-05 |Target 001: 1.62e-04 |Target 002: 1.58e-05 |Target 003: 2.86e-05 |Target 004: 1.86e-05 Target 005: 7.69e-05 |Target 006: 1.10e-04 |Target 007: 2.24e-05 |Target 008: 6.63e-05 |Target 009: 6.02e-05 Target 010: 1.62e-05 |Target 011: 3.23e-05 |Target 012: 2.77e-05 |Target 013: 3.11e-05 |Target 014: 1.97e-05 Target 015: 2.30e-05 |Target 016: 7.12e-05 |Target 017: 3.35e-05 |Target 018: 5.25e-05 |Target 019: 6.50e-05 Target 020: 1.78e-05 |Target 021: 6.66e-05 |Target 022: 1.83e-05 |Target 023: 5.83e-05 |Target 024: 7.40e-05 ==================== Epoch #515 | Time: 00d 03h 16m | LR: 2.00e-03 | Epoch time: 22.33 | Train loss: 3.52e-05 | Val loss: 9.60e-05 Target 006 has maximum loss 3.16e-04; Target 004 has minimum loss 2.35e-05 Target 000: 1.75e-04 |Target 001: 3.11e-04 |Target 002: 2.65e-05 |Target 003: 4.27e-05 |Target 004: 2.35e-05 Target 005: 1.49e-04 |Target 006: 3.16e-04 |Target 007: 3.40e-05 |Target 008: 1.94e-04 |Target 009: 1.33e-04 Target 010: 3.47e-05 |Target 011: 3.57e-05 |Target 012: 3.49e-05 |Target 013: 6.61e-05 |Target 014: 3.07e-05 Target 015: 3.37e-05 |Target 016: 2.11e-04 |Target 017: 5.66e-05 |Target 018: 1.35e-04 |Target 019: 1.45e-04 Target 020: 2.49e-05 |Target 021: 1.32e-04 |Target 022: 2.80e-05 |Target 023: 1.50e-04 |Target 024: 1.57e-04 ==================== Epoch #516 | Time: 00d 03h 16m | LR: 2.00e-03 | Epoch time: 22.45 | Train loss: 3.50e-05 | Val loss: 4.15e-05 Target 006 has maximum loss 1.73e-04; Target 020 has minimum loss 1.54e-05 Target 000: 6.37e-05 |Target 001: 1.32e-04 |Target 002: 1.69e-05 |Target 003: 2.88e-05 |Target 004: 1.82e-05 Target 005: 1.12e-04 |Target 006: 1.73e-04 |Target 007: 2.54e-05 |Target 008: 5.86e-05 |Target 009: 4.15e-05 Target 010: 1.96e-05 |Target 011: 3.45e-05 |Target 012: 2.56e-05 |Target 013: 2.98e-05 |Target 014: 1.95e-05 Target 015: 2.13e-05 |Target 016: 7.46e-05 |Target 017: 2.95e-05 |Target 018: 6.45e-05 |Target 019: 5.47e-05 Target 020: 1.54e-05 |Target 021: 4.04e-05 |Target 022: 1.90e-05 |Target 023: 5.17e-05 |Target 024: 6.42e-05 ==================== Epoch #517 | Time: 00d 03h 17m | LR: 2.00e-03 | Epoch time: 22.30 | Train loss: 2.16e-05 | Val loss: 3.83e-05 Target 005 has maximum loss 1.78e-04; Target 002 has minimum loss 1.42e-05 Target 000: 5.56e-05 |Target 001: 1.58e-04 |Target 002: 1.42e-05 |Target 003: 2.12e-05 |Target 004: 2.12e-05 Target 005: 1.78e-04 |Target 006: 8.47e-05 |Target 007: 2.17e-05 |Target 008: 3.96e-05 |Target 009: 3.98e-05 Target 010: 1.59e-05 |Target 011: 3.28e-05 |Target 012: 3.60e-05 |Target 013: 3.04e-05 |Target 014: 1.84e-05 Target 015: 1.80e-05 |Target 016: 3.52e-05 |Target 017: 3.04e-05 |Target 018: 5.51e-05 |Target 019: 4.51e-05 Target 020: 1.71e-05 |Target 021: 4.27e-05 |Target 022: 1.68e-05 |Target 023: 4.44e-05 |Target 024: 6.24e-05 ==================== Epoch #518 | Time: 00d 03h 17m | LR: 2.00e-03 | Epoch time: 23.23 | Train loss: 2.13e-05 | Val loss: 4.04e-05 Target 006 has maximum loss 3.09e-04; Target 002 has minimum loss 1.35e-05 Target 000: 6.47e-05 |Target 001: 1.55e-04 |Target 002: 1.35e-05 |Target 003: 2.05e-05 |Target 004: 1.73e-05 Target 005: 8.84e-05 |Target 006: 3.09e-04 |Target 007: 2.17e-05 |Target 008: 3.56e-05 |Target 009: 3.76e-05 Target 010: 1.43e-05 |Target 011: 3.13e-05 |Target 012: 2.42e-05 |Target 013: 4.50e-05 |Target 014: 1.77e-05 Target 015: 1.98e-05 |Target 016: 3.42e-05 |Target 017: 2.90e-05 |Target 018: 5.85e-05 |Target 019: 4.16e-05 Target 020: 1.42e-05 |Target 021: 4.03e-05 |Target 022: 1.70e-05 |Target 023: 4.20e-05 |Target 024: 7.59e-05 ==================== Epoch #519 | Time: 00d 03h 18m | LR: 2.00e-03 | Epoch time: 23.42 | Train loss: 2.29e-05 | Val loss: 4.22e-05 Target 006 has maximum loss 9.22e-05; Target 020 has minimum loss 1.54e-05 Target 000: 7.14e-05 |Target 001: 4.95e-05 |Target 002: 1.73e-05 |Target 003: 1.90e-05 |Target 004: 1.85e-05 Target 005: 3.69e-05 |Target 006: 9.22e-05 |Target 007: 2.62e-05 |Target 008: 4.04e-05 |Target 009: 4.83e-05 Target 010: 1.69e-05 |Target 011: 3.52e-05 |Target 012: 2.61e-05 |Target 013: 2.94e-05 |Target 014: 2.70e-05 Target 015: 2.00e-05 |Target 016: 4.58e-05 |Target 017: 2.83e-05 |Target 018: 4.92e-05 |Target 019: 4.89e-05 Target 020: 1.54e-05 |Target 021: 5.73e-05 |Target 022: 2.04e-05 |Target 023: 5.09e-05 |Target 024: 8.44e-05 ==================== Epoch #520 | Time: 00d 03h 18m | LR: 2.00e-03 | Epoch time: 23.54 | Train loss: 2.30e-05 | Val loss: 4.26e-05 Target 005 has maximum loss 2.16e-04; Target 002 has minimum loss 1.46e-05 Target 000: 1.80e-04 |Target 001: 6.21e-05 |Target 002: 1.46e-05 |Target 003: 2.86e-05 |Target 004: 1.71e-05 Target 005: 2.16e-04 |Target 006: 1.76e-04 |Target 007: 2.45e-05 |Target 008: 4.12e-05 |Target 009: 3.40e-05 Target 010: 1.50e-05 |Target 011: 3.22e-05 |Target 012: 2.76e-05 |Target 013: 4.60e-05 |Target 014: 1.86e-05 Target 015: 2.37e-05 |Target 016: 4.59e-05 |Target 017: 6.37e-05 |Target 018: 5.44e-05 |Target 019: 4.50e-05 Target 020: 1.49e-05 |Target 021: 3.55e-05 |Target 022: 1.84e-05 |Target 023: 4.30e-05 |Target 024: 7.09e-05 ==================== Epoch #521 | Time: 00d 03h 18m | LR: 2.00e-03 | Epoch time: 22.46 | Train loss: 2.51e-05 | Val loss: 3.75e-05 Target 000 has maximum loss 1.36e-04; Target 002 has minimum loss 1.30e-05 Target 000: 1.36e-04 |Target 001: 1.20e-04 |Target 002: 1.30e-05 |Target 003: 1.93e-05 |Target 004: 1.99e-05 Target 005: 3.75e-05 |Target 006: 9.50e-05 |Target 007: 2.50e-05 |Target 008: 4.71e-05 |Target 009: 3.63e-05 Target 010: 1.33e-05 |Target 011: 3.23e-05 |Target 012: 4.14e-05 |Target 013: 2.68e-05 |Target 014: 2.02e-05 Target 015: 2.09e-05 |Target 016: 5.05e-05 |Target 017: 2.73e-05 |Target 018: 5.66e-05 |Target 019: 4.41e-05 Target 020: 1.55e-05 |Target 021: 4.12e-05 |Target 022: 1.69e-05 |Target 023: 4.51e-05 |Target 024: 5.80e-05 ==================== Epoch #522 | Time: 00d 03h 19m | LR: 2.00e-03 | Epoch time: 22.45 | Train loss: 2.94e-05 | Val loss: 4.94e-05 Target 001 has maximum loss 1.24e-04; Target 020 has minimum loss 1.78e-05 Target 000: 9.37e-05 |Target 001: 1.24e-04 |Target 002: 2.17e-05 |Target 003: 4.69e-05 |Target 004: 2.16e-05 Target 005: 7.55e-05 |Target 006: 1.16e-04 |Target 007: 2.62e-05 |Target 008: 4.29e-05 |Target 009: 4.09e-05 Target 010: 2.39e-05 |Target 011: 3.73e-05 |Target 012: 4.00e-05 |Target 013: 4.52e-05 |Target 014: 2.28e-05 Target 015: 2.79e-05 |Target 016: 4.46e-05 |Target 017: 5.65e-05 |Target 018: 7.01e-05 |Target 019: 5.29e-05 Target 020: 1.78e-05 |Target 021: 5.34e-05 |Target 022: 2.15e-05 |Target 023: 5.74e-05 |Target 024: 8.96e-05 ==================== Epoch #523 | Time: 00d 03h 19m | LR: 2.00e-03 | Epoch time: 22.78 | Train loss: 3.84e-05 | Val loss: 5.17e-05 Target 001 has maximum loss 2.03e-04; Target 002 has minimum loss 1.49e-05 Target 000: 1.31e-04 |Target 001: 2.03e-04 |Target 002: 1.49e-05 |Target 003: 2.00e-05 |Target 004: 2.16e-05 Target 005: 8.72e-05 |Target 006: 1.63e-04 |Target 007: 3.15e-05 |Target 008: 4.57e-05 |Target 009: 1.22e-04 Target 010: 1.60e-05 |Target 011: 3.91e-05 |Target 012: 2.95e-05 |Target 013: 4.11e-05 |Target 014: 2.20e-05 Target 015: 1.97e-05 |Target 016: 4.85e-05 |Target 017: 3.26e-05 |Target 018: 7.19e-05 |Target 019: 6.65e-05 Target 020: 1.95e-05 |Target 021: 8.39e-05 |Target 022: 2.02e-05 |Target 023: 5.99e-05 |Target 024: 8.43e-05 ==================== Epoch #524 | Time: 00d 03h 20m | LR: 2.00e-03 | Epoch time: 24.29 | Train loss: 3.51e-05 | Val loss: 5.76e-05 Target 001 has maximum loss 1.56e-04; Target 002 has minimum loss 2.19e-05 Target 000: 1.21e-04 |Target 001: 1.56e-04 |Target 002: 2.19e-05 |Target 003: 2.64e-05 |Target 004: 3.18e-05 Target 005: 1.11e-04 |Target 006: 1.14e-04 |Target 007: 3.14e-05 |Target 008: 6.02e-05 |Target 009: 1.13e-04 Target 010: 3.00e-05 |Target 011: 4.26e-05 |Target 012: 3.89e-05 |Target 013: 3.45e-05 |Target 014: 2.87e-05 Target 015: 3.31e-05 |Target 016: 8.52e-05 |Target 017: 3.68e-05 |Target 018: 6.83e-05 |Target 019: 6.38e-05 Target 020: 2.73e-05 |Target 021: 1.06e-04 |Target 022: 2.31e-05 |Target 023: 7.20e-05 |Target 024: 9.74e-05 ==================== Epoch #525 | Time: 00d 03h 20m | LR: 2.00e-03 | Epoch time: 23.06 | Train loss: 5.57e-05 | Val loss: 7.62e-05 Target 001 has maximum loss 1.57e-04; Target 020 has minimum loss 3.65e-05 Target 000: 1.30e-04 |Target 001: 1.57e-04 |Target 002: 4.91e-05 |Target 003: 5.83e-05 |Target 004: 4.46e-05 Target 005: 9.55e-05 |Target 006: 1.46e-04 |Target 007: 4.48e-05 |Target 008: 1.05e-04 |Target 009: 7.43e-05 Target 010: 5.15e-05 |Target 011: 5.25e-05 |Target 012: 5.24e-05 |Target 013: 5.94e-05 |Target 014: 3.72e-05 Target 015: 4.74e-05 |Target 016: 8.24e-05 |Target 017: 6.89e-05 |Target 018: 1.27e-04 |Target 019: 9.26e-05 Target 020: 3.65e-05 |Target 021: 8.66e-05 |Target 022: 4.08e-05 |Target 023: 9.44e-05 |Target 024: 1.17e-04 ==================== Epoch #526 | Time: 00d 03h 20m | LR: 2.00e-03 | Epoch time: 23.13 | Train loss: 5.89e-05 | Val loss: 6.25e-05 Target 006 has maximum loss 2.15e-04; Target 020 has minimum loss 2.85e-05 Target 000: 1.42e-04 |Target 001: 1.10e-04 |Target 002: 4.25e-05 |Target 003: 6.62e-05 |Target 004: 3.15e-05 Target 005: 1.55e-04 |Target 006: 2.15e-04 |Target 007: 5.49e-05 |Target 008: 7.19e-05 |Target 009: 5.86e-05 Target 010: 3.12e-05 |Target 011: 6.02e-05 |Target 012: 3.85e-05 |Target 013: 4.42e-05 |Target 014: 3.19e-05 Target 015: 3.82e-05 |Target 016: 7.25e-05 |Target 017: 4.61e-05 |Target 018: 1.06e-04 |Target 019: 7.31e-05 Target 020: 2.85e-05 |Target 021: 7.70e-05 |Target 022: 3.11e-05 |Target 023: 6.76e-05 |Target 024: 9.95e-05 ==================== Epoch #527 | Time: 00d 03h 21m | LR: 2.00e-03 | Epoch time: 23.10 | Train loss: 4.48e-05 | Val loss: 5.24e-05 Target 005 has maximum loss 2.16e-04; Target 020 has minimum loss 1.83e-05 Target 000: 1.45e-04 |Target 001: 6.40e-05 |Target 002: 2.22e-05 |Target 003: 2.78e-05 |Target 004: 2.27e-05 Target 005: 2.16e-04 |Target 006: 2.11e-04 |Target 007: 3.02e-05 |Target 008: 7.70e-05 |Target 009: 5.62e-05 Target 010: 2.50e-05 |Target 011: 4.71e-05 |Target 012: 2.89e-05 |Target 013: 5.81e-05 |Target 014: 2.66e-05 Target 015: 3.30e-05 |Target 016: 8.86e-05 |Target 017: 3.12e-05 |Target 018: 6.84e-05 |Target 019: 6.94e-05 Target 020: 1.83e-05 |Target 021: 7.03e-05 |Target 022: 2.22e-05 |Target 023: 6.54e-05 |Target 024: 7.59e-05 ==================== Epoch #528 | Time: 00d 03h 21m | LR: 2.00e-03 | Epoch time: 22.73 | Train loss: 3.18e-05 | Val loss: 4.25e-05 Target 006 has maximum loss 2.70e-04; Target 010 has minimum loss 1.61e-05 Target 000: 1.51e-04 |Target 001: 1.52e-04 |Target 002: 1.79e-05 |Target 003: 2.70e-05 |Target 004: 2.01e-05 Target 005: 7.97e-05 |Target 006: 2.70e-04 |Target 007: 2.93e-05 |Target 008: 4.23e-05 |Target 009: 3.92e-05 Target 010: 1.61e-05 |Target 011: 3.85e-05 |Target 012: 3.39e-05 |Target 013: 3.93e-05 |Target 014: 2.20e-05 Target 015: 3.00e-05 |Target 016: 5.23e-05 |Target 017: 4.06e-05 |Target 018: 5.52e-05 |Target 019: 4.83e-05 Target 020: 1.77e-05 |Target 021: 4.22e-05 |Target 022: 2.04e-05 |Target 023: 4.86e-05 |Target 024: 6.26e-05 ==================== Epoch #529 | Time: 00d 03h 21m | LR: 2.00e-03 | Epoch time: 22.47 | Train loss: 2.24e-05 | Val loss: 3.73e-05 Target 001 has maximum loss 1.54e-04; Target 002 has minimum loss 1.54e-05 Target 000: 6.99e-05 |Target 001: 1.54e-04 |Target 002: 1.54e-05 |Target 003: 2.16e-05 |Target 004: 1.92e-05 Target 005: 1.02e-04 |Target 006: 1.07e-04 |Target 007: 2.63e-05 |Target 008: 4.29e-05 |Target 009: 3.89e-05 Target 010: 1.68e-05 |Target 011: 3.39e-05 |Target 012: 2.58e-05 |Target 013: 2.89e-05 |Target 014: 1.98e-05 Target 015: 2.24e-05 |Target 016: 3.66e-05 |Target 017: 3.53e-05 |Target 018: 5.45e-05 |Target 019: 4.51e-05 Target 020: 1.63e-05 |Target 021: 4.26e-05 |Target 022: 1.77e-05 |Target 023: 4.40e-05 |Target 024: 5.76e-05 ==================== Epoch #530 | Time: 00d 03h 22m | LR: 2.00e-03 | Epoch time: 22.50 | Train loss: 2.13e-05 | Val loss: 4.16e-05 Target 000 has maximum loss 2.82e-04; Target 002 has minimum loss 1.47e-05 Target 000: 2.82e-04 |Target 001: 7.77e-05 |Target 002: 1.47e-05 |Target 003: 2.13e-05 |Target 004: 1.81e-05 Target 005: 1.02e-04 |Target 006: 1.52e-04 |Target 007: 2.62e-05 |Target 008: 3.61e-05 |Target 009: 4.23e-05 Target 010: 1.49e-05 |Target 011: 3.59e-05 |Target 012: 3.10e-05 |Target 013: 3.36e-05 |Target 014: 2.23e-05 Target 015: 2.03e-05 |Target 016: 3.35e-05 |Target 017: 3.24e-05 |Target 018: 4.95e-05 |Target 019: 4.86e-05 Target 020: 1.66e-05 |Target 021: 4.15e-05 |Target 022: 2.07e-05 |Target 023: 4.84e-05 |Target 024: 7.22e-05 ==================== Epoch #531 | Time: 00d 03h 22m | LR: 2.00e-03 | Epoch time: 22.42 | Train loss: 2.00e-05 | Val loss: 3.41e-05 Target 006 has maximum loss 1.14e-04; Target 002 has minimum loss 1.32e-05 Target 000: 8.23e-05 |Target 001: 4.25e-05 |Target 002: 1.32e-05 |Target 003: 2.01e-05 |Target 004: 1.76e-05 Target 005: 5.16e-05 |Target 006: 1.14e-04 |Target 007: 2.55e-05 |Target 008: 3.44e-05 |Target 009: 3.28e-05 Target 010: 1.39e-05 |Target 011: 3.24e-05 |Target 012: 2.67e-05 |Target 013: 3.19e-05 |Target 014: 1.80e-05 Target 015: 2.00e-05 |Target 016: 3.24e-05 |Target 017: 2.50e-05 |Target 018: 4.72e-05 |Target 019: 4.63e-05 Target 020: 1.44e-05 |Target 021: 3.73e-05 |Target 022: 1.65e-05 |Target 023: 4.85e-05 |Target 024: 5.11e-05 ==================== Epoch #532 | Time: 00d 03h 23m | LR: 2.00e-03 | Epoch time: 22.65 | Train loss: 3.06e-05 | Val loss: 6.36e-05 Target 006 has maximum loss 1.87e-04; Target 002 has minimum loss 1.92e-05 Target 000: 1.20e-04 |Target 001: 1.05e-04 |Target 002: 1.92e-05 |Target 003: 2.75e-05 |Target 004: 2.64e-05 Target 005: 6.42e-05 |Target 006: 1.87e-04 |Target 007: 3.04e-05 |Target 008: 7.90e-05 |Target 009: 1.10e-04 Target 010: 2.24e-05 |Target 011: 3.74e-05 |Target 012: 3.33e-05 |Target 013: 3.31e-05 |Target 014: 2.54e-05 Target 015: 3.26e-05 |Target 016: 1.00e-04 |Target 017: 4.14e-05 |Target 018: 7.61e-05 |Target 019: 9.06e-05 Target 020: 2.00e-05 |Target 021: 1.42e-04 |Target 022: 2.18e-05 |Target 023: 1.27e-04 |Target 024: 8.41e-05 ==================== Epoch #533 | Time: 00d 03h 23m | LR: 2.00e-03 | Epoch time: 23.18 | Train loss: 3.85e-05 | Val loss: 5.60e-05 Target 001 has maximum loss 2.54e-04; Target 020 has minimum loss 1.86e-05 Target 000: 1.25e-04 |Target 001: 2.54e-04 |Target 002: 1.95e-05 |Target 003: 4.32e-05 |Target 004: 2.56e-05 Target 005: 1.00e-04 |Target 006: 1.77e-04 |Target 007: 2.63e-05 |Target 008: 5.12e-05 |Target 009: 1.29e-04 Target 010: 2.07e-05 |Target 011: 4.15e-05 |Target 012: 3.22e-05 |Target 013: 4.01e-05 |Target 014: 2.70e-05 Target 015: 3.40e-05 |Target 016: 5.49e-05 |Target 017: 4.60e-05 |Target 018: 6.10e-05 |Target 019: 6.35e-05 Target 020: 1.86e-05 |Target 021: 1.02e-04 |Target 022: 2.49e-05 |Target 023: 6.17e-05 |Target 024: 9.14e-05 ==================== Epoch #534 | Time: 00d 03h 23m | LR: 2.00e-03 | Epoch time: 23.77 | Train loss: 3.20e-05 | Val loss: 4.49e-05 Target 000 has maximum loss 2.27e-04; Target 020 has minimum loss 1.73e-05 Target 000: 2.27e-04 |Target 001: 1.69e-04 |Target 002: 1.92e-05 |Target 003: 3.10e-05 |Target 004: 1.94e-05 Target 005: 4.87e-05 |Target 006: 1.28e-04 |Target 007: 3.46e-05 |Target 008: 3.89e-05 |Target 009: 4.56e-05 Target 010: 2.09e-05 |Target 011: 3.90e-05 |Target 012: 2.58e-05 |Target 013: 5.23e-05 |Target 014: 2.03e-05 Target 015: 2.87e-05 |Target 016: 3.98e-05 |Target 017: 3.50e-05 |Target 018: 6.08e-05 |Target 019: 5.32e-05 Target 020: 1.73e-05 |Target 021: 5.01e-05 |Target 022: 1.91e-05 |Target 023: 5.40e-05 |Target 024: 7.33e-05 ==================== Epoch #535 | Time: 00d 03h 24m | LR: 2.00e-03 | Epoch time: 22.65 | Train loss: 2.38e-05 | Val loss: 4.07e-05 Target 006 has maximum loss 1.11e-04; Target 020 has minimum loss 1.59e-05 Target 000: 6.09e-05 |Target 001: 4.85e-05 |Target 002: 1.77e-05 |Target 003: 3.60e-05 |Target 004: 1.88e-05 Target 005: 3.95e-05 |Target 006: 1.11e-04 |Target 007: 3.05e-05 |Target 008: 4.51e-05 |Target 009: 3.67e-05 Target 010: 1.85e-05 |Target 011: 3.94e-05 |Target 012: 2.58e-05 |Target 013: 2.87e-05 |Target 014: 2.27e-05 Target 015: 2.18e-05 |Target 016: 5.26e-05 |Target 017: 3.15e-05 |Target 018: 5.63e-05 |Target 019: 5.55e-05 Target 020: 1.59e-05 |Target 021: 3.85e-05 |Target 022: 2.12e-05 |Target 023: 5.49e-05 |Target 024: 6.74e-05 ==================== Epoch #536 | Time: 00d 03h 24m | LR: 2.00e-03 | Epoch time: 23.79 | Train loss: 2.25e-05 | Val loss: 3.53e-05 Target 000 has maximum loss 2.23e-04; Target 002 has minimum loss 1.33e-05 Target 000: 2.23e-04 |Target 001: 4.90e-05 |Target 002: 1.33e-05 |Target 003: 1.86e-05 |Target 004: 1.77e-05 Target 005: 3.63e-05 |Target 006: 1.17e-04 |Target 007: 2.51e-05 |Target 008: 3.75e-05 |Target 009: 3.97e-05 Target 010: 1.33e-05 |Target 011: 3.31e-05 |Target 012: 2.77e-05 |Target 013: 2.88e-05 |Target 014: 1.83e-05 Target 015: 1.84e-05 |Target 016: 3.26e-05 |Target 017: 2.88e-05 |Target 018: 4.76e-05 |Target 019: 4.25e-05 Target 020: 1.53e-05 |Target 021: 3.94e-05 |Target 022: 1.73e-05 |Target 023: 4.19e-05 |Target 024: 5.62e-05 ==================== Epoch #537 | Time: 00d 03h 25m | LR: 2.00e-03 | Epoch time: 24.65 | Train loss: 2.01e-05 | Val loss: 3.93e-05 Target 005 has maximum loss 2.41e-04; Target 002 has minimum loss 1.30e-05 Target 000: 5.99e-05 |Target 001: 6.41e-05 |Target 002: 1.30e-05 |Target 003: 2.11e-05 |Target 004: 1.70e-05 Target 005: 2.41e-04 |Target 006: 8.05e-05 |Target 007: 2.50e-05 |Target 008: 3.99e-05 |Target 009: 3.80e-05 Target 010: 1.36e-05 |Target 011: 3.46e-05 |Target 012: 2.62e-05 |Target 013: 3.62e-05 |Target 014: 1.89e-05 Target 015: 1.93e-05 |Target 016: 3.91e-05 |Target 017: 4.28e-05 |Target 018: 5.40e-05 |Target 019: 4.71e-05 Target 020: 1.53e-05 |Target 021: 4.22e-05 |Target 022: 1.78e-05 |Target 023: 4.79e-05 |Target 024: 6.43e-05 ==================== Epoch #538 | Time: 00d 03h 25m | LR: 2.00e-03 | Epoch time: 24.08 | Train loss: 1.76e-05 | Val loss: 3.71e-05 Target 006 has maximum loss 8.92e-05; Target 010 has minimum loss 1.43e-05 Target 000: 7.74e-05 |Target 001: 3.29e-05 |Target 002: 1.45e-05 |Target 003: 2.09e-05 |Target 004: 1.75e-05 Target 005: 4.66e-05 |Target 006: 8.92e-05 |Target 007: 3.24e-05 |Target 008: 4.28e-05 |Target 009: 3.42e-05 Target 010: 1.43e-05 |Target 011: 3.52e-05 |Target 012: 2.97e-05 |Target 013: 3.14e-05 |Target 014: 1.94e-05 Target 015: 1.85e-05 |Target 016: 3.56e-05 |Target 017: 3.45e-05 |Target 018: 5.56e-05 |Target 019: 4.60e-05 Target 020: 1.51e-05 |Target 021: 3.79e-05 |Target 022: 1.89e-05 |Target 023: 4.49e-05 |Target 024: 6.26e-05 ==================== Epoch #539 | Time: 00d 03h 25m | LR: 2.00e-03 | Epoch time: 24.54 | Train loss: 2.01e-05 | Val loss: 3.78e-05 Target 001 has maximum loss 1.48e-04; Target 002 has minimum loss 1.39e-05 Target 000: 7.75e-05 |Target 001: 1.48e-04 |Target 002: 1.39e-05 |Target 003: 2.19e-05 |Target 004: 1.96e-05 Target 005: 7.50e-05 |Target 006: 1.32e-04 |Target 007: 2.44e-05 |Target 008: 3.55e-05 |Target 009: 3.29e-05 Target 010: 1.42e-05 |Target 011: 3.51e-05 |Target 012: 2.70e-05 |Target 013: 2.86e-05 |Target 014: 1.96e-05 Target 015: 1.91e-05 |Target 016: 3.68e-05 |Target 017: 3.31e-05 |Target 018: 5.83e-05 |Target 019: 4.72e-05 Target 020: 1.55e-05 |Target 021: 3.56e-05 |Target 022: 1.75e-05 |Target 023: 4.64e-05 |Target 024: 6.20e-05 ==================== Epoch #540 | Time: 00d 03h 26m | LR: 2.00e-03 | Epoch time: 24.46 | Train loss: 2.32e-05 | Val loss: 4.16e-05 Target 000 has maximum loss 2.02e-04; Target 010 has minimum loss 1.53e-05 Target 000: 2.02e-04 |Target 001: 8.27e-05 |Target 002: 1.64e-05 |Target 003: 2.53e-05 |Target 004: 1.77e-05 Target 005: 6.29e-05 |Target 006: 1.64e-04 |Target 007: 2.22e-05 |Target 008: 4.95e-05 |Target 009: 5.57e-05 Target 010: 1.53e-05 |Target 011: 3.36e-05 |Target 012: 2.70e-05 |Target 013: 2.85e-05 |Target 014: 1.96e-05 Target 015: 2.37e-05 |Target 016: 5.15e-05 |Target 017: 2.88e-05 |Target 018: 6.48e-05 |Target 019: 5.36e-05 Target 020: 1.83e-05 |Target 021: 4.14e-05 |Target 022: 1.79e-05 |Target 023: 5.16e-05 |Target 024: 6.65e-05 ==================== Epoch #541 | Time: 00d 03h 26m | LR: 2.00e-03 | Epoch time: 24.26 | Train loss: 2.08e-05 | Val loss: 3.84e-05 Target 006 has maximum loss 1.10e-04; Target 010 has minimum loss 1.37e-05 Target 000: 8.44e-05 |Target 001: 8.25e-05 |Target 002: 1.40e-05 |Target 003: 1.97e-05 |Target 004: 1.72e-05 Target 005: 6.12e-05 |Target 006: 1.10e-04 |Target 007: 2.34e-05 |Target 008: 4.44e-05 |Target 009: 4.44e-05 Target 010: 1.37e-05 |Target 011: 3.41e-05 |Target 012: 2.57e-05 |Target 013: 2.89e-05 |Target 014: 2.04e-05 Target 015: 1.86e-05 |Target 016: 4.09e-05 |Target 017: 2.96e-05 |Target 018: 5.23e-05 |Target 019: 4.79e-05 Target 020: 1.54e-05 |Target 021: 4.58e-05 |Target 022: 1.88e-05 |Target 023: 5.09e-05 |Target 024: 6.45e-05 ==================== Epoch #542 | Time: 00d 03h 27m | LR: 2.00e-03 | Epoch time: 24.23 | Train loss: 2.17e-05 | Val loss: 4.06e-05 Target 001 has maximum loss 2.34e-04; Target 020 has minimum loss 1.40e-05 Target 000: 6.71e-05 |Target 001: 2.34e-04 |Target 002: 1.62e-05 |Target 003: 2.07e-05 |Target 004: 1.69e-05 Target 005: 5.76e-05 |Target 006: 9.88e-05 |Target 007: 2.52e-05 |Target 008: 5.37e-05 |Target 009: 3.69e-05 Target 010: 1.43e-05 |Target 011: 3.33e-05 |Target 012: 2.91e-05 |Target 013: 3.13e-05 |Target 014: 1.84e-05 Target 015: 1.92e-05 |Target 016: 6.02e-05 |Target 017: 3.87e-05 |Target 018: 6.90e-05 |Target 019: 4.65e-05 Target 020: 1.40e-05 |Target 021: 3.95e-05 |Target 022: 1.77e-05 |Target 023: 4.91e-05 |Target 024: 6.59e-05 ==================== Epoch #543 | Time: 00d 03h 27m | LR: 2.00e-03 | Epoch time: 22.51 | Train loss: 1.99e-05 | Val loss: 3.79e-05 Target 001 has maximum loss 1.98e-04; Target 020 has minimum loss 1.47e-05 Target 000: 7.35e-05 |Target 001: 1.98e-04 |Target 002: 1.76e-05 |Target 003: 2.53e-05 |Target 004: 1.59e-05 Target 005: 9.33e-05 |Target 006: 8.76e-05 |Target 007: 2.47e-05 |Target 008: 3.96e-05 |Target 009: 3.41e-05 Target 010: 1.62e-05 |Target 011: 3.31e-05 |Target 012: 3.34e-05 |Target 013: 3.36e-05 |Target 014: 1.72e-05 Target 015: 1.86e-05 |Target 016: 3.65e-05 |Target 017: 2.39e-05 |Target 018: 5.18e-05 |Target 019: 4.50e-05 Target 020: 1.47e-05 |Target 021: 3.44e-05 |Target 022: 1.67e-05 |Target 023: 4.62e-05 |Target 024: 6.64e-05 ==================== Epoch #544 | Time: 00d 03h 27m | LR: 2.00e-03 | Epoch time: 23.49 | Train loss: 2.00e-05 | Val loss: 3.64e-05 Target 006 has maximum loss 1.65e-04; Target 010 has minimum loss 1.28e-05 Target 000: 8.51e-05 |Target 001: 7.01e-05 |Target 002: 1.28e-05 |Target 003: 2.05e-05 |Target 004: 1.74e-05 Target 005: 3.44e-05 |Target 006: 1.65e-04 |Target 007: 2.37e-05 |Target 008: 3.82e-05 |Target 009: 3.52e-05 Target 010: 1.28e-05 |Target 011: 3.25e-05 |Target 012: 2.67e-05 |Target 013: 3.68e-05 |Target 014: 1.82e-05 Target 015: 1.77e-05 |Target 016: 3.67e-05 |Target 017: 3.17e-05 |Target 018: 5.15e-05 |Target 019: 4.68e-05 Target 020: 1.45e-05 |Target 021: 3.70e-05 |Target 022: 1.67e-05 |Target 023: 4.75e-05 |Target 024: 5.74e-05 ==================== Epoch #545 | Time: 00d 03h 28m | LR: 2.00e-03 | Epoch time: 23.24 | Train loss: 2.26e-05 | Val loss: 4.03e-05 Target 005 has maximum loss 1.37e-04; Target 002 has minimum loss 1.42e-05 Target 000: 7.59e-05 |Target 001: 1.18e-04 |Target 002: 1.42e-05 |Target 003: 2.59e-05 |Target 004: 1.75e-05 Target 005: 1.37e-04 |Target 006: 1.24e-04 |Target 007: 2.95e-05 |Target 008: 4.22e-05 |Target 009: 3.72e-05 Target 010: 1.44e-05 |Target 011: 3.68e-05 |Target 012: 2.67e-05 |Target 013: 3.95e-05 |Target 014: 2.41e-05 Target 015: 1.93e-05 |Target 016: 4.31e-05 |Target 017: 2.85e-05 |Target 018: 6.43e-05 |Target 019: 4.79e-05 Target 020: 1.44e-05 |Target 021: 3.97e-05 |Target 022: 1.88e-05 |Target 023: 5.05e-05 |Target 024: 6.33e-05 ==================== Epoch #546 | Time: 00d 03h 28m | LR: 2.00e-03 | Epoch time: 22.60 | Train loss: 2.35e-05 | Val loss: 3.56e-05 Target 006 has maximum loss 1.29e-04; Target 010 has minimum loss 1.24e-05 Target 000: 9.62e-05 |Target 001: 1.13e-04 |Target 002: 1.48e-05 |Target 003: 2.63e-05 |Target 004: 1.78e-05 Target 005: 4.78e-05 |Target 006: 1.29e-04 |Target 007: 2.33e-05 |Target 008: 3.72e-05 |Target 009: 3.10e-05 Target 010: 1.24e-05 |Target 011: 3.20e-05 |Target 012: 2.52e-05 |Target 013: 2.93e-05 |Target 014: 1.73e-05 Target 015: 2.07e-05 |Target 016: 3.87e-05 |Target 017: 2.88e-05 |Target 018: 4.83e-05 |Target 019: 4.66e-05 Target 020: 1.57e-05 |Target 021: 3.43e-05 |Target 022: 1.79e-05 |Target 023: 4.28e-05 |Target 024: 5.87e-05 ==================== Epoch #547 | Time: 00d 03h 29m | LR: 2.00e-03 | Epoch time: 22.59 | Train loss: 1.96e-05 | Val loss: 3.83e-05 Target 006 has maximum loss 1.97e-04; Target 010 has minimum loss 1.40e-05 Target 000: 9.33e-05 |Target 001: 8.00e-05 |Target 002: 1.41e-05 |Target 003: 1.94e-05 |Target 004: 1.66e-05 Target 005: 4.62e-05 |Target 006: 1.97e-04 |Target 007: 2.57e-05 |Target 008: 3.65e-05 |Target 009: 3.46e-05 Target 010: 1.40e-05 |Target 011: 3.38e-05 |Target 012: 2.59e-05 |Target 013: 3.33e-05 |Target 014: 1.90e-05 Target 015: 1.95e-05 |Target 016: 3.37e-05 |Target 017: 3.72e-05 |Target 018: 5.72e-05 |Target 019: 4.88e-05 Target 020: 1.43e-05 |Target 021: 3.44e-05 |Target 022: 1.72e-05 |Target 023: 4.89e-05 |Target 024: 6.29e-05 ==================== Epoch #548 | Time: 00d 03h 29m | LR: 2.00e-03 | Epoch time: 22.55 | Train loss: 2.25e-05 | Val loss: 3.73e-05 Target 005 has maximum loss 1.42e-04; Target 010 has minimum loss 1.30e-05 Target 000: 1.34e-04 |Target 001: 4.83e-05 |Target 002: 1.54e-05 |Target 003: 2.96e-05 |Target 004: 1.61e-05 Target 005: 1.42e-04 |Target 006: 7.90e-05 |Target 007: 2.27e-05 |Target 008: 3.51e-05 |Target 009: 4.31e-05 Target 010: 1.30e-05 |Target 011: 3.50e-05 |Target 012: 2.45e-05 |Target 013: 3.07e-05 |Target 014: 1.96e-05 Target 015: 1.93e-05 |Target 016: 3.53e-05 |Target 017: 3.53e-05 |Target 018: 5.59e-05 |Target 019: 4.56e-05 Target 020: 1.45e-05 |Target 021: 4.11e-05 |Target 022: 1.69e-05 |Target 023: 4.61e-05 |Target 024: 5.85e-05 ==================== Epoch #549 | Time: 00d 03h 29m | LR: 2.00e-03 | Epoch time: 22.56 | Train loss: 2.05e-05 | Val loss: 4.43e-05 Target 005 has maximum loss 1.60e-04; Target 010 has minimum loss 1.54e-05 Target 000: 7.16e-05 |Target 001: 8.67e-05 |Target 002: 1.87e-05 |Target 003: 2.60e-05 |Target 004: 1.88e-05 Target 005: 1.60e-04 |Target 006: 1.03e-04 |Target 007: 2.69e-05 |Target 008: 4.40e-05 |Target 009: 7.48e-05 Target 010: 1.54e-05 |Target 011: 3.33e-05 |Target 012: 2.75e-05 |Target 013: 3.70e-05 |Target 014: 2.09e-05 Target 015: 2.41e-05 |Target 016: 4.39e-05 |Target 017: 2.78e-05 |Target 018: 6.06e-05 |Target 019: 4.88e-05 Target 020: 1.92e-05 |Target 021: 7.55e-05 |Target 022: 2.03e-05 |Target 023: 4.99e-05 |Target 024: 7.78e-05 ==================== Epoch #550 | Time: 00d 03h 30m | LR: 2.00e-03 | Epoch time: 22.51 | Train loss: 2.19e-05 | Val loss: 3.73e-05 Target 000 has maximum loss 1.96e-04; Target 002 has minimum loss 1.46e-05 Target 000: 1.96e-04 |Target 001: 9.96e-05 |Target 002: 1.46e-05 |Target 003: 2.25e-05 |Target 004: 1.69e-05 Target 005: 5.92e-05 |Target 006: 8.14e-05 |Target 007: 2.39e-05 |Target 008: 3.60e-05 |Target 009: 4.99e-05 Target 010: 1.53e-05 |Target 011: 3.27e-05 |Target 012: 2.64e-05 |Target 013: 3.03e-05 |Target 014: 1.96e-05 Target 015: 1.79e-05 |Target 016: 3.87e-05 |Target 017: 2.34e-05 |Target 018: 4.78e-05 |Target 019: 4.69e-05 Target 020: 1.56e-05 |Target 021: 4.53e-05 |Target 022: 1.80e-05 |Target 023: 4.60e-05 |Target 024: 6.08e-05 ==================== Epoch #551 | Time: 00d 03h 30m | LR: 2.00e-03 | Epoch time: 24.06 | Train loss: 3.13e-05 | Val loss: 4.55e-05 Target 006 has maximum loss 1.95e-04; Target 002 has minimum loss 1.39e-05 Target 000: 1.05e-04 |Target 001: 9.88e-05 |Target 002: 1.39e-05 |Target 003: 2.00e-05 |Target 004: 2.15e-05 Target 005: 8.55e-05 |Target 006: 1.95e-04 |Target 007: 2.85e-05 |Target 008: 5.25e-05 |Target 009: 6.28e-05 Target 010: 1.61e-05 |Target 011: 3.74e-05 |Target 012: 3.36e-05 |Target 013: 3.01e-05 |Target 014: 2.25e-05 Target 015: 2.09e-05 |Target 016: 4.37e-05 |Target 017: 3.77e-05 |Target 018: 6.41e-05 |Target 019: 5.76e-05 Target 020: 1.91e-05 |Target 021: 4.76e-05 |Target 022: 2.19e-05 |Target 023: 5.79e-05 |Target 024: 7.47e-05 ==================== Epoch #552 | Time: 00d 03h 31m | LR: 2.00e-03 | Epoch time: 22.37 | Train loss: 3.41e-05 | Val loss: 5.81e-05 Target 009 has maximum loss 1.38e-04; Target 010 has minimum loss 1.91e-05 Target 000: 7.17e-05 |Target 001: 5.20e-05 |Target 002: 1.98e-05 |Target 003: 3.10e-05 |Target 004: 2.59e-05 Target 005: 6.49e-05 |Target 006: 8.76e-05 |Target 007: 3.12e-05 |Target 008: 6.09e-05 |Target 009: 1.38e-04 Target 010: 1.91e-05 |Target 011: 3.43e-05 |Target 012: 4.00e-05 |Target 013: 4.41e-05 |Target 014: 2.67e-05 Target 015: 4.01e-05 |Target 016: 7.86e-05 |Target 017: 4.40e-05 |Target 018: 7.91e-05 |Target 019: 6.97e-05 Target 020: 3.01e-05 |Target 021: 1.06e-04 |Target 022: 2.25e-05 |Target 023: 6.67e-05 |Target 024: 9.80e-05 ==================== Epoch #553 | Time: 00d 03h 31m | LR: 2.00e-03 | Epoch time: 22.47 | Train loss: 4.32e-05 | Val loss: 4.73e-05 Target 006 has maximum loss 9.75e-05; Target 020 has minimum loss 1.78e-05 Target 000: 8.21e-05 |Target 001: 7.42e-05 |Target 002: 1.80e-05 |Target 003: 2.72e-05 |Target 004: 1.88e-05 Target 005: 9.68e-05 |Target 006: 9.75e-05 |Target 007: 4.08e-05 |Target 008: 5.38e-05 |Target 009: 5.80e-05 Target 010: 2.03e-05 |Target 011: 3.65e-05 |Target 012: 2.70e-05 |Target 013: 3.03e-05 |Target 014: 2.19e-05 Target 015: 2.47e-05 |Target 016: 5.16e-05 |Target 017: 3.29e-05 |Target 018: 6.68e-05 |Target 019: 6.45e-05 Target 020: 1.78e-05 |Target 021: 6.06e-05 |Target 022: 2.15e-05 |Target 023: 6.20e-05 |Target 024: 8.34e-05 ==================== Epoch #554 | Time: 00d 03h 31m | LR: 2.00e-03 | Epoch time: 23.55 | Train loss: 4.15e-05 | Val loss: 5.02e-05 Target 000 has maximum loss 2.00e-04; Target 010 has minimum loss 2.24e-05 Target 000: 2.00e-04 |Target 001: 1.18e-04 |Target 002: 2.74e-05 |Target 003: 2.47e-05 |Target 004: 2.33e-05 Target 005: 1.41e-04 |Target 006: 1.26e-04 |Target 007: 4.22e-05 |Target 008: 5.80e-05 |Target 009: 4.38e-05 Target 010: 2.24e-05 |Target 011: 4.91e-05 |Target 012: 3.40e-05 |Target 013: 3.67e-05 |Target 014: 2.81e-05 Target 015: 2.64e-05 |Target 016: 7.00e-05 |Target 017: 3.49e-05 |Target 018: 7.30e-05 |Target 019: 6.08e-05 Target 020: 2.39e-05 |Target 021: 4.94e-05 |Target 022: 2.36e-05 |Target 023: 8.28e-05 |Target 024: 6.81e-05 ==================== Epoch #555 | Time: 00d 03h 32m | LR: 2.00e-03 | Epoch time: 24.13 | Train loss: 3.56e-05 | Val loss: 5.71e-05 Target 001 has maximum loss 2.19e-04; Target 020 has minimum loss 2.58e-05 Target 000: 1.56e-04 |Target 001: 2.19e-04 |Target 002: 4.23e-05 |Target 003: 4.40e-05 |Target 004: 3.41e-05 Target 005: 1.26e-04 |Target 006: 1.14e-04 |Target 007: 5.51e-05 |Target 008: 6.51e-05 |Target 009: 6.67e-05 Target 010: 4.67e-05 |Target 011: 5.06e-05 |Target 012: 4.24e-05 |Target 013: 5.17e-05 |Target 014: 3.49e-05 Target 015: 3.54e-05 |Target 016: 6.58e-05 |Target 017: 4.22e-05 |Target 018: 8.11e-05 |Target 019: 6.63e-05 Target 020: 2.58e-05 |Target 021: 5.94e-05 |Target 022: 3.27e-05 |Target 023: 6.71e-05 |Target 024: 7.68e-05 ==================== Epoch #556 | Time: 00d 03h 32m | LR: 2.00e-03 | Epoch time: 24.54 | Train loss: 3.36e-05 | Val loss: 4.58e-05 Target 001 has maximum loss 1.56e-04; Target 020 has minimum loss 1.79e-05 Target 000: 1.14e-04 |Target 001: 1.56e-04 |Target 002: 1.89e-05 |Target 003: 2.81e-05 |Target 004: 2.33e-05 Target 005: 1.09e-04 |Target 006: 1.17e-04 |Target 007: 3.14e-05 |Target 008: 5.08e-05 |Target 009: 4.79e-05 Target 010: 2.07e-05 |Target 011: 3.94e-05 |Target 012: 3.02e-05 |Target 013: 3.45e-05 |Target 014: 2.42e-05 Target 015: 2.25e-05 |Target 016: 5.90e-05 |Target 017: 3.93e-05 |Target 018: 6.41e-05 |Target 019: 5.45e-05 Target 020: 1.79e-05 |Target 021: 4.61e-05 |Target 022: 2.26e-05 |Target 023: 5.69e-05 |Target 024: 7.47e-05 ==================== Epoch #557 | Time: 00d 03h 33m | LR: 2.00e-03 | Epoch time: 23.39 | Train loss: 2.79e-05 | Val loss: 4.89e-05 Target 001 has maximum loss 2.09e-04; Target 020 has minimum loss 1.80e-05 Target 000: 6.74e-05 |Target 001: 2.09e-04 |Target 002: 1.87e-05 |Target 003: 3.57e-05 |Target 004: 2.70e-05 Target 005: 6.89e-05 |Target 006: 1.40e-04 |Target 007: 2.90e-05 |Target 008: 4.65e-05 |Target 009: 5.37e-05 Target 010: 2.40e-05 |Target 011: 3.44e-05 |Target 012: 3.60e-05 |Target 013: 3.17e-05 |Target 014: 2.60e-05 Target 015: 2.46e-05 |Target 016: 4.04e-05 |Target 017: 3.78e-05 |Target 018: 6.51e-05 |Target 019: 5.16e-05 Target 020: 1.80e-05 |Target 021: 5.36e-05 |Target 022: 2.35e-05 |Target 023: 6.23e-05 |Target 024: 9.09e-05 ==================== Epoch #558 | Time: 00d 03h 33m | LR: 2.00e-03 | Epoch time: 24.50 | Train loss: 3.15e-05 | Val loss: 5.71e-05 Target 000 has maximum loss 4.36e-04; Target 020 has minimum loss 2.07e-05 Target 000: 4.36e-04 |Target 001: 2.35e-04 |Target 002: 2.88e-05 |Target 003: 3.12e-05 |Target 004: 2.37e-05 Target 005: 6.26e-05 |Target 006: 2.57e-04 |Target 007: 3.86e-05 |Target 008: 6.82e-05 |Target 009: 7.37e-05 Target 010: 2.97e-05 |Target 011: 3.91e-05 |Target 012: 4.50e-05 |Target 013: 3.63e-05 |Target 014: 3.15e-05 Target 015: 3.57e-05 |Target 016: 7.23e-05 |Target 017: 4.85e-05 |Target 018: 1.00e-04 |Target 019: 6.21e-05 Target 020: 2.07e-05 |Target 021: 6.49e-05 |Target 022: 2.57e-05 |Target 023: 6.57e-05 |Target 024: 7.48e-05 ==================== Epoch #559 | Time: 00d 03h 33m | LR: 2.00e-03 | Epoch time: 23.11 | Train loss: 3.46e-05 | Val loss: 5.65e-05 Target 006 has maximum loss 1.23e-04; Target 002 has minimum loss 1.88e-05 Target 000: 7.05e-05 |Target 001: 7.79e-05 |Target 002: 1.88e-05 |Target 003: 2.72e-05 |Target 004: 3.29e-05 Target 005: 5.93e-05 |Target 006: 1.23e-04 |Target 007: 3.05e-05 |Target 008: 4.96e-05 |Target 009: 7.66e-05 Target 010: 1.90e-05 |Target 011: 3.78e-05 |Target 012: 2.70e-05 |Target 013: 3.51e-05 |Target 014: 2.62e-05 Target 015: 2.94e-05 |Target 016: 6.91e-05 |Target 017: 3.68e-05 |Target 018: 8.25e-05 |Target 019: 7.85e-05 Target 020: 2.26e-05 |Target 021: 7.75e-05 |Target 022: 2.28e-05 |Target 023: 9.12e-05 |Target 024: 9.64e-05 ==================== Epoch #560 | Time: 00d 03h 34m | LR: 2.00e-03 | Epoch time: 22.56 | Train loss: 3.77e-05 | Val loss: 4.85e-05 Target 001 has maximum loss 2.71e-04; Target 022 has minimum loss 1.87e-05 Target 000: 8.82e-05 |Target 001: 2.71e-04 |Target 002: 2.26e-05 |Target 003: 4.15e-05 |Target 004: 1.90e-05 Target 005: 4.39e-05 |Target 006: 1.17e-04 |Target 007: 2.54e-05 |Target 008: 6.18e-05 |Target 009: 6.24e-05 Target 010: 2.34e-05 |Target 011: 4.72e-05 |Target 012: 2.81e-05 |Target 013: 3.05e-05 |Target 014: 2.30e-05 Target 015: 3.12e-05 |Target 016: 5.40e-05 |Target 017: 3.66e-05 |Target 018: 1.10e-04 |Target 019: 4.98e-05 Target 020: 1.88e-05 |Target 021: 5.66e-05 |Target 022: 1.87e-05 |Target 023: 5.79e-05 |Target 024: 7.53e-05 ==================== Epoch #561 | Time: 00d 03h 34m | LR: 2.00e-03 | Epoch time: 22.49 | Train loss: 4.20e-05 | Val loss: 7.07e-05 Target 005 has maximum loss 3.21e-04; Target 020 has minimum loss 2.98e-05 Target 000: 1.61e-04 |Target 001: 7.83e-05 |Target 002: 4.41e-05 |Target 003: 5.24e-05 |Target 004: 3.10e-05 Target 005: 3.21e-04 |Target 006: 1.32e-04 |Target 007: 6.36e-05 |Target 008: 9.12e-05 |Target 009: 7.22e-05 Target 010: 4.14e-05 |Target 011: 7.08e-05 |Target 012: 4.30e-05 |Target 013: 7.48e-05 |Target 014: 3.84e-05 Target 015: 4.67e-05 |Target 016: 9.31e-05 |Target 017: 6.06e-05 |Target 018: 1.13e-04 |Target 019: 8.39e-05 Target 020: 2.98e-05 |Target 021: 6.96e-05 |Target 022: 3.78e-05 |Target 023: 7.98e-05 |Target 024: 1.00e-04 ==================== Epoch #562 | Time: 00d 03h 34m | LR: 2.00e-03 | Epoch time: 22.72 | Train loss: 3.96e-05 | Val loss: 4.79e-05 Target 006 has maximum loss 1.52e-04; Target 010 has minimum loss 1.60e-05 Target 000: 1.18e-04 |Target 001: 7.69e-05 |Target 002: 1.80e-05 |Target 003: 3.02e-05 |Target 004: 2.23e-05 Target 005: 5.12e-05 |Target 006: 1.52e-04 |Target 007: 3.22e-05 |Target 008: 4.81e-05 |Target 009: 7.82e-05 Target 010: 1.60e-05 |Target 011: 4.16e-05 |Target 012: 4.18e-05 |Target 013: 3.65e-05 |Target 014: 2.43e-05 Target 015: 2.40e-05 |Target 016: 4.52e-05 |Target 017: 3.74e-05 |Target 018: 7.52e-05 |Target 019: 5.45e-05 Target 020: 2.16e-05 |Target 021: 6.97e-05 |Target 022: 2.19e-05 |Target 023: 5.28e-05 |Target 024: 7.82e-05 ==================== Epoch #563 | Time: 00d 03h 35m | LR: 2.00e-03 | Epoch time: 22.35 | Train loss: 3.01e-05 | Val loss: 3.97e-05 Target 000 has maximum loss 1.47e-04; Target 010 has minimum loss 1.34e-05 Target 000: 1.47e-04 |Target 001: 9.58e-05 |Target 002: 1.63e-05 |Target 003: 2.07e-05 |Target 004: 1.96e-05 Target 005: 4.35e-05 |Target 006: 8.43e-05 |Target 007: 2.54e-05 |Target 008: 4.06e-05 |Target 009: 4.42e-05 Target 010: 1.34e-05 |Target 011: 3.65e-05 |Target 012: 2.38e-05 |Target 013: 3.22e-05 |Target 014: 1.96e-05 Target 015: 1.88e-05 |Target 016: 3.94e-05 |Target 017: 3.98e-05 |Target 018: 5.61e-05 |Target 019: 4.70e-05 Target 020: 1.64e-05 |Target 021: 5.22e-05 |Target 022: 1.91e-05 |Target 023: 4.81e-05 |Target 024: 6.70e-05 ==================== Epoch #564 | Time: 00d 03h 35m | LR: 2.00e-03 | Epoch time: 22.58 | Train loss: 2.52e-05 | Val loss: 4.17e-05 Target 006 has maximum loss 8.31e-05; Target 002 has minimum loss 1.48e-05 Target 000: 7.01e-05 |Target 001: 7.39e-05 |Target 002: 1.48e-05 |Target 003: 2.48e-05 |Target 004: 1.75e-05 Target 005: 5.77e-05 |Target 006: 8.31e-05 |Target 007: 3.34e-05 |Target 008: 4.68e-05 |Target 009: 4.75e-05 Target 010: 2.14e-05 |Target 011: 4.10e-05 |Target 012: 3.22e-05 |Target 013: 2.85e-05 |Target 014: 2.32e-05 Target 015: 1.85e-05 |Target 016: 3.84e-05 |Target 017: 2.67e-05 |Target 018: 6.28e-05 |Target 019: 5.39e-05 Target 020: 1.60e-05 |Target 021: 5.30e-05 |Target 022: 2.25e-05 |Target 023: 5.23e-05 |Target 024: 7.00e-05 ==================== Epoch #565 | Time: 00d 03h 36m | LR: 2.00e-03 | Epoch time: 22.65 | Train loss: 1.97e-05 | Val loss: 3.67e-05 Target 006 has maximum loss 7.91e-05; Target 002 has minimum loss 1.41e-05 Target 000: 5.13e-05 |Target 001: 7.58e-05 |Target 002: 1.41e-05 |Target 003: 1.98e-05 |Target 004: 1.65e-05 Target 005: 4.54e-05 |Target 006: 7.91e-05 |Target 007: 2.91e-05 |Target 008: 3.62e-05 |Target 009: 3.44e-05 Target 010: 1.67e-05 |Target 011: 3.34e-05 |Target 012: 2.39e-05 |Target 013: 3.40e-05 |Target 014: 1.98e-05 Target 015: 1.80e-05 |Target 016: 3.43e-05 |Target 017: 2.77e-05 |Target 018: 5.17e-05 |Target 019: 4.59e-05 Target 020: 1.43e-05 |Target 021: 3.41e-05 |Target 022: 1.84e-05 |Target 023: 4.70e-05 |Target 024: 6.59e-05 ==================== Epoch #566 | Time: 00d 03h 36m | LR: 2.00e-03 | Epoch time: 22.53 | Train loss: 1.92e-05 | Val loss: 3.58e-05 Target 006 has maximum loss 1.39e-04; Target 010 has minimum loss 1.36e-05 Target 000: 6.42e-05 |Target 001: 5.26e-05 |Target 002: 1.46e-05 |Target 003: 2.22e-05 |Target 004: 1.61e-05 Target 005: 3.69e-05 |Target 006: 1.39e-04 |Target 007: 2.39e-05 |Target 008: 3.90e-05 |Target 009: 3.71e-05 Target 010: 1.36e-05 |Target 011: 3.26e-05 |Target 012: 2.69e-05 |Target 013: 2.80e-05 |Target 014: 1.84e-05 Target 015: 1.92e-05 |Target 016: 3.73e-05 |Target 017: 2.63e-05 |Target 018: 5.77e-05 |Target 019: 4.63e-05 Target 020: 1.44e-05 |Target 021: 3.40e-05 |Target 022: 1.71e-05 |Target 023: 4.48e-05 |Target 024: 6.00e-05 ==================== Epoch #567 | Time: 00d 03h 36m | LR: 2.00e-03 | Epoch time: 22.55 | Train loss: 1.91e-05 | Val loss: 3.66e-05 Target 001 has maximum loss 2.30e-04; Target 010 has minimum loss 1.27e-05 Target 000: 9.16e-05 |Target 001: 2.30e-04 |Target 002: 1.32e-05 |Target 003: 1.98e-05 |Target 004: 1.83e-05 Target 005: 3.23e-05 |Target 006: 9.47e-05 |Target 007: 2.53e-05 |Target 008: 3.59e-05 |Target 009: 3.64e-05 Target 010: 1.27e-05 |Target 011: 3.32e-05 |Target 012: 3.17e-05 |Target 013: 2.84e-05 |Target 014: 1.98e-05 Target 015: 1.77e-05 |Target 016: 3.36e-05 |Target 017: 3.34e-05 |Target 018: 5.03e-05 |Target 019: 4.35e-05 Target 020: 1.47e-05 |Target 021: 3.81e-05 |Target 022: 1.75e-05 |Target 023: 4.27e-05 |Target 024: 5.89e-05 ==================== Epoch #568 | Time: 00d 03h 37m | LR: 2.00e-03 | Epoch time: 22.57 | Train loss: 1.78e-05 | Val loss: 3.47e-05 Target 001 has maximum loss 1.32e-04; Target 002 has minimum loss 1.30e-05 Target 000: 6.84e-05 |Target 001: 1.32e-04 |Target 002: 1.30e-05 |Target 003: 1.77e-05 |Target 004: 1.61e-05 Target 005: 5.18e-05 |Target 006: 7.54e-05 |Target 007: 2.54e-05 |Target 008: 3.21e-05 |Target 009: 3.05e-05 Target 010: 1.30e-05 |Target 011: 3.29e-05 |Target 012: 2.91e-05 |Target 013: 3.32e-05 |Target 014: 1.75e-05 Target 015: 1.67e-05 |Target 016: 3.12e-05 |Target 017: 2.77e-05 |Target 018: 4.64e-05 |Target 019: 4.26e-05 Target 020: 1.43e-05 |Target 021: 3.34e-05 |Target 022: 1.65e-05 |Target 023: 4.14e-05 |Target 024: 6.11e-05 ==================== Epoch #569 | Time: 00d 03h 37m | LR: 2.00e-03 | Epoch time: 22.41 | Train loss: 1.72e-05 | Val loss: 3.64e-05 Target 001 has maximum loss 1.39e-04; Target 010 has minimum loss 1.26e-05 Target 000: 1.03e-04 |Target 001: 1.39e-04 |Target 002: 1.40e-05 |Target 003: 1.91e-05 |Target 004: 1.73e-05 Target 005: 9.47e-05 |Target 006: 8.04e-05 |Target 007: 2.37e-05 |Target 008: 3.20e-05 |Target 009: 3.25e-05 Target 010: 1.26e-05 |Target 011: 3.28e-05 |Target 012: 3.09e-05 |Target 013: 2.72e-05 |Target 014: 1.82e-05 Target 015: 1.80e-05 |Target 016: 3.00e-05 |Target 017: 2.67e-05 |Target 018: 4.99e-05 |Target 019: 4.22e-05 Target 020: 1.34e-05 |Target 021: 3.47e-05 |Target 022: 1.71e-05 |Target 023: 4.17e-05 |Target 024: 6.81e-05 ==================== Epoch #570 | Time: 00d 03h 38m | LR: 2.00e-03 | Epoch time: 22.46 | Train loss: 2.04e-05 | Val loss: 3.48e-05 Target 006 has maximum loss 9.03e-05; Target 010 has minimum loss 1.34e-05 Target 000: 6.46e-05 |Target 001: 5.77e-05 |Target 002: 1.35e-05 |Target 003: 2.04e-05 |Target 004: 1.92e-05 Target 005: 2.98e-05 |Target 006: 9.03e-05 |Target 007: 2.31e-05 |Target 008: 3.61e-05 |Target 009: 3.24e-05 Target 010: 1.34e-05 |Target 011: 3.28e-05 |Target 012: 2.49e-05 |Target 013: 3.29e-05 |Target 014: 1.86e-05 Target 015: 1.96e-05 |Target 016: 3.27e-05 |Target 017: 3.61e-05 |Target 018: 5.12e-05 |Target 019: 4.19e-05 Target 020: 1.60e-05 |Target 021: 3.45e-05 |Target 022: 1.75e-05 |Target 023: 4.29e-05 |Target 024: 5.75e-05 ==================== Epoch #571 | Time: 00d 03h 38m | LR: 2.00e-03 | Epoch time: 22.25 | Train loss: 1.91e-05 | Val loss: 3.92e-05 Target 005 has maximum loss 1.79e-04; Target 020 has minimum loss 1.40e-05 Target 000: 9.80e-05 |Target 001: 7.68e-05 |Target 002: 1.56e-05 |Target 003: 3.34e-05 |Target 004: 1.79e-05 Target 005: 1.79e-04 |Target 006: 1.40e-04 |Target 007: 2.74e-05 |Target 008: 3.33e-05 |Target 009: 3.93e-05 Target 010: 1.65e-05 |Target 011: 3.41e-05 |Target 012: 3.36e-05 |Target 013: 2.95e-05 |Target 014: 1.91e-05 Target 015: 2.81e-05 |Target 016: 4.50e-05 |Target 017: 2.60e-05 |Target 018: 6.15e-05 |Target 019: 4.58e-05 Target 020: 1.40e-05 |Target 021: 3.97e-05 |Target 022: 1.79e-05 |Target 023: 4.95e-05 |Target 024: 6.17e-05 ==================== Epoch #572 | Time: 00d 03h 38m | LR: 2.00e-03 | Epoch time: 23.05 | Train loss: 2.08e-05 | Val loss: 4.02e-05 Target 006 has maximum loss 1.23e-04; Target 010 has minimum loss 1.49e-05 Target 000: 1.19e-04 |Target 001: 6.03e-05 |Target 002: 1.57e-05 |Target 003: 2.25e-05 |Target 004: 1.82e-05 Target 005: 6.00e-05 |Target 006: 1.23e-04 |Target 007: 2.51e-05 |Target 008: 3.67e-05 |Target 009: 4.43e-05 Target 010: 1.49e-05 |Target 011: 3.40e-05 |Target 012: 2.95e-05 |Target 013: 3.33e-05 |Target 014: 1.94e-05 Target 015: 2.29e-05 |Target 016: 4.98e-05 |Target 017: 3.82e-05 |Target 018: 5.66e-05 |Target 019: 4.71e-05 Target 020: 1.56e-05 |Target 021: 5.38e-05 |Target 022: 1.81e-05 |Target 023: 4.98e-05 |Target 024: 6.67e-05 ==================== Epoch #573 | Time: 00d 03h 39m | LR: 2.00e-03 | Epoch time: 22.35 | Train loss: 1.79e-05 | Val loss: 3.69e-05 Target 000 has maximum loss 1.20e-04; Target 020 has minimum loss 1.54e-05 Target 000: 1.20e-04 |Target 001: 8.15e-05 |Target 002: 1.91e-05 |Target 003: 2.20e-05 |Target 004: 1.69e-05 Target 005: 3.90e-05 |Target 006: 7.21e-05 |Target 007: 2.90e-05 |Target 008: 4.21e-05 |Target 009: 3.23e-05 Target 010: 2.02e-05 |Target 011: 3.74e-05 |Target 012: 2.36e-05 |Target 013: 2.76e-05 |Target 014: 1.99e-05 Target 015: 2.01e-05 |Target 016: 3.56e-05 |Target 017: 2.77e-05 |Target 018: 5.16e-05 |Target 019: 4.65e-05 Target 020: 1.54e-05 |Target 021: 3.44e-05 |Target 022: 1.89e-05 |Target 023: 4.68e-05 |Target 024: 6.35e-05 ==================== Epoch #574 | Time: 00d 03h 39m | LR: 2.00e-03 | Epoch time: 22.58 | Train loss: 1.68e-05 | Val loss: 3.43e-05 Target 006 has maximum loss 8.26e-05; Target 010 has minimum loss 1.37e-05 Target 000: 7.31e-05 |Target 001: 4.03e-05 |Target 002: 1.47e-05 |Target 003: 1.85e-05 |Target 004: 1.64e-05 Target 005: 3.02e-05 |Target 006: 8.26e-05 |Target 007: 2.35e-05 |Target 008: 3.47e-05 |Target 009: 3.17e-05 Target 010: 1.37e-05 |Target 011: 3.45e-05 |Target 012: 2.47e-05 |Target 013: 3.39e-05 |Target 014: 1.95e-05 Target 015: 1.84e-05 |Target 016: 3.21e-05 |Target 017: 2.64e-05 |Target 018: 4.99e-05 |Target 019: 4.66e-05 Target 020: 1.43e-05 |Target 021: 3.42e-05 |Target 022: 1.73e-05 |Target 023: 4.25e-05 |Target 024: 5.68e-05 ==================== Epoch #575 | Time: 00d 03h 39m | LR: 2.00e-03 | Epoch time: 22.29 | Train loss: 1.90e-05 | Val loss: 4.32e-05 Target 005 has maximum loss 2.68e-04; Target 020 has minimum loss 1.45e-05 Target 000: 1.40e-04 |Target 001: 1.27e-04 |Target 002: 2.16e-05 |Target 003: 4.15e-05 |Target 004: 1.58e-05 Target 005: 2.68e-04 |Target 006: 8.87e-05 |Target 007: 3.71e-05 |Target 008: 5.03e-05 |Target 009: 3.75e-05 Target 010: 2.65e-05 |Target 011: 3.80e-05 |Target 012: 3.51e-05 |Target 013: 2.77e-05 |Target 014: 2.17e-05 Target 015: 2.49e-05 |Target 016: 6.93e-05 |Target 017: 3.07e-05 |Target 018: 5.03e-05 |Target 019: 5.30e-05 Target 020: 1.45e-05 |Target 021: 3.61e-05 |Target 022: 1.89e-05 |Target 023: 5.26e-05 |Target 024: 6.96e-05 ==================== Epoch #576 | Time: 00d 03h 40m | LR: 2.00e-03 | Epoch time: 23.67 | Train loss: 3.06e-05 | Val loss: 4.19e-05 Target 006 has maximum loss 9.97e-05; Target 020 has minimum loss 1.57e-05 Target 000: 7.38e-05 |Target 001: 5.62e-05 |Target 002: 1.58e-05 |Target 003: 1.95e-05 |Target 004: 2.40e-05 Target 005: 4.60e-05 |Target 006: 9.97e-05 |Target 007: 2.58e-05 |Target 008: 5.27e-05 |Target 009: 3.81e-05 Target 010: 1.62e-05 |Target 011: 3.76e-05 |Target 012: 2.35e-05 |Target 013: 3.04e-05 |Target 014: 2.01e-05 Target 015: 2.29e-05 |Target 016: 4.34e-05 |Target 017: 2.73e-05 |Target 018: 7.85e-05 |Target 019: 5.48e-05 Target 020: 1.57e-05 |Target 021: 4.37e-05 |Target 022: 1.89e-05 |Target 023: 5.09e-05 |Target 024: 7.53e-05 ==================== Epoch #577 | Time: 00d 03h 40m | LR: 2.00e-03 | Epoch time: 23.57 | Train loss: 2.36e-05 | Val loss: 4.13e-05 Target 006 has maximum loss 1.90e-04; Target 010 has minimum loss 1.37e-05 Target 000: 1.86e-04 |Target 001: 1.72e-04 |Target 002: 1.73e-05 |Target 003: 1.90e-05 |Target 004: 1.67e-05 Target 005: 4.44e-05 |Target 006: 1.90e-04 |Target 007: 3.07e-05 |Target 008: 4.40e-05 |Target 009: 4.73e-05 Target 010: 1.37e-05 |Target 011: 3.84e-05 |Target 012: 2.52e-05 |Target 013: 3.13e-05 |Target 014: 2.02e-05 Target 015: 2.19e-05 |Target 016: 4.58e-05 |Target 017: 3.71e-05 |Target 018: 7.21e-05 |Target 019: 4.85e-05 Target 020: 1.40e-05 |Target 021: 4.43e-05 |Target 022: 2.02e-05 |Target 023: 4.65e-05 |Target 024: 6.24e-05 ==================== Epoch #578 | Time: 00d 03h 41m | LR: 2.00e-03 | Epoch time: 24.32 | Train loss: 2.07e-05 | Val loss: 3.52e-05 Target 006 has maximum loss 1.38e-04; Target 002 has minimum loss 1.24e-05 Target 000: 1.07e-04 |Target 001: 1.22e-04 |Target 002: 1.24e-05 |Target 003: 1.90e-05 |Target 004: 1.72e-05 Target 005: 5.02e-05 |Target 006: 1.38e-04 |Target 007: 2.43e-05 |Target 008: 3.69e-05 |Target 009: 3.49e-05 Target 010: 1.46e-05 |Target 011: 3.14e-05 |Target 012: 2.87e-05 |Target 013: 2.79e-05 |Target 014: 1.80e-05 Target 015: 1.83e-05 |Target 016: 3.40e-05 |Target 017: 2.68e-05 |Target 018: 4.91e-05 |Target 019: 4.26e-05 Target 020: 1.36e-05 |Target 021: 3.87e-05 |Target 022: 1.69e-05 |Target 023: 4.15e-05 |Target 024: 5.81e-05 ==================== Epoch #579 | Time: 00d 03h 41m | LR: 2.00e-03 | Epoch time: 23.07 | Train loss: 1.83e-05 | Val loss: 3.52e-05 Target 001 has maximum loss 1.43e-04; Target 002 has minimum loss 1.38e-05 Target 000: 1.10e-04 |Target 001: 1.43e-04 |Target 002: 1.38e-05 |Target 003: 2.31e-05 |Target 004: 1.67e-05 Target 005: 3.52e-05 |Target 006: 9.56e-05 |Target 007: 2.29e-05 |Target 008: 3.54e-05 |Target 009: 3.83e-05 Target 010: 1.61e-05 |Target 011: 3.39e-05 |Target 012: 2.37e-05 |Target 013: 2.71e-05 |Target 014: 1.86e-05 Target 015: 1.89e-05 |Target 016: 3.15e-05 |Target 017: 2.71e-05 |Target 018: 4.74e-05 |Target 019: 4.49e-05 Target 020: 1.46e-05 |Target 021: 3.85e-05 |Target 022: 1.77e-05 |Target 023: 4.29e-05 |Target 024: 5.81e-05 ==================== Epoch #580 | Time: 00d 03h 41m | LR: 2.00e-03 | Epoch time: 22.61 | Train loss: 2.22e-05 | Val loss: 3.74e-05 Target 005 has maximum loss 1.01e-04; Target 002 has minimum loss 1.23e-05 Target 000: 8.17e-05 |Target 001: 7.36e-05 |Target 002: 1.23e-05 |Target 003: 1.68e-05 |Target 004: 1.61e-05 Target 005: 1.01e-04 |Target 006: 9.30e-05 |Target 007: 2.71e-05 |Target 008: 3.46e-05 |Target 009: 3.58e-05 Target 010: 1.30e-05 |Target 011: 3.29e-05 |Target 012: 2.26e-05 |Target 013: 2.60e-05 |Target 014: 2.02e-05 Target 015: 1.72e-05 |Target 016: 3.24e-05 |Target 017: 3.16e-05 |Target 018: 5.53e-05 |Target 019: 5.21e-05 Target 020: 1.37e-05 |Target 021: 3.80e-05 |Target 022: 2.02e-05 |Target 023: 4.30e-05 |Target 024: 6.60e-05 ==================== Epoch #581 | Time: 00d 03h 42m | LR: 2.00e-03 | Epoch time: 24.45 | Train loss: 2.45e-05 | Val loss: 4.30e-05 Target 006 has maximum loss 1.41e-04; Target 010 has minimum loss 1.43e-05 Target 000: 9.09e-05 |Target 001: 3.44e-05 |Target 002: 1.48e-05 |Target 003: 2.39e-05 |Target 004: 1.82e-05 Target 005: 1.33e-04 |Target 006: 1.41e-04 |Target 007: 2.62e-05 |Target 008: 3.70e-05 |Target 009: 5.23e-05 Target 010: 1.43e-05 |Target 011: 3.29e-05 |Target 012: 3.56e-05 |Target 013: 3.54e-05 |Target 014: 1.96e-05 Target 015: 1.77e-05 |Target 016: 3.91e-05 |Target 017: 2.80e-05 |Target 018: 6.61e-05 |Target 019: 4.64e-05 Target 020: 1.75e-05 |Target 021: 4.25e-05 |Target 022: 1.85e-05 |Target 023: 4.69e-05 |Target 024: 8.53e-05 ==================== Epoch #582 | Time: 00d 03h 42m | LR: 2.00e-03 | Epoch time: 22.99 | Train loss: 2.04e-05 | Val loss: 3.44e-05 Target 006 has maximum loss 8.70e-05; Target 002 has minimum loss 1.31e-05 Target 000: 5.77e-05 |Target 001: 4.07e-05 |Target 002: 1.31e-05 |Target 003: 2.55e-05 |Target 004: 1.78e-05 Target 005: 4.27e-05 |Target 006: 8.70e-05 |Target 007: 2.93e-05 |Target 008: 3.52e-05 |Target 009: 3.58e-05 Target 010: 1.52e-05 |Target 011: 3.19e-05 |Target 012: 2.46e-05 |Target 013: 2.87e-05 |Target 014: 1.80e-05 Target 015: 1.81e-05 |Target 016: 3.53e-05 |Target 017: 2.73e-05 |Target 018: 6.22e-05 |Target 019: 4.48e-05 Target 020: 1.35e-05 |Target 021: 3.39e-05 |Target 022: 1.65e-05 |Target 023: 4.23e-05 |Target 024: 5.47e-05 ==================== Epoch #583 | Time: 00d 03h 43m | LR: 2.00e-03 | Epoch time: 22.74 | Train loss: 1.91e-05 | Val loss: 3.28e-05 Target 006 has maximum loss 7.92e-05; Target 002 has minimum loss 1.23e-05 Target 000: 6.65e-05 |Target 001: 4.24e-05 |Target 002: 1.23e-05 |Target 003: 1.86e-05 |Target 004: 1.59e-05 Target 005: 6.07e-05 |Target 006: 7.92e-05 |Target 007: 2.38e-05 |Target 008: 3.17e-05 |Target 009: 3.46e-05 Target 010: 1.23e-05 |Target 011: 3.21e-05 |Target 012: 2.52e-05 |Target 013: 2.75e-05 |Target 014: 1.72e-05 Target 015: 1.77e-05 |Target 016: 3.02e-05 |Target 017: 2.44e-05 |Target 018: 4.89e-05 |Target 019: 4.06e-05 Target 020: 1.32e-05 |Target 021: 3.28e-05 |Target 022: 1.66e-05 |Target 023: 4.15e-05 |Target 024: 5.64e-05 ==================== Epoch #584 | Time: 00d 03h 43m | LR: 2.00e-03 | Epoch time: 23.24 | Train loss: 1.61e-05 | Val loss: 3.73e-05 Target 005 has maximum loss 1.23e-04; Target 002 has minimum loss 1.20e-05 Target 000: 1.15e-04 |Target 001: 1.10e-04 |Target 002: 1.20e-05 |Target 003: 1.85e-05 |Target 004: 1.50e-05 Target 005: 1.23e-04 |Target 006: 9.06e-05 |Target 007: 2.14e-05 |Target 008: 3.35e-05 |Target 009: 3.68e-05 Target 010: 1.21e-05 |Target 011: 3.17e-05 |Target 012: 2.79e-05 |Target 013: 3.01e-05 |Target 014: 1.97e-05 Target 015: 1.78e-05 |Target 016: 3.29e-05 |Target 017: 3.22e-05 |Target 018: 5.17e-05 |Target 019: 4.50e-05 Target 020: 1.33e-05 |Target 021: 4.59e-05 |Target 022: 1.68e-05 |Target 023: 4.65e-05 |Target 024: 6.28e-05 ==================== Epoch #585 | Time: 00d 03h 43m | LR: 2.00e-03 | Epoch time: 24.07 | Train loss: 1.72e-05 | Val loss: 3.69e-05 Target 006 has maximum loss 3.02e-04; Target 010 has minimum loss 1.14e-05 Target 000: 6.35e-05 |Target 001: 1.99e-04 |Target 002: 1.20e-05 |Target 003: 1.83e-05 |Target 004: 1.52e-05 Target 005: 6.00e-05 |Target 006: 3.02e-04 |Target 007: 2.28e-05 |Target 008: 3.62e-05 |Target 009: 3.26e-05 Target 010: 1.14e-05 |Target 011: 3.20e-05 |Target 012: 2.46e-05 |Target 013: 3.13e-05 |Target 014: 1.71e-05 Target 015: 1.69e-05 |Target 016: 3.84e-05 |Target 017: 2.69e-05 |Target 018: 5.92e-05 |Target 019: 4.11e-05 Target 020: 1.31e-05 |Target 021: 3.46e-05 |Target 022: 1.67e-05 |Target 023: 4.02e-05 |Target 024: 6.23e-05 ==================== Epoch #586 | Time: 00d 03h 44m | LR: 2.00e-03 | Epoch time: 23.41 | Train loss: 1.75e-05 | Val loss: 3.54e-05 Target 005 has maximum loss 2.16e-04; Target 010 has minimum loss 1.28e-05 Target 000: 9.02e-05 |Target 001: 3.80e-05 |Target 002: 1.31e-05 |Target 003: 1.77e-05 |Target 004: 1.59e-05 Target 005: 2.16e-04 |Target 006: 9.86e-05 |Target 007: 2.25e-05 |Target 008: 3.28e-05 |Target 009: 3.12e-05 Target 010: 1.28e-05 |Target 011: 3.21e-05 |Target 012: 4.30e-05 |Target 013: 2.69e-05 |Target 014: 1.88e-05 Target 015: 1.80e-05 |Target 016: 3.18e-05 |Target 017: 2.61e-05 |Target 018: 4.71e-05 |Target 019: 4.20e-05 Target 020: 1.33e-05 |Target 021: 3.59e-05 |Target 022: 1.80e-05 |Target 023: 4.30e-05 |Target 024: 5.59e-05 ==================== Epoch #587 | Time: 00d 03h 44m | LR: 2.00e-03 | Epoch time: 23.07 | Train loss: 1.61e-05 | Val loss: 3.29e-05 Target 006 has maximum loss 7.40e-05; Target 010 has minimum loss 1.19e-05 Target 000: 5.42e-05 |Target 001: 5.24e-05 |Target 002: 1.20e-05 |Target 003: 1.74e-05 |Target 004: 1.57e-05 Target 005: 4.54e-05 |Target 006: 7.40e-05 |Target 007: 2.21e-05 |Target 008: 3.34e-05 |Target 009: 3.44e-05 Target 010: 1.19e-05 |Target 011: 3.32e-05 |Target 012: 2.78e-05 |Target 013: 2.96e-05 |Target 014: 1.73e-05 Target 015: 1.70e-05 |Target 016: 3.04e-05 |Target 017: 2.62e-05 |Target 018: 4.47e-05 |Target 019: 4.11e-05 Target 020: 1.38e-05 |Target 021: 3.63e-05 |Target 022: 1.57e-05 |Target 023: 4.25e-05 |Target 024: 5.61e-05 ==================== Epoch #588 | Time: 00d 03h 45m | LR: 2.00e-03 | Epoch time: 23.34 | Train loss: 1.72e-05 | Val loss: 3.42e-05 Target 005 has maximum loss 1.10e-04; Target 002 has minimum loss 1.30e-05 Target 000: 6.51e-05 |Target 001: 9.11e-05 |Target 002: 1.30e-05 |Target 003: 2.20e-05 |Target 004: 1.54e-05 Target 005: 1.10e-04 |Target 006: 9.78e-05 |Target 007: 2.07e-05 |Target 008: 3.63e-05 |Target 009: 3.07e-05 Target 010: 1.31e-05 |Target 011: 3.17e-05 |Target 012: 2.59e-05 |Target 013: 2.46e-05 |Target 014: 1.70e-05 Target 015: 1.87e-05 |Target 016: 3.69e-05 |Target 017: 2.70e-05 |Target 018: 6.16e-05 |Target 019: 4.19e-05 Target 020: 1.35e-05 |Target 021: 3.35e-05 |Target 022: 1.60e-05 |Target 023: 4.08e-05 |Target 024: 5.53e-05 ==================== Epoch #589 | Time: 00d 03h 45m | LR: 2.00e-03 | Epoch time: 22.57 | Train loss: 1.93e-05 | Val loss: 3.53e-05 Target 000 has maximum loss 8.37e-05; Target 010 has minimum loss 1.31e-05 Target 000: 8.37e-05 |Target 001: 7.36e-05 |Target 002: 1.31e-05 |Target 003: 1.84e-05 |Target 004: 1.50e-05 Target 005: 5.43e-05 |Target 006: 7.79e-05 |Target 007: 2.14e-05 |Target 008: 3.08e-05 |Target 009: 4.10e-05 Target 010: 1.31e-05 |Target 011: 3.22e-05 |Target 012: 2.19e-05 |Target 013: 3.24e-05 |Target 014: 1.92e-05 Target 015: 1.74e-05 |Target 016: 3.08e-05 |Target 017: 4.55e-05 |Target 018: 4.98e-05 |Target 019: 4.18e-05 Target 020: 1.34e-05 |Target 021: 3.75e-05 |Target 022: 1.63e-05 |Target 023: 4.52e-05 |Target 024: 5.70e-05 ==================== Epoch #590 | Time: 00d 03h 45m | LR: 2.00e-03 | Epoch time: 23.46 | Train loss: 2.04e-05 | Val loss: 3.70e-05 Target 001 has maximum loss 1.58e-04; Target 002 has minimum loss 1.32e-05 Target 000: 7.20e-05 |Target 001: 1.58e-04 |Target 002: 1.32e-05 |Target 003: 1.79e-05 |Target 004: 1.51e-05 Target 005: 6.13e-05 |Target 006: 7.44e-05 |Target 007: 2.32e-05 |Target 008: 5.08e-05 |Target 009: 3.74e-05 Target 010: 1.38e-05 |Target 011: 3.31e-05 |Target 012: 2.48e-05 |Target 013: 3.64e-05 |Target 014: 1.74e-05 Target 015: 1.88e-05 |Target 016: 3.77e-05 |Target 017: 3.79e-05 |Target 018: 5.32e-05 |Target 019: 4.58e-05 Target 020: 1.48e-05 |Target 021: 3.45e-05 |Target 022: 1.65e-05 |Target 023: 4.35e-05 |Target 024: 6.16e-05 ==================== Epoch #591 | Time: 00d 03h 46m | LR: 2.00e-03 | Epoch time: 22.64 | Train loss: 1.87e-05 | Val loss: 3.33e-05 Target 001 has maximum loss 1.90e-04; Target 020 has minimum loss 1.28e-05 Target 000: 1.15e-04 |Target 001: 1.90e-04 |Target 002: 1.76e-05 |Target 003: 2.72e-05 |Target 004: 1.47e-05 Target 005: 3.49e-05 |Target 006: 1.09e-04 |Target 007: 2.30e-05 |Target 008: 3.29e-05 |Target 009: 3.33e-05 Target 010: 1.30e-05 |Target 011: 3.27e-05 |Target 012: 2.33e-05 |Target 013: 2.47e-05 |Target 014: 1.76e-05 Target 015: 1.86e-05 |Target 016: 3.27e-05 |Target 017: 2.70e-05 |Target 018: 4.71e-05 |Target 019: 4.05e-05 Target 020: 1.28e-05 |Target 021: 3.52e-05 |Target 022: 1.59e-05 |Target 023: 4.03e-05 |Target 024: 5.18e-05 ==================== Epoch #592 | Time: 00d 03h 46m | LR: 2.00e-03 | Epoch time: 22.50 | Train loss: 1.77e-05 | Val loss: 4.17e-05 Target 001 has maximum loss 2.59e-04; Target 020 has minimum loss 1.71e-05 Target 000: 7.15e-05 |Target 001: 2.59e-04 |Target 002: 1.80e-05 |Target 003: 2.49e-05 |Target 004: 2.02e-05 Target 005: 4.42e-05 |Target 006: 1.11e-04 |Target 007: 2.91e-05 |Target 008: 4.35e-05 |Target 009: 4.35e-05 Target 010: 1.79e-05 |Target 011: 4.05e-05 |Target 012: 2.84e-05 |Target 013: 3.21e-05 |Target 014: 2.23e-05 Target 015: 2.22e-05 |Target 016: 4.41e-05 |Target 017: 3.49e-05 |Target 018: 5.89e-05 |Target 019: 5.03e-05 Target 020: 1.71e-05 |Target 021: 4.14e-05 |Target 022: 2.14e-05 |Target 023: 4.83e-05 |Target 024: 6.84e-05 ==================== Epoch #593 | Time: 00d 03h 47m | LR: 2.00e-03 | Epoch time: 22.35 | Train loss: 3.33e-05 | Val loss: 6.44e-05 Target 009 has maximum loss 1.12e-04; Target 002 has minimum loss 2.64e-05 Target 000: 8.28e-05 |Target 001: 7.84e-05 |Target 002: 2.64e-05 |Target 003: 3.79e-05 |Target 004: 2.90e-05 Target 005: 6.29e-05 |Target 006: 1.05e-04 |Target 007: 4.15e-05 |Target 008: 5.89e-05 |Target 009: 1.12e-04 Target 010: 3.15e-05 |Target 011: 4.61e-05 |Target 012: 3.46e-05 |Target 013: 4.28e-05 |Target 014: 3.76e-05 Target 015: 2.95e-05 |Target 016: 5.90e-05 |Target 017: 4.29e-05 |Target 018: 7.59e-05 |Target 019: 8.01e-05 Target 020: 2.70e-05 |Target 021: 9.08e-05 |Target 022: 3.86e-05 |Target 023: 1.01e-04 |Target 024: 1.06e-04 ==================== Epoch #594 | Time: 00d 03h 47m | LR: 2.00e-03 | Epoch time: 22.50 | Train loss: 8.17e-05 | Val loss: 6.94e-05 Target 001 has maximum loss 1.76e-04; Target 010 has minimum loss 2.59e-05 Target 000: 6.94e-05 |Target 001: 1.76e-04 |Target 002: 2.83e-05 |Target 003: 4.26e-05 |Target 004: 2.80e-05 Target 005: 4.63e-05 |Target 006: 1.53e-04 |Target 007: 4.17e-05 |Target 008: 8.41e-05 |Target 009: 7.13e-05 Target 010: 2.59e-05 |Target 011: 5.25e-05 |Target 012: 2.84e-05 |Target 013: 6.72e-05 |Target 014: 4.52e-05 Target 015: 2.76e-05 |Target 016: 7.85e-05 |Target 017: 5.44e-05 |Target 018: 1.65e-04 |Target 019: 7.89e-05 Target 020: 2.73e-05 |Target 021: 8.59e-05 |Target 022: 3.84e-05 |Target 023: 8.11e-05 |Target 024: 1.04e-04 ==================== Epoch #595 | Time: 00d 03h 47m | LR: 2.00e-03 | Epoch time: 22.62 | Train loss: 3.46e-05 | Val loss: 4.95e-05 Target 005 has maximum loss 1.77e-04; Target 002 has minimum loss 1.64e-05 Target 000: 1.50e-04 |Target 001: 7.62e-05 |Target 002: 1.64e-05 |Target 003: 2.49e-05 |Target 004: 1.90e-05 Target 005: 1.77e-04 |Target 006: 9.99e-05 |Target 007: 3.26e-05 |Target 008: 5.28e-05 |Target 009: 5.07e-05 Target 010: 1.81e-05 |Target 011: 3.68e-05 |Target 012: 3.93e-05 |Target 013: 4.19e-05 |Target 014: 2.36e-05 Target 015: 2.95e-05 |Target 016: 5.52e-05 |Target 017: 3.94e-05 |Target 018: 7.50e-05 |Target 019: 5.81e-05 Target 020: 1.81e-05 |Target 021: 5.75e-05 |Target 022: 2.16e-05 |Target 023: 5.72e-05 |Target 024: 8.70e-05 ==================== Epoch #596 | Time: 00d 03h 48m | LR: 2.00e-03 | Epoch time: 22.42 | Train loss: 3.94e-05 | Val loss: 4.28e-05 Target 006 has maximum loss 1.04e-04; Target 010 has minimum loss 1.58e-05 Target 000: 7.87e-05 |Target 001: 7.28e-05 |Target 002: 1.65e-05 |Target 003: 2.22e-05 |Target 004: 2.26e-05 Target 005: 5.49e-05 |Target 006: 1.04e-04 |Target 007: 2.74e-05 |Target 008: 4.44e-05 |Target 009: 5.71e-05 Target 010: 1.58e-05 |Target 011: 3.44e-05 |Target 012: 2.81e-05 |Target 013: 3.15e-05 |Target 014: 2.16e-05 Target 015: 1.96e-05 |Target 016: 4.65e-05 |Target 017: 3.01e-05 |Target 018: 6.45e-05 |Target 019: 5.40e-05 Target 020: 1.73e-05 |Target 021: 6.51e-05 |Target 022: 2.05e-05 |Target 023: 4.93e-05 |Target 024: 7.49e-05 ==================== Epoch #597 | Time: 00d 03h 48m | LR: 2.00e-03 | Epoch time: 24.47 | Train loss: 3.13e-05 | Val loss: 5.24e-05 Target 009 has maximum loss 1.43e-04; Target 010 has minimum loss 1.62e-05 Target 000: 1.03e-04 |Target 001: 3.35e-05 |Target 002: 1.82e-05 |Target 003: 1.91e-05 |Target 004: 1.80e-05 Target 005: 6.46e-05 |Target 006: 1.21e-04 |Target 007: 2.71e-05 |Target 008: 5.20e-05 |Target 009: 1.43e-04 Target 010: 1.62e-05 |Target 011: 3.41e-05 |Target 012: 2.60e-05 |Target 013: 2.64e-05 |Target 014: 2.36e-05 Target 015: 2.14e-05 |Target 016: 4.19e-05 |Target 017: 3.66e-05 |Target 018: 8.80e-05 |Target 019: 6.63e-05 Target 020: 2.22e-05 |Target 021: 9.02e-05 |Target 022: 2.01e-05 |Target 023: 6.64e-05 |Target 024: 8.94e-05 ==================== Epoch #598 | Time: 00d 03h 48m | LR: 2.00e-03 | Epoch time: 24.26 | Train loss: 3.65e-05 | Val loss: 5.44e-05 Target 009 has maximum loss 1.50e-04; Target 010 has minimum loss 1.49e-05 Target 000: 7.46e-05 |Target 001: 5.15e-05 |Target 002: 1.66e-05 |Target 003: 2.08e-05 |Target 004: 2.48e-05 Target 005: 4.89e-05 |Target 006: 9.81e-05 |Target 007: 3.74e-05 |Target 008: 3.89e-05 |Target 009: 1.50e-04 Target 010: 1.49e-05 |Target 011: 5.84e-05 |Target 012: 2.53e-05 |Target 013: 3.02e-05 |Target 014: 3.21e-05 Target 015: 1.97e-05 |Target 016: 4.13e-05 |Target 017: 3.31e-05 |Target 018: 6.28e-05 |Target 019: 6.44e-05 Target 020: 3.19e-05 |Target 021: 1.06e-04 |Target 022: 2.94e-05 |Target 023: 6.23e-05 |Target 024: 9.67e-05 ==================== Epoch #599 | Time: 00d 03h 49m | LR: 2.00e-03 | Epoch time: 24.29 | Train loss: 2.84e-05 | Val loss: 4.25e-05 Target 005 has maximum loss 1.30e-04; Target 020 has minimum loss 1.77e-05 Target 000: 7.78e-05 |Target 001: 1.04e-04 |Target 002: 1.82e-05 |Target 003: 2.56e-05 |Target 004: 1.78e-05 Target 005: 1.30e-04 |Target 006: 9.39e-05 |Target 007: 3.07e-05 |Target 008: 5.40e-05 |Target 009: 4.56e-05 Target 010: 1.94e-05 |Target 011: 3.66e-05 |Target 012: 2.64e-05 |Target 013: 3.74e-05 |Target 014: 2.23e-05 Target 015: 2.75e-05 |Target 016: 6.59e-05 |Target 017: 3.39e-05 |Target 018: 5.52e-05 |Target 019: 5.32e-05 Target 020: 1.77e-05 |Target 021: 4.11e-05 |Target 022: 2.35e-05 |Target 023: 5.28e-05 |Target 024: 6.73e-05 ==================== Epoch #600 | Time: 00d 03h 49m | LR: 2.00e-03 | Epoch time: 22.54 | Train loss: 3.01e-05 | Val loss: 4.79e-05 Target 000 has maximum loss 2.41e-04; Target 010 has minimum loss 1.44e-05 Target 000: 2.41e-04 |Target 001: 1.74e-04 |Target 002: 1.51e-05 |Target 003: 3.60e-05 |Target 004: 1.89e-05 Target 005: 1.79e-04 |Target 006: 1.49e-04 |Target 007: 2.65e-05 |Target 008: 6.40e-05 |Target 009: 5.63e-05 Target 010: 1.44e-05 |Target 011: 3.74e-05 |Target 012: 2.58e-05 |Target 013: 4.12e-05 |Target 014: 2.22e-05 Target 015: 2.54e-05 |Target 016: 5.77e-05 |Target 017: 3.04e-05 |Target 018: 6.74e-05 |Target 019: 5.69e-05 Target 020: 1.73e-05 |Target 021: 5.61e-05 |Target 022: 2.10e-05 |Target 023: 5.44e-05 |Target 024: 7.89e-05 ==================== Epoch #601 | Time: 00d 03h 50m | LR: 2.00e-03 | Epoch time: 22.47 | Train loss: 2.64e-05 | Val loss: 4.14e-05 Target 000 has maximum loss 8.98e-05; Target 002 has minimum loss 1.40e-05 Target 000: 8.98e-05 |Target 001: 4.40e-05 |Target 002: 1.40e-05 |Target 003: 2.99e-05 |Target 004: 2.19e-05 Target 005: 5.07e-05 |Target 006: 8.38e-05 |Target 007: 2.39e-05 |Target 008: 4.98e-05 |Target 009: 7.14e-05 Target 010: 1.55e-05 |Target 011: 3.25e-05 |Target 012: 3.60e-05 |Target 013: 2.79e-05 |Target 014: 1.93e-05 Target 015: 2.33e-05 |Target 016: 4.75e-05 |Target 017: 2.78e-05 |Target 018: 5.26e-05 |Target 019: 5.89e-05 Target 020: 1.89e-05 |Target 021: 5.41e-05 |Target 022: 1.83e-05 |Target 023: 5.76e-05 |Target 024: 6.31e-05 ==================== Epoch #602 | Time: 00d 03h 50m | LR: 2.00e-03 | Epoch time: 23.40 | Train loss: 1.88e-05 | Val loss: 3.51e-05 Target 006 has maximum loss 1.51e-04; Target 010 has minimum loss 1.17e-05 Target 000: 1.15e-04 |Target 001: 1.20e-04 |Target 002: 1.23e-05 |Target 003: 1.71e-05 |Target 004: 1.74e-05 Target 005: 6.41e-05 |Target 006: 1.51e-04 |Target 007: 2.20e-05 |Target 008: 3.18e-05 |Target 009: 3.27e-05 Target 010: 1.17e-05 |Target 011: 3.32e-05 |Target 012: 2.36e-05 |Target 013: 2.43e-05 |Target 014: 1.95e-05 Target 015: 1.72e-05 |Target 016: 3.03e-05 |Target 017: 2.47e-05 |Target 018: 4.58e-05 |Target 019: 4.45e-05 Target 020: 1.44e-05 |Target 021: 3.68e-05 |Target 022: 1.87e-05 |Target 023: 4.38e-05 |Target 024: 5.91e-05 ==================== Epoch #603 | Time: 00d 03h 50m | LR: 2.00e-03 | Epoch time: 22.98 | Train loss: 1.74e-05 | Val loss: 3.46e-05 Target 006 has maximum loss 1.04e-04; Target 010 has minimum loss 1.16e-05 Target 000: 6.34e-05 |Target 001: 7.71e-05 |Target 002: 1.17e-05 |Target 003: 1.71e-05 |Target 004: 1.71e-05 Target 005: 4.50e-05 |Target 006: 1.04e-04 |Target 007: 2.37e-05 |Target 008: 3.53e-05 |Target 009: 3.21e-05 Target 010: 1.16e-05 |Target 011: 3.27e-05 |Target 012: 3.91e-05 |Target 013: 2.59e-05 |Target 014: 1.82e-05 Target 015: 1.70e-05 |Target 016: 2.99e-05 |Target 017: 2.49e-05 |Target 018: 5.06e-05 |Target 019: 4.18e-05 Target 020: 1.38e-05 |Target 021: 3.20e-05 |Target 022: 1.69e-05 |Target 023: 4.11e-05 |Target 024: 6.07e-05 ==================== Epoch #604 | Time: 00d 03h 51m | LR: 2.00e-03 | Epoch time: 24.20 | Train loss: 1.63e-05 | Val loss: 4.02e-05 Target 001 has maximum loss 1.71e-04; Target 010 has minimum loss 1.40e-05 Target 000: 9.87e-05 |Target 001: 1.71e-04 |Target 002: 1.51e-05 |Target 003: 2.11e-05 |Target 004: 2.19e-05 Target 005: 6.96e-05 |Target 006: 9.68e-05 |Target 007: 2.65e-05 |Target 008: 3.80e-05 |Target 009: 3.92e-05 Target 010: 1.40e-05 |Target 011: 3.66e-05 |Target 012: 2.78e-05 |Target 013: 3.83e-05 |Target 014: 1.92e-05 Target 015: 2.02e-05 |Target 016: 3.91e-05 |Target 017: 3.59e-05 |Target 018: 6.95e-05 |Target 019: 4.92e-05 Target 020: 1.77e-05 |Target 021: 4.21e-05 |Target 022: 1.85e-05 |Target 023: 4.60e-05 |Target 024: 6.35e-05 ==================== Epoch #605 | Time: 00d 03h 51m | LR: 2.00e-03 | Epoch time: 23.35 | Train loss: 2.09e-05 | Val loss: 3.73e-05 Target 005 has maximum loss 1.62e-04; Target 002 has minimum loss 1.22e-05 Target 000: 6.60e-05 |Target 001: 5.02e-05 |Target 002: 1.22e-05 |Target 003: 2.18e-05 |Target 004: 1.61e-05 Target 005: 1.62e-04 |Target 006: 1.03e-04 |Target 007: 2.35e-05 |Target 008: 3.71e-05 |Target 009: 3.80e-05 Target 010: 1.24e-05 |Target 011: 3.48e-05 |Target 012: 3.24e-05 |Target 013: 2.94e-05 |Target 014: 1.91e-05 Target 015: 1.79e-05 |Target 016: 3.65e-05 |Target 017: 2.59e-05 |Target 018: 4.90e-05 |Target 019: 4.54e-05 Target 020: 1.47e-05 |Target 021: 3.54e-05 |Target 022: 1.79e-05 |Target 023: 4.54e-05 |Target 024: 6.69e-05 ==================== Epoch #606 | Time: 00d 03h 52m | LR: 2.00e-03 | Epoch time: 25.11 | Train loss: 1.84e-05 | Val loss: 4.09e-05 Target 001 has maximum loss 4.40e-04; Target 002 has minimum loss 1.31e-05 Target 000: 2.65e-04 |Target 001: 4.40e-04 |Target 002: 1.31e-05 |Target 003: 1.85e-05 |Target 004: 1.71e-05 Target 005: 8.72e-05 |Target 006: 2.26e-04 |Target 007: 2.26e-05 |Target 008: 3.34e-05 |Target 009: 3.46e-05 Target 010: 1.31e-05 |Target 011: 3.29e-05 |Target 012: 3.97e-05 |Target 013: 2.74e-05 |Target 014: 1.87e-05 Target 015: 2.06e-05 |Target 016: 3.22e-05 |Target 017: 2.56e-05 |Target 018: 4.80e-05 |Target 019: 4.25e-05 Target 020: 1.37e-05 |Target 021: 3.64e-05 |Target 022: 1.71e-05 |Target 023: 4.30e-05 |Target 024: 6.95e-05 ==================== Epoch #607 | Time: 00d 03h 52m | LR: 2.00e-03 | Epoch time: 23.72 | Train loss: 2.07e-05 | Val loss: 3.74e-05 Target 001 has maximum loss 1.54e-04; Target 010 has minimum loss 1.21e-05 Target 000: 1.42e-04 |Target 001: 1.54e-04 |Target 002: 1.23e-05 |Target 003: 1.80e-05 |Target 004: 1.58e-05 Target 005: 6.36e-05 |Target 006: 9.93e-05 |Target 007: 2.32e-05 |Target 008: 3.46e-05 |Target 009: 3.45e-05 Target 010: 1.21e-05 |Target 011: 3.38e-05 |Target 012: 2.42e-05 |Target 013: 3.43e-05 |Target 014: 1.80e-05 Target 015: 1.69e-05 |Target 016: 3.64e-05 |Target 017: 3.10e-05 |Target 018: 5.30e-05 |Target 019: 4.80e-05 Target 020: 1.60e-05 |Target 021: 3.60e-05 |Target 022: 1.75e-05 |Target 023: 4.58e-05 |Target 024: 6.27e-05 ==================== Epoch #608 | Time: 00d 03h 52m | LR: 2.00e-03 | Epoch time: 25.37 | Train loss: 1.75e-05 | Val loss: 3.39e-05 Target 005 has maximum loss 9.36e-05; Target 010 has minimum loss 1.22e-05 Target 000: 7.89e-05 |Target 001: 4.45e-05 |Target 002: 1.25e-05 |Target 003: 1.71e-05 |Target 004: 1.65e-05 Target 005: 9.36e-05 |Target 006: 8.26e-05 |Target 007: 2.39e-05 |Target 008: 3.27e-05 |Target 009: 3.17e-05 Target 010: 1.22e-05 |Target 011: 3.35e-05 |Target 012: 2.26e-05 |Target 013: 2.86e-05 |Target 014: 1.85e-05 Target 015: 1.64e-05 |Target 016: 3.03e-05 |Target 017: 2.42e-05 |Target 018: 4.65e-05 |Target 019: 4.31e-05 Target 020: 1.37e-05 |Target 021: 3.43e-05 |Target 022: 1.77e-05 |Target 023: 4.21e-05 |Target 024: 5.97e-05 ==================== Epoch #609 | Time: 00d 03h 53m | LR: 2.00e-03 | Epoch time: 22.72 | Train loss: 1.85e-05 | Val loss: 3.44e-05 Target 001 has maximum loss 1.65e-04; Target 002 has minimum loss 1.15e-05 Target 000: 9.73e-05 |Target 001: 1.65e-04 |Target 002: 1.15e-05 |Target 003: 1.86e-05 |Target 004: 1.81e-05 Target 005: 3.64e-05 |Target 006: 1.32e-04 |Target 007: 2.14e-05 |Target 008: 3.02e-05 |Target 009: 2.91e-05 Target 010: 1.22e-05 |Target 011: 3.22e-05 |Target 012: 2.85e-05 |Target 013: 2.76e-05 |Target 014: 1.83e-05 Target 015: 1.66e-05 |Target 016: 3.03e-05 |Target 017: 2.42e-05 |Target 018: 4.71e-05 |Target 019: 4.19e-05 Target 020: 1.44e-05 |Target 021: 3.59e-05 |Target 022: 1.74e-05 |Target 023: 4.19e-05 |Target 024: 5.75e-05 ==================== Epoch #610 | Time: 00d 03h 53m | LR: 2.00e-03 | Epoch time: 22.72 | Train loss: 1.83e-05 | Val loss: 3.67e-05 Target 000 has maximum loss 3.10e-04; Target 010 has minimum loss 1.46e-05 Target 000: 3.10e-04 |Target 001: 3.23e-05 |Target 002: 1.53e-05 |Target 003: 2.46e-05 |Target 004: 1.67e-05 Target 005: 4.53e-05 |Target 006: 9.88e-05 |Target 007: 2.37e-05 |Target 008: 3.28e-05 |Target 009: 3.82e-05 Target 010: 1.46e-05 |Target 011: 3.20e-05 |Target 012: 2.57e-05 |Target 013: 2.95e-05 |Target 014: 1.70e-05 Target 015: 1.96e-05 |Target 016: 3.08e-05 |Target 017: 3.32e-05 |Target 018: 5.72e-05 |Target 019: 4.36e-05 Target 020: 1.53e-05 |Target 021: 3.41e-05 |Target 022: 1.68e-05 |Target 023: 4.17e-05 |Target 024: 6.04e-05 ==================== Epoch #611 | Time: 00d 03h 54m | LR: 2.00e-03 | Epoch time: 22.44 | Train loss: 1.87e-05 | Val loss: 3.57e-05 Target 006 has maximum loss 1.02e-04; Target 002 has minimum loss 1.21e-05 Target 000: 5.50e-05 |Target 001: 4.39e-05 |Target 002: 1.21e-05 |Target 003: 1.84e-05 |Target 004: 1.66e-05 Target 005: 6.37e-05 |Target 006: 1.02e-04 |Target 007: 2.75e-05 |Target 008: 3.77e-05 |Target 009: 3.30e-05 Target 010: 1.27e-05 |Target 011: 3.21e-05 |Target 012: 3.47e-05 |Target 013: 3.53e-05 |Target 014: 1.83e-05 Target 015: 1.80e-05 |Target 016: 3.40e-05 |Target 017: 3.31e-05 |Target 018: 4.93e-05 |Target 019: 4.29e-05 Target 020: 1.36e-05 |Target 021: 4.40e-05 |Target 022: 1.73e-05 |Target 023: 4.70e-05 |Target 024: 5.62e-05 ==================== Epoch #612 | Time: 00d 03h 54m | LR: 2.00e-03 | Epoch time: 22.53 | Train loss: 2.77e-05 | Val loss: 5.29e-05 Target 005 has maximum loss 2.58e-04; Target 010 has minimum loss 1.82e-05 Target 000: 6.72e-05 |Target 001: 6.98e-05 |Target 002: 1.96e-05 |Target 003: 2.98e-05 |Target 004: 2.04e-05 Target 005: 2.58e-04 |Target 006: 9.25e-05 |Target 007: 2.31e-05 |Target 008: 4.50e-05 |Target 009: 5.08e-05 Target 010: 1.82e-05 |Target 011: 3.90e-05 |Target 012: 4.53e-05 |Target 013: 3.06e-05 |Target 014: 3.19e-05 Target 015: 1.90e-05 |Target 016: 6.52e-05 |Target 017: 3.91e-05 |Target 018: 6.73e-05 |Target 019: 5.33e-05 Target 020: 1.86e-05 |Target 021: 5.55e-05 |Target 022: 2.93e-05 |Target 023: 5.98e-05 |Target 024: 1.08e-04 ==================== Epoch #613 | Time: 00d 03h 54m | LR: 2.00e-03 | Epoch time: 22.47 | Train loss: 2.79e-05 | Val loss: 3.91e-05 Target 000 has maximum loss 1.90e-04; Target 020 has minimum loss 1.36e-05 Target 000: 1.90e-04 |Target 001: 6.02e-05 |Target 002: 1.87e-05 |Target 003: 2.97e-05 |Target 004: 1.63e-05 Target 005: 5.95e-05 |Target 006: 1.07e-04 |Target 007: 2.58e-05 |Target 008: 4.30e-05 |Target 009: 3.80e-05 Target 010: 1.48e-05 |Target 011: 3.63e-05 |Target 012: 3.48e-05 |Target 013: 2.73e-05 |Target 014: 2.49e-05 Target 015: 1.84e-05 |Target 016: 4.49e-05 |Target 017: 2.32e-05 |Target 018: 5.23e-05 |Target 019: 4.71e-05 Target 020: 1.36e-05 |Target 021: 4.13e-05 |Target 022: 2.31e-05 |Target 023: 4.65e-05 |Target 024: 6.39e-05 ==================== Epoch #614 | Time: 00d 03h 55m | LR: 2.00e-03 | Epoch time: 22.56 | Train loss: 1.89e-05 | Val loss: 3.23e-05 Target 000 has maximum loss 1.73e-04; Target 010 has minimum loss 1.12e-05 Target 000: 1.73e-04 |Target 001: 4.19e-05 |Target 002: 1.19e-05 |Target 003: 1.96e-05 |Target 004: 1.43e-05 Target 005: 3.90e-05 |Target 006: 7.93e-05 |Target 007: 2.23e-05 |Target 008: 3.43e-05 |Target 009: 3.11e-05 Target 010: 1.12e-05 |Target 011: 3.26e-05 |Target 012: 2.56e-05 |Target 013: 2.49e-05 |Target 014: 1.72e-05 Target 015: 1.72e-05 |Target 016: 3.30e-05 |Target 017: 2.25e-05 |Target 018: 4.36e-05 |Target 019: 4.13e-05 Target 020: 1.29e-05 |Target 021: 3.42e-05 |Target 022: 1.62e-05 |Target 023: 4.08e-05 |Target 024: 5.31e-05 ==================== Epoch #615 | Time: 00d 03h 55m | LR: 2.00e-03 | Epoch time: 23.26 | Train loss: 1.60e-05 | Val loss: 3.49e-05 Target 006 has maximum loss 8.06e-05; Target 002 has minimum loss 1.21e-05 Target 000: 5.05e-05 |Target 001: 3.20e-05 |Target 002: 1.21e-05 |Target 003: 2.03e-05 |Target 004: 1.54e-05 Target 005: 4.56e-05 |Target 006: 8.06e-05 |Target 007: 2.37e-05 |Target 008: 3.58e-05 |Target 009: 3.64e-05 Target 010: 1.25e-05 |Target 011: 3.37e-05 |Target 012: 2.44e-05 |Target 013: 3.02e-05 |Target 014: 2.17e-05 Target 015: 1.77e-05 |Target 016: 3.76e-05 |Target 017: 2.59e-05 |Target 018: 4.77e-05 |Target 019: 4.24e-05 Target 020: 1.30e-05 |Target 021: 3.83e-05 |Target 022: 1.89e-05 |Target 023: 4.21e-05 |Target 024: 6.28e-05 ==================== Epoch #616 | Time: 00d 03h 56m | LR: 2.00e-03 | Epoch time: 25.57 | Train loss: 1.87e-05 | Val loss: 3.90e-05 Target 001 has maximum loss 1.53e-04; Target 002 has minimum loss 1.24e-05 Target 000: 1.28e-04 |Target 001: 1.53e-04 |Target 002: 1.24e-05 |Target 003: 1.94e-05 |Target 004: 1.66e-05 Target 005: 6.27e-05 |Target 006: 1.15e-04 |Target 007: 2.65e-05 |Target 008: 3.93e-05 |Target 009: 4.56e-05 Target 010: 1.37e-05 |Target 011: 3.42e-05 |Target 012: 2.33e-05 |Target 013: 2.72e-05 |Target 014: 1.98e-05 Target 015: 1.72e-05 |Target 016: 3.76e-05 |Target 017: 2.41e-05 |Target 018: 5.78e-05 |Target 019: 4.60e-05 Target 020: 1.53e-05 |Target 021: 4.09e-05 |Target 022: 1.75e-05 |Target 023: 5.05e-05 |Target 024: 6.97e-05 ==================== Epoch #617 | Time: 00d 03h 56m | LR: 2.00e-03 | Epoch time: 23.14 | Train loss: 1.95e-05 | Val loss: 3.57e-05 Target 006 has maximum loss 1.23e-04; Target 002 has minimum loss 1.44e-05 Target 000: 6.31e-05 |Target 001: 4.31e-05 |Target 002: 1.44e-05 |Target 003: 2.05e-05 |Target 004: 1.63e-05 Target 005: 7.04e-05 |Target 006: 1.23e-04 |Target 007: 2.61e-05 |Target 008: 3.56e-05 |Target 009: 3.45e-05 Target 010: 1.57e-05 |Target 011: 3.41e-05 |Target 012: 2.70e-05 |Target 013: 2.83e-05 |Target 014: 1.93e-05 Target 015: 1.88e-05 |Target 016: 3.91e-05 |Target 017: 2.92e-05 |Target 018: 5.58e-05 |Target 019: 4.62e-05 Target 020: 1.48e-05 |Target 021: 3.34e-05 |Target 022: 1.79e-05 |Target 023: 4.44e-05 |Target 024: 5.81e-05 ==================== Epoch #618 | Time: 00d 03h 56m | LR: 2.00e-03 | Epoch time: 22.30 | Train loss: 2.06e-05 | Val loss: 3.83e-05 Target 006 has maximum loss 1.03e-04; Target 020 has minimum loss 1.51e-05 Target 000: 7.26e-05 |Target 001: 5.87e-05 |Target 002: 1.64e-05 |Target 003: 2.66e-05 |Target 004: 1.62e-05 Target 005: 3.50e-05 |Target 006: 1.03e-04 |Target 007: 2.33e-05 |Target 008: 4.63e-05 |Target 009: 4.03e-05 Target 010: 2.06e-05 |Target 011: 3.74e-05 |Target 012: 2.55e-05 |Target 013: 2.88e-05 |Target 014: 2.04e-05 Target 015: 2.49e-05 |Target 016: 5.86e-05 |Target 017: 3.19e-05 |Target 018: 4.98e-05 |Target 019: 4.76e-05 Target 020: 1.51e-05 |Target 021: 4.87e-05 |Target 022: 1.90e-05 |Target 023: 4.68e-05 |Target 024: 6.42e-05 ==================== Epoch #619 | Time: 00d 03h 57m | LR: 2.00e-03 | Epoch time: 23.23 | Train loss: 1.92e-05 | Val loss: 3.88e-05 Target 001 has maximum loss 1.34e-04; Target 002 has minimum loss 1.44e-05 Target 000: 6.13e-05 |Target 001: 1.34e-04 |Target 002: 1.44e-05 |Target 003: 1.81e-05 |Target 004: 1.73e-05 Target 005: 7.76e-05 |Target 006: 1.21e-04 |Target 007: 2.33e-05 |Target 008: 4.20e-05 |Target 009: 4.01e-05 Target 010: 1.44e-05 |Target 011: 3.44e-05 |Target 012: 2.64e-05 |Target 013: 3.39e-05 |Target 014: 2.00e-05 Target 015: 1.95e-05 |Target 016: 3.95e-05 |Target 017: 3.63e-05 |Target 018: 5.62e-05 |Target 019: 4.55e-05 Target 020: 1.59e-05 |Target 021: 3.97e-05 |Target 022: 1.93e-05 |Target 023: 4.49e-05 |Target 024: 6.65e-05 ==================== Epoch #620 | Time: 00d 03h 57m | LR: 2.00e-03 | Epoch time: 22.42 | Train loss: 2.40e-05 | Val loss: 4.29e-05 Target 006 has maximum loss 1.17e-04; Target 002 has minimum loss 1.36e-05 Target 000: 8.32e-05 |Target 001: 6.87e-05 |Target 002: 1.36e-05 |Target 003: 3.95e-05 |Target 004: 1.53e-05 Target 005: 3.48e-05 |Target 006: 1.17e-04 |Target 007: 2.99e-05 |Target 008: 3.51e-05 |Target 009: 4.13e-05 Target 010: 1.66e-05 |Target 011: 3.62e-05 |Target 012: 2.39e-05 |Target 013: 3.12e-05 |Target 014: 2.12e-05 Target 015: 2.70e-05 |Target 016: 3.85e-05 |Target 017: 3.58e-05 |Target 018: 5.43e-05 |Target 019: 4.58e-05 Target 020: 1.46e-05 |Target 021: 3.92e-05 |Target 022: 1.83e-05 |Target 023: 4.52e-05 |Target 024: 9.67e-05 ==================== Epoch #621 | Time: 00d 03h 58m | LR: 2.00e-03 | Epoch time: 22.99 | Train loss: 2.25e-05 | Val loss: 3.99e-05 Target 006 has maximum loss 7.68e-05; Target 002 has minimum loss 1.38e-05 Target 000: 5.65e-05 |Target 001: 6.43e-05 |Target 002: 1.38e-05 |Target 003: 2.35e-05 |Target 004: 1.61e-05 Target 005: 3.98e-05 |Target 006: 7.68e-05 |Target 007: 2.62e-05 |Target 008: 3.50e-05 |Target 009: 5.21e-05 Target 010: 1.87e-05 |Target 011: 3.75e-05 |Target 012: 2.84e-05 |Target 013: 2.97e-05 |Target 014: 2.38e-05 Target 015: 1.80e-05 |Target 016: 3.25e-05 |Target 017: 2.43e-05 |Target 018: 4.73e-05 |Target 019: 5.45e-05 Target 020: 1.61e-05 |Target 021: 4.61e-05 |Target 022: 2.14e-05 |Target 023: 5.18e-05 |Target 024: 7.18e-05 ==================== Epoch #622 | Time: 00d 03h 58m | LR: 2.00e-03 | Epoch time: 22.83 | Train loss: 2.75e-05 | Val loss: 5.76e-05 Target 001 has maximum loss 3.07e-04; Target 002 has minimum loss 1.80e-05 Target 000: 7.94e-05 |Target 001: 3.07e-04 |Target 002: 1.80e-05 |Target 003: 5.43e-05 |Target 004: 2.62e-05 Target 005: 3.85e-05 |Target 006: 1.63e-04 |Target 007: 2.11e-05 |Target 008: 6.25e-05 |Target 009: 6.15e-05 Target 010: 1.98e-05 |Target 011: 3.36e-05 |Target 012: 2.52e-05 |Target 013: 3.70e-05 |Target 014: 2.38e-05 Target 015: 3.16e-05 |Target 016: 9.55e-05 |Target 017: 3.14e-05 |Target 018: 8.03e-05 |Target 019: 6.61e-05 Target 020: 1.82e-05 |Target 021: 7.04e-05 |Target 022: 2.36e-05 |Target 023: 7.26e-05 |Target 024: 1.16e-04 ==================== Epoch #623 | Time: 00d 03h 58m | LR: 2.00e-03 | Epoch time: 23.28 | Train loss: 3.20e-05 | Val loss: 4.51e-05 Target 001 has maximum loss 1.23e-04; Target 020 has minimum loss 1.32e-05 Target 000: 6.04e-05 |Target 001: 1.23e-04 |Target 002: 1.72e-05 |Target 003: 4.34e-05 |Target 004: 1.80e-05 Target 005: 5.00e-05 |Target 006: 8.52e-05 |Target 007: 2.43e-05 |Target 008: 5.93e-05 |Target 009: 5.94e-05 Target 010: 1.83e-05 |Target 011: 3.04e-05 |Target 012: 2.32e-05 |Target 013: 4.15e-05 |Target 014: 1.80e-05 Target 015: 2.92e-05 |Target 016: 9.90e-05 |Target 017: 2.53e-05 |Target 018: 6.84e-05 |Target 019: 5.24e-05 Target 020: 1.32e-05 |Target 021: 5.92e-05 |Target 022: 1.67e-05 |Target 023: 5.61e-05 |Target 024: 8.09e-05 ==================== Epoch #624 | Time: 00d 03h 59m | LR: 2.00e-03 | Epoch time: 23.10 | Train loss: 2.42e-05 | Val loss: 3.91e-05 Target 006 has maximum loss 1.28e-04; Target 010 has minimum loss 1.37e-05 Target 000: 8.26e-05 |Target 001: 8.81e-05 |Target 002: 1.37e-05 |Target 003: 2.48e-05 |Target 004: 1.77e-05 Target 005: 5.03e-05 |Target 006: 1.28e-04 |Target 007: 2.53e-05 |Target 008: 4.06e-05 |Target 009: 5.04e-05 Target 010: 1.37e-05 |Target 011: 3.37e-05 |Target 012: 2.68e-05 |Target 013: 2.56e-05 |Target 014: 1.88e-05 Target 015: 2.93e-05 |Target 016: 4.99e-05 |Target 017: 2.62e-05 |Target 018: 6.16e-05 |Target 019: 4.86e-05 Target 020: 1.57e-05 |Target 021: 5.33e-05 |Target 022: 1.80e-05 |Target 023: 5.45e-05 |Target 024: 6.11e-05 ==================== Epoch #625 | Time: 00d 03h 59m | LR: 2.00e-03 | Epoch time: 22.65 | Train loss: 3.03e-05 | Val loss: 4.15e-05 Target 006 has maximum loss 1.60e-04; Target 020 has minimum loss 1.46e-05 Target 000: 1.38e-04 |Target 001: 1.35e-04 |Target 002: 1.68e-05 |Target 003: 1.94e-05 |Target 004: 2.47e-05 Target 005: 9.90e-05 |Target 006: 1.60e-04 |Target 007: 2.23e-05 |Target 008: 4.20e-05 |Target 009: 4.80e-05 Target 010: 1.60e-05 |Target 011: 3.20e-05 |Target 012: 2.72e-05 |Target 013: 2.81e-05 |Target 014: 1.89e-05 Target 015: 2.32e-05 |Target 016: 5.70e-05 |Target 017: 2.73e-05 |Target 018: 4.86e-05 |Target 019: 5.40e-05 Target 020: 1.46e-05 |Target 021: 6.69e-05 |Target 022: 1.90e-05 |Target 023: 5.35e-05 |Target 024: 6.63e-05 ==================== Epoch #626 | Time: 00d 03h 59m | LR: 2.00e-03 | Epoch time: 22.46 | Train loss: 2.60e-05 | Val loss: 3.78e-05 Target 000 has maximum loss 8.85e-05; Target 020 has minimum loss 1.40e-05 Target 000: 8.85e-05 |Target 001: 6.90e-05 |Target 002: 1.84e-05 |Target 003: 2.06e-05 |Target 004: 1.75e-05 Target 005: 6.51e-05 |Target 006: 7.40e-05 |Target 007: 2.58e-05 |Target 008: 4.74e-05 |Target 009: 4.45e-05 Target 010: 1.79e-05 |Target 011: 3.19e-05 |Target 012: 2.20e-05 |Target 013: 3.47e-05 |Target 014: 2.01e-05 Target 015: 1.90e-05 |Target 016: 4.41e-05 |Target 017: 2.67e-05 |Target 018: 5.56e-05 |Target 019: 4.68e-05 Target 020: 1.40e-05 |Target 021: 4.41e-05 |Target 022: 1.93e-05 |Target 023: 4.82e-05 |Target 024: 6.21e-05 ==================== Epoch #627 | Time: 00d 04h 00m | LR: 2.00e-03 | Epoch time: 22.40 | Train loss: 2.27e-05 | Val loss: 3.85e-05 Target 001 has maximum loss 1.65e-04; Target 020 has minimum loss 1.52e-05 Target 000: 1.34e-04 |Target 001: 1.65e-04 |Target 002: 1.57e-05 |Target 003: 2.54e-05 |Target 004: 1.68e-05 Target 005: 1.56e-04 |Target 006: 1.05e-04 |Target 007: 2.57e-05 |Target 008: 3.64e-05 |Target 009: 4.42e-05 Target 010: 1.53e-05 |Target 011: 3.12e-05 |Target 012: 2.57e-05 |Target 013: 3.05e-05 |Target 014: 1.84e-05 Target 015: 1.83e-05 |Target 016: 3.50e-05 |Target 017: 3.47e-05 |Target 018: 5.84e-05 |Target 019: 4.79e-05 Target 020: 1.52e-05 |Target 021: 4.20e-05 |Target 022: 1.73e-05 |Target 023: 4.46e-05 |Target 024: 5.90e-05 ==================== Epoch #628 | Time: 00d 04h 00m | LR: 2.00e-03 | Epoch time: 23.18 | Train loss: 2.69e-05 | Val loss: 3.96e-05 Target 001 has maximum loss 1.57e-04; Target 020 has minimum loss 1.47e-05 Target 000: 5.93e-05 |Target 001: 1.57e-04 |Target 002: 1.56e-05 |Target 003: 2.34e-05 |Target 004: 1.59e-05 Target 005: 3.59e-05 |Target 006: 1.02e-04 |Target 007: 2.38e-05 |Target 008: 4.25e-05 |Target 009: 4.48e-05 Target 010: 1.61e-05 |Target 011: 3.54e-05 |Target 012: 2.47e-05 |Target 013: 3.15e-05 |Target 014: 1.91e-05 Target 015: 2.14e-05 |Target 016: 4.35e-05 |Target 017: 3.43e-05 |Target 018: 5.12e-05 |Target 019: 4.94e-05 Target 020: 1.47e-05 |Target 021: 4.22e-05 |Target 022: 1.83e-05 |Target 023: 4.72e-05 |Target 024: 7.19e-05 ==================== Epoch #629 | Time: 00d 04h 01m | LR: 2.00e-03 | Epoch time: 22.94 | Train loss: 2.13e-05 | Val loss: 4.19e-05 Target 000 has maximum loss 1.42e-04; Target 002 has minimum loss 1.63e-05 Target 000: 1.42e-04 |Target 001: 4.76e-05 |Target 002: 1.63e-05 |Target 003: 2.37e-05 |Target 004: 1.97e-05 Target 005: 3.31e-05 |Target 006: 7.26e-05 |Target 007: 2.63e-05 |Target 008: 4.44e-05 |Target 009: 7.64e-05 Target 010: 1.73e-05 |Target 011: 3.43e-05 |Target 012: 2.34e-05 |Target 013: 4.36e-05 |Target 014: 2.08e-05 Target 015: 2.37e-05 |Target 016: 4.36e-05 |Target 017: 3.79e-05 |Target 018: 5.05e-05 |Target 019: 5.03e-05 Target 020: 1.67e-05 |Target 021: 6.90e-05 |Target 022: 1.91e-05 |Target 023: 4.81e-05 |Target 024: 6.85e-05 ==================== Epoch #630 | Time: 00d 04h 01m | LR: 2.00e-03 | Epoch time: 23.98 | Train loss: 2.07e-05 | Val loss: 3.92e-05 Target 000 has maximum loss 1.22e-04; Target 002 has minimum loss 1.17e-05 Target 000: 1.22e-04 |Target 001: 6.89e-05 |Target 002: 1.17e-05 |Target 003: 1.84e-05 |Target 004: 1.54e-05 Target 005: 5.01e-05 |Target 006: 9.72e-05 |Target 007: 2.48e-05 |Target 008: 3.96e-05 |Target 009: 4.70e-05 Target 010: 1.43e-05 |Target 011: 3.27e-05 |Target 012: 2.25e-05 |Target 013: 3.21e-05 |Target 014: 1.84e-05 Target 015: 1.84e-05 |Target 016: 4.22e-05 |Target 017: 3.40e-05 |Target 018: 6.08e-05 |Target 019: 5.03e-05 Target 020: 1.29e-05 |Target 021: 4.94e-05 |Target 022: 1.73e-05 |Target 023: 5.31e-05 |Target 024: 6.51e-05 ==================== Epoch #631 | Time: 00d 04h 01m | LR: 2.00e-03 | Epoch time: 22.81 | Train loss: 2.16e-05 | Val loss: 4.27e-05 Target 006 has maximum loss 8.77e-05; Target 020 has minimum loss 1.59e-05 Target 000: 8.61e-05 |Target 001: 8.75e-05 |Target 002: 1.87e-05 |Target 003: 2.24e-05 |Target 004: 1.87e-05 Target 005: 3.93e-05 |Target 006: 8.77e-05 |Target 007: 2.91e-05 |Target 008: 5.35e-05 |Target 009: 4.96e-05 Target 010: 1.82e-05 |Target 011: 3.77e-05 |Target 012: 2.53e-05 |Target 013: 4.85e-05 |Target 014: 2.22e-05 Target 015: 2.04e-05 |Target 016: 5.46e-05 |Target 017: 4.99e-05 |Target 018: 5.94e-05 |Target 019: 5.34e-05 Target 020: 1.59e-05 |Target 021: 4.87e-05 |Target 022: 2.05e-05 |Target 023: 4.88e-05 |Target 024: 6.66e-05 ==================== Epoch #632 | Time: 00d 04h 02m | LR: 2.00e-03 | Epoch time: 24.63 | Train loss: 3.02e-05 | Val loss: 4.09e-05 Target 006 has maximum loss 1.41e-04; Target 002 has minimum loss 1.35e-05 Target 000: 1.18e-04 |Target 001: 7.03e-05 |Target 002: 1.35e-05 |Target 003: 2.12e-05 |Target 004: 1.90e-05 Target 005: 1.34e-04 |Target 006: 1.41e-04 |Target 007: 2.50e-05 |Target 008: 3.62e-05 |Target 009: 4.27e-05 Target 010: 1.60e-05 |Target 011: 3.29e-05 |Target 012: 3.42e-05 |Target 013: 3.82e-05 |Target 014: 2.06e-05 Target 015: 2.57e-05 |Target 016: 3.53e-05 |Target 017: 3.87e-05 |Target 018: 6.85e-05 |Target 019: 4.45e-05 Target 020: 1.41e-05 |Target 021: 4.37e-05 |Target 022: 1.89e-05 |Target 023: 4.95e-05 |Target 024: 6.49e-05 ==================== Epoch #633 | Time: 00d 04h 02m | LR: 2.00e-03 | Epoch time: 23.40 | Train loss: 2.40e-05 | Val loss: 3.66e-05 Target 000 has maximum loss 8.48e-05; Target 020 has minimum loss 1.50e-05 Target 000: 8.48e-05 |Target 001: 3.23e-05 |Target 002: 1.88e-05 |Target 003: 2.53e-05 |Target 004: 1.68e-05 Target 005: 3.76e-05 |Target 006: 7.21e-05 |Target 007: 3.02e-05 |Target 008: 4.35e-05 |Target 009: 4.41e-05 Target 010: 1.94e-05 |Target 011: 3.72e-05 |Target 012: 2.26e-05 |Target 013: 2.68e-05 |Target 014: 1.95e-05 Target 015: 2.08e-05 |Target 016: 4.68e-05 |Target 017: 2.71e-05 |Target 018: 5.50e-05 |Target 019: 4.81e-05 Target 020: 1.50e-05 |Target 021: 3.98e-05 |Target 022: 1.92e-05 |Target 023: 4.63e-05 |Target 024: 5.87e-05 ==================== Epoch #634 | Time: 00d 04h 03m | LR: 2.00e-03 | Epoch time: 22.79 | Train loss: 2.08e-05 | Val loss: 3.48e-05 Target 001 has maximum loss 1.02e-04; Target 002 has minimum loss 1.55e-05 Target 000: 5.24e-05 |Target 001: 1.02e-04 |Target 002: 1.55e-05 |Target 003: 2.46e-05 |Target 004: 1.83e-05 Target 005: 4.21e-05 |Target 006: 9.28e-05 |Target 007: 2.38e-05 |Target 008: 3.88e-05 |Target 009: 3.47e-05 Target 010: 1.75e-05 |Target 011: 3.49e-05 |Target 012: 2.29e-05 |Target 013: 2.85e-05 |Target 014: 1.93e-05 Target 015: 2.24e-05 |Target 016: 4.02e-05 |Target 017: 2.63e-05 |Target 018: 5.04e-05 |Target 019: 4.46e-05 Target 020: 1.61e-05 |Target 021: 3.82e-05 |Target 022: 1.82e-05 |Target 023: 4.37e-05 |Target 024: 5.48e-05 ==================== Epoch #635 | Time: 00d 04h 03m | LR: 2.00e-03 | Epoch time: 24.31 | Train loss: 2.21e-05 | Val loss: 3.59e-05 Target 006 has maximum loss 6.59e-05; Target 010 has minimum loss 1.37e-05 Target 000: 6.45e-05 |Target 001: 3.76e-05 |Target 002: 1.43e-05 |Target 003: 2.01e-05 |Target 004: 1.79e-05 Target 005: 5.71e-05 |Target 006: 6.59e-05 |Target 007: 2.40e-05 |Target 008: 3.53e-05 |Target 009: 4.41e-05 Target 010: 1.37e-05 |Target 011: 3.38e-05 |Target 012: 2.55e-05 |Target 013: 2.48e-05 |Target 014: 2.00e-05 Target 015: 2.06e-05 |Target 016: 3.70e-05 |Target 017: 2.93e-05 |Target 018: 4.99e-05 |Target 019: 4.64e-05 Target 020: 1.54e-05 |Target 021: 3.89e-05 |Target 022: 1.80e-05 |Target 023: 4.68e-05 |Target 024: 6.16e-05 ==================== Epoch #636 | Time: 00d 04h 03m | LR: 2.00e-03 | Epoch time: 23.73 | Train loss: 2.14e-05 | Val loss: 3.86e-05 Target 000 has maximum loss 1.00e-04; Target 002 has minimum loss 1.32e-05 Target 000: 1.00e-04 |Target 001: 3.92e-05 |Target 002: 1.32e-05 |Target 003: 2.02e-05 |Target 004: 1.93e-05 Target 005: 3.30e-05 |Target 006: 9.81e-05 |Target 007: 2.72e-05 |Target 008: 3.55e-05 |Target 009: 3.88e-05 Target 010: 1.53e-05 |Target 011: 3.69e-05 |Target 012: 2.72e-05 |Target 013: 3.95e-05 |Target 014: 1.91e-05 Target 015: 2.10e-05 |Target 016: 4.37e-05 |Target 017: 4.21e-05 |Target 018: 5.59e-05 |Target 019: 4.72e-05 Target 020: 1.46e-05 |Target 021: 4.07e-05 |Target 022: 1.90e-05 |Target 023: 4.57e-05 |Target 024: 6.36e-05 ==================== Epoch #637 | Time: 00d 04h 04m | LR: 2.00e-03 | Epoch time: 22.66 | Train loss: 1.75e-05 | Val loss: 3.40e-05 Target 000 has maximum loss 1.24e-04; Target 010 has minimum loss 1.22e-05 Target 000: 1.24e-04 |Target 001: 6.85e-05 |Target 002: 1.32e-05 |Target 003: 1.76e-05 |Target 004: 1.65e-05 Target 005: 3.38e-05 |Target 006: 1.13e-04 |Target 007: 2.46e-05 |Target 008: 3.49e-05 |Target 009: 3.52e-05 Target 010: 1.22e-05 |Target 011: 3.34e-05 |Target 012: 2.34e-05 |Target 013: 2.41e-05 |Target 014: 1.80e-05 Target 015: 1.73e-05 |Target 016: 3.49e-05 |Target 017: 2.33e-05 |Target 018: 4.81e-05 |Target 019: 4.39e-05 Target 020: 1.41e-05 |Target 021: 4.25e-05 |Target 022: 1.67e-05 |Target 023: 4.66e-05 |Target 024: 5.40e-05 ==================== Epoch #638 | Time: 00d 04h 04m | LR: 2.00e-03 | Epoch time: 23.81 | Train loss: 1.79e-05 | Val loss: 3.34e-05 Target 006 has maximum loss 1.48e-04; Target 010 has minimum loss 1.43e-05 Target 000: 6.99e-05 |Target 001: 1.36e-04 |Target 002: 1.47e-05 |Target 003: 2.12e-05 |Target 004: 1.62e-05 Target 005: 5.08e-05 |Target 006: 1.48e-04 |Target 007: 2.33e-05 |Target 008: 2.94e-05 |Target 009: 3.47e-05 Target 010: 1.43e-05 |Target 011: 3.12e-05 |Target 012: 2.65e-05 |Target 013: 2.65e-05 |Target 014: 2.21e-05 Target 015: 1.83e-05 |Target 016: 3.09e-05 |Target 017: 2.40e-05 |Target 018: 4.20e-05 |Target 019: 3.97e-05 Target 020: 1.43e-05 |Target 021: 3.72e-05 |Target 022: 1.86e-05 |Target 023: 4.04e-05 |Target 024: 5.20e-05 ==================== Epoch #639 | Time: 00d 04h 05m | LR: 2.00e-03 | Epoch time: 23.55 | Train loss: 1.75e-05 | Val loss: 3.42e-05 Target 000 has maximum loss 1.38e-04; Target 002 has minimum loss 1.29e-05 Target 000: 1.38e-04 |Target 001: 7.24e-05 |Target 002: 1.29e-05 |Target 003: 1.99e-05 |Target 004: 1.53e-05 Target 005: 2.69e-05 |Target 006: 7.61e-05 |Target 007: 2.37e-05 |Target 008: 3.30e-05 |Target 009: 3.09e-05 Target 010: 1.38e-05 |Target 011: 3.40e-05 |Target 012: 2.87e-05 |Target 013: 2.69e-05 |Target 014: 1.79e-05 Target 015: 1.72e-05 |Target 016: 3.11e-05 |Target 017: 2.61e-05 |Target 018: 4.56e-05 |Target 019: 4.50e-05 Target 020: 1.33e-05 |Target 021: 3.41e-05 |Target 022: 1.65e-05 |Target 023: 4.11e-05 |Target 024: 5.92e-05 ==================== Epoch #640 | Time: 00d 04h 05m | LR: 2.00e-03 | Epoch time: 23.43 | Train loss: 1.69e-05 | Val loss: 3.85e-05 Target 001 has maximum loss 1.97e-04; Target 002 has minimum loss 1.30e-05 Target 000: 7.57e-05 |Target 001: 1.97e-04 |Target 002: 1.30e-05 |Target 003: 2.30e-05 |Target 004: 1.82e-05 Target 005: 3.69e-05 |Target 006: 9.64e-05 |Target 007: 2.20e-05 |Target 008: 3.65e-05 |Target 009: 4.91e-05 Target 010: 1.46e-05 |Target 011: 3.30e-05 |Target 012: 3.84e-05 |Target 013: 3.33e-05 |Target 014: 1.83e-05 Target 015: 1.83e-05 |Target 016: 3.60e-05 |Target 017: 4.33e-05 |Target 018: 5.25e-05 |Target 019: 4.43e-05 Target 020: 1.59e-05 |Target 021: 4.28e-05 |Target 022: 1.74e-05 |Target 023: 4.26e-05 |Target 024: 6.12e-05 ==================== Epoch #641 | Time: 00d 04h 05m | LR: 2.00e-03 | Epoch time: 22.56 | Train loss: 1.86e-05 | Val loss: 3.54e-05 Target 001 has maximum loss 2.45e-04; Target 002 has minimum loss 1.12e-05 Target 000: 9.12e-05 |Target 001: 2.45e-04 |Target 002: 1.12e-05 |Target 003: 2.00e-05 |Target 004: 1.49e-05 Target 005: 3.61e-05 |Target 006: 1.55e-04 |Target 007: 2.42e-05 |Target 008: 3.22e-05 |Target 009: 3.09e-05 Target 010: 1.23e-05 |Target 011: 3.30e-05 |Target 012: 3.25e-05 |Target 013: 2.70e-05 |Target 014: 1.69e-05 Target 015: 1.70e-05 |Target 016: 3.28e-05 |Target 017: 3.43e-05 |Target 018: 4.50e-05 |Target 019: 4.25e-05 Target 020: 1.38e-05 |Target 021: 3.18e-05 |Target 022: 1.63e-05 |Target 023: 4.09e-05 |Target 024: 5.81e-05 ==================== Epoch #642 | Time: 00d 04h 06m | LR: 2.00e-03 | Epoch time: 22.58 | Train loss: 1.70e-05 | Val loss: 3.30e-05 Target 001 has maximum loss 1.52e-04; Target 020 has minimum loss 1.20e-05 Target 000: 5.40e-05 |Target 001: 1.52e-04 |Target 002: 1.22e-05 |Target 003: 1.57e-05 |Target 004: 1.40e-05 Target 005: 3.69e-05 |Target 006: 9.43e-05 |Target 007: 2.25e-05 |Target 008: 3.18e-05 |Target 009: 2.88e-05 Target 010: 1.23e-05 |Target 011: 3.31e-05 |Target 012: 2.42e-05 |Target 013: 3.09e-05 |Target 014: 1.75e-05 Target 015: 1.68e-05 |Target 016: 3.22e-05 |Target 017: 3.23e-05 |Target 018: 4.49e-05 |Target 019: 4.15e-05 Target 020: 1.20e-05 |Target 021: 3.09e-05 |Target 022: 1.64e-05 |Target 023: 4.05e-05 |Target 024: 5.42e-05 ==================== Epoch #643 | Time: 00d 04h 06m | LR: 2.00e-03 | Epoch time: 22.45 | Train loss: 1.62e-05 | Val loss: 3.19e-05 Target 001 has maximum loss 1.30e-04; Target 002 has minimum loss 1.05e-05 Target 000: 5.68e-05 |Target 001: 1.30e-04 |Target 002: 1.05e-05 |Target 003: 1.77e-05 |Target 004: 1.48e-05 Target 005: 3.57e-05 |Target 006: 6.98e-05 |Target 007: 2.15e-05 |Target 008: 2.95e-05 |Target 009: 3.31e-05 Target 010: 1.13e-05 |Target 011: 3.08e-05 |Target 012: 2.67e-05 |Target 013: 2.62e-05 |Target 014: 1.65e-05 Target 015: 1.59e-05 |Target 016: 2.76e-05 |Target 017: 2.58e-05 |Target 018: 4.50e-05 |Target 019: 4.00e-05 Target 020: 1.39e-05 |Target 021: 3.30e-05 |Target 022: 1.59e-05 |Target 023: 3.84e-05 |Target 024: 5.45e-05 ==================== Epoch #644 | Time: 00d 04h 07m | LR: 2.00e-03 | Epoch time: 22.84 | Train loss: 1.66e-05 | Val loss: 3.80e-05 Target 001 has maximum loss 1.46e-04; Target 010 has minimum loss 1.07e-05 Target 000: 1.16e-04 |Target 001: 1.46e-04 |Target 002: 1.09e-05 |Target 003: 1.76e-05 |Target 004: 1.49e-05 Target 005: 3.67e-05 |Target 006: 7.92e-05 |Target 007: 2.44e-05 |Target 008: 3.74e-05 |Target 009: 3.27e-05 Target 010: 1.07e-05 |Target 011: 3.33e-05 |Target 012: 2.71e-05 |Target 013: 3.32e-05 |Target 014: 1.69e-05 Target 015: 1.81e-05 |Target 016: 3.01e-05 |Target 017: 3.38e-05 |Target 018: 5.80e-05 |Target 019: 4.25e-05 Target 020: 1.35e-05 |Target 021: 3.31e-05 |Target 022: 1.68e-05 |Target 023: 5.22e-05 |Target 024: 6.89e-05 ==================== Epoch #645 | Time: 00d 04h 07m | LR: 2.00e-03 | Epoch time: 22.41 | Train loss: 1.85e-05 | Val loss: 3.29e-05 Target 006 has maximum loss 7.34e-05; Target 002 has minimum loss 1.10e-05 Target 000: 5.51e-05 |Target 001: 4.79e-05 |Target 002: 1.10e-05 |Target 003: 1.68e-05 |Target 004: 1.54e-05 Target 005: 3.66e-05 |Target 006: 7.34e-05 |Target 007: 2.26e-05 |Target 008: 3.09e-05 |Target 009: 3.26e-05 Target 010: 1.13e-05 |Target 011: 3.22e-05 |Target 012: 2.59e-05 |Target 013: 2.83e-05 |Target 014: 1.76e-05 Target 015: 1.61e-05 |Target 016: 2.98e-05 |Target 017: 2.25e-05 |Target 018: 4.37e-05 |Target 019: 4.32e-05 Target 020: 1.32e-05 |Target 021: 3.35e-05 |Target 022: 1.65e-05 |Target 023: 4.11e-05 |Target 024: 6.01e-05 ==================== Epoch #646 | Time: 00d 04h 07m | LR: 2.00e-03 | Epoch time: 22.53 | Train loss: 1.65e-05 | Val loss: 3.49e-05 Target 000 has maximum loss 7.01e-05; Target 002 has minimum loss 1.16e-05 Target 000: 7.01e-05 |Target 001: 3.10e-05 |Target 002: 1.16e-05 |Target 003: 2.08e-05 |Target 004: 1.47e-05 Target 005: 2.93e-05 |Target 006: 6.97e-05 |Target 007: 2.34e-05 |Target 008: 3.15e-05 |Target 009: 3.35e-05 Target 010: 1.26e-05 |Target 011: 3.35e-05 |Target 012: 2.39e-05 |Target 013: 4.05e-05 |Target 014: 1.96e-05 Target 015: 1.81e-05 |Target 016: 3.27e-05 |Target 017: 2.76e-05 |Target 018: 5.36e-05 |Target 019: 4.61e-05 Target 020: 1.48e-05 |Target 021: 3.15e-05 |Target 022: 1.70e-05 |Target 023: 4.40e-05 |Target 024: 5.85e-05 ==================== Epoch #647 | Time: 00d 04h 08m | LR: 2.00e-03 | Epoch time: 22.52 | Train loss: 1.73e-05 | Val loss: 3.58e-05 Target 001 has maximum loss 1.43e-04; Target 002 has minimum loss 1.12e-05 Target 000: 6.05e-05 |Target 001: 1.43e-04 |Target 002: 1.12e-05 |Target 003: 1.80e-05 |Target 004: 1.46e-05 Target 005: 2.60e-05 |Target 006: 6.77e-05 |Target 007: 2.30e-05 |Target 008: 3.00e-05 |Target 009: 3.17e-05 Target 010: 1.21e-05 |Target 011: 3.50e-05 |Target 012: 3.31e-05 |Target 013: 2.53e-05 |Target 014: 1.82e-05 Target 015: 1.77e-05 |Target 016: 2.87e-05 |Target 017: 2.40e-05 |Target 018: 4.85e-05 |Target 019: 4.26e-05 Target 020: 1.40e-05 |Target 021: 3.43e-05 |Target 022: 1.73e-05 |Target 023: 4.68e-05 |Target 024: 6.81e-05 ==================== Epoch #648 | Time: 00d 04h 08m | LR: 2.00e-03 | Epoch time: 22.47 | Train loss: 2.02e-05 | Val loss: 5.84e-05 Target 005 has maximum loss 2.01e-04; Target 002 has minimum loss 1.90e-05 Target 000: 7.18e-05 |Target 001: 1.19e-04 |Target 002: 1.90e-05 |Target 003: 3.67e-05 |Target 004: 1.96e-05 Target 005: 2.01e-04 |Target 006: 8.10e-05 |Target 007: 2.83e-05 |Target 008: 5.58e-05 |Target 009: 1.78e-04 Target 010: 2.10e-05 |Target 011: 3.80e-05 |Target 012: 3.04e-05 |Target 013: 3.17e-05 |Target 014: 3.26e-05 Target 015: 2.64e-05 |Target 016: 5.67e-05 |Target 017: 2.89e-05 |Target 018: 7.07e-05 |Target 019: 5.71e-05 Target 020: 3.03e-05 |Target 021: 1.28e-04 |Target 022: 2.80e-05 |Target 023: 5.76e-05 |Target 024: 1.08e-04 ==================== Epoch #649 | Time: 00d 04h 08m | LR: 2.00e-03 | Epoch time: 22.51 | Train loss: 3.99e-05 | Val loss: 5.47e-05 Target 024 has maximum loss 1.01e-04; Target 004 has minimum loss 1.72e-05 Target 000: 7.11e-05 |Target 001: 7.81e-05 |Target 002: 3.18e-05 |Target 003: 5.35e-05 |Target 004: 1.72e-05 Target 005: 3.65e-05 |Target 006: 9.48e-05 |Target 007: 2.69e-05 |Target 008: 6.53e-05 |Target 009: 7.18e-05 Target 010: 2.74e-05 |Target 011: 3.56e-05 |Target 012: 2.47e-05 |Target 013: 4.12e-05 |Target 014: 2.40e-05 Target 015: 4.23e-05 |Target 016: 9.33e-05 |Target 017: 3.59e-05 |Target 018: 7.23e-05 |Target 019: 7.59e-05 Target 020: 1.84e-05 |Target 021: 5.27e-05 |Target 022: 2.11e-05 |Target 023: 7.55e-05 |Target 024: 1.01e-04 ==================== Epoch #650 | Time: 00d 04h 09m | LR: 2.00e-03 | Epoch time: 22.40 | Train loss: 3.69e-05 | Val loss: 5.34e-05 Target 009 has maximum loss 1.43e-04; Target 010 has minimum loss 1.63e-05 Target 000: 6.60e-05 |Target 001: 1.12e-04 |Target 002: 1.83e-05 |Target 003: 2.84e-05 |Target 004: 2.98e-05 Target 005: 4.98e-05 |Target 006: 1.09e-04 |Target 007: 2.27e-05 |Target 008: 4.73e-05 |Target 009: 1.43e-04 Target 010: 1.63e-05 |Target 011: 3.33e-05 |Target 012: 3.43e-05 |Target 013: 3.47e-05 |Target 014: 2.25e-05 Target 015: 2.60e-05 |Target 016: 6.09e-05 |Target 017: 3.81e-05 |Target 018: 6.77e-05 |Target 019: 6.49e-05 Target 020: 2.11e-05 |Target 021: 1.04e-04 |Target 022: 2.15e-05 |Target 023: 6.56e-05 |Target 024: 8.96e-05 ==================== Epoch #651 | Time: 00d 04h 09m | LR: 2.00e-03 | Epoch time: 23.07 | Train loss: 6.07e-05 | Val loss: 6.99e-05 Target 000 has maximum loss 2.75e-04; Target 020 has minimum loss 2.66e-05 Target 000: 2.75e-04 |Target 001: 3.53e-05 |Target 002: 3.53e-05 |Target 003: 4.07e-05 |Target 004: 3.24e-05 Target 005: 2.48e-04 |Target 006: 1.20e-04 |Target 007: 5.08e-05 |Target 008: 6.57e-05 |Target 009: 1.23e-04 Target 010: 4.98e-05 |Target 011: 6.41e-05 |Target 012: 2.84e-05 |Target 013: 4.14e-05 |Target 014: 4.01e-05 Target 015: 3.76e-05 |Target 016: 8.33e-05 |Target 017: 5.46e-05 |Target 018: 8.86e-05 |Target 019: 7.98e-05 Target 020: 2.66e-05 |Target 021: 1.07e-04 |Target 022: 3.72e-05 |Target 023: 8.46e-05 |Target 024: 1.15e-04 ==================== Epoch #652 | Time: 00d 04h 10m | LR: 2.00e-03 | Epoch time: 24.92 | Train loss: 8.87e-05 | Val loss: 5.61e-05 Target 000 has maximum loss 1.16e-04; Target 002 has minimum loss 1.96e-05 Target 000: 1.16e-04 |Target 001: 8.80e-05 |Target 002: 1.96e-05 |Target 003: 3.56e-05 |Target 004: 2.15e-05 Target 005: 6.10e-05 |Target 006: 9.95e-05 |Target 007: 5.88e-05 |Target 008: 5.34e-05 |Target 009: 9.71e-05 Target 010: 3.21e-05 |Target 011: 3.79e-05 |Target 012: 3.28e-05 |Target 013: 4.39e-05 |Target 014: 3.31e-05 Target 015: 2.26e-05 |Target 016: 5.65e-05 |Target 017: 3.94e-05 |Target 018: 6.60e-05 |Target 019: 7.10e-05 Target 020: 2.19e-05 |Target 021: 5.57e-05 |Target 022: 3.31e-05 |Target 023: 6.84e-05 |Target 024: 9.85e-05 ==================== Epoch #653 | Time: 00d 04h 10m | LR: 2.00e-03 | Epoch time: 24.24 | Train loss: 3.11e-05 | Val loss: 4.04e-05 Target 005 has maximum loss 1.09e-04; Target 002 has minimum loss 1.31e-05 Target 000: 7.27e-05 |Target 001: 4.49e-05 |Target 002: 1.31e-05 |Target 003: 2.10e-05 |Target 004: 1.77e-05 Target 005: 1.09e-04 |Target 006: 7.89e-05 |Target 007: 2.69e-05 |Target 008: 4.30e-05 |Target 009: 6.50e-05 Target 010: 1.78e-05 |Target 011: 3.72e-05 |Target 012: 2.63e-05 |Target 013: 2.65e-05 |Target 014: 2.06e-05 Target 015: 1.92e-05 |Target 016: 4.37e-05 |Target 017: 3.53e-05 |Target 018: 6.04e-05 |Target 019: 4.84e-05 Target 020: 1.94e-05 |Target 021: 4.09e-05 |Target 022: 1.94e-05 |Target 023: 4.77e-05 |Target 024: 7.05e-05 ==================== Epoch #654 | Time: 00d 04h 10m | LR: 2.00e-03 | Epoch time: 26.81 | Train loss: 2.00e-05 | Val loss: 3.92e-05 Target 006 has maximum loss 9.26e-05; Target 002 has minimum loss 1.27e-05 Target 000: 6.62e-05 |Target 001: 5.43e-05 |Target 002: 1.27e-05 |Target 003: 1.92e-05 |Target 004: 1.69e-05 Target 005: 3.17e-05 |Target 006: 9.26e-05 |Target 007: 3.17e-05 |Target 008: 3.66e-05 |Target 009: 3.34e-05 Target 010: 1.52e-05 |Target 011: 3.46e-05 |Target 012: 2.75e-05 |Target 013: 4.06e-05 |Target 014: 2.14e-05 Target 015: 1.93e-05 |Target 016: 3.53e-05 |Target 017: 3.60e-05 |Target 018: 5.46e-05 |Target 019: 4.72e-05 Target 020: 1.55e-05 |Target 021: 3.51e-05 |Target 022: 1.95e-05 |Target 023: 4.76e-05 |Target 024: 7.20e-05 ==================== Epoch #655 | Time: 00d 04h 11m | LR: 2.00e-03 | Epoch time: 22.80 | Train loss: 1.79e-05 | Val loss: 3.38e-05 Target 006 has maximum loss 1.17e-04; Target 010 has minimum loss 1.18e-05 Target 000: 6.77e-05 |Target 001: 5.24e-05 |Target 002: 1.29e-05 |Target 003: 1.79e-05 |Target 004: 1.76e-05 Target 005: 3.31e-05 |Target 006: 1.17e-04 |Target 007: 2.20e-05 |Target 008: 3.17e-05 |Target 009: 3.50e-05 Target 010: 1.18e-05 |Target 011: 3.25e-05 |Target 012: 3.02e-05 |Target 013: 2.88e-05 |Target 014: 1.79e-05 Target 015: 1.75e-05 |Target 016: 2.87e-05 |Target 017: 2.36e-05 |Target 018: 4.78e-05 |Target 019: 4.23e-05 Target 020: 1.39e-05 |Target 021: 3.54e-05 |Target 022: 1.68e-05 |Target 023: 4.19e-05 |Target 024: 5.83e-05 ==================== Epoch #656 | Time: 00d 04h 11m | LR: 2.00e-03 | Epoch time: 22.91 | Train loss: 1.39e-05 | Val loss: 3.28e-05 Target 000 has maximum loss 1.72e-04; Target 002 has minimum loss 1.09e-05 Target 000: 1.72e-04 |Target 001: 1.26e-04 |Target 002: 1.09e-05 |Target 003: 1.76e-05 |Target 004: 1.49e-05 Target 005: 3.65e-05 |Target 006: 9.73e-05 |Target 007: 2.15e-05 |Target 008: 2.93e-05 |Target 009: 2.97e-05 Target 010: 1.11e-05 |Target 011: 3.19e-05 |Target 012: 2.20e-05 |Target 013: 2.66e-05 |Target 014: 1.70e-05 Target 015: 1.62e-05 |Target 016: 2.91e-05 |Target 017: 2.18e-05 |Target 018: 4.18e-05 |Target 019: 4.07e-05 Target 020: 1.29e-05 |Target 021: 3.49e-05 |Target 022: 1.66e-05 |Target 023: 3.87e-05 |Target 024: 5.74e-05 ==================== Epoch #657 | Time: 00d 04h 12m | LR: 2.00e-03 | Epoch time: 23.13 | Train loss: 1.56e-05 | Val loss: 3.52e-05 Target 000 has maximum loss 9.25e-05; Target 002 has minimum loss 1.22e-05 Target 000: 9.25e-05 |Target 001: 4.04e-05 |Target 002: 1.22e-05 |Target 003: 2.08e-05 |Target 004: 1.58e-05 Target 005: 8.13e-05 |Target 006: 7.53e-05 |Target 007: 2.35e-05 |Target 008: 3.24e-05 |Target 009: 3.22e-05 Target 010: 1.27e-05 |Target 011: 3.32e-05 |Target 012: 2.33e-05 |Target 013: 3.10e-05 |Target 014: 1.84e-05 Target 015: 1.75e-05 |Target 016: 3.27e-05 |Target 017: 4.21e-05 |Target 018: 4.62e-05 |Target 019: 4.41e-05 Target 020: 1.46e-05 |Target 021: 3.34e-05 |Target 022: 1.78e-05 |Target 023: 4.32e-05 |Target 024: 5.96e-05 ==================== Epoch #658 | Time: 00d 04h 12m | LR: 2.00e-03 | Epoch time: 22.61 | Train loss: 1.55e-05 | Val loss: 3.21e-05 Target 001 has maximum loss 1.24e-04; Target 002 has minimum loss 1.12e-05 Target 000: 6.37e-05 |Target 001: 1.24e-04 |Target 002: 1.12e-05 |Target 003: 1.63e-05 |Target 004: 1.60e-05 Target 005: 5.51e-05 |Target 006: 9.63e-05 |Target 007: 2.29e-05 |Target 008: 3.39e-05 |Target 009: 2.74e-05 Target 010: 1.14e-05 |Target 011: 3.18e-05 |Target 012: 2.63e-05 |Target 013: 2.44e-05 |Target 014: 1.76e-05 Target 015: 1.64e-05 |Target 016: 3.10e-05 |Target 017: 2.33e-05 |Target 018: 4.22e-05 |Target 019: 4.13e-05 Target 020: 1.31e-05 |Target 021: 3.19e-05 |Target 022: 1.64e-05 |Target 023: 4.02e-05 |Target 024: 5.39e-05 ==================== Epoch #659 | Time: 00d 04h 12m | LR: 2.00e-03 | Epoch time: 23.00 | Train loss: 1.39e-05 | Val loss: 3.07e-05 Target 001 has maximum loss 7.06e-05; Target 010 has minimum loss 1.13e-05 Target 000: 6.29e-05 |Target 001: 7.06e-05 |Target 002: 1.21e-05 |Target 003: 1.82e-05 |Target 004: 1.46e-05 Target 005: 3.72e-05 |Target 006: 6.99e-05 |Target 007: 2.14e-05 |Target 008: 2.89e-05 |Target 009: 2.91e-05 Target 010: 1.13e-05 |Target 011: 3.20e-05 |Target 012: 2.14e-05 |Target 013: 2.73e-05 |Target 014: 1.66e-05 Target 015: 1.65e-05 |Target 016: 3.21e-05 |Target 017: 2.66e-05 |Target 018: 4.09e-05 |Target 019: 3.95e-05 Target 020: 1.34e-05 |Target 021: 2.96e-05 |Target 022: 1.59e-05 |Target 023: 3.91e-05 |Target 024: 5.13e-05 ==================== Epoch #660 | Time: 00d 04h 13m | LR: 2.00e-03 | Epoch time: 23.34 | Train loss: 1.44e-05 | Val loss: 3.09e-05 Target 006 has maximum loss 7.19e-05; Target 002 has minimum loss 1.08e-05 Target 000: 5.64e-05 |Target 001: 7.04e-05 |Target 002: 1.08e-05 |Target 003: 1.56e-05 |Target 004: 1.55e-05 Target 005: 3.60e-05 |Target 006: 7.19e-05 |Target 007: 2.16e-05 |Target 008: 2.96e-05 |Target 009: 2.77e-05 Target 010: 1.17e-05 |Target 011: 3.15e-05 |Target 012: 2.28e-05 |Target 013: 2.44e-05 |Target 014: 1.71e-05 Target 015: 1.60e-05 |Target 016: 2.75e-05 |Target 017: 2.36e-05 |Target 018: 4.14e-05 |Target 019: 3.99e-05 Target 020: 1.27e-05 |Target 021: 3.21e-05 |Target 022: 1.61e-05 |Target 023: 4.05e-05 |Target 024: 5.34e-05 ==================== Epoch #661 | Time: 00d 04h 13m | LR: 2.00e-03 | Epoch time: 22.68 | Train loss: 1.40e-05 | Val loss: 3.39e-05 Target 005 has maximum loss 1.15e-04; Target 010 has minimum loss 1.22e-05 Target 000: 6.75e-05 |Target 001: 8.46e-05 |Target 002: 1.25e-05 |Target 003: 1.63e-05 |Target 004: 1.51e-05 Target 005: 1.15e-04 |Target 006: 9.88e-05 |Target 007: 2.20e-05 |Target 008: 3.42e-05 |Target 009: 2.83e-05 Target 010: 1.22e-05 |Target 011: 3.24e-05 |Target 012: 2.24e-05 |Target 013: 2.61e-05 |Target 014: 1.75e-05 Target 015: 1.65e-05 |Target 016: 3.42e-05 |Target 017: 2.25e-05 |Target 018: 4.60e-05 |Target 019: 4.17e-05 Target 020: 1.30e-05 |Target 021: 2.97e-05 |Target 022: 1.68e-05 |Target 023: 4.05e-05 |Target 024: 6.35e-05 ==================== Epoch #662 | Time: 00d 04h 14m | LR: 2.00e-03 | Epoch time: 24.75 | Train loss: 1.48e-05 | Val loss: 3.33e-05 Target 001 has maximum loss 1.29e-04; Target 010 has minimum loss 1.18e-05 Target 000: 8.94e-05 |Target 001: 1.29e-04 |Target 002: 1.21e-05 |Target 003: 1.73e-05 |Target 004: 1.49e-05 Target 005: 6.63e-05 |Target 006: 6.52e-05 |Target 007: 2.13e-05 |Target 008: 3.24e-05 |Target 009: 3.66e-05 Target 010: 1.18e-05 |Target 011: 3.30e-05 |Target 012: 2.39e-05 |Target 013: 3.14e-05 |Target 014: 1.87e-05 Target 015: 1.77e-05 |Target 016: 3.01e-05 |Target 017: 2.51e-05 |Target 018: 4.24e-05 |Target 019: 4.18e-05 Target 020: 1.31e-05 |Target 021: 3.64e-05 |Target 022: 1.70e-05 |Target 023: 4.23e-05 |Target 024: 5.42e-05 ==================== Epoch #663 | Time: 00d 04h 14m | LR: 2.00e-03 | Epoch time: 23.27 | Train loss: 1.77e-05 | Val loss: 3.43e-05 Target 000 has maximum loss 8.75e-05; Target 002 has minimum loss 1.18e-05 Target 000: 8.75e-05 |Target 001: 3.67e-05 |Target 002: 1.18e-05 |Target 003: 1.91e-05 |Target 004: 1.45e-05 Target 005: 7.42e-05 |Target 006: 6.47e-05 |Target 007: 2.32e-05 |Target 008: 3.68e-05 |Target 009: 3.75e-05 Target 010: 1.34e-05 |Target 011: 3.24e-05 |Target 012: 2.57e-05 |Target 013: 2.88e-05 |Target 014: 1.77e-05 Target 015: 1.75e-05 |Target 016: 3.83e-05 |Target 017: 2.43e-05 |Target 018: 4.60e-05 |Target 019: 4.55e-05 Target 020: 1.25e-05 |Target 021: 4.30e-05 |Target 022: 1.68e-05 |Target 023: 4.22e-05 |Target 024: 5.84e-05 ==================== Epoch #664 | Time: 00d 04h 14m | LR: 2.00e-03 | Epoch time: 22.51 | Train loss: 1.88e-05 | Val loss: 3.59e-05 Target 006 has maximum loss 1.23e-04; Target 002 has minimum loss 1.17e-05 Target 000: 5.53e-05 |Target 001: 1.00e-04 |Target 002: 1.17e-05 |Target 003: 1.90e-05 |Target 004: 1.48e-05 Target 005: 5.70e-05 |Target 006: 1.23e-04 |Target 007: 2.29e-05 |Target 008: 3.81e-05 |Target 009: 3.58e-05 Target 010: 1.20e-05 |Target 011: 3.32e-05 |Target 012: 2.42e-05 |Target 013: 2.57e-05 |Target 014: 1.76e-05 Target 015: 1.98e-05 |Target 016: 4.31e-05 |Target 017: 2.48e-05 |Target 018: 5.20e-05 |Target 019: 4.84e-05 Target 020: 1.34e-05 |Target 021: 3.95e-05 |Target 022: 1.68e-05 |Target 023: 4.65e-05 |Target 024: 6.11e-05 ==================== Epoch #665 | Time: 00d 04h 15m | LR: 2.00e-03 | Epoch time: 24.98 | Train loss: 1.94e-05 | Val loss: 3.81e-05 Target 006 has maximum loss 1.29e-04; Target 010 has minimum loss 1.27e-05 Target 000: 7.45e-05 |Target 001: 9.84e-05 |Target 002: 1.41e-05 |Target 003: 2.38e-05 |Target 004: 1.59e-05 Target 005: 9.54e-05 |Target 006: 1.29e-04 |Target 007: 2.72e-05 |Target 008: 3.56e-05 |Target 009: 3.52e-05 Target 010: 1.27e-05 |Target 011: 3.88e-05 |Target 012: 2.38e-05 |Target 013: 2.75e-05 |Target 014: 2.04e-05 Target 015: 1.95e-05 |Target 016: 3.37e-05 |Target 017: 3.58e-05 |Target 018: 5.30e-05 |Target 019: 5.18e-05 Target 020: 1.45e-05 |Target 021: 3.93e-05 |Target 022: 1.85e-05 |Target 023: 5.05e-05 |Target 024: 6.07e-05 ==================== Epoch #666 | Time: 00d 04h 15m | LR: 2.00e-03 | Epoch time: 24.23 | Train loss: 1.60e-05 | Val loss: 3.18e-05 Target 006 has maximum loss 1.06e-04; Target 010 has minimum loss 1.21e-05 Target 000: 7.33e-05 |Target 001: 1.04e-04 |Target 002: 1.45e-05 |Target 003: 1.82e-05 |Target 004: 1.44e-05 Target 005: 3.40e-05 |Target 006: 1.06e-04 |Target 007: 2.20e-05 |Target 008: 3.05e-05 |Target 009: 2.95e-05 Target 010: 1.21e-05 |Target 011: 3.17e-05 |Target 012: 2.80e-05 |Target 013: 2.57e-05 |Target 014: 1.67e-05 Target 015: 1.69e-05 |Target 016: 2.82e-05 |Target 017: 2.49e-05 |Target 018: 4.47e-05 |Target 019: 3.93e-05 Target 020: 1.34e-05 |Target 021: 3.19e-05 |Target 022: 1.57e-05 |Target 023: 3.99e-05 |Target 024: 5.19e-05 ==================== Epoch #667 | Time: 00d 04h 16m | LR: 2.00e-03 | Epoch time: 22.65 | Train loss: 1.78e-05 | Val loss: 3.99e-05 Target 006 has maximum loss 9.10e-05; Target 020 has minimum loss 1.60e-05 Target 000: 6.67e-05 |Target 001: 6.17e-05 |Target 002: 1.97e-05 |Target 003: 2.52e-05 |Target 004: 1.90e-05 Target 005: 8.10e-05 |Target 006: 9.10e-05 |Target 007: 2.98e-05 |Target 008: 4.48e-05 |Target 009: 3.66e-05 Target 010: 2.08e-05 |Target 011: 3.98e-05 |Target 012: 2.64e-05 |Target 013: 3.14e-05 |Target 014: 2.18e-05 Target 015: 2.41e-05 |Target 016: 4.41e-05 |Target 017: 3.62e-05 |Target 018: 5.68e-05 |Target 019: 4.97e-05 Target 020: 1.60e-05 |Target 021: 4.42e-05 |Target 022: 2.05e-05 |Target 023: 4.64e-05 |Target 024: 6.76e-05 ==================== Epoch #668 | Time: 00d 04h 16m | LR: 2.00e-03 | Epoch time: 22.25 | Train loss: 1.90e-05 | Val loss: 3.43e-05 Target 000 has maximum loss 9.62e-05; Target 010 has minimum loss 1.11e-05 Target 000: 9.62e-05 |Target 001: 4.63e-05 |Target 002: 1.16e-05 |Target 003: 1.79e-05 |Target 004: 1.48e-05 Target 005: 3.06e-05 |Target 006: 8.18e-05 |Target 007: 2.33e-05 |Target 008: 3.39e-05 |Target 009: 4.03e-05 Target 010: 1.11e-05 |Target 011: 3.43e-05 |Target 012: 2.37e-05 |Target 013: 2.54e-05 |Target 014: 1.70e-05 Target 015: 1.66e-05 |Target 016: 3.11e-05 |Target 017: 2.81e-05 |Target 018: 4.72e-05 |Target 019: 4.15e-05 Target 020: 1.31e-05 |Target 021: 3.54e-05 |Target 022: 1.62e-05 |Target 023: 4.12e-05 |Target 024: 6.52e-05 ==================== Epoch #669 | Time: 00d 04h 16m | LR: 2.00e-03 | Epoch time: 24.56 | Train loss: 1.76e-05 | Val loss: 3.60e-05 Target 005 has maximum loss 1.86e-04; Target 002 has minimum loss 1.18e-05 Target 000: 5.64e-05 |Target 001: 1.01e-04 |Target 002: 1.18e-05 |Target 003: 2.22e-05 |Target 004: 1.71e-05 Target 005: 1.86e-04 |Target 006: 6.54e-05 |Target 007: 2.25e-05 |Target 008: 3.48e-05 |Target 009: 3.18e-05 Target 010: 1.34e-05 |Target 011: 3.49e-05 |Target 012: 2.27e-05 |Target 013: 3.27e-05 |Target 014: 1.83e-05 Target 015: 1.88e-05 |Target 016: 3.52e-05 |Target 017: 2.61e-05 |Target 018: 6.17e-05 |Target 019: 4.31e-05 Target 020: 1.26e-05 |Target 021: 3.38e-05 |Target 022: 1.64e-05 |Target 023: 4.24e-05 |Target 024: 6.11e-05 ==================== Epoch #670 | Time: 00d 04h 17m | LR: 2.00e-03 | Epoch time: 22.73 | Train loss: 1.47e-05 | Val loss: 3.32e-05 Target 006 has maximum loss 6.77e-05; Target 002 has minimum loss 1.06e-05 Target 000: 5.84e-05 |Target 001: 3.54e-05 |Target 002: 1.06e-05 |Target 003: 1.59e-05 |Target 004: 1.38e-05 Target 005: 3.73e-05 |Target 006: 6.77e-05 |Target 007: 2.37e-05 |Target 008: 3.36e-05 |Target 009: 2.85e-05 Target 010: 1.09e-05 |Target 011: 3.19e-05 |Target 012: 1.99e-05 |Target 013: 2.54e-05 |Target 014: 1.83e-05 Target 015: 1.66e-05 |Target 016: 3.29e-05 |Target 017: 2.26e-05 |Target 018: 4.91e-05 |Target 019: 4.63e-05 Target 020: 1.22e-05 |Target 021: 3.25e-05 |Target 022: 1.59e-05 |Target 023: 4.26e-05 |Target 024: 6.17e-05 ==================== Epoch #671 | Time: 00d 04h 17m | LR: 2.00e-03 | Epoch time: 23.14 | Train loss: 1.46e-05 | Val loss: 3.51e-05 Target 001 has maximum loss 1.53e-04; Target 002 has minimum loss 1.17e-05 Target 000: 1.23e-04 |Target 001: 1.53e-04 |Target 002: 1.17e-05 |Target 003: 1.75e-05 |Target 004: 1.48e-05 Target 005: 3.57e-05 |Target 006: 8.26e-05 |Target 007: 2.24e-05 |Target 008: 3.03e-05 |Target 009: 3.10e-05 Target 010: 1.20e-05 |Target 011: 3.21e-05 |Target 012: 3.05e-05 |Target 013: 3.07e-05 |Target 014: 1.73e-05 Target 015: 1.62e-05 |Target 016: 2.78e-05 |Target 017: 3.78e-05 |Target 018: 4.77e-05 |Target 019: 4.17e-05 Target 020: 1.34e-05 |Target 021: 3.42e-05 |Target 022: 1.68e-05 |Target 023: 4.19e-05 |Target 024: 5.94e-05 ==================== Epoch #672 | Time: 00d 04h 18m | LR: 2.00e-03 | Epoch time: 22.93 | Train loss: 1.71e-05 | Val loss: 3.47e-05 Target 005 has maximum loss 1.48e-04; Target 002 has minimum loss 1.37e-05 Target 000: 5.93e-05 |Target 001: 6.91e-05 |Target 002: 1.37e-05 |Target 003: 2.14e-05 |Target 004: 1.69e-05 Target 005: 1.48e-04 |Target 006: 6.83e-05 |Target 007: 2.36e-05 |Target 008: 3.92e-05 |Target 009: 3.32e-05 Target 010: 1.73e-05 |Target 011: 3.52e-05 |Target 012: 2.41e-05 |Target 013: 2.73e-05 |Target 014: 1.87e-05 Target 015: 1.87e-05 |Target 016: 3.47e-05 |Target 017: 2.91e-05 |Target 018: 4.72e-05 |Target 019: 4.40e-05 Target 020: 1.42e-05 |Target 021: 3.40e-05 |Target 022: 1.81e-05 |Target 023: 4.16e-05 |Target 024: 5.72e-05 ==================== Epoch #673 | Time: 00d 04h 18m | LR: 2.00e-03 | Epoch time: 22.34 | Train loss: 2.05e-05 | Val loss: 3.77e-05 Target 001 has maximum loss 1.42e-04; Target 020 has minimum loss 1.49e-05 Target 000: 5.81e-05 |Target 001: 1.42e-04 |Target 002: 1.49e-05 |Target 003: 2.01e-05 |Target 004: 1.88e-05 Target 005: 4.49e-05 |Target 006: 8.45e-05 |Target 007: 2.88e-05 |Target 008: 3.87e-05 |Target 009: 3.70e-05 Target 010: 2.05e-05 |Target 011: 3.60e-05 |Target 012: 2.70e-05 |Target 013: 2.84e-05 |Target 014: 1.92e-05 Target 015: 1.88e-05 |Target 016: 3.70e-05 |Target 017: 3.36e-05 |Target 018: 5.28e-05 |Target 019: 4.57e-05 Target 020: 1.49e-05 |Target 021: 4.19e-05 |Target 022: 1.90e-05 |Target 023: 4.59e-05 |Target 024: 6.46e-05 ==================== Epoch #674 | Time: 00d 04h 18m | LR: 2.00e-03 | Epoch time: 23.27 | Train loss: 2.00e-05 | Val loss: 3.76e-05 Target 001 has maximum loss 9.74e-05; Target 020 has minimum loss 1.46e-05 Target 000: 8.65e-05 |Target 001: 9.74e-05 |Target 002: 1.64e-05 |Target 003: 2.50e-05 |Target 004: 1.93e-05 Target 005: 3.88e-05 |Target 006: 9.46e-05 |Target 007: 2.53e-05 |Target 008: 3.76e-05 |Target 009: 3.34e-05 Target 010: 1.55e-05 |Target 011: 3.76e-05 |Target 012: 2.39e-05 |Target 013: 3.03e-05 |Target 014: 2.00e-05 Target 015: 2.12e-05 |Target 016: 4.17e-05 |Target 017: 3.39e-05 |Target 018: 6.10e-05 |Target 019: 4.65e-05 Target 020: 1.46e-05 |Target 021: 3.74e-05 |Target 022: 1.88e-05 |Target 023: 4.44e-05 |Target 024: 6.26e-05 ==================== Epoch #675 | Time: 00d 04h 19m | LR: 2.00e-03 | Epoch time: 24.48 | Train loss: 1.94e-05 | Val loss: 3.63e-05 Target 001 has maximum loss 9.61e-05; Target 020 has minimum loss 1.49e-05 Target 000: 9.25e-05 |Target 001: 9.61e-05 |Target 002: 1.72e-05 |Target 003: 1.96e-05 |Target 004: 1.60e-05 Target 005: 3.08e-05 |Target 006: 8.23e-05 |Target 007: 2.35e-05 |Target 008: 3.16e-05 |Target 009: 3.15e-05 Target 010: 1.50e-05 |Target 011: 3.38e-05 |Target 012: 2.78e-05 |Target 013: 2.60e-05 |Target 014: 1.93e-05 Target 015: 1.74e-05 |Target 016: 3.46e-05 |Target 017: 2.54e-05 |Target 018: 6.43e-05 |Target 019: 4.41e-05 Target 020: 1.49e-05 |Target 021: 3.32e-05 |Target 022: 1.82e-05 |Target 023: 4.36e-05 |Target 024: 6.44e-05 ==================== Epoch #676 | Time: 00d 04h 19m | LR: 2.00e-03 | Epoch time: 22.94 | Train loss: 2.05e-05 | Val loss: 4.10e-05 Target 006 has maximum loss 9.59e-05; Target 020 has minimum loss 1.38e-05 Target 000: 8.21e-05 |Target 001: 7.48e-05 |Target 002: 1.43e-05 |Target 003: 2.06e-05 |Target 004: 1.52e-05 Target 005: 6.24e-05 |Target 006: 9.59e-05 |Target 007: 2.77e-05 |Target 008: 3.30e-05 |Target 009: 4.16e-05 Target 010: 1.49e-05 |Target 011: 3.55e-05 |Target 012: 2.55e-05 |Target 013: 3.47e-05 |Target 014: 1.92e-05 Target 015: 1.84e-05 |Target 016: 4.53e-05 |Target 017: 3.06e-05 |Target 018: 7.87e-05 |Target 019: 5.57e-05 Target 020: 1.38e-05 |Target 021: 3.37e-05 |Target 022: 1.91e-05 |Target 023: 4.73e-05 |Target 024: 7.27e-05 ==================== Epoch #677 | Time: 00d 04h 20m | LR: 2.00e-03 | Epoch time: 22.51 | Train loss: 2.77e-05 | Val loss: 4.78e-05 Target 001 has maximum loss 1.53e-04; Target 020 has minimum loss 1.69e-05 Target 000: 7.87e-05 |Target 001: 1.53e-04 |Target 002: 2.48e-05 |Target 003: 3.07e-05 |Target 004: 1.82e-05 Target 005: 5.75e-05 |Target 006: 8.99e-05 |Target 007: 4.75e-05 |Target 008: 6.10e-05 |Target 009: 4.65e-05 Target 010: 2.52e-05 |Target 011: 4.82e-05 |Target 012: 2.36e-05 |Target 013: 3.07e-05 |Target 014: 2.82e-05 Target 015: 2.58e-05 |Target 016: 6.23e-05 |Target 017: 2.86e-05 |Target 018: 7.32e-05 |Target 019: 6.13e-05 Target 020: 1.69e-05 |Target 021: 4.93e-05 |Target 022: 2.74e-05 |Target 023: 6.49e-05 |Target 024: 7.75e-05 ==================== Epoch #678 | Time: 00d 04h 20m | LR: 2.00e-03 | Epoch time: 24.29 | Train loss: 3.59e-05 | Val loss: 4.87e-05 Target 001 has maximum loss 2.50e-04; Target 010 has minimum loss 1.48e-05 Target 000: 9.43e-05 |Target 001: 2.50e-04 |Target 002: 2.06e-05 |Target 003: 4.32e-05 |Target 004: 1.74e-05 Target 005: 6.69e-05 |Target 006: 9.79e-05 |Target 007: 2.34e-05 |Target 008: 4.53e-05 |Target 009: 8.11e-05 Target 010: 1.48e-05 |Target 011: 3.71e-05 |Target 012: 3.22e-05 |Target 013: 3.95e-05 |Target 014: 2.27e-05 Target 015: 2.01e-05 |Target 016: 3.42e-05 |Target 017: 3.28e-05 |Target 018: 7.51e-05 |Target 019: 5.17e-05 Target 020: 2.00e-05 |Target 021: 8.16e-05 |Target 022: 2.17e-05 |Target 023: 5.57e-05 |Target 024: 8.45e-05 ==================== Epoch #679 | Time: 00d 04h 20m | LR: 2.00e-03 | Epoch time: 23.93 | Train loss: 2.26e-05 | Val loss: 4.86e-05 Target 001 has maximum loss 2.10e-04; Target 020 has minimum loss 1.43e-05 Target 000: 1.03e-04 |Target 001: 2.10e-04 |Target 002: 2.33e-05 |Target 003: 5.96e-05 |Target 004: 1.72e-05 Target 005: 8.98e-05 |Target 006: 1.10e-04 |Target 007: 2.52e-05 |Target 008: 3.32e-05 |Target 009: 3.63e-05 Target 010: 2.59e-05 |Target 011: 3.66e-05 |Target 012: 3.90e-05 |Target 013: 3.79e-05 |Target 014: 3.38e-05 Target 015: 2.27e-05 |Target 016: 3.16e-05 |Target 017: 3.47e-05 |Target 018: 8.58e-05 |Target 019: 5.87e-05 Target 020: 1.43e-05 |Target 021: 3.55e-05 |Target 022: 3.06e-05 |Target 023: 4.78e-05 |Target 024: 8.31e-05 ==================== Epoch #680 | Time: 00d 04h 21m | LR: 2.00e-03 | Epoch time: 24.45 | Train loss: 2.03e-05 | Val loss: 4.21e-05 Target 001 has maximum loss 1.83e-04; Target 004 has minimum loss 1.56e-05 Target 000: 1.13e-04 |Target 001: 1.83e-04 |Target 002: 1.75e-05 |Target 003: 2.20e-05 |Target 004: 1.56e-05 Target 005: 4.64e-05 |Target 006: 1.09e-04 |Target 007: 2.66e-05 |Target 008: 4.45e-05 |Target 009: 6.00e-05 Target 010: 2.33e-05 |Target 011: 3.25e-05 |Target 012: 2.24e-05 |Target 013: 3.03e-05 |Target 014: 1.89e-05 Target 015: 2.29e-05 |Target 016: 5.55e-05 |Target 017: 3.05e-05 |Target 018: 6.41e-05 |Target 019: 5.04e-05 Target 020: 1.57e-05 |Target 021: 5.75e-05 |Target 022: 1.87e-05 |Target 023: 4.49e-05 |Target 024: 7.50e-05 ==================== Epoch #681 | Time: 00d 04h 21m | LR: 2.00e-03 | Epoch time: 22.36 | Train loss: 1.85e-05 | Val loss: 3.59e-05 Target 000 has maximum loss 1.02e-04; Target 002 has minimum loss 1.23e-05 Target 000: 1.02e-04 |Target 001: 3.67e-05 |Target 002: 1.23e-05 |Target 003: 1.65e-05 |Target 004: 1.66e-05 Target 005: 3.58e-05 |Target 006: 6.85e-05 |Target 007: 2.27e-05 |Target 008: 3.07e-05 |Target 009: 3.49e-05 Target 010: 1.27e-05 |Target 011: 3.30e-05 |Target 012: 3.44e-05 |Target 013: 2.42e-05 |Target 014: 1.74e-05 Target 015: 1.64e-05 |Target 016: 3.16e-05 |Target 017: 2.65e-05 |Target 018: 4.65e-05 |Target 019: 4.35e-05 Target 020: 1.37e-05 |Target 021: 3.31e-05 |Target 022: 1.70e-05 |Target 023: 4.23e-05 |Target 024: 7.26e-05 ==================== Epoch #682 | Time: 00d 04h 22m | LR: 2.00e-03 | Epoch time: 24.47 | Train loss: 1.53e-05 | Val loss: 3.60e-05 Target 001 has maximum loss 1.27e-04; Target 010 has minimum loss 1.29e-05 Target 000: 6.79e-05 |Target 001: 1.27e-04 |Target 002: 1.38e-05 |Target 003: 2.16e-05 |Target 004: 1.40e-05 Target 005: 5.33e-05 |Target 006: 8.51e-05 |Target 007: 2.43e-05 |Target 008: 3.39e-05 |Target 009: 4.33e-05 Target 010: 1.29e-05 |Target 011: 3.62e-05 |Target 012: 2.28e-05 |Target 013: 2.77e-05 |Target 014: 1.79e-05 Target 015: 1.69e-05 |Target 016: 4.03e-05 |Target 017: 2.60e-05 |Target 018: 4.82e-05 |Target 019: 4.59e-05 Target 020: 1.41e-05 |Target 021: 4.15e-05 |Target 022: 1.71e-05 |Target 023: 5.00e-05 |Target 024: 6.02e-05 ==================== Epoch #683 | Time: 00d 04h 22m | LR: 2.00e-03 | Epoch time: 22.49 | Train loss: 1.88e-05 | Val loss: 5.96e-05 Target 001 has maximum loss 1.44e-04; Target 010 has minimum loss 1.79e-05 Target 000: 5.91e-05 |Target 001: 1.44e-04 |Target 002: 2.53e-05 |Target 003: 4.72e-05 |Target 004: 3.86e-05 Target 005: 4.81e-05 |Target 006: 8.83e-05 |Target 007: 3.19e-05 |Target 008: 5.23e-05 |Target 009: 1.24e-04 Target 010: 1.79e-05 |Target 011: 4.63e-05 |Target 012: 3.84e-05 |Target 013: 3.98e-05 |Target 014: 3.31e-05 Target 015: 2.89e-05 |Target 016: 5.37e-05 |Target 017: 4.28e-05 |Target 018: 6.92e-05 |Target 019: 6.40e-05 Target 020: 4.31e-05 |Target 021: 9.72e-05 |Target 022: 3.31e-05 |Target 023: 7.90e-05 |Target 024: 9.80e-05 ==================== Epoch #684 | Time: 00d 04h 22m | LR: 2.00e-03 | Epoch time: 22.45 | Train loss: 5.01e-05 | Val loss: 8.75e-05 Target 009 has maximum loss 3.63e-04; Target 004 has minimum loss 3.46e-05 Target 000: 7.70e-05 |Target 001: 7.39e-05 |Target 002: 3.51e-05 |Target 003: 5.79e-05 |Target 004: 3.46e-05 Target 005: 6.53e-05 |Target 006: 1.32e-04 |Target 007: 5.66e-05 |Target 008: 1.17e-04 |Target 009: 3.63e-04 Target 010: 5.34e-05 |Target 011: 5.01e-05 |Target 012: 5.84e-05 |Target 013: 4.06e-05 |Target 014: 5.46e-05 Target 015: 4.28e-05 |Target 016: 9.34e-05 |Target 017: 6.55e-05 |Target 018: 1.05e-04 |Target 019: 7.87e-05 Target 020: 7.62e-05 |Target 021: 2.12e-04 |Target 022: 4.75e-05 |Target 023: 7.88e-05 |Target 024: 1.27e-04 ==================== Epoch #685 | Time: 00d 04h 23m | LR: 2.00e-03 | Epoch time: 22.52 | Train loss: 5.91e-05 | Val loss: 5.19e-05 Target 000 has maximum loss 2.19e-04; Target 010 has minimum loss 1.53e-05 Target 000: 2.19e-04 |Target 001: 1.31e-04 |Target 002: 1.69e-05 |Target 003: 5.53e-05 |Target 004: 2.49e-05 Target 005: 9.64e-05 |Target 006: 7.96e-05 |Target 007: 3.75e-05 |Target 008: 5.36e-05 |Target 009: 6.59e-05 Target 010: 1.53e-05 |Target 011: 4.57e-05 |Target 012: 3.22e-05 |Target 013: 2.82e-05 |Target 014: 2.39e-05 Target 015: 2.83e-05 |Target 016: 5.72e-05 |Target 017: 4.20e-05 |Target 018: 6.24e-05 |Target 019: 6.07e-05 Target 020: 1.63e-05 |Target 021: 6.79e-05 |Target 022: 2.07e-05 |Target 023: 6.85e-05 |Target 024: 9.41e-05 ==================== Epoch #686 | Time: 00d 04h 23m | LR: 2.00e-03 | Epoch time: 22.36 | Train loss: 2.98e-05 | Val loss: 4.09e-05 Target 000 has maximum loss 1.16e-04; Target 010 has minimum loss 1.41e-05 Target 000: 1.16e-04 |Target 001: 9.35e-05 |Target 002: 1.50e-05 |Target 003: 3.43e-05 |Target 004: 1.67e-05 Target 005: 3.80e-05 |Target 006: 1.11e-04 |Target 007: 2.49e-05 |Target 008: 4.24e-05 |Target 009: 5.77e-05 Target 010: 1.41e-05 |Target 011: 3.53e-05 |Target 012: 2.41e-05 |Target 013: 3.05e-05 |Target 014: 2.48e-05 Target 015: 2.25e-05 |Target 016: 3.91e-05 |Target 017: 2.82e-05 |Target 018: 5.56e-05 |Target 019: 5.12e-05 Target 020: 1.59e-05 |Target 021: 4.23e-05 |Target 022: 2.11e-05 |Target 023: 5.10e-05 |Target 024: 6.96e-05 ==================== Epoch #687 | Time: 00d 04h 23m | LR: 2.00e-03 | Epoch time: 22.26 | Train loss: 3.21e-05 | Val loss: 6.69e-05 Target 016 has maximum loss 1.43e-04; Target 020 has minimum loss 2.31e-05 Target 000: 7.20e-05 |Target 001: 5.37e-05 |Target 002: 3.75e-05 |Target 003: 4.67e-05 |Target 004: 2.61e-05 Target 005: 8.78e-05 |Target 006: 1.19e-04 |Target 007: 7.12e-05 |Target 008: 1.37e-04 |Target 009: 6.96e-05 Target 010: 3.53e-05 |Target 011: 8.18e-05 |Target 012: 3.69e-05 |Target 013: 5.06e-05 |Target 014: 3.39e-05 Target 015: 4.66e-05 |Target 016: 1.43e-04 |Target 017: 5.14e-05 |Target 018: 1.27e-04 |Target 019: 9.04e-05 Target 020: 2.31e-05 |Target 021: 7.75e-05 |Target 022: 3.29e-05 |Target 023: 8.66e-05 |Target 024: 8.60e-05 ==================== Epoch #688 | Time: 00d 04h 24m | LR: 2.00e-03 | Epoch time: 22.69 | Train loss: 3.56e-05 | Val loss: 4.90e-05 Target 006 has maximum loss 1.75e-04; Target 020 has minimum loss 1.65e-05 Target 000: 5.93e-05 |Target 001: 1.23e-04 |Target 002: 1.68e-05 |Target 003: 4.52e-05 |Target 004: 2.32e-05 Target 005: 1.70e-04 |Target 006: 1.75e-04 |Target 007: 3.28e-05 |Target 008: 3.91e-05 |Target 009: 4.06e-05 Target 010: 2.13e-05 |Target 011: 4.15e-05 |Target 012: 4.66e-05 |Target 013: 3.52e-05 |Target 014: 2.53e-05 Target 015: 2.66e-05 |Target 016: 3.94e-05 |Target 017: 3.32e-05 |Target 018: 6.77e-05 |Target 019: 5.79e-05 Target 020: 1.65e-05 |Target 021: 4.15e-05 |Target 022: 2.30e-05 |Target 023: 6.40e-05 |Target 024: 8.64e-05 ==================== Epoch #689 | Time: 00d 04h 24m | LR: 2.00e-03 | Epoch time: 23.46 | Train loss: 2.64e-05 | Val loss: 4.15e-05 Target 001 has maximum loss 2.02e-04; Target 010 has minimum loss 1.52e-05 Target 000: 6.66e-05 |Target 001: 2.02e-04 |Target 002: 1.60e-05 |Target 003: 2.45e-05 |Target 004: 1.76e-05 Target 005: 1.11e-04 |Target 006: 8.98e-05 |Target 007: 3.35e-05 |Target 008: 4.95e-05 |Target 009: 3.91e-05 Target 010: 1.52e-05 |Target 011: 3.75e-05 |Target 012: 4.02e-05 |Target 013: 3.52e-05 |Target 014: 2.02e-05 Target 015: 1.85e-05 |Target 016: 3.80e-05 |Target 017: 3.58e-05 |Target 018: 5.28e-05 |Target 019: 4.78e-05 Target 020: 1.53e-05 |Target 021: 3.42e-05 |Target 022: 1.82e-05 |Target 023: 4.52e-05 |Target 024: 7.47e-05 ==================== Epoch #690 | Time: 00d 04h 25m | LR: 2.00e-03 | Epoch time: 23.76 | Train loss: 1.74e-05 | Val loss: 3.49e-05 Target 000 has maximum loss 1.38e-04; Target 010 has minimum loss 1.09e-05 Target 000: 1.38e-04 |Target 001: 6.40e-05 |Target 002: 1.24e-05 |Target 003: 1.82e-05 |Target 004: 1.52e-05 Target 005: 4.67e-05 |Target 006: 7.07e-05 |Target 007: 2.57e-05 |Target 008: 3.07e-05 |Target 009: 2.96e-05 Target 010: 1.09e-05 |Target 011: 3.42e-05 |Target 012: 2.34e-05 |Target 013: 2.92e-05 |Target 014: 1.92e-05 Target 015: 1.65e-05 |Target 016: 3.15e-05 |Target 017: 2.51e-05 |Target 018: 5.22e-05 |Target 019: 4.52e-05 Target 020: 1.33e-05 |Target 021: 3.17e-05 |Target 022: 1.75e-05 |Target 023: 4.29e-05 |Target 024: 6.17e-05 ==================== Epoch #691 | Time: 00d 04h 25m | LR: 2.00e-03 | Epoch time: 23.10 | Train loss: 1.49e-05 | Val loss: 3.67e-05 Target 000 has maximum loss 2.75e-04; Target 010 has minimum loss 1.25e-05 Target 000: 2.75e-04 |Target 001: 6.99e-05 |Target 002: 1.37e-05 |Target 003: 1.92e-05 |Target 004: 1.54e-05 Target 005: 6.03e-05 |Target 006: 6.65e-05 |Target 007: 2.55e-05 |Target 008: 3.33e-05 |Target 009: 2.84e-05 Target 010: 1.25e-05 |Target 011: 3.40e-05 |Target 012: 2.20e-05 |Target 013: 3.21e-05 |Target 014: 1.81e-05 Target 015: 1.69e-05 |Target 016: 3.05e-05 |Target 017: 2.38e-05 |Target 018: 5.31e-05 |Target 019: 4.25e-05 Target 020: 1.35e-05 |Target 021: 3.72e-05 |Target 022: 1.71e-05 |Target 023: 4.18e-05 |Target 024: 6.93e-05 ==================== Epoch #692 | Time: 00d 04h 25m | LR: 2.00e-03 | Epoch time: 22.96 | Train loss: 1.44e-05 | Val loss: 3.41e-05 Target 000 has maximum loss 1.40e-04; Target 010 has minimum loss 1.26e-05 Target 000: 1.40e-04 |Target 001: 3.69e-05 |Target 002: 1.26e-05 |Target 003: 1.83e-05 |Target 004: 1.46e-05 Target 005: 9.20e-05 |Target 006: 7.25e-05 |Target 007: 2.44e-05 |Target 008: 3.11e-05 |Target 009: 2.86e-05 Target 010: 1.26e-05 |Target 011: 3.39e-05 |Target 012: 2.69e-05 |Target 013: 2.40e-05 |Target 014: 1.86e-05 Target 015: 1.66e-05 |Target 016: 2.99e-05 |Target 017: 2.68e-05 |Target 018: 4.57e-05 |Target 019: 4.44e-05 Target 020: 1.33e-05 |Target 021: 3.06e-05 |Target 022: 1.77e-05 |Target 023: 4.29e-05 |Target 024: 5.91e-05 ==================== Epoch #693 | Time: 00d 04h 26m | LR: 2.00e-03 | Epoch time: 23.40 | Train loss: 1.78e-05 | Val loss: 3.71e-05 Target 005 has maximum loss 1.45e-04; Target 002 has minimum loss 1.17e-05 Target 000: 9.38e-05 |Target 001: 6.69e-05 |Target 002: 1.17e-05 |Target 003: 2.00e-05 |Target 004: 1.59e-05 Target 005: 1.45e-04 |Target 006: 8.97e-05 |Target 007: 2.32e-05 |Target 008: 3.18e-05 |Target 009: 3.06e-05 Target 010: 1.37e-05 |Target 011: 3.38e-05 |Target 012: 3.27e-05 |Target 013: 3.24e-05 |Target 014: 1.93e-05 Target 015: 1.66e-05 |Target 016: 3.16e-05 |Target 017: 4.25e-05 |Target 018: 5.60e-05 |Target 019: 4.19e-05 Target 020: 1.51e-05 |Target 021: 3.27e-05 |Target 022: 1.79e-05 |Target 023: 4.12e-05 |Target 024: 6.29e-05 ==================== Epoch #694 | Time: 00d 04h 26m | LR: 2.00e-03 | Epoch time: 24.57 | Train loss: 1.89e-05 | Val loss: 3.70e-05 Target 001 has maximum loss 2.22e-04; Target 020 has minimum loss 1.31e-05 Target 000: 7.17e-05 |Target 001: 2.22e-04 |Target 002: 1.33e-05 |Target 003: 2.24e-05 |Target 004: 1.52e-05 Target 005: 7.18e-05 |Target 006: 8.22e-05 |Target 007: 2.67e-05 |Target 008: 3.94e-05 |Target 009: 2.98e-05 Target 010: 1.33e-05 |Target 011: 3.49e-05 |Target 012: 3.47e-05 |Target 013: 2.93e-05 |Target 014: 2.01e-05 Target 015: 1.88e-05 |Target 016: 3.15e-05 |Target 017: 2.88e-05 |Target 018: 5.43e-05 |Target 019: 4.31e-05 Target 020: 1.31e-05 |Target 021: 3.23e-05 |Target 022: 1.88e-05 |Target 023: 4.12e-05 |Target 024: 6.34e-05 ==================== Epoch #695 | Time: 00d 04h 27m | LR: 2.00e-03 | Epoch time: 24.06 | Train loss: 1.67e-05 | Val loss: 3.67e-05 Target 001 has maximum loss 3.54e-04; Target 010 has minimum loss 1.07e-05 Target 000: 7.93e-05 |Target 001: 3.54e-04 |Target 002: 1.12e-05 |Target 003: 1.69e-05 |Target 004: 1.44e-05 Target 005: 6.97e-05 |Target 006: 6.52e-05 |Target 007: 2.22e-05 |Target 008: 3.16e-05 |Target 009: 3.31e-05 Target 010: 1.07e-05 |Target 011: 3.18e-05 |Target 012: 3.09e-05 |Target 013: 3.49e-05 |Target 014: 1.80e-05 Target 015: 1.75e-05 |Target 016: 2.87e-05 |Target 017: 4.03e-05 |Target 018: 5.09e-05 |Target 019: 4.00e-05 Target 020: 1.41e-05 |Target 021: 3.20e-05 |Target 022: 1.70e-05 |Target 023: 3.87e-05 |Target 024: 6.14e-05 ==================== Epoch #696 | Time: 00d 04h 27m | LR: 2.00e-03 | Epoch time: 22.85 | Train loss: 1.67e-05 | Val loss: 3.29e-05 Target 000 has maximum loss 1.20e-04; Target 010 has minimum loss 1.04e-05 Target 000: 1.20e-04 |Target 001: 4.12e-05 |Target 002: 1.08e-05 |Target 003: 1.54e-05 |Target 004: 1.37e-05 Target 005: 9.19e-05 |Target 006: 1.00e-04 |Target 007: 2.29e-05 |Target 008: 3.01e-05 |Target 009: 2.93e-05 Target 010: 1.04e-05 |Target 011: 3.20e-05 |Target 012: 2.31e-05 |Target 013: 2.88e-05 |Target 014: 1.69e-05 Target 015: 1.56e-05 |Target 016: 2.92e-05 |Target 017: 2.51e-05 |Target 018: 4.52e-05 |Target 019: 4.14e-05 Target 020: 1.22e-05 |Target 021: 3.07e-05 |Target 022: 1.63e-05 |Target 023: 4.09e-05 |Target 024: 5.76e-05 ==================== Epoch #697 | Time: 00d 04h 27m | LR: 2.00e-03 | Epoch time: 22.49 | Train loss: 1.66e-05 | Val loss: 3.61e-05 Target 000 has maximum loss 1.65e-04; Target 010 has minimum loss 1.10e-05 Target 000: 1.65e-04 |Target 001: 3.83e-05 |Target 002: 1.11e-05 |Target 003: 2.16e-05 |Target 004: 1.41e-05 Target 005: 6.29e-05 |Target 006: 1.08e-04 |Target 007: 2.80e-05 |Target 008: 3.12e-05 |Target 009: 3.38e-05 Target 010: 1.10e-05 |Target 011: 3.32e-05 |Target 012: 2.27e-05 |Target 013: 3.30e-05 |Target 014: 1.89e-05 Target 015: 1.85e-05 |Target 016: 2.95e-05 |Target 017: 2.83e-05 |Target 018: 4.77e-05 |Target 019: 4.67e-05 Target 020: 1.24e-05 |Target 021: 3.76e-05 |Target 022: 1.79e-05 |Target 023: 4.17e-05 |Target 024: 6.51e-05 ==================== Epoch #698 | Time: 00d 04h 28m | LR: 2.00e-03 | Epoch time: 22.88 | Train loss: 1.84e-05 | Val loss: 3.50e-05 Target 006 has maximum loss 9.77e-05; Target 002 has minimum loss 1.21e-05 Target 000: 6.05e-05 |Target 001: 2.85e-05 |Target 002: 1.21e-05 |Target 003: 2.00e-05 |Target 004: 1.60e-05 Target 005: 9.51e-05 |Target 006: 9.77e-05 |Target 007: 2.18e-05 |Target 008: 3.60e-05 |Target 009: 3.86e-05 Target 010: 1.30e-05 |Target 011: 3.29e-05 |Target 012: 2.31e-05 |Target 013: 2.69e-05 |Target 014: 1.87e-05 Target 015: 1.71e-05 |Target 016: 3.39e-05 |Target 017: 2.55e-05 |Target 018: 4.80e-05 |Target 019: 4.64e-05 Target 020: 1.41e-05 |Target 021: 4.41e-05 |Target 022: 1.72e-05 |Target 023: 4.36e-05 |Target 024: 6.06e-05 ==================== Epoch #699 | Time: 00d 04h 28m | LR: 2.00e-03 | Epoch time: 23.27 | Train loss: 1.51e-05 | Val loss: 3.29e-05 Target 005 has maximum loss 1.01e-04; Target 010 has minimum loss 1.05e-05 Target 000: 9.30e-05 |Target 001: 8.50e-05 |Target 002: 1.16e-05 |Target 003: 1.65e-05 |Target 004: 1.37e-05 Target 005: 1.01e-04 |Target 006: 6.21e-05 |Target 007: 2.09e-05 |Target 008: 3.03e-05 |Target 009: 2.97e-05 Target 010: 1.05e-05 |Target 011: 3.23e-05 |Target 012: 2.09e-05 |Target 013: 2.34e-05 |Target 014: 1.76e-05 Target 015: 1.59e-05 |Target 016: 3.08e-05 |Target 017: 2.44e-05 |Target 018: 4.25e-05 |Target 019: 4.25e-05 Target 020: 1.23e-05 |Target 021: 3.53e-05 |Target 022: 1.63e-05 |Target 023: 4.47e-05 |Target 024: 5.79e-05 ==================== Epoch #700 | Time: 00d 04h 29m | LR: 2.00e-03 | Epoch time: 23.38 | Train loss: 1.48e-05 | Val loss: 3.48e-05 Target 001 has maximum loss 2.61e-04; Target 010 has minimum loss 1.04e-05 Target 000: 6.58e-05 |Target 001: 2.61e-04 |Target 002: 1.05e-05 |Target 003: 1.69e-05 |Target 004: 1.51e-05 Target 005: 7.18e-05 |Target 006: 6.10e-05 |Target 007: 2.19e-05 |Target 008: 2.94e-05 |Target 009: 2.89e-05 Target 010: 1.04e-05 |Target 011: 3.13e-05 |Target 012: 2.47e-05 |Target 013: 3.42e-05 |Target 014: 1.69e-05 Target 015: 1.73e-05 |Target 016: 2.86e-05 |Target 017: 3.14e-05 |Target 018: 4.62e-05 |Target 019: 4.15e-05 Target 020: 1.34e-05 |Target 021: 3.27e-05 |Target 022: 1.59e-05 |Target 023: 4.06e-05 |Target 024: 6.07e-05 ==================== Epoch #701 | Time: 00d 04h 29m | LR: 2.00e-03 | Epoch time: 22.73 | Train loss: 1.48e-05 | Val loss: 3.14e-05 Target 000 has maximum loss 6.09e-05; Target 010 has minimum loss 1.07e-05 Target 000: 6.09e-05 |Target 001: 5.42e-05 |Target 002: 1.21e-05 |Target 003: 1.79e-05 |Target 004: 1.35e-05 Target 005: 3.38e-05 |Target 006: 5.48e-05 |Target 007: 2.33e-05 |Target 008: 3.22e-05 |Target 009: 2.87e-05 Target 010: 1.07e-05 |Target 011: 3.30e-05 |Target 012: 2.49e-05 |Target 013: 2.47e-05 |Target 014: 1.71e-05 Target 015: 1.69e-05 |Target 016: 3.52e-05 |Target 017: 2.21e-05 |Target 018: 4.50e-05 |Target 019: 4.17e-05 Target 020: 1.25e-05 |Target 021: 3.04e-05 |Target 022: 1.61e-05 |Target 023: 3.96e-05 |Target 024: 5.44e-05 ==================== Epoch #702 | Time: 00d 04h 29m | LR: 2.00e-03 | Epoch time: 23.18 | Train loss: 1.42e-05 | Val loss: 3.24e-05 Target 001 has maximum loss 1.14e-04; Target 010 has minimum loss 1.01e-05 Target 000: 1.07e-04 |Target 001: 1.14e-04 |Target 002: 1.08e-05 |Target 003: 1.66e-05 |Target 004: 1.36e-05 Target 005: 4.55e-05 |Target 006: 6.54e-05 |Target 007: 2.15e-05 |Target 008: 3.07e-05 |Target 009: 2.80e-05 Target 010: 1.01e-05 |Target 011: 3.18e-05 |Target 012: 2.20e-05 |Target 013: 2.59e-05 |Target 014: 1.65e-05 Target 015: 1.64e-05 |Target 016: 2.96e-05 |Target 017: 2.24e-05 |Target 018: 4.50e-05 |Target 019: 4.17e-05 Target 020: 1.20e-05 |Target 021: 3.03e-05 |Target 022: 1.57e-05 |Target 023: 4.00e-05 |Target 024: 5.90e-05 ==================== Epoch #703 | Time: 00d 04h 30m | LR: 2.00e-03 | Epoch time: 22.53 | Train loss: 1.48e-05 | Val loss: 3.94e-05 Target 000 has maximum loss 1.46e-04; Target 002 has minimum loss 1.18e-05 Target 000: 1.46e-04 |Target 001: 1.46e-04 |Target 002: 1.18e-05 |Target 003: 1.89e-05 |Target 004: 1.56e-05 Target 005: 9.52e-05 |Target 006: 1.22e-04 |Target 007: 2.14e-05 |Target 008: 3.29e-05 |Target 009: 4.42e-05 Target 010: 1.23e-05 |Target 011: 3.13e-05 |Target 012: 2.72e-05 |Target 013: 3.20e-05 |Target 014: 1.83e-05 Target 015: 1.75e-05 |Target 016: 3.56e-05 |Target 017: 2.42e-05 |Target 018: 5.25e-05 |Target 019: 4.53e-05 Target 020: 1.33e-05 |Target 021: 4.85e-05 |Target 022: 1.76e-05 |Target 023: 4.72e-05 |Target 024: 7.41e-05 ==================== Epoch #704 | Time: 00d 04h 30m | LR: 2.00e-03 | Epoch time: 22.50 | Train loss: 1.55e-05 | Val loss: 3.29e-05 Target 005 has maximum loss 1.11e-04; Target 010 has minimum loss 1.03e-05 Target 000: 5.88e-05 |Target 001: 2.66e-05 |Target 002: 1.08e-05 |Target 003: 1.69e-05 |Target 004: 1.39e-05 Target 005: 1.11e-04 |Target 006: 6.88e-05 |Target 007: 2.21e-05 |Target 008: 3.22e-05 |Target 009: 3.15e-05 Target 010: 1.03e-05 |Target 011: 3.28e-05 |Target 012: 2.02e-05 |Target 013: 2.50e-05 |Target 014: 1.98e-05 Target 015: 1.64e-05 |Target 016: 3.09e-05 |Target 017: 2.29e-05 |Target 018: 4.50e-05 |Target 019: 4.26e-05 Target 020: 1.30e-05 |Target 021: 3.77e-05 |Target 022: 1.79e-05 |Target 023: 3.98e-05 |Target 024: 5.90e-05 ==================== Epoch #705 | Time: 00d 04h 30m | LR: 2.00e-03 | Epoch time: 22.62 | Train loss: 2.21e-05 | Val loss: 5.30e-05 Target 005 has maximum loss 1.31e-04; Target 002 has minimum loss 1.42e-05 Target 000: 7.59e-05 |Target 001: 1.01e-04 |Target 002: 1.42e-05 |Target 003: 2.27e-05 |Target 004: 2.59e-05 Target 005: 1.31e-04 |Target 006: 8.87e-05 |Target 007: 2.43e-05 |Target 008: 3.80e-05 |Target 009: 8.32e-05 Target 010: 1.59e-05 |Target 011: 3.58e-05 |Target 012: 2.67e-05 |Target 013: 4.05e-05 |Target 014: 2.47e-05 Target 015: 2.54e-05 |Target 016: 4.28e-05 |Target 017: 3.25e-05 |Target 018: 7.62e-05 |Target 019: 6.81e-05 Target 020: 1.70e-05 |Target 021: 9.31e-05 |Target 022: 1.99e-05 |Target 023: 6.78e-05 |Target 024: 1.01e-04 ==================== Epoch #706 | Time: 00d 04h 31m | LR: 2.00e-03 | Epoch time: 22.57 | Train loss: 2.98e-05 | Val loss: 3.91e-05 Target 005 has maximum loss 8.84e-05; Target 010 has minimum loss 1.25e-05 Target 000: 7.97e-05 |Target 001: 3.88e-05 |Target 002: 1.36e-05 |Target 003: 2.04e-05 |Target 004: 1.91e-05 Target 005: 8.84e-05 |Target 006: 6.98e-05 |Target 007: 2.16e-05 |Target 008: 4.02e-05 |Target 009: 4.05e-05 Target 010: 1.25e-05 |Target 011: 3.37e-05 |Target 012: 2.29e-05 |Target 013: 3.29e-05 |Target 014: 1.95e-05 Target 015: 2.08e-05 |Target 016: 3.76e-05 |Target 017: 2.73e-05 |Target 018: 5.63e-05 |Target 019: 5.08e-05 Target 020: 1.40e-05 |Target 021: 4.03e-05 |Target 022: 2.11e-05 |Target 023: 5.51e-05 |Target 024: 6.83e-05 ==================== Epoch #707 | Time: 00d 04h 31m | LR: 2.00e-03 | Epoch time: 22.62 | Train loss: 2.14e-05 | Val loss: 3.42e-05 Target 006 has maximum loss 9.80e-05; Target 010 has minimum loss 1.09e-05 Target 000: 5.07e-05 |Target 001: 3.85e-05 |Target 002: 1.16e-05 |Target 003: 1.58e-05 |Target 004: 1.42e-05 Target 005: 5.06e-05 |Target 006: 9.80e-05 |Target 007: 2.23e-05 |Target 008: 3.36e-05 |Target 009: 3.08e-05 Target 010: 1.09e-05 |Target 011: 3.25e-05 |Target 012: 2.18e-05 |Target 013: 2.74e-05 |Target 014: 1.78e-05 Target 015: 1.57e-05 |Target 016: 2.83e-05 |Target 017: 2.91e-05 |Target 018: 5.42e-05 |Target 019: 4.28e-05 Target 020: 1.29e-05 |Target 021: 3.18e-05 |Target 022: 1.85e-05 |Target 023: 4.13e-05 |Target 024: 6.33e-05 ==================== Epoch #708 | Time: 00d 04h 32m | LR: 2.00e-03 | Epoch time: 22.50 | Train loss: 1.72e-05 | Val loss: 3.25e-05 Target 006 has maximum loss 7.03e-05; Target 002 has minimum loss 1.06e-05 Target 000: 5.67e-05 |Target 001: 3.18e-05 |Target 002: 1.06e-05 |Target 003: 1.88e-05 |Target 004: 1.58e-05 Target 005: 6.51e-05 |Target 006: 7.03e-05 |Target 007: 2.28e-05 |Target 008: 3.59e-05 |Target 009: 3.78e-05 Target 010: 1.15e-05 |Target 011: 3.23e-05 |Target 012: 2.39e-05 |Target 013: 2.38e-05 |Target 014: 1.82e-05 Target 015: 1.72e-05 |Target 016: 3.13e-05 |Target 017: 2.25e-05 |Target 018: 4.46e-05 |Target 019: 4.26e-05 Target 020: 1.45e-05 |Target 021: 3.39e-05 |Target 022: 1.74e-05 |Target 023: 4.07e-05 |Target 024: 5.59e-05 ==================== Epoch #709 | Time: 00d 04h 32m | LR: 1.00e-03 | Epoch time: 22.57 | Train loss: 1.24e-05 | Val loss: 3.02e-05 Target 001 has maximum loss 8.30e-05; Target 010 has minimum loss 9.77e-06 Target 000: 6.26e-05 |Target 001: 8.30e-05 |Target 002: 1.01e-05 |Target 003: 1.51e-05 |Target 004: 1.33e-05 Target 005: 2.95e-05 |Target 006: 6.00e-05 |Target 007: 2.02e-05 |Target 008: 2.79e-05 |Target 009: 2.73e-05 Target 010: 9.77e-06 |Target 011: 3.12e-05 |Target 012: 2.33e-05 |Target 013: 2.65e-05 |Target 014: 1.59e-05 Target 015: 1.54e-05 |Target 016: 2.62e-05 |Target 017: 2.79e-05 |Target 018: 4.13e-05 |Target 019: 3.81e-05 Target 020: 1.16e-05 |Target 021: 2.98e-05 |Target 022: 1.52e-05 |Target 023: 3.79e-05 |Target 024: 5.23e-05 ==================== Epoch #710 | Time: 00d 04h 32m | LR: 1.00e-03 | Epoch time: 22.36 | Train loss: 1.12e-05 | Val loss: 2.84e-05 Target 000 has maximum loss 6.58e-05; Target 010 has minimum loss 9.48e-06 Target 000: 6.58e-05 |Target 001: 3.61e-05 |Target 002: 9.67e-06 |Target 003: 1.50e-05 |Target 004: 1.31e-05 Target 005: 2.50e-05 |Target 006: 5.96e-05 |Target 007: 2.06e-05 |Target 008: 2.78e-05 |Target 009: 2.60e-05 Target 010: 9.48e-06 |Target 011: 3.11e-05 |Target 012: 1.94e-05 |Target 013: 2.17e-05 |Target 014: 1.57e-05 Target 015: 1.52e-05 |Target 016: 2.63e-05 |Target 017: 2.07e-05 |Target 018: 3.95e-05 |Target 019: 3.80e-05 Target 020: 1.16e-05 |Target 021: 2.81e-05 |Target 022: 1.50e-05 |Target 023: 3.66e-05 |Target 024: 5.08e-05 ==================== Epoch #711 | Time: 00d 04h 33m | LR: 1.00e-03 | Epoch time: 22.81 | Train loss: 1.09e-05 | Val loss: 2.84e-05 Target 000 has maximum loss 6.04e-05; Target 010 has minimum loss 9.61e-06 Target 000: 6.04e-05 |Target 001: 2.28e-05 |Target 002: 9.94e-06 |Target 003: 1.50e-05 |Target 004: 1.35e-05 Target 005: 3.16e-05 |Target 006: 5.24e-05 |Target 007: 2.03e-05 |Target 008: 2.67e-05 |Target 009: 2.54e-05 Target 010: 9.61e-06 |Target 011: 3.11e-05 |Target 012: 2.00e-05 |Target 013: 2.27e-05 |Target 014: 1.58e-05 Target 015: 1.52e-05 |Target 016: 2.50e-05 |Target 017: 2.03e-05 |Target 018: 4.04e-05 |Target 019: 3.73e-05 Target 020: 1.18e-05 |Target 021: 2.84e-05 |Target 022: 1.52e-05 |Target 023: 3.59e-05 |Target 024: 5.12e-05 ==================== Epoch #712 | Time: 00d 04h 33m | LR: 1.00e-03 | Epoch time: 22.46 | Train loss: 1.09e-05 | Val loss: 2.90e-05 Target 024 has maximum loss 5.35e-05; Target 010 has minimum loss 9.63e-06 Target 000: 4.82e-05 |Target 001: 4.10e-05 |Target 002: 9.84e-06 |Target 003: 1.50e-05 |Target 004: 1.32e-05 Target 005: 4.12e-05 |Target 006: 5.30e-05 |Target 007: 1.99e-05 |Target 008: 2.70e-05 |Target 009: 2.54e-05 Target 010: 9.63e-06 |Target 011: 3.10e-05 |Target 012: 2.05e-05 |Target 013: 2.24e-05 |Target 014: 1.59e-05 Target 015: 1.54e-05 |Target 016: 2.53e-05 |Target 017: 2.13e-05 |Target 018: 3.98e-05 |Target 019: 3.80e-05 Target 020: 1.16e-05 |Target 021: 2.83e-05 |Target 022: 1.51e-05 |Target 023: 3.64e-05 |Target 024: 5.35e-05 ==================== Epoch #713 | Time: 00d 04h 34m | LR: 1.00e-03 | Epoch time: 23.30 | Train loss: 1.14e-05 | Val loss: 2.89e-05 Target 001 has maximum loss 7.00e-05; Target 010 has minimum loss 9.61e-06 Target 000: 5.32e-05 |Target 001: 7.00e-05 |Target 002: 9.83e-06 |Target 003: 1.47e-05 |Target 004: 1.32e-05 Target 005: 2.68e-05 |Target 006: 6.39e-05 |Target 007: 2.03e-05 |Target 008: 2.70e-05 |Target 009: 2.52e-05 Target 010: 9.61e-06 |Target 011: 3.15e-05 |Target 012: 2.30e-05 |Target 013: 2.18e-05 |Target 014: 1.61e-05 Target 015: 1.50e-05 |Target 016: 2.53e-05 |Target 017: 2.10e-05 |Target 018: 4.01e-05 |Target 019: 3.75e-05 Target 020: 1.15e-05 |Target 021: 2.81e-05 |Target 022: 1.53e-05 |Target 023: 3.64e-05 |Target 024: 5.15e-05 ==================== Epoch #714 | Time: 00d 04h 34m | LR: 1.00e-03 | Epoch time: 23.16 | Train loss: 1.09e-05 | Val loss: 2.84e-05 Target 006 has maximum loss 5.37e-05; Target 010 has minimum loss 9.81e-06 Target 000: 4.88e-05 |Target 001: 2.65e-05 |Target 002: 9.99e-06 |Target 003: 1.52e-05 |Target 004: 1.31e-05 Target 005: 3.32e-05 |Target 006: 5.37e-05 |Target 007: 1.99e-05 |Target 008: 2.76e-05 |Target 009: 2.59e-05 Target 010: 9.81e-06 |Target 011: 3.12e-05 |Target 012: 1.97e-05 |Target 013: 2.27e-05 |Target 014: 1.59e-05 Target 015: 1.58e-05 |Target 016: 2.66e-05 |Target 017: 2.10e-05 |Target 018: 4.04e-05 |Target 019: 3.82e-05 Target 020: 1.17e-05 |Target 021: 2.90e-05 |Target 022: 1.51e-05 |Target 023: 3.67e-05 |Target 024: 5.02e-05 ==================== Epoch #715 | Time: 00d 04h 34m | LR: 1.00e-03 | Epoch time: 23.82 | Train loss: 1.06e-05 | Val loss: 2.86e-05 Target 000 has maximum loss 5.94e-05; Target 010 has minimum loss 9.94e-06 Target 000: 5.94e-05 |Target 001: 2.78e-05 |Target 002: 1.01e-05 |Target 003: 1.55e-05 |Target 004: 1.34e-05 Target 005: 2.42e-05 |Target 006: 5.51e-05 |Target 007: 2.01e-05 |Target 008: 2.73e-05 |Target 009: 2.54e-05 Target 010: 9.94e-06 |Target 011: 3.11e-05 |Target 012: 2.14e-05 |Target 013: 2.20e-05 |Target 014: 1.61e-05 Target 015: 1.55e-05 |Target 016: 2.56e-05 |Target 017: 2.18e-05 |Target 018: 3.94e-05 |Target 019: 3.76e-05 Target 020: 1.18e-05 |Target 021: 2.81e-05 |Target 022: 1.52e-05 |Target 023: 3.63e-05 |Target 024: 5.16e-05 ==================== Epoch #716 | Time: 00d 04h 35m | LR: 1.00e-03 | Epoch time: 22.50 | Train loss: 1.06e-05 | Val loss: 2.85e-05 Target 006 has maximum loss 6.43e-05; Target 002 has minimum loss 1.03e-05 Target 000: 4.99e-05 |Target 001: 4.22e-05 |Target 002: 1.03e-05 |Target 003: 1.53e-05 |Target 004: 1.33e-05 Target 005: 3.84e-05 |Target 006: 6.43e-05 |Target 007: 2.03e-05 |Target 008: 2.80e-05 |Target 009: 2.56e-05 Target 010: 1.04e-05 |Target 011: 3.16e-05 |Target 012: 1.91e-05 |Target 013: 2.20e-05 |Target 014: 1.59e-05 Target 015: 1.53e-05 |Target 016: 2.59e-05 |Target 017: 2.10e-05 |Target 018: 3.96e-05 |Target 019: 3.79e-05 Target 020: 1.16e-05 |Target 021: 2.81e-05 |Target 022: 1.52e-05 |Target 023: 3.70e-05 |Target 024: 5.00e-05 ==================== Epoch #717 | Time: 00d 04h 35m | LR: 1.00e-03 | Epoch time: 22.64 | Train loss: 1.10e-05 | Val loss: 2.89e-05 Target 000 has maximum loss 5.83e-05; Target 010 has minimum loss 9.77e-06 Target 000: 5.83e-05 |Target 001: 2.32e-05 |Target 002: 1.01e-05 |Target 003: 1.54e-05 |Target 004: 1.31e-05 Target 005: 3.27e-05 |Target 006: 5.32e-05 |Target 007: 2.05e-05 |Target 008: 2.74e-05 |Target 009: 2.77e-05 Target 010: 9.77e-06 |Target 011: 3.12e-05 |Target 012: 1.93e-05 |Target 013: 2.39e-05 |Target 014: 1.58e-05 Target 015: 1.57e-05 |Target 016: 2.62e-05 |Target 017: 2.08e-05 |Target 018: 3.98e-05 |Target 019: 3.92e-05 Target 020: 1.15e-05 |Target 021: 3.05e-05 |Target 022: 1.52e-05 |Target 023: 3.80e-05 |Target 024: 5.12e-05 ==================== Epoch #718 | Time: 00d 04h 36m | LR: 1.00e-03 | Epoch time: 23.27 | Train loss: 1.04e-05 | Val loss: 2.94e-05 Target 000 has maximum loss 1.18e-04; Target 010 has minimum loss 9.81e-06 Target 000: 1.18e-04 |Target 001: 4.52e-05 |Target 002: 1.02e-05 |Target 003: 1.53e-05 |Target 004: 1.32e-05 Target 005: 4.17e-05 |Target 006: 6.14e-05 |Target 007: 2.03e-05 |Target 008: 2.74e-05 |Target 009: 2.57e-05 Target 010: 9.81e-06 |Target 011: 3.09e-05 |Target 012: 2.40e-05 |Target 013: 2.19e-05 |Target 014: 1.57e-05 Target 015: 1.56e-05 |Target 016: 2.56e-05 |Target 017: 2.14e-05 |Target 018: 3.97e-05 |Target 019: 3.73e-05 Target 020: 1.18e-05 |Target 021: 2.81e-05 |Target 022: 1.50e-05 |Target 023: 3.66e-05 |Target 024: 5.27e-05 ==================== Epoch #719 | Time: 00d 04h 36m | LR: 1.00e-03 | Epoch time: 22.58 | Train loss: 1.14e-05 | Val loss: 2.93e-05 Target 001 has maximum loss 8.45e-05; Target 010 has minimum loss 9.86e-06 Target 000: 4.63e-05 |Target 001: 8.45e-05 |Target 002: 1.03e-05 |Target 003: 1.54e-05 |Target 004: 1.29e-05 Target 005: 3.05e-05 |Target 006: 5.91e-05 |Target 007: 1.98e-05 |Target 008: 2.74e-05 |Target 009: 2.55e-05 Target 010: 9.86e-06 |Target 011: 3.09e-05 |Target 012: 2.07e-05 |Target 013: 2.19e-05 |Target 014: 1.60e-05 Target 015: 1.58e-05 |Target 016: 2.64e-05 |Target 017: 2.31e-05 |Target 018: 3.96e-05 |Target 019: 3.82e-05 Target 020: 1.14e-05 |Target 021: 2.84e-05 |Target 022: 1.50e-05 |Target 023: 3.65e-05 |Target 024: 5.33e-05 ==================== Epoch #720 | Time: 00d 04h 36m | LR: 1.00e-03 | Epoch time: 22.45 | Train loss: 1.12e-05 | Val loss: 2.86e-05 Target 006 has maximum loss 7.91e-05; Target 010 has minimum loss 9.78e-06 Target 000: 4.96e-05 |Target 001: 2.61e-05 |Target 002: 9.91e-06 |Target 003: 1.53e-05 |Target 004: 1.29e-05 Target 005: 2.29e-05 |Target 006: 7.91e-05 |Target 007: 2.17e-05 |Target 008: 2.95e-05 |Target 009: 2.54e-05 Target 010: 9.78e-06 |Target 011: 3.09e-05 |Target 012: 2.18e-05 |Target 013: 2.23e-05 |Target 014: 1.59e-05 Target 015: 1.54e-05 |Target 016: 2.64e-05 |Target 017: 2.04e-05 |Target 018: 3.92e-05 |Target 019: 3.81e-05 Target 020: 1.15e-05 |Target 021: 2.84e-05 |Target 022: 1.51e-05 |Target 023: 3.66e-05 |Target 024: 5.04e-05 ==================== Epoch #721 | Time: 00d 04h 37m | LR: 1.00e-03 | Epoch time: 22.77 | Train loss: 1.10e-05 | Val loss: 2.87e-05 Target 001 has maximum loss 5.83e-05; Target 010 has minimum loss 9.49e-06 Target 000: 4.65e-05 |Target 001: 5.83e-05 |Target 002: 9.85e-06 |Target 003: 1.54e-05 |Target 004: 1.31e-05 Target 005: 3.04e-05 |Target 006: 5.64e-05 |Target 007: 2.00e-05 |Target 008: 2.71e-05 |Target 009: 2.65e-05 Target 010: 9.49e-06 |Target 011: 3.07e-05 |Target 012: 2.25e-05 |Target 013: 2.21e-05 |Target 014: 1.57e-05 Target 015: 1.57e-05 |Target 016: 2.63e-05 |Target 017: 2.45e-05 |Target 018: 3.89e-05 |Target 019: 3.73e-05 Target 020: 1.17e-05 |Target 021: 2.80e-05 |Target 022: 1.49e-05 |Target 023: 3.65e-05 |Target 024: 5.01e-05 ==================== Epoch #722 | Time: 00d 04h 37m | LR: 1.00e-03 | Epoch time: 22.67 | Train loss: 1.06e-05 | Val loss: 2.88e-05 Target 001 has maximum loss 8.22e-05; Target 010 has minimum loss 9.74e-06 Target 000: 6.37e-05 |Target 001: 8.22e-05 |Target 002: 9.75e-06 |Target 003: 1.47e-05 |Target 004: 1.28e-05 Target 005: 3.26e-05 |Target 006: 7.06e-05 |Target 007: 2.00e-05 |Target 008: 2.80e-05 |Target 009: 2.55e-05 Target 010: 9.74e-06 |Target 011: 3.07e-05 |Target 012: 1.97e-05 |Target 013: 2.33e-05 |Target 014: 1.59e-05 Target 015: 1.50e-05 |Target 016: 2.59e-05 |Target 017: 2.09e-05 |Target 018: 3.90e-05 |Target 019: 3.76e-05 Target 020: 1.15e-05 |Target 021: 2.89e-05 |Target 022: 1.53e-05 |Target 023: 3.67e-05 |Target 024: 5.03e-05 ==================== Epoch #723 | Time: 00d 04h 37m | LR: 1.00e-03 | Epoch time: 22.43 | Train loss: 1.11e-05 | Val loss: 2.82e-05 Target 006 has maximum loss 5.16e-05; Target 010 has minimum loss 9.36e-06 Target 000: 5.10e-05 |Target 001: 2.95e-05 |Target 002: 9.69e-06 |Target 003: 1.48e-05 |Target 004: 1.29e-05 Target 005: 3.02e-05 |Target 006: 5.16e-05 |Target 007: 1.98e-05 |Target 008: 2.65e-05 |Target 009: 2.65e-05 Target 010: 9.36e-06 |Target 011: 3.08e-05 |Target 012: 1.97e-05 |Target 013: 2.18e-05 |Target 014: 1.57e-05 Target 015: 1.52e-05 |Target 016: 2.50e-05 |Target 017: 2.05e-05 |Target 018: 3.93e-05 |Target 019: 3.74e-05 Target 020: 1.14e-05 |Target 021: 2.81e-05 |Target 022: 1.51e-05 |Target 023: 3.64e-05 |Target 024: 5.12e-05 ==================== Epoch #724 | Time: 00d 04h 38m | LR: 1.00e-03 | Epoch time: 24.31 | Train loss: 1.09e-05 | Val loss: 2.86e-05 Target 000 has maximum loss 8.94e-05; Target 010 has minimum loss 9.78e-06 Target 000: 8.94e-05 |Target 001: 4.98e-05 |Target 002: 9.94e-06 |Target 003: 1.52e-05 |Target 004: 1.27e-05 Target 005: 2.31e-05 |Target 006: 6.09e-05 |Target 007: 1.99e-05 |Target 008: 2.83e-05 |Target 009: 2.62e-05 Target 010: 9.78e-06 |Target 011: 3.08e-05 |Target 012: 1.92e-05 |Target 013: 2.18e-05 |Target 014: 1.57e-05 Target 015: 1.53e-05 |Target 016: 2.77e-05 |Target 017: 2.01e-05 |Target 018: 3.91e-05 |Target 019: 3.77e-05 Target 020: 1.14e-05 |Target 021: 2.81e-05 |Target 022: 1.50e-05 |Target 023: 3.66e-05 |Target 024: 5.05e-05 ==================== Epoch #725 | Time: 00d 04h 38m | LR: 1.00e-03 | Epoch time: 23.09 | Train loss: 1.06e-05 | Val loss: 2.83e-05 Target 006 has maximum loss 5.14e-05; Target 010 has minimum loss 9.49e-06 Target 000: 4.93e-05 |Target 001: 3.33e-05 |Target 002: 9.87e-06 |Target 003: 1.47e-05 |Target 004: 1.28e-05 Target 005: 3.18e-05 |Target 006: 5.14e-05 |Target 007: 2.01e-05 |Target 008: 2.68e-05 |Target 009: 2.58e-05 Target 010: 9.49e-06 |Target 011: 3.09e-05 |Target 012: 1.93e-05 |Target 013: 2.27e-05 |Target 014: 1.58e-05 Target 015: 1.49e-05 |Target 016: 2.53e-05 |Target 017: 2.08e-05 |Target 018: 4.08e-05 |Target 019: 3.75e-05 Target 020: 1.12e-05 |Target 021: 2.84e-05 |Target 022: 1.51e-05 |Target 023: 3.64e-05 |Target 024: 5.05e-05 ==================== Epoch #726 | Time: 00d 04h 39m | LR: 1.00e-03 | Epoch time: 22.55 | Train loss: 1.07e-05 | Val loss: 2.91e-05 Target 001 has maximum loss 7.01e-05; Target 010 has minimum loss 1.03e-05 Target 000: 5.09e-05 |Target 001: 7.01e-05 |Target 002: 1.06e-05 |Target 003: 1.70e-05 |Target 004: 1.27e-05 Target 005: 3.51e-05 |Target 006: 6.29e-05 |Target 007: 2.05e-05 |Target 008: 2.84e-05 |Target 009: 2.74e-05 Target 010: 1.03e-05 |Target 011: 3.11e-05 |Target 012: 1.88e-05 |Target 013: 2.23e-05 |Target 014: 1.59e-05 Target 015: 1.52e-05 |Target 016: 2.74e-05 |Target 017: 2.17e-05 |Target 018: 4.14e-05 |Target 019: 3.79e-05 Target 020: 1.13e-05 |Target 021: 2.87e-05 |Target 022: 1.53e-05 |Target 023: 3.69e-05 |Target 024: 5.17e-05 ==================== Epoch #727 | Time: 00d 04h 39m | LR: 1.00e-03 | Epoch time: 22.36 | Train loss: 1.09e-05 | Val loss: 2.88e-05 Target 006 has maximum loss 5.82e-05; Target 010 has minimum loss 9.67e-06 Target 000: 5.08e-05 |Target 001: 5.48e-05 |Target 002: 1.00e-05 |Target 003: 1.54e-05 |Target 004: 1.35e-05 Target 005: 2.80e-05 |Target 006: 5.82e-05 |Target 007: 2.00e-05 |Target 008: 2.70e-05 |Target 009: 2.55e-05 Target 010: 9.67e-06 |Target 011: 3.09e-05 |Target 012: 2.03e-05 |Target 013: 2.17e-05 |Target 014: 1.58e-05 Target 015: 1.59e-05 |Target 016: 2.72e-05 |Target 017: 2.18e-05 |Target 018: 4.07e-05 |Target 019: 3.80e-05 Target 020: 1.13e-05 |Target 021: 2.84e-05 |Target 022: 1.50e-05 |Target 023: 3.68e-05 |Target 024: 5.17e-05 ==================== Epoch #728 | Time: 00d 04h 39m | LR: 1.00e-03 | Epoch time: 23.86 | Train loss: 1.04e-05 | Val loss: 2.77e-05 Target 006 has maximum loss 5.11e-05; Target 010 has minimum loss 9.36e-06 Target 000: 5.07e-05 |Target 001: 2.24e-05 |Target 002: 9.65e-06 |Target 003: 1.48e-05 |Target 004: 1.27e-05 Target 005: 2.10e-05 |Target 006: 5.11e-05 |Target 007: 1.99e-05 |Target 008: 2.66e-05 |Target 009: 2.53e-05 Target 010: 9.36e-06 |Target 011: 3.05e-05 |Target 012: 1.94e-05 |Target 013: 2.19e-05 |Target 014: 1.56e-05 Target 015: 1.49e-05 |Target 016: 2.51e-05 |Target 017: 1.96e-05 |Target 018: 3.91e-05 |Target 019: 3.77e-05 Target 020: 1.12e-05 |Target 021: 2.72e-05 |Target 022: 1.49e-05 |Target 023: 3.62e-05 |Target 024: 4.95e-05 ==================== Epoch #729 | Time: 00d 04h 40m | LR: 1.00e-03 | Epoch time: 22.38 | Train loss: 1.08e-05 | Val loss: 2.90e-05 Target 000 has maximum loss 8.35e-05; Target 002 has minimum loss 9.90e-06 Target 000: 8.35e-05 |Target 001: 4.24e-05 |Target 002: 9.90e-06 |Target 003: 1.48e-05 |Target 004: 1.26e-05 Target 005: 3.96e-05 |Target 006: 7.22e-05 |Target 007: 1.99e-05 |Target 008: 2.73e-05 |Target 009: 2.65e-05 Target 010: 9.92e-06 |Target 011: 3.09e-05 |Target 012: 2.02e-05 |Target 013: 2.23e-05 |Target 014: 1.61e-05 Target 015: 1.54e-05 |Target 016: 2.57e-05 |Target 017: 2.06e-05 |Target 018: 4.01e-05 |Target 019: 3.78e-05 Target 020: 1.12e-05 |Target 021: 2.93e-05 |Target 022: 1.53e-05 |Target 023: 3.65e-05 |Target 024: 5.12e-05 ==================== Epoch #730 | Time: 00d 04h 40m | LR: 1.00e-03 | Epoch time: 23.12 | Train loss: 1.09e-05 | Val loss: 2.91e-05 Target 001 has maximum loss 1.09e-04; Target 010 has minimum loss 9.64e-06 Target 000: 5.13e-05 |Target 001: 1.09e-04 |Target 002: 9.81e-06 |Target 003: 1.50e-05 |Target 004: 1.29e-05 Target 005: 3.91e-05 |Target 006: 6.40e-05 |Target 007: 1.97e-05 |Target 008: 2.77e-05 |Target 009: 2.56e-05 Target 010: 9.64e-06 |Target 011: 3.08e-05 |Target 012: 2.01e-05 |Target 013: 2.45e-05 |Target 014: 1.56e-05 Target 015: 1.51e-05 |Target 016: 2.54e-05 |Target 017: 2.30e-05 |Target 018: 4.26e-05 |Target 019: 3.74e-05 Target 020: 1.12e-05 |Target 021: 2.81e-05 |Target 022: 1.50e-05 |Target 023: 3.64e-05 |Target 024: 5.01e-05 ==================== Epoch #731 | Time: 00d 04h 41m | LR: 1.00e-03 | Epoch time: 22.97 | Train loss: 1.06e-05 | Val loss: 2.85e-05 Target 006 has maximum loss 7.01e-05; Target 010 has minimum loss 9.87e-06 Target 000: 4.67e-05 |Target 001: 2.47e-05 |Target 002: 1.01e-05 |Target 003: 1.48e-05 |Target 004: 1.25e-05 Target 005: 2.75e-05 |Target 006: 7.01e-05 |Target 007: 1.99e-05 |Target 008: 2.88e-05 |Target 009: 2.59e-05 Target 010: 9.87e-06 |Target 011: 3.06e-05 |Target 012: 1.98e-05 |Target 013: 2.57e-05 |Target 014: 1.56e-05 Target 015: 1.52e-05 |Target 016: 2.64e-05 |Target 017: 2.25e-05 |Target 018: 4.02e-05 |Target 019: 3.72e-05 Target 020: 1.13e-05 |Target 021: 2.79e-05 |Target 022: 1.49e-05 |Target 023: 3.61e-05 |Target 024: 5.06e-05 ==================== Epoch #732 | Time: 00d 04h 41m | LR: 1.00e-03 | Epoch time: 24.14 | Train loss: 1.07e-05 | Val loss: 2.83e-05 Target 000 has maximum loss 6.05e-05; Target 002 has minimum loss 9.57e-06 Target 000: 6.05e-05 |Target 001: 5.14e-05 |Target 002: 9.57e-06 |Target 003: 1.51e-05 |Target 004: 1.27e-05 Target 005: 3.22e-05 |Target 006: 5.14e-05 |Target 007: 1.98e-05 |Target 008: 2.71e-05 |Target 009: 2.62e-05 Target 010: 9.66e-06 |Target 011: 3.08e-05 |Target 012: 1.90e-05 |Target 013: 2.19e-05 |Target 014: 1.55e-05 Target 015: 1.50e-05 |Target 016: 2.55e-05 |Target 017: 1.99e-05 |Target 018: 3.96e-05 |Target 019: 3.83e-05 Target 020: 1.14e-05 |Target 021: 2.77e-05 |Target 022: 1.48e-05 |Target 023: 3.62e-05 |Target 024: 5.03e-05 ==================== Epoch #733 | Time: 00d 04h 41m | LR: 1.00e-03 | Epoch time: 23.46 | Train loss: 1.13e-05 | Val loss: 2.85e-05 Target 006 has maximum loss 5.22e-05; Target 010 has minimum loss 9.50e-06 Target 000: 4.59e-05 |Target 001: 3.37e-05 |Target 002: 1.01e-05 |Target 003: 1.46e-05 |Target 004: 1.30e-05 Target 005: 3.98e-05 |Target 006: 5.22e-05 |Target 007: 1.98e-05 |Target 008: 2.71e-05 |Target 009: 2.56e-05 Target 010: 9.50e-06 |Target 011: 3.05e-05 |Target 012: 1.88e-05 |Target 013: 2.34e-05 |Target 014: 1.57e-05 Target 015: 1.54e-05 |Target 016: 2.64e-05 |Target 017: 2.24e-05 |Target 018: 4.02e-05 |Target 019: 3.76e-05 Target 020: 1.10e-05 |Target 021: 2.80e-05 |Target 022: 1.49e-05 |Target 023: 3.63e-05 |Target 024: 5.12e-05 ==================== Epoch #734 | Time: 00d 04h 42m | LR: 1.00e-03 | Epoch time: 24.19 | Train loss: 1.11e-05 | Val loss: 2.78e-05 Target 006 has maximum loss 5.31e-05; Target 010 has minimum loss 9.36e-06 Target 000: 4.86e-05 |Target 001: 2.30e-05 |Target 002: 9.68e-06 |Target 003: 1.47e-05 |Target 004: 1.26e-05 Target 005: 2.78e-05 |Target 006: 5.31e-05 |Target 007: 1.99e-05 |Target 008: 2.79e-05 |Target 009: 2.51e-05 Target 010: 9.36e-06 |Target 011: 3.07e-05 |Target 012: 1.94e-05 |Target 013: 2.17e-05 |Target 014: 1.55e-05 Target 015: 1.53e-05 |Target 016: 2.74e-05 |Target 017: 2.03e-05 |Target 018: 3.82e-05 |Target 019: 3.78e-05 Target 020: 1.11e-05 |Target 021: 2.77e-05 |Target 022: 1.49e-05 |Target 023: 3.59e-05 |Target 024: 4.96e-05 ==================== Epoch #735 | Time: 00d 04h 42m | LR: 1.00e-03 | Epoch time: 23.16 | Train loss: 1.08e-05 | Val loss: 2.83e-05 Target 000 has maximum loss 7.10e-05; Target 010 has minimum loss 9.50e-06 Target 000: 7.10e-05 |Target 001: 2.97e-05 |Target 002: 1.01e-05 |Target 003: 1.52e-05 |Target 004: 1.30e-05 Target 005: 2.11e-05 |Target 006: 5.55e-05 |Target 007: 1.95e-05 |Target 008: 2.69e-05 |Target 009: 2.62e-05 Target 010: 9.50e-06 |Target 011: 3.07e-05 |Target 012: 1.91e-05 |Target 013: 2.18e-05 |Target 014: 1.54e-05 Target 015: 1.53e-05 |Target 016: 2.60e-05 |Target 017: 2.03e-05 |Target 018: 4.14e-05 |Target 019: 3.70e-05 Target 020: 1.14e-05 |Target 021: 2.79e-05 |Target 022: 1.47e-05 |Target 023: 3.58e-05 |Target 024: 5.14e-05 ==================== Epoch #736 | Time: 00d 04h 43m | LR: 1.00e-03 | Epoch time: 24.35 | Train loss: 1.13e-05 | Val loss: 2.93e-05 Target 005 has maximum loss 7.00e-05; Target 010 has minimum loss 9.40e-06 Target 000: 5.03e-05 |Target 001: 6.14e-05 |Target 002: 9.80e-06 |Target 003: 1.55e-05 |Target 004: 1.27e-05 Target 005: 7.00e-05 |Target 006: 5.05e-05 |Target 007: 2.01e-05 |Target 008: 2.67e-05 |Target 009: 2.69e-05 Target 010: 9.40e-06 |Target 011: 3.08e-05 |Target 012: 1.95e-05 |Target 013: 2.40e-05 |Target 014: 1.57e-05 Target 015: 1.56e-05 |Target 016: 2.54e-05 |Target 017: 2.61e-05 |Target 018: 4.12e-05 |Target 019: 3.75e-05 Target 020: 1.12e-05 |Target 021: 3.01e-05 |Target 022: 1.53e-05 |Target 023: 3.65e-05 |Target 024: 5.13e-05 ==================== Epoch #737 | Time: 00d 04h 43m | LR: 1.00e-03 | Epoch time: 23.88 | Train loss: 1.13e-05 | Val loss: 2.88e-05 Target 000 has maximum loss 5.62e-05; Target 010 has minimum loss 9.73e-06 Target 000: 5.62e-05 |Target 001: 5.45e-05 |Target 002: 9.78e-06 |Target 003: 1.59e-05 |Target 004: 1.25e-05 Target 005: 3.38e-05 |Target 006: 5.35e-05 |Target 007: 1.96e-05 |Target 008: 2.71e-05 |Target 009: 2.75e-05 Target 010: 9.73e-06 |Target 011: 3.09e-05 |Target 012: 1.94e-05 |Target 013: 2.33e-05 |Target 014: 1.55e-05 Target 015: 1.53e-05 |Target 016: 2.53e-05 |Target 017: 2.03e-05 |Target 018: 3.96e-05 |Target 019: 3.73e-05 Target 020: 1.10e-05 |Target 021: 2.97e-05 |Target 022: 1.49e-05 |Target 023: 3.61e-05 |Target 024: 5.29e-05 ==================== Epoch #738 | Time: 00d 04h 43m | LR: 1.00e-03 | Epoch time: 22.23 | Train loss: 1.09e-05 | Val loss: 2.88e-05 Target 024 has maximum loss 5.14e-05; Target 010 has minimum loss 9.33e-06 Target 000: 4.94e-05 |Target 001: 3.46e-05 |Target 002: 9.69e-06 |Target 003: 1.69e-05 |Target 004: 1.27e-05 Target 005: 3.47e-05 |Target 006: 5.08e-05 |Target 007: 2.05e-05 |Target 008: 2.79e-05 |Target 009: 2.55e-05 Target 010: 9.33e-06 |Target 011: 3.20e-05 |Target 012: 2.00e-05 |Target 013: 2.24e-05 |Target 014: 1.58e-05 Target 015: 1.54e-05 |Target 016: 2.66e-05 |Target 017: 2.31e-05 |Target 018: 3.90e-05 |Target 019: 3.91e-05 Target 020: 1.12e-05 |Target 021: 2.75e-05 |Target 022: 1.53e-05 |Target 023: 3.76e-05 |Target 024: 5.14e-05 ==================== Epoch #739 | Time: 00d 04h 44m | LR: 1.00e-03 | Epoch time: 22.37 | Train loss: 1.11e-05 | Val loss: 2.82e-05 Target 001 has maximum loss 5.70e-05; Target 010 has minimum loss 9.38e-06 Target 000: 4.59e-05 |Target 001: 5.70e-05 |Target 002: 9.55e-06 |Target 003: 1.51e-05 |Target 004: 1.25e-05 Target 005: 2.24e-05 |Target 006: 5.52e-05 |Target 007: 1.95e-05 |Target 008: 2.74e-05 |Target 009: 2.58e-05 Target 010: 9.38e-06 |Target 011: 3.06e-05 |Target 012: 1.91e-05 |Target 013: 2.26e-05 |Target 014: 1.55e-05 Target 015: 1.51e-05 |Target 016: 2.67e-05 |Target 017: 2.09e-05 |Target 018: 3.97e-05 |Target 019: 3.72e-05 Target 020: 1.10e-05 |Target 021: 2.85e-05 |Target 022: 1.49e-05 |Target 023: 3.62e-05 |Target 024: 5.05e-05 ==================== Epoch #740 | Time: 00d 04h 44m | LR: 1.00e-03 | Epoch time: 23.30 | Train loss: 1.12e-05 | Val loss: 2.85e-05 Target 000 has maximum loss 9.56e-05; Target 010 has minimum loss 9.26e-06 Target 000: 9.56e-05 |Target 001: 5.19e-05 |Target 002: 9.83e-06 |Target 003: 1.54e-05 |Target 004: 1.25e-05 Target 005: 4.36e-05 |Target 006: 5.46e-05 |Target 007: 1.92e-05 |Target 008: 2.67e-05 |Target 009: 2.49e-05 Target 010: 9.26e-06 |Target 011: 3.02e-05 |Target 012: 1.90e-05 |Target 013: 2.27e-05 |Target 014: 1.54e-05 Target 015: 1.50e-05 |Target 016: 2.56e-05 |Target 017: 1.95e-05 |Target 018: 4.03e-05 |Target 019: 3.69e-05 Target 020: 1.08e-05 |Target 021: 2.79e-05 |Target 022: 1.47e-05 |Target 023: 3.60e-05 |Target 024: 5.12e-05 ==================== Epoch #741 | Time: 00d 04h 44m | LR: 1.00e-03 | Epoch time: 22.66 | Train loss: 1.12e-05 | Val loss: 2.99e-05 Target 000 has maximum loss 1.30e-04; Target 002 has minimum loss 1.00e-05 Target 000: 1.30e-04 |Target 001: 9.11e-05 |Target 002: 1.00e-05 |Target 003: 1.57e-05 |Target 004: 1.24e-05 Target 005: 5.52e-05 |Target 006: 5.28e-05 |Target 007: 1.96e-05 |Target 008: 2.87e-05 |Target 009: 2.57e-05 Target 010: 1.00e-05 |Target 011: 3.10e-05 |Target 012: 1.95e-05 |Target 013: 2.76e-05 |Target 014: 1.57e-05 Target 015: 1.53e-05 |Target 016: 2.64e-05 |Target 017: 2.50e-05 |Target 018: 4.23e-05 |Target 019: 3.83e-05 Target 020: 1.11e-05 |Target 021: 2.83e-05 |Target 022: 1.52e-05 |Target 023: 3.70e-05 |Target 024: 4.95e-05 ==================== Epoch #742 | Time: 00d 04h 45m | LR: 1.00e-03 | Epoch time: 23.22 | Train loss: 1.11e-05 | Val loss: 2.83e-05 Target 000 has maximum loss 7.08e-05; Target 002 has minimum loss 9.92e-06 Target 000: 7.08e-05 |Target 001: 3.96e-05 |Target 002: 9.92e-06 |Target 003: 1.68e-05 |Target 004: 1.27e-05 Target 005: 2.79e-05 |Target 006: 5.84e-05 |Target 007: 1.94e-05 |Target 008: 2.81e-05 |Target 009: 2.55e-05 Target 010: 9.94e-06 |Target 011: 3.05e-05 |Target 012: 1.93e-05 |Target 013: 2.35e-05 |Target 014: 1.54e-05 Target 015: 1.57e-05 |Target 016: 2.67e-05 |Target 017: 2.10e-05 |Target 018: 3.96e-05 |Target 019: 3.73e-05 Target 020: 1.11e-05 |Target 021: 2.80e-05 |Target 022: 1.48e-05 |Target 023: 3.58e-05 |Target 024: 4.99e-05 ==================== Epoch #743 | Time: 00d 04h 45m | LR: 1.00e-03 | Epoch time: 23.31 | Train loss: 1.07e-05 | Val loss: 2.81e-05 Target 006 has maximum loss 5.40e-05; Target 010 has minimum loss 9.41e-06 Target 000: 5.03e-05 |Target 001: 2.30e-05 |Target 002: 9.57e-06 |Target 003: 1.47e-05 |Target 004: 1.24e-05 Target 005: 2.46e-05 |Target 006: 5.40e-05 |Target 007: 1.99e-05 |Target 008: 2.71e-05 |Target 009: 2.54e-05 Target 010: 9.41e-06 |Target 011: 3.08e-05 |Target 012: 1.92e-05 |Target 013: 2.20e-05 |Target 014: 1.55e-05 Target 015: 1.52e-05 |Target 016: 2.54e-05 |Target 017: 1.99e-05 |Target 018: 3.96e-05 |Target 019: 3.72e-05 Target 020: 1.09e-05 |Target 021: 2.78e-05 |Target 022: 1.50e-05 |Target 023: 3.70e-05 |Target 024: 5.15e-05 ==================== Epoch #744 | Time: 00d 04h 46m | LR: 1.00e-03 | Epoch time: 22.60 | Train loss: 1.09e-05 | Val loss: 2.84e-05 Target 006 has maximum loss 5.91e-05; Target 010 has minimum loss 9.02e-06 Target 000: 5.69e-05 |Target 001: 2.31e-05 |Target 002: 9.55e-06 |Target 003: 1.48e-05 |Target 004: 1.34e-05 Target 005: 3.08e-05 |Target 006: 5.91e-05 |Target 007: 1.93e-05 |Target 008: 2.75e-05 |Target 009: 2.56e-05 Target 010: 9.02e-06 |Target 011: 3.05e-05 |Target 012: 1.93e-05 |Target 013: 2.17e-05 |Target 014: 1.53e-05 Target 015: 1.52e-05 |Target 016: 2.75e-05 |Target 017: 2.01e-05 |Target 018: 4.01e-05 |Target 019: 3.71e-05 Target 020: 1.12e-05 |Target 021: 2.84e-05 |Target 022: 1.48e-05 |Target 023: 3.56e-05 |Target 024: 5.31e-05 ==================== Epoch #745 | Time: 00d 04h 46m | LR: 1.00e-03 | Epoch time: 22.95 | Train loss: 1.09e-05 | Val loss: 2.93e-05 Target 001 has maximum loss 6.92e-05; Target 010 has minimum loss 9.17e-06 Target 000: 5.03e-05 |Target 001: 6.92e-05 |Target 002: 9.71e-06 |Target 003: 1.46e-05 |Target 004: 1.28e-05 Target 005: 5.89e-05 |Target 006: 6.77e-05 |Target 007: 1.94e-05 |Target 008: 2.62e-05 |Target 009: 2.58e-05 Target 010: 9.17e-06 |Target 011: 3.05e-05 |Target 012: 2.02e-05 |Target 013: 2.45e-05 |Target 014: 1.54e-05 Target 015: 1.53e-05 |Target 016: 2.70e-05 |Target 017: 2.33e-05 |Target 018: 3.83e-05 |Target 019: 3.75e-05 Target 020: 1.09e-05 |Target 021: 2.89e-05 |Target 022: 1.49e-05 |Target 023: 3.67e-05 |Target 024: 5.32e-05 ==================== Epoch #746 | Time: 00d 04h 46m | LR: 1.00e-03 | Epoch time: 22.78 | Train loss: 1.17e-05 | Val loss: 2.85e-05 Target 006 has maximum loss 5.22e-05; Target 010 has minimum loss 9.21e-06 Target 000: 4.99e-05 |Target 001: 2.50e-05 |Target 002: 9.73e-06 |Target 003: 1.48e-05 |Target 004: 1.25e-05 Target 005: 4.90e-05 |Target 006: 5.22e-05 |Target 007: 1.96e-05 |Target 008: 2.70e-05 |Target 009: 2.64e-05 Target 010: 9.21e-06 |Target 011: 3.10e-05 |Target 012: 1.83e-05 |Target 013: 2.37e-05 |Target 014: 1.59e-05 Target 015: 1.52e-05 |Target 016: 2.62e-05 |Target 017: 2.03e-05 |Target 018: 4.20e-05 |Target 019: 3.77e-05 Target 020: 1.07e-05 |Target 021: 2.85e-05 |Target 022: 1.48e-05 |Target 023: 3.69e-05 |Target 024: 5.09e-05 ==================== Epoch #747 | Time: 00d 04h 47m | LR: 1.00e-03 | Epoch time: 23.07 | Train loss: 1.13e-05 | Val loss: 2.93e-05 Target 000 has maximum loss 6.02e-05; Target 010 has minimum loss 9.72e-06 Target 000: 6.02e-05 |Target 001: 4.40e-05 |Target 002: 9.79e-06 |Target 003: 1.59e-05 |Target 004: 1.30e-05 Target 005: 5.35e-05 |Target 006: 5.46e-05 |Target 007: 1.96e-05 |Target 008: 2.95e-05 |Target 009: 2.59e-05 Target 010: 9.72e-06 |Target 011: 3.04e-05 |Target 012: 2.32e-05 |Target 013: 2.33e-05 |Target 014: 1.60e-05 Target 015: 1.54e-05 |Target 016: 2.81e-05 |Target 017: 2.00e-05 |Target 018: 4.14e-05 |Target 019: 3.77e-05 Target 020: 1.11e-05 |Target 021: 2.86e-05 |Target 022: 1.52e-05 |Target 023: 3.67e-05 |Target 024: 5.30e-05 ==================== Epoch #748 | Time: 00d 04h 47m | LR: 1.00e-03 | Epoch time: 22.89 | Train loss: 1.16e-05 | Val loss: 2.92e-05 Target 006 has maximum loss 6.52e-05; Target 010 has minimum loss 9.26e-06 Target 000: 5.76e-05 |Target 001: 2.52e-05 |Target 002: 9.66e-06 |Target 003: 1.43e-05 |Target 004: 1.23e-05 Target 005: 4.02e-05 |Target 006: 6.52e-05 |Target 007: 1.95e-05 |Target 008: 2.82e-05 |Target 009: 2.74e-05 Target 010: 9.26e-06 |Target 011: 3.06e-05 |Target 012: 1.93e-05 |Target 013: 2.15e-05 |Target 014: 1.60e-05 Target 015: 1.48e-05 |Target 016: 2.63e-05 |Target 017: 2.17e-05 |Target 018: 4.37e-05 |Target 019: 3.80e-05 Target 020: 1.08e-05 |Target 021: 2.91e-05 |Target 022: 1.51e-05 |Target 023: 3.95e-05 |Target 024: 5.23e-05 ==================== Epoch #749 | Time: 00d 04h 48m | LR: 1.00e-03 | Epoch time: 24.01 | Train loss: 1.22e-05 | Val loss: 2.89e-05 Target 006 has maximum loss 6.12e-05; Target 002 has minimum loss 9.89e-06 Target 000: 4.84e-05 |Target 001: 4.33e-05 |Target 002: 9.89e-06 |Target 003: 1.59e-05 |Target 004: 1.30e-05 Target 005: 3.60e-05 |Target 006: 6.12e-05 |Target 007: 2.00e-05 |Target 008: 2.77e-05 |Target 009: 2.60e-05 Target 010: 1.02e-05 |Target 011: 3.09e-05 |Target 012: 2.03e-05 |Target 013: 2.28e-05 |Target 014: 1.56e-05 Target 015: 1.53e-05 |Target 016: 2.56e-05 |Target 017: 2.09e-05 |Target 018: 3.98e-05 |Target 019: 3.82e-05 Target 020: 1.11e-05 |Target 021: 2.78e-05 |Target 022: 1.53e-05 |Target 023: 3.71e-05 |Target 024: 5.26e-05 ==================== Epoch #750 | Time: 00d 04h 48m | LR: 1.00e-03 | Epoch time: 22.53 | Train loss: 1.09e-05 | Val loss: 3.21e-05 Target 000 has maximum loss 8.69e-05; Target 010 has minimum loss 9.74e-06 Target 000: 8.69e-05 |Target 001: 3.44e-05 |Target 002: 9.85e-06 |Target 003: 1.47e-05 |Target 004: 1.32e-05 Target 005: 3.22e-05 |Target 006: 6.65e-05 |Target 007: 1.99e-05 |Target 008: 2.71e-05 |Target 009: 2.95e-05 Target 010: 9.74e-06 |Target 011: 3.11e-05 |Target 012: 2.13e-05 |Target 013: 2.35e-05 |Target 014: 1.59e-05 Target 015: 1.52e-05 |Target 016: 2.68e-05 |Target 017: 2.54e-05 |Target 018: 4.39e-05 |Target 019: 4.25e-05 Target 020: 1.12e-05 |Target 021: 3.23e-05 |Target 022: 1.55e-05 |Target 023: 4.08e-05 |Target 024: 6.26e-05 ==================== Epoch #751 | Time: 00d 04h 48m | LR: 1.00e-03 | Epoch time: 22.63 | Train loss: 1.35e-05 | Val loss: 3.21e-05 Target 001 has maximum loss 8.57e-05; Target 002 has minimum loss 9.91e-06 Target 000: 6.23e-05 |Target 001: 8.57e-05 |Target 002: 9.91e-06 |Target 003: 1.61e-05 |Target 004: 1.35e-05 Target 005: 3.03e-05 |Target 006: 7.57e-05 |Target 007: 2.08e-05 |Target 008: 2.96e-05 |Target 009: 3.05e-05 Target 010: 1.01e-05 |Target 011: 3.15e-05 |Target 012: 2.04e-05 |Target 013: 2.28e-05 |Target 014: 1.68e-05 Target 015: 1.58e-05 |Target 016: 2.96e-05 |Target 017: 2.44e-05 |Target 018: 4.15e-05 |Target 019: 4.71e-05 Target 020: 1.17e-05 |Target 021: 3.67e-05 |Target 022: 1.56e-05 |Target 023: 4.19e-05 |Target 024: 5.65e-05 ==================== Epoch #752 | Time: 00d 04h 49m | LR: 1.00e-03 | Epoch time: 22.66 | Train loss: 1.25e-05 | Val loss: 2.94e-05 Target 006 has maximum loss 6.17e-05; Target 010 has minimum loss 1.05e-05 Target 000: 4.96e-05 |Target 001: 4.93e-05 |Target 002: 1.06e-05 |Target 003: 1.75e-05 |Target 004: 1.36e-05 Target 005: 4.39e-05 |Target 006: 6.17e-05 |Target 007: 2.13e-05 |Target 008: 2.69e-05 |Target 009: 2.86e-05 Target 010: 1.05e-05 |Target 011: 3.09e-05 |Target 012: 1.96e-05 |Target 013: 2.24e-05 |Target 014: 1.57e-05 Target 015: 1.54e-05 |Target 016: 2.72e-05 |Target 017: 2.06e-05 |Target 018: 4.39e-05 |Target 019: 3.93e-05 Target 020: 1.15e-05 |Target 021: 2.96e-05 |Target 022: 1.51e-05 |Target 023: 3.88e-05 |Target 024: 5.10e-05 ==================== Epoch #753 | Time: 00d 04h 49m | LR: 1.00e-03 | Epoch time: 22.56 | Train loss: 1.12e-05 | Val loss: 2.86e-05 Target 000 has maximum loss 7.63e-05; Target 010 has minimum loss 9.53e-06 Target 000: 7.63e-05 |Target 001: 5.65e-05 |Target 002: 1.02e-05 |Target 003: 1.52e-05 |Target 004: 1.29e-05 Target 005: 3.33e-05 |Target 006: 5.44e-05 |Target 007: 1.93e-05 |Target 008: 2.72e-05 |Target 009: 2.58e-05 Target 010: 9.53e-06 |Target 011: 3.10e-05 |Target 012: 2.07e-05 |Target 013: 2.33e-05 |Target 014: 1.54e-05 Target 015: 1.51e-05 |Target 016: 2.71e-05 |Target 017: 2.08e-05 |Target 018: 4.06e-05 |Target 019: 3.73e-05 Target 020: 1.16e-05 |Target 021: 2.82e-05 |Target 022: 1.48e-05 |Target 023: 3.68e-05 |Target 024: 5.01e-05 ==================== Epoch #754 | Time: 00d 04h 50m | LR: 1.00e-03 | Epoch time: 22.58 | Train loss: 1.09e-05 | Val loss: 2.87e-05 Target 000 has maximum loss 7.30e-05; Target 010 has minimum loss 9.46e-06 Target 000: 7.30e-05 |Target 001: 6.14e-05 |Target 002: 9.76e-06 |Target 003: 1.63e-05 |Target 004: 1.23e-05 Target 005: 2.72e-05 |Target 006: 5.81e-05 |Target 007: 1.96e-05 |Target 008: 2.90e-05 |Target 009: 2.63e-05 Target 010: 9.46e-06 |Target 011: 3.27e-05 |Target 012: 1.90e-05 |Target 013: 2.38e-05 |Target 014: 1.57e-05 Target 015: 1.51e-05 |Target 016: 2.83e-05 |Target 017: 2.05e-05 |Target 018: 4.15e-05 |Target 019: 3.73e-05 Target 020: 1.09e-05 |Target 021: 2.89e-05 |Target 022: 1.52e-05 |Target 023: 3.74e-05 |Target 024: 4.93e-05 ==================== Epoch #755 | Time: 00d 04h 50m | LR: 1.00e-03 | Epoch time: 22.67 | Train loss: 1.12e-05 | Val loss: 2.87e-05 Target 006 has maximum loss 7.37e-05; Target 010 has minimum loss 9.63e-06 Target 000: 5.10e-05 |Target 001: 4.07e-05 |Target 002: 9.82e-06 |Target 003: 1.53e-05 |Target 004: 1.27e-05 Target 005: 3.34e-05 |Target 006: 7.37e-05 |Target 007: 1.95e-05 |Target 008: 2.69e-05 |Target 009: 2.53e-05 Target 010: 9.63e-06 |Target 011: 3.07e-05 |Target 012: 2.05e-05 |Target 013: 2.50e-05 |Target 014: 1.56e-05 Target 015: 1.54e-05 |Target 016: 2.69e-05 |Target 017: 2.28e-05 |Target 018: 4.18e-05 |Target 019: 3.74e-05 Target 020: 1.10e-05 |Target 021: 2.75e-05 |Target 022: 1.50e-05 |Target 023: 3.62e-05 |Target 024: 5.03e-05 ==================== Epoch #756 | Time: 00d 04h 50m | LR: 1.00e-03 | Epoch time: 24.51 | Train loss: 1.09e-05 | Val loss: 2.83e-05 Target 006 has maximum loss 5.44e-05; Target 010 has minimum loss 8.99e-06 Target 000: 5.36e-05 |Target 001: 2.26e-05 |Target 002: 9.76e-06 |Target 003: 1.59e-05 |Target 004: 1.21e-05 Target 005: 2.26e-05 |Target 006: 5.44e-05 |Target 007: 1.94e-05 |Target 008: 3.05e-05 |Target 009: 2.73e-05 Target 010: 8.99e-06 |Target 011: 3.07e-05 |Target 012: 2.02e-05 |Target 013: 2.15e-05 |Target 014: 1.54e-05 Target 015: 1.53e-05 |Target 016: 2.99e-05 |Target 017: 2.06e-05 |Target 018: 4.10e-05 |Target 019: 3.76e-05 Target 020: 1.12e-05 |Target 021: 2.82e-05 |Target 022: 1.51e-05 |Target 023: 3.61e-05 |Target 024: 5.06e-05 ==================== Epoch #757 | Time: 00d 04h 51m | LR: 1.00e-03 | Epoch time: 22.60 | Train loss: 1.15e-05 | Val loss: 2.93e-05 Target 006 has maximum loss 5.61e-05; Target 010 has minimum loss 9.39e-06 Target 000: 5.20e-05 |Target 001: 2.79e-05 |Target 002: 9.58e-06 |Target 003: 1.47e-05 |Target 004: 1.22e-05 Target 005: 2.26e-05 |Target 006: 5.61e-05 |Target 007: 2.05e-05 |Target 008: 3.37e-05 |Target 009: 2.63e-05 Target 010: 9.39e-06 |Target 011: 3.23e-05 |Target 012: 1.87e-05 |Target 013: 2.14e-05 |Target 014: 1.59e-05 Target 015: 1.53e-05 |Target 016: 3.03e-05 |Target 017: 2.02e-05 |Target 018: 4.49e-05 |Target 019: 3.96e-05 Target 020: 1.10e-05 |Target 021: 2.82e-05 |Target 022: 1.50e-05 |Target 023: 3.71e-05 |Target 024: 5.36e-05 ==================== Epoch #758 | Time: 00d 04h 51m | LR: 1.00e-03 | Epoch time: 22.85 | Train loss: 1.11e-05 | Val loss: 2.92e-05 Target 000 has maximum loss 6.47e-05; Target 002 has minimum loss 1.17e-05 Target 000: 6.47e-05 |Target 001: 4.14e-05 |Target 002: 1.17e-05 |Target 003: 1.72e-05 |Target 004: 1.30e-05 Target 005: 3.05e-05 |Target 006: 5.76e-05 |Target 007: 2.00e-05 |Target 008: 2.76e-05 |Target 009: 2.77e-05 Target 010: 1.21e-05 |Target 011: 3.08e-05 |Target 012: 1.94e-05 |Target 013: 2.18e-05 |Target 014: 1.63e-05 Target 015: 1.63e-05 |Target 016: 2.76e-05 |Target 017: 2.08e-05 |Target 018: 3.95e-05 |Target 019: 3.81e-05 Target 020: 1.23e-05 |Target 021: 3.00e-05 |Target 022: 1.52e-05 |Target 023: 3.67e-05 |Target 024: 5.34e-05 ==================== Epoch #759 | Time: 00d 04h 51m | LR: 1.00e-03 | Epoch time: 22.56 | Train loss: 1.18e-05 | Val loss: 2.87e-05 Target 000 has maximum loss 5.34e-05; Target 010 has minimum loss 9.69e-06 Target 000: 5.34e-05 |Target 001: 2.73e-05 |Target 002: 1.00e-05 |Target 003: 1.50e-05 |Target 004: 1.26e-05 Target 005: 4.87e-05 |Target 006: 5.03e-05 |Target 007: 1.96e-05 |Target 008: 2.75e-05 |Target 009: 3.02e-05 Target 010: 9.69e-06 |Target 011: 3.08e-05 |Target 012: 1.94e-05 |Target 013: 2.20e-05 |Target 014: 1.61e-05 Target 015: 1.55e-05 |Target 016: 2.62e-05 |Target 017: 1.96e-05 |Target 018: 3.90e-05 |Target 019: 3.78e-05 Target 020: 1.11e-05 |Target 021: 3.01e-05 |Target 022: 1.51e-05 |Target 023: 3.67e-05 |Target 024: 5.24e-05 ==================== Epoch #760 | Time: 00d 04h 52m | LR: 1.00e-03 | Epoch time: 22.52 | Train loss: 1.12e-05 | Val loss: 3.03e-05 Target 024 has maximum loss 5.87e-05; Target 002 has minimum loss 9.85e-06 Target 000: 4.99e-05 |Target 001: 2.16e-05 |Target 002: 9.85e-06 |Target 003: 1.52e-05 |Target 004: 1.27e-05 Target 005: 4.07e-05 |Target 006: 5.04e-05 |Target 007: 1.96e-05 |Target 008: 2.70e-05 |Target 009: 2.59e-05 Target 010: 1.06e-05 |Target 011: 3.13e-05 |Target 012: 1.88e-05 |Target 013: 2.21e-05 |Target 014: 1.66e-05 Target 015: 1.60e-05 |Target 016: 2.73e-05 |Target 017: 2.05e-05 |Target 018: 4.56e-05 |Target 019: 3.87e-05 Target 020: 1.20e-05 |Target 021: 2.92e-05 |Target 022: 1.60e-05 |Target 023: 3.91e-05 |Target 024: 5.87e-05 ==================== Epoch #761 | Time: 00d 04h 52m | LR: 1.00e-03 | Epoch time: 22.57 | Train loss: 1.20e-05 | Val loss: 3.01e-05 Target 006 has maximum loss 8.25e-05; Target 010 has minimum loss 1.01e-05 Target 000: 4.84e-05 |Target 001: 3.04e-05 |Target 002: 1.03e-05 |Target 003: 1.59e-05 |Target 004: 1.21e-05 Target 005: 2.72e-05 |Target 006: 8.25e-05 |Target 007: 2.01e-05 |Target 008: 3.41e-05 |Target 009: 2.88e-05 Target 010: 1.01e-05 |Target 011: 3.06e-05 |Target 012: 1.88e-05 |Target 013: 2.49e-05 |Target 014: 1.67e-05 Target 015: 1.58e-05 |Target 016: 3.06e-05 |Target 017: 2.25e-05 |Target 018: 4.08e-05 |Target 019: 3.93e-05 Target 020: 1.07e-05 |Target 021: 3.35e-05 |Target 022: 1.60e-05 |Target 023: 3.80e-05 |Target 024: 5.41e-05 ==================== Epoch #762 | Time: 00d 04h 53m | LR: 1.00e-03 | Epoch time: 22.57 | Train loss: 1.30e-05 | Val loss: 3.06e-05 Target 006 has maximum loss 6.72e-05; Target 010 has minimum loss 9.91e-06 Target 000: 4.99e-05 |Target 001: 5.98e-05 |Target 002: 9.98e-06 |Target 003: 1.47e-05 |Target 004: 1.25e-05 Target 005: 3.15e-05 |Target 006: 6.72e-05 |Target 007: 2.02e-05 |Target 008: 3.02e-05 |Target 009: 2.61e-05 Target 010: 9.91e-06 |Target 011: 3.15e-05 |Target 012: 1.82e-05 |Target 013: 2.36e-05 |Target 014: 1.67e-05 Target 015: 1.49e-05 |Target 016: 2.97e-05 |Target 017: 2.21e-05 |Target 018: 4.18e-05 |Target 019: 4.10e-05 Target 020: 1.08e-05 |Target 021: 2.85e-05 |Target 022: 1.58e-05 |Target 023: 4.01e-05 |Target 024: 5.72e-05 ==================== Epoch #763 | Time: 00d 04h 53m | LR: 1.00e-03 | Epoch time: 22.61 | Train loss: 1.16e-05 | Val loss: 2.81e-05 Target 000 has maximum loss 5.86e-05; Target 010 has minimum loss 9.06e-06 Target 000: 5.86e-05 |Target 001: 2.39e-05 |Target 002: 9.51e-06 |Target 003: 1.39e-05 |Target 004: 1.19e-05 Target 005: 2.32e-05 |Target 006: 5.56e-05 |Target 007: 1.95e-05 |Target 008: 2.80e-05 |Target 009: 2.79e-05 Target 010: 9.06e-06 |Target 011: 2.99e-05 |Target 012: 1.83e-05 |Target 013: 2.13e-05 |Target 014: 1.53e-05 Target 015: 1.44e-05 |Target 016: 2.58e-05 |Target 017: 2.05e-05 |Target 018: 4.16e-05 |Target 019: 3.78e-05 Target 020: 1.06e-05 |Target 021: 2.93e-05 |Target 022: 1.51e-05 |Target 023: 3.64e-05 |Target 024: 5.01e-05 ==================== Epoch #764 | Time: 00d 04h 53m | LR: 1.00e-03 | Epoch time: 22.58 | Train loss: 1.18e-05 | Val loss: 2.93e-05 Target 000 has maximum loss 7.38e-05; Target 020 has minimum loss 1.11e-05 Target 000: 7.38e-05 |Target 001: 3.75e-05 |Target 002: 1.12e-05 |Target 003: 1.65e-05 |Target 004: 1.25e-05 Target 005: 2.96e-05 |Target 006: 5.42e-05 |Target 007: 2.08e-05 |Target 008: 2.82e-05 |Target 009: 2.93e-05 Target 010: 1.13e-05 |Target 011: 3.11e-05 |Target 012: 1.81e-05 |Target 013: 2.65e-05 |Target 014: 1.60e-05 Target 015: 1.54e-05 |Target 016: 2.71e-05 |Target 017: 2.18e-05 |Target 018: 4.25e-05 |Target 019: 3.84e-05 Target 020: 1.11e-05 |Target 021: 2.99e-05 |Target 022: 1.52e-05 |Target 023: 3.69e-05 |Target 024: 5.11e-05 ==================== Epoch #765 | Time: 00d 04h 54m | LR: 1.00e-03 | Epoch time: 22.57 | Train loss: 1.88e-05 | Val loss: 3.90e-05 Target 005 has maximum loss 8.94e-05; Target 010 has minimum loss 1.33e-05 Target 000: 5.86e-05 |Target 001: 5.30e-05 |Target 002: 1.38e-05 |Target 003: 1.74e-05 |Target 004: 1.42e-05 Target 005: 8.94e-05 |Target 006: 7.49e-05 |Target 007: 2.32e-05 |Target 008: 3.98e-05 |Target 009: 5.13e-05 Target 010: 1.33e-05 |Target 011: 3.52e-05 |Target 012: 2.11e-05 |Target 013: 2.61e-05 |Target 014: 2.07e-05 Target 015: 1.85e-05 |Target 016: 3.78e-05 |Target 017: 2.43e-05 |Target 018: 5.77e-05 |Target 019: 4.71e-05 Target 020: 1.68e-05 |Target 021: 4.50e-05 |Target 022: 1.85e-05 |Target 023: 5.16e-05 |Target 024: 7.40e-05 ==================== Epoch #766 | Time: 00d 04h 54m | LR: 1.00e-03 | Epoch time: 22.55 | Train loss: 3.42e-05 | Val loss: 3.24e-05 Target 024 has maximum loss 6.15e-05; Target 002 has minimum loss 1.17e-05 Target 000: 5.21e-05 |Target 001: 2.85e-05 |Target 002: 1.17e-05 |Target 003: 1.83e-05 |Target 004: 1.41e-05 Target 005: 2.64e-05 |Target 006: 5.89e-05 |Target 007: 2.15e-05 |Target 008: 3.20e-05 |Target 009: 5.35e-05 Target 010: 1.23e-05 |Target 011: 3.01e-05 |Target 012: 2.08e-05 |Target 013: 2.30e-05 |Target 014: 1.71e-05 Target 015: 1.71e-05 |Target 016: 3.15e-05 |Target 017: 2.21e-05 |Target 018: 4.10e-05 |Target 019: 3.97e-05 Target 020: 1.42e-05 |Target 021: 4.07e-05 |Target 022: 1.58e-05 |Target 023: 3.90e-05 |Target 024: 6.15e-05 ==================== Epoch #767 | Time: 00d 04h 55m | LR: 1.00e-03 | Epoch time: 22.89 | Train loss: 1.82e-05 | Val loss: 3.13e-05 Target 001 has maximum loss 8.94e-05; Target 002 has minimum loss 1.13e-05 Target 000: 5.06e-05 |Target 001: 8.94e-05 |Target 002: 1.13e-05 |Target 003: 2.06e-05 |Target 004: 1.31e-05 Target 005: 2.82e-05 |Target 006: 7.35e-05 |Target 007: 2.14e-05 |Target 008: 3.49e-05 |Target 009: 2.99e-05 Target 010: 1.40e-05 |Target 011: 3.20e-05 |Target 012: 2.09e-05 |Target 013: 2.53e-05 |Target 014: 1.68e-05 Target 015: 1.75e-05 |Target 016: 3.07e-05 |Target 017: 2.58e-05 |Target 018: 4.43e-05 |Target 019: 3.98e-05 Target 020: 1.15e-05 |Target 021: 3.34e-05 |Target 022: 1.58e-05 |Target 023: 3.82e-05 |Target 024: 5.44e-05 ==================== Epoch #768 | Time: 00d 04h 55m | LR: 1.00e-03 | Epoch time: 22.76 | Train loss: 1.31e-05 | Val loss: 2.85e-05 Target 006 has maximum loss 6.54e-05; Target 010 has minimum loss 1.06e-05 Target 000: 5.02e-05 |Target 001: 3.96e-05 |Target 002: 1.06e-05 |Target 003: 1.53e-05 |Target 004: 1.24e-05 Target 005: 2.78e-05 |Target 006: 6.54e-05 |Target 007: 1.92e-05 |Target 008: 2.77e-05 |Target 009: 2.88e-05 Target 010: 1.06e-05 |Target 011: 3.08e-05 |Target 012: 1.93e-05 |Target 013: 2.20e-05 |Target 014: 1.57e-05 Target 015: 1.55e-05 |Target 016: 2.67e-05 |Target 017: 1.99e-05 |Target 018: 3.90e-05 |Target 019: 3.73e-05 Target 020: 1.08e-05 |Target 021: 3.06e-05 |Target 022: 1.54e-05 |Target 023: 3.64e-05 |Target 024: 5.10e-05 ==================== Epoch #769 | Time: 00d 04h 55m | LR: 1.00e-03 | Epoch time: 22.84 | Train loss: 1.17e-05 | Val loss: 2.90e-05 Target 001 has maximum loss 7.21e-05; Target 002 has minimum loss 1.13e-05 Target 000: 5.11e-05 |Target 001: 7.21e-05 |Target 002: 1.13e-05 |Target 003: 1.71e-05 |Target 004: 1.42e-05 Target 005: 4.30e-05 |Target 006: 5.34e-05 |Target 007: 2.04e-05 |Target 008: 2.92e-05 |Target 009: 2.82e-05 Target 010: 1.19e-05 |Target 011: 3.16e-05 |Target 012: 2.19e-05 |Target 013: 2.27e-05 |Target 014: 1.60e-05 Target 015: 1.71e-05 |Target 016: 2.99e-05 |Target 017: 2.35e-05 |Target 018: 4.09e-05 |Target 019: 3.74e-05 Target 020: 1.29e-05 |Target 021: 2.91e-05 |Target 022: 1.53e-05 |Target 023: 3.57e-05 |Target 024: 4.84e-05 ==================== Epoch #770 | Time: 00d 04h 56m | LR: 1.00e-03 | Epoch time: 24.88 | Train loss: 1.18e-05 | Val loss: 2.83e-05 Target 000 has maximum loss 5.66e-05; Target 002 has minimum loss 9.90e-06 Target 000: 5.66e-05 |Target 001: 5.18e-05 |Target 002: 9.90e-06 |Target 003: 1.60e-05 |Target 004: 1.22e-05 Target 005: 2.43e-05 |Target 006: 5.22e-05 |Target 007: 1.93e-05 |Target 008: 2.74e-05 |Target 009: 2.57e-05 Target 010: 1.07e-05 |Target 011: 3.11e-05 |Target 012: 1.92e-05 |Target 013: 2.28e-05 |Target 014: 1.59e-05 Target 015: 1.58e-05 |Target 016: 2.69e-05 |Target 017: 2.10e-05 |Target 018: 4.13e-05 |Target 019: 3.78e-05 Target 020: 1.09e-05 |Target 021: 2.78e-05 |Target 022: 1.49e-05 |Target 023: 3.62e-05 |Target 024: 4.92e-05 ==================== Epoch #771 | Time: 00d 04h 56m | LR: 1.00e-03 | Epoch time: 23.33 | Train loss: 1.12e-05 | Val loss: 2.88e-05 Target 006 has maximum loss 5.92e-05; Target 010 has minimum loss 9.53e-06 Target 000: 5.08e-05 |Target 001: 3.75e-05 |Target 002: 9.92e-06 |Target 003: 1.50e-05 |Target 004: 1.27e-05 Target 005: 4.48e-05 |Target 006: 5.92e-05 |Target 007: 1.90e-05 |Target 008: 2.67e-05 |Target 009: 2.73e-05 Target 010: 9.53e-06 |Target 011: 3.03e-05 |Target 012: 1.88e-05 |Target 013: 2.38e-05 |Target 014: 1.52e-05 Target 015: 1.52e-05 |Target 016: 2.62e-05 |Target 017: 2.64e-05 |Target 018: 4.52e-05 |Target 019: 3.73e-05 Target 020: 1.10e-05 |Target 021: 2.92e-05 |Target 022: 1.48e-05 |Target 023: 3.61e-05 |Target 024: 4.94e-05 ==================== Epoch #772 | Time: 00d 04h 57m | LR: 1.00e-03 | Epoch time: 24.45 | Train loss: 1.20e-05 | Val loss: 2.82e-05 Target 000 has maximum loss 6.04e-05; Target 010 has minimum loss 9.43e-06 Target 000: 6.04e-05 |Target 001: 4.87e-05 |Target 002: 1.00e-05 |Target 003: 1.47e-05 |Target 004: 1.25e-05 Target 005: 2.81e-05 |Target 006: 5.58e-05 |Target 007: 1.91e-05 |Target 008: 2.84e-05 |Target 009: 2.83e-05 Target 010: 9.43e-06 |Target 011: 3.05e-05 |Target 012: 1.92e-05 |Target 013: 2.25e-05 |Target 014: 1.56e-05 Target 015: 1.51e-05 |Target 016: 2.60e-05 |Target 017: 2.16e-05 |Target 018: 4.16e-05 |Target 019: 3.75e-05 Target 020: 1.09e-05 |Target 021: 2.76e-05 |Target 022: 1.48e-05 |Target 023: 3.61e-05 |Target 024: 4.87e-05 ==================== Epoch #773 | Time: 00d 04h 57m | LR: 1.00e-03 | Epoch time: 23.66 | Train loss: 1.09e-05 | Val loss: 2.81e-05 Target 006 has maximum loss 5.93e-05; Target 010 has minimum loss 9.71e-06 Target 000: 5.78e-05 |Target 001: 2.92e-05 |Target 002: 1.01e-05 |Target 003: 1.52e-05 |Target 004: 1.24e-05 Target 005: 4.88e-05 |Target 006: 5.93e-05 |Target 007: 1.93e-05 |Target 008: 3.01e-05 |Target 009: 2.64e-05 Target 010: 9.71e-06 |Target 011: 3.00e-05 |Target 012: 2.47e-05 |Target 013: 2.24e-05 |Target 014: 1.58e-05 Target 015: 1.58e-05 |Target 016: 3.03e-05 |Target 017: 1.90e-05 |Target 018: 4.02e-05 |Target 019: 3.58e-05 Target 020: 1.12e-05 |Target 021: 2.79e-05 |Target 022: 1.51e-05 |Target 023: 3.49e-05 |Target 024: 4.81e-05 ==================== Epoch #774 | Time: 00d 04h 57m | LR: 1.00e-03 | Epoch time: 24.15 | Train loss: 1.13e-05 | Val loss: 2.80e-05 Target 000 has maximum loss 6.32e-05; Target 010 has minimum loss 9.74e-06 Target 000: 6.32e-05 |Target 001: 4.32e-05 |Target 002: 9.80e-06 |Target 003: 1.44e-05 |Target 004: 1.19e-05 Target 005: 5.81e-05 |Target 006: 5.59e-05 |Target 007: 1.97e-05 |Target 008: 2.90e-05 |Target 009: 3.07e-05 Target 010: 9.74e-06 |Target 011: 3.01e-05 |Target 012: 2.01e-05 |Target 013: 2.17e-05 |Target 014: 1.53e-05 Target 015: 1.54e-05 |Target 016: 2.56e-05 |Target 017: 1.99e-05 |Target 018: 3.71e-05 |Target 019: 3.66e-05 Target 020: 1.07e-05 |Target 021: 3.05e-05 |Target 022: 1.45e-05 |Target 023: 3.48e-05 |Target 024: 4.90e-05 ==================== Epoch #775 | Time: 00d 04h 58m | LR: 1.00e-03 | Epoch time: 22.73 | Train loss: 1.16e-05 | Val loss: 3.06e-05 Target 000 has maximum loss 1.66e-04; Target 010 has minimum loss 9.22e-06 Target 000: 1.66e-04 |Target 001: 3.45e-05 |Target 002: 1.00e-05 |Target 003: 1.45e-05 |Target 004: 1.23e-05 Target 005: 5.91e-05 |Target 006: 5.70e-05 |Target 007: 1.98e-05 |Target 008: 3.02e-05 |Target 009: 2.76e-05 Target 010: 9.22e-06 |Target 011: 3.02e-05 |Target 012: 1.95e-05 |Target 013: 2.87e-05 |Target 014: 1.74e-05 Target 015: 1.53e-05 |Target 016: 2.68e-05 |Target 017: 2.02e-05 |Target 018: 4.34e-05 |Target 019: 3.69e-05 Target 020: 1.06e-05 |Target 021: 2.79e-05 |Target 022: 1.71e-05 |Target 023: 3.56e-05 |Target 024: 5.53e-05 ==================== Epoch #776 | Time: 00d 04h 58m | LR: 1.00e-03 | Epoch time: 22.60 | Train loss: 1.13e-05 | Val loss: 2.85e-05 Target 001 has maximum loss 8.73e-05; Target 010 has minimum loss 9.22e-06 Target 000: 4.67e-05 |Target 001: 8.73e-05 |Target 002: 1.01e-05 |Target 003: 1.52e-05 |Target 004: 1.21e-05 Target 005: 5.04e-05 |Target 006: 5.72e-05 |Target 007: 1.93e-05 |Target 008: 2.58e-05 |Target 009: 2.60e-05 Target 010: 9.22e-06 |Target 011: 3.09e-05 |Target 012: 2.12e-05 |Target 013: 2.25e-05 |Target 014: 1.49e-05 Target 015: 1.56e-05 |Target 016: 2.58e-05 |Target 017: 2.11e-05 |Target 018: 4.02e-05 |Target 019: 3.66e-05 Target 020: 1.05e-05 |Target 021: 2.75e-05 |Target 022: 1.44e-05 |Target 023: 3.55e-05 |Target 024: 5.05e-05 ==================== Epoch #777 | Time: 00d 04h 58m | LR: 1.00e-03 | Epoch time: 22.68 | Train loss: 1.13e-05 | Val loss: 2.84e-05 Target 006 has maximum loss 7.88e-05; Target 002 has minimum loss 1.02e-05 Target 000: 5.35e-05 |Target 001: 6.04e-05 |Target 002: 1.02e-05 |Target 003: 1.72e-05 |Target 004: 1.22e-05 Target 005: 2.87e-05 |Target 006: 7.88e-05 |Target 007: 2.00e-05 |Target 008: 2.66e-05 |Target 009: 2.56e-05 Target 010: 1.05e-05 |Target 011: 3.03e-05 |Target 012: 2.05e-05 |Target 013: 2.30e-05 |Target 014: 1.51e-05 Target 015: 1.55e-05 |Target 016: 2.47e-05 |Target 017: 1.94e-05 |Target 018: 4.12e-05 |Target 019: 3.67e-05 Target 020: 1.08e-05 |Target 021: 2.80e-05 |Target 022: 1.48e-05 |Target 023: 3.52e-05 |Target 024: 5.08e-05 ==================== Epoch #778 | Time: 00d 04h 59m | LR: 1.00e-03 | Epoch time: 22.62 | Train loss: 1.07e-05 | Val loss: 2.78e-05 Target 000 has maximum loss 6.96e-05; Target 002 has minimum loss 9.22e-06 Target 000: 6.96e-05 |Target 001: 2.80e-05 |Target 002: 9.22e-06 |Target 003: 1.48e-05 |Target 004: 1.25e-05 Target 005: 3.35e-05 |Target 006: 5.52e-05 |Target 007: 1.92e-05 |Target 008: 2.76e-05 |Target 009: 2.64e-05 Target 010: 9.51e-06 |Target 011: 3.04e-05 |Target 012: 1.94e-05 |Target 013: 2.31e-05 |Target 014: 1.51e-05 Target 015: 1.54e-05 |Target 016: 2.67e-05 |Target 017: 1.97e-05 |Target 018: 3.99e-05 |Target 019: 3.67e-05 Target 020: 1.08e-05 |Target 021: 2.97e-05 |Target 022: 1.46e-05 |Target 023: 3.59e-05 |Target 024: 4.82e-05 ==================== Epoch #779 | Time: 00d 04h 59m | LR: 1.00e-03 | Epoch time: 22.58 | Train loss: 1.10e-05 | Val loss: 2.91e-05 Target 000 has maximum loss 5.61e-05; Target 010 has minimum loss 9.53e-06 Target 000: 5.61e-05 |Target 001: 4.53e-05 |Target 002: 9.95e-06 |Target 003: 1.61e-05 |Target 004: 1.18e-05 Target 005: 4.57e-05 |Target 006: 4.99e-05 |Target 007: 1.86e-05 |Target 008: 2.97e-05 |Target 009: 2.60e-05 Target 010: 9.53e-06 |Target 011: 3.07e-05 |Target 012: 1.89e-05 |Target 013: 2.23e-05 |Target 014: 1.53e-05 Target 015: 1.77e-05 |Target 016: 2.81e-05 |Target 017: 2.03e-05 |Target 018: 4.30e-05 |Target 019: 3.70e-05 Target 020: 1.05e-05 |Target 021: 2.76e-05 |Target 022: 1.50e-05 |Target 023: 3.59e-05 |Target 024: 5.49e-05 ==================== Epoch #780 | Time: 00d 05h 00m | LR: 1.00e-03 | Epoch time: 22.56 | Train loss: 1.13e-05 | Val loss: 2.85e-05 Target 000 has maximum loss 6.79e-05; Target 010 has minimum loss 9.03e-06 Target 000: 6.79e-05 |Target 001: 4.14e-05 |Target 002: 9.84e-06 |Target 003: 1.44e-05 |Target 004: 1.31e-05 Target 005: 2.95e-05 |Target 006: 5.32e-05 |Target 007: 1.90e-05 |Target 008: 2.71e-05 |Target 009: 2.62e-05 Target 010: 9.03e-06 |Target 011: 3.10e-05 |Target 012: 2.09e-05 |Target 013: 2.29e-05 |Target 014: 1.52e-05 Target 015: 1.49e-05 |Target 016: 2.57e-05 |Target 017: 2.14e-05 |Target 018: 3.98e-05 |Target 019: 3.74e-05 Target 020: 1.14e-05 |Target 021: 2.92e-05 |Target 022: 1.49e-05 |Target 023: 3.68e-05 |Target 024: 5.04e-05 ==================== Epoch #781 | Time: 00d 05h 00m | LR: 1.00e-03 | Epoch time: 22.59 | Train loss: 1.14e-05 | Val loss: 2.90e-05 Target 000 has maximum loss 7.48e-05; Target 010 has minimum loss 9.26e-06 Target 000: 7.48e-05 |Target 001: 6.66e-05 |Target 002: 9.64e-06 |Target 003: 1.43e-05 |Target 004: 1.29e-05 Target 005: 3.01e-05 |Target 006: 6.15e-05 |Target 007: 1.96e-05 |Target 008: 2.66e-05 |Target 009: 2.87e-05 Target 010: 9.26e-06 |Target 011: 3.13e-05 |Target 012: 2.22e-05 |Target 013: 2.32e-05 |Target 014: 1.59e-05 Target 015: 1.53e-05 |Target 016: 2.65e-05 |Target 017: 2.10e-05 |Target 018: 4.07e-05 |Target 019: 3.68e-05 Target 020: 1.06e-05 |Target 021: 2.93e-05 |Target 022: 1.55e-05 |Target 023: 3.56e-05 |Target 024: 5.14e-05 ==================== Epoch #782 | Time: 00d 05h 00m | LR: 1.00e-03 | Epoch time: 22.58 | Train loss: 1.08e-05 | Val loss: 2.70e-05 Target 006 has maximum loss 5.67e-05; Target 002 has minimum loss 9.45e-06 Target 000: 5.18e-05 |Target 001: 2.81e-05 |Target 002: 9.45e-06 |Target 003: 1.45e-05 |Target 004: 1.21e-05 Target 005: 2.45e-05 |Target 006: 5.67e-05 |Target 007: 1.90e-05 |Target 008: 2.66e-05 |Target 009: 2.55e-05 Target 010: 9.61e-06 |Target 011: 2.98e-05 |Target 012: 1.85e-05 |Target 013: 2.11e-05 |Target 014: 1.51e-05 Target 015: 1.56e-05 |Target 016: 2.47e-05 |Target 017: 1.91e-05 |Target 018: 3.87e-05 |Target 019: 3.60e-05 Target 020: 1.06e-05 |Target 021: 2.73e-05 |Target 022: 1.44e-05 |Target 023: 3.52e-05 |Target 024: 4.73e-05 ==================== Epoch #783 | Time: 00d 05h 01m | LR: 1.00e-03 | Epoch time: 22.51 | Train loss: 1.06e-05 | Val loss: 2.75e-05 Target 000 has maximum loss 7.87e-05; Target 010 has minimum loss 9.18e-06 Target 000: 7.87e-05 |Target 001: 4.38e-05 |Target 002: 9.50e-06 |Target 003: 1.54e-05 |Target 004: 1.23e-05 Target 005: 2.49e-05 |Target 006: 5.49e-05 |Target 007: 1.84e-05 |Target 008: 2.56e-05 |Target 009: 2.55e-05 Target 010: 9.18e-06 |Target 011: 2.96e-05 |Target 012: 1.80e-05 |Target 013: 2.27e-05 |Target 014: 1.46e-05 Target 015: 1.50e-05 |Target 016: 2.51e-05 |Target 017: 2.05e-05 |Target 018: 3.91e-05 |Target 019: 3.61e-05 Target 020: 1.04e-05 |Target 021: 2.72e-05 |Target 022: 1.44e-05 |Target 023: 3.47e-05 |Target 024: 4.88e-05 ==================== Epoch #784 | Time: 00d 05h 01m | LR: 1.00e-03 | Epoch time: 22.58 | Train loss: 1.10e-05 | Val loss: 2.94e-05 Target 000 has maximum loss 1.05e-04; Target 002 has minimum loss 9.83e-06 Target 000: 1.05e-04 |Target 001: 6.51e-05 |Target 002: 9.83e-06 |Target 003: 1.47e-05 |Target 004: 1.28e-05 Target 005: 2.81e-05 |Target 006: 7.95e-05 |Target 007: 1.94e-05 |Target 008: 2.64e-05 |Target 009: 2.66e-05 Target 010: 9.91e-06 |Target 011: 3.02e-05 |Target 012: 1.85e-05 |Target 013: 2.22e-05 |Target 014: 1.56e-05 Target 015: 1.55e-05 |Target 016: 2.58e-05 |Target 017: 2.11e-05 |Target 018: 4.20e-05 |Target 019: 3.72e-05 Target 020: 1.09e-05 |Target 021: 2.87e-05 |Target 022: 1.50e-05 |Target 023: 3.68e-05 |Target 024: 5.37e-05 ==================== Epoch #785 | Time: 00d 05h 02m | LR: 1.00e-03 | Epoch time: 22.52 | Train loss: 1.15e-05 | Val loss: 2.88e-05 Target 006 has maximum loss 5.43e-05; Target 002 has minimum loss 1.07e-05 Target 000: 4.79e-05 |Target 001: 3.14e-05 |Target 002: 1.07e-05 |Target 003: 1.65e-05 |Target 004: 1.36e-05 Target 005: 2.61e-05 |Target 006: 5.43e-05 |Target 007: 2.05e-05 |Target 008: 2.74e-05 |Target 009: 2.87e-05 Target 010: 1.08e-05 |Target 011: 3.13e-05 |Target 012: 1.90e-05 |Target 013: 2.45e-05 |Target 014: 1.60e-05 Target 015: 1.58e-05 |Target 016: 2.57e-05 |Target 017: 2.02e-05 |Target 018: 3.96e-05 |Target 019: 3.96e-05 Target 020: 1.15e-05 |Target 021: 2.86e-05 |Target 022: 1.58e-05 |Target 023: 3.79e-05 |Target 024: 5.02e-05 ==================== Epoch #786 | Time: 00d 05h 02m | LR: 1.00e-03 | Epoch time: 22.78 | Train loss: 1.17e-05 | Val loss: 3.02e-05 Target 006 has maximum loss 5.99e-05; Target 010 has minimum loss 8.96e-06 Target 000: 4.76e-05 |Target 001: 4.69e-05 |Target 002: 9.71e-06 |Target 003: 1.61e-05 |Target 004: 1.40e-05 Target 005: 2.56e-05 |Target 006: 5.99e-05 |Target 007: 2.01e-05 |Target 008: 3.06e-05 |Target 009: 3.10e-05 Target 010: 8.96e-06 |Target 011: 3.14e-05 |Target 012: 2.00e-05 |Target 013: 2.92e-05 |Target 014: 1.53e-05 Target 015: 1.54e-05 |Target 016: 3.02e-05 |Target 017: 2.20e-05 |Target 018: 4.45e-05 |Target 019: 3.96e-05 Target 020: 1.26e-05 |Target 021: 3.14e-05 |Target 022: 1.52e-05 |Target 023: 3.74e-05 |Target 024: 5.32e-05 ==================== Epoch #787 | Time: 00d 05h 02m | LR: 1.00e-03 | Epoch time: 22.61 | Train loss: 1.26e-05 | Val loss: 2.87e-05 Target 000 has maximum loss 6.24e-05; Target 002 has minimum loss 9.19e-06 Target 000: 6.24e-05 |Target 001: 3.75e-05 |Target 002: 9.19e-06 |Target 003: 1.61e-05 |Target 004: 1.49e-05 Target 005: 2.58e-05 |Target 006: 6.07e-05 |Target 007: 1.95e-05 |Target 008: 2.83e-05 |Target 009: 2.81e-05 Target 010: 9.28e-06 |Target 011: 3.15e-05 |Target 012: 2.02e-05 |Target 013: 2.27e-05 |Target 014: 1.55e-05 Target 015: 1.54e-05 |Target 016: 2.63e-05 |Target 017: 1.98e-05 |Target 018: 3.95e-05 |Target 019: 3.88e-05 Target 020: 1.19e-05 |Target 021: 2.87e-05 |Target 022: 1.53e-05 |Target 023: 3.69e-05 |Target 024: 5.04e-05 ==================== Epoch #788 | Time: 00d 05h 03m | LR: 1.00e-03 | Epoch time: 22.57 | Train loss: 1.10e-05 | Val loss: 2.88e-05 Target 006 has maximum loss 7.41e-05; Target 002 has minimum loss 9.43e-06 Target 000: 5.61e-05 |Target 001: 4.04e-05 |Target 002: 9.43e-06 |Target 003: 1.51e-05 |Target 004: 1.28e-05 Target 005: 3.30e-05 |Target 006: 7.41e-05 |Target 007: 1.91e-05 |Target 008: 2.75e-05 |Target 009: 2.78e-05 Target 010: 9.56e-06 |Target 011: 3.08e-05 |Target 012: 1.91e-05 |Target 013: 2.32e-05 |Target 014: 1.54e-05 Target 015: 1.59e-05 |Target 016: 2.61e-05 |Target 017: 2.11e-05 |Target 018: 4.07e-05 |Target 019: 3.74e-05 Target 020: 1.11e-05 |Target 021: 2.94e-05 |Target 022: 1.52e-05 |Target 023: 3.56e-05 |Target 024: 5.24e-05 ==================== Epoch #789 | Time: 00d 05h 03m | LR: 1.00e-03 | Epoch time: 22.51 | Train loss: 1.16e-05 | Val loss: 2.82e-05 Target 006 has maximum loss 8.59e-05; Target 002 has minimum loss 9.22e-06 Target 000: 7.96e-05 |Target 001: 3.38e-05 |Target 002: 9.22e-06 |Target 003: 1.43e-05 |Target 004: 1.23e-05 Target 005: 2.53e-05 |Target 006: 8.59e-05 |Target 007: 1.91e-05 |Target 008: 2.56e-05 |Target 009: 2.52e-05 Target 010: 9.28e-06 |Target 011: 3.05e-05 |Target 012: 1.96e-05 |Target 013: 2.28e-05 |Target 014: 1.54e-05 Target 015: 1.50e-05 |Target 016: 2.49e-05 |Target 017: 1.99e-05 |Target 018: 3.96e-05 |Target 019: 3.70e-05 Target 020: 1.07e-05 |Target 021: 2.76e-05 |Target 022: 1.53e-05 |Target 023: 3.55e-05 |Target 024: 4.98e-05 ==================== Epoch #790 | Time: 00d 05h 03m | LR: 1.00e-03 | Epoch time: 22.70 | Train loss: 1.13e-05 | Val loss: 2.86e-05 Target 000 has maximum loss 8.89e-05; Target 002 has minimum loss 8.89e-06 Target 000: 8.89e-05 |Target 001: 6.06e-05 |Target 002: 8.89e-06 |Target 003: 1.40e-05 |Target 004: 1.19e-05 Target 005: 4.90e-05 |Target 006: 8.37e-05 |Target 007: 1.87e-05 |Target 008: 2.82e-05 |Target 009: 2.48e-05 Target 010: 8.90e-06 |Target 011: 3.08e-05 |Target 012: 2.14e-05 |Target 013: 2.12e-05 |Target 014: 1.49e-05 Target 015: 1.61e-05 |Target 016: 2.94e-05 |Target 017: 2.21e-05 |Target 018: 4.07e-05 |Target 019: 3.64e-05 Target 020: 1.06e-05 |Target 021: 2.70e-05 |Target 022: 1.44e-05 |Target 023: 3.54e-05 |Target 024: 4.98e-05 ==================== Epoch #791 | Time: 00d 05h 04m | LR: 1.00e-03 | Epoch time: 22.49 | Train loss: 1.13e-05 | Val loss: 2.81e-05 Target 006 has maximum loss 7.16e-05; Target 002 has minimum loss 9.14e-06 Target 000: 5.59e-05 |Target 001: 3.92e-05 |Target 002: 9.14e-06 |Target 003: 1.59e-05 |Target 004: 1.28e-05 Target 005: 2.44e-05 |Target 006: 7.16e-05 |Target 007: 1.91e-05 |Target 008: 2.67e-05 |Target 009: 2.59e-05 Target 010: 9.39e-06 |Target 011: 3.06e-05 |Target 012: 1.85e-05 |Target 013: 2.40e-05 |Target 014: 1.49e-05 Target 015: 1.56e-05 |Target 016: 2.49e-05 |Target 017: 2.11e-05 |Target 018: 3.92e-05 |Target 019: 3.72e-05 Target 020: 1.05e-05 |Target 021: 2.84e-05 |Target 022: 1.46e-05 |Target 023: 3.52e-05 |Target 024: 5.05e-05 ==================== Epoch #792 | Time: 00d 05h 04m | LR: 1.00e-03 | Epoch time: 22.59 | Train loss: 1.06e-05 | Val loss: 2.99e-05 Target 000 has maximum loss 1.32e-04; Target 002 has minimum loss 9.62e-06 Target 000: 1.32e-04 |Target 001: 1.09e-04 |Target 002: 9.62e-06 |Target 003: 1.44e-05 |Target 004: 1.21e-05 Target 005: 2.27e-05 |Target 006: 7.21e-05 |Target 007: 2.27e-05 |Target 008: 3.03e-05 |Target 009: 2.54e-05 Target 010: 9.75e-06 |Target 011: 3.30e-05 |Target 012: 1.91e-05 |Target 013: 2.52e-05 |Target 014: 1.53e-05 Target 015: 1.48e-05 |Target 016: 2.69e-05 |Target 017: 2.24e-05 |Target 018: 4.64e-05 |Target 019: 3.79e-05 Target 020: 1.04e-05 |Target 021: 2.76e-05 |Target 022: 1.46e-05 |Target 023: 3.71e-05 |Target 024: 5.07e-05 ==================== Epoch #793 | Time: 00d 05h 05m | LR: 1.00e-03 | Epoch time: 22.78 | Train loss: 1.10e-05 | Val loss: 2.85e-05 Target 006 has maximum loss 5.68e-05; Target 010 has minimum loss 9.41e-06 Target 000: 4.54e-05 |Target 001: 4.82e-05 |Target 002: 9.68e-06 |Target 003: 1.47e-05 |Target 004: 1.19e-05 Target 005: 2.59e-05 |Target 006: 5.68e-05 |Target 007: 1.95e-05 |Target 008: 2.69e-05 |Target 009: 2.73e-05 Target 010: 9.41e-06 |Target 011: 3.02e-05 |Target 012: 1.88e-05 |Target 013: 2.10e-05 |Target 014: 1.57e-05 Target 015: 1.51e-05 |Target 016: 2.52e-05 |Target 017: 2.09e-05 |Target 018: 3.99e-05 |Target 019: 3.95e-05 Target 020: 1.05e-05 |Target 021: 2.88e-05 |Target 022: 1.49e-05 |Target 023: 3.61e-05 |Target 024: 5.19e-05 ==================== Epoch #794 | Time: 00d 05h 05m | LR: 1.00e-03 | Epoch time: 24.47 | Train loss: 1.12e-05 | Val loss: 2.87e-05 Target 000 has maximum loss 6.45e-05; Target 002 has minimum loss 9.92e-06 Target 000: 6.45e-05 |Target 001: 4.55e-05 |Target 002: 9.92e-06 |Target 003: 1.44e-05 |Target 004: 1.20e-05 Target 005: 6.32e-05 |Target 006: 5.35e-05 |Target 007: 2.04e-05 |Target 008: 2.86e-05 |Target 009: 2.61e-05 Target 010: 1.02e-05 |Target 011: 3.06e-05 |Target 012: 2.05e-05 |Target 013: 2.50e-05 |Target 014: 1.57e-05 Target 015: 1.50e-05 |Target 016: 2.57e-05 |Target 017: 2.02e-05 |Target 018: 4.01e-05 |Target 019: 3.73e-05 Target 020: 1.07e-05 |Target 021: 2.80e-05 |Target 022: 1.51e-05 |Target 023: 3.68e-05 |Target 024: 5.02e-05 ==================== Epoch #795 | Time: 00d 05h 05m | LR: 1.00e-03 | Epoch time: 23.42 | Train loss: 1.11e-05 | Val loss: 2.74e-05 Target 000 has maximum loss 6.53e-05; Target 002 has minimum loss 9.01e-06 Target 000: 6.53e-05 |Target 001: 5.32e-05 |Target 002: 9.01e-06 |Target 003: 1.53e-05 |Target 004: 1.19e-05 Target 005: 3.58e-05 |Target 006: 6.24e-05 |Target 007: 1.85e-05 |Target 008: 2.57e-05 |Target 009: 2.59e-05 Target 010: 9.03e-06 |Target 011: 3.03e-05 |Target 012: 1.81e-05 |Target 013: 2.07e-05 |Target 014: 1.52e-05 Target 015: 1.47e-05 |Target 016: 2.54e-05 |Target 017: 1.98e-05 |Target 018: 3.79e-05 |Target 019: 3.61e-05 Target 020: 1.04e-05 |Target 021: 2.74e-05 |Target 022: 1.47e-05 |Target 023: 3.50e-05 |Target 024: 4.83e-05 ==================== Epoch #796 | Time: 00d 05h 06m | LR: 1.00e-03 | Epoch time: 24.66 | Train loss: 1.10e-05 | Val loss: 2.82e-05 Target 006 has maximum loss 6.01e-05; Target 010 has minimum loss 9.62e-06 Target 000: 5.31e-05 |Target 001: 2.18e-05 |Target 002: 9.82e-06 |Target 003: 1.53e-05 |Target 004: 1.23e-05 Target 005: 4.34e-05 |Target 006: 6.01e-05 |Target 007: 1.97e-05 |Target 008: 2.79e-05 |Target 009: 2.73e-05 Target 010: 9.62e-06 |Target 011: 3.14e-05 |Target 012: 1.92e-05 |Target 013: 2.17e-05 |Target 014: 1.56e-05 Target 015: 1.58e-05 |Target 016: 2.75e-05 |Target 017: 2.01e-05 |Target 018: 3.85e-05 |Target 019: 3.79e-05 Target 020: 1.10e-05 |Target 021: 2.89e-05 |Target 022: 1.56e-05 |Target 023: 3.65e-05 |Target 024: 4.98e-05 ==================== Epoch #797 | Time: 00d 05h 06m | LR: 1.00e-03 | Epoch time: 22.96 | Train loss: 1.15e-05 | Val loss: 2.90e-05 Target 006 has maximum loss 6.59e-05; Target 010 has minimum loss 9.68e-06 Target 000: 4.91e-05 |Target 001: 5.07e-05 |Target 002: 9.98e-06 |Target 003: 1.66e-05 |Target 004: 1.20e-05 Target 005: 3.53e-05 |Target 006: 6.59e-05 |Target 007: 1.97e-05 |Target 008: 2.66e-05 |Target 009: 2.89e-05 Target 010: 9.68e-06 |Target 011: 3.10e-05 |Target 012: 1.87e-05 |Target 013: 2.29e-05 |Target 014: 1.64e-05 Target 015: 1.54e-05 |Target 016: 2.58e-05 |Target 017: 2.11e-05 |Target 018: 4.01e-05 |Target 019: 3.77e-05 Target 020: 1.08e-05 |Target 021: 3.05e-05 |Target 022: 1.53e-05 |Target 023: 3.70e-05 |Target 024: 5.24e-05 ==================== Epoch #798 | Time: 00d 05h 07m | LR: 1.00e-03 | Epoch time: 23.60 | Train loss: 1.28e-05 | Val loss: 2.93e-05 Target 006 has maximum loss 6.51e-05; Target 002 has minimum loss 9.06e-06 Target 000: 5.27e-05 |Target 001: 3.95e-05 |Target 002: 9.06e-06 |Target 003: 1.53e-05 |Target 004: 1.21e-05 Target 005: 2.37e-05 |Target 006: 6.51e-05 |Target 007: 1.86e-05 |Target 008: 2.79e-05 |Target 009: 3.83e-05 Target 010: 9.52e-06 |Target 011: 3.06e-05 |Target 012: 2.06e-05 |Target 013: 2.16e-05 |Target 014: 1.57e-05 Target 015: 1.63e-05 |Target 016: 2.73e-05 |Target 017: 2.09e-05 |Target 018: 4.24e-05 |Target 019: 3.70e-05 Target 020: 1.20e-05 |Target 021: 3.32e-05 |Target 022: 1.59e-05 |Target 023: 3.87e-05 |Target 024: 5.10e-05 ==================== Epoch #799 | Time: 00d 05h 07m | LR: 1.00e-03 | Epoch time: 24.90 | Train loss: 1.16e-05 | Val loss: 2.86e-05 Target 006 has maximum loss 6.50e-05; Target 010 has minimum loss 9.41e-06 Target 000: 4.56e-05 |Target 001: 3.21e-05 |Target 002: 9.62e-06 |Target 003: 1.43e-05 |Target 004: 1.19e-05 Target 005: 5.25e-05 |Target 006: 6.50e-05 |Target 007: 1.88e-05 |Target 008: 2.73e-05 |Target 009: 2.78e-05 Target 010: 9.41e-06 |Target 011: 3.12e-05 |Target 012: 2.10e-05 |Target 013: 2.25e-05 |Target 014: 1.57e-05 Target 015: 1.46e-05 |Target 016: 2.52e-05 |Target 017: 2.17e-05 |Target 018: 3.94e-05 |Target 019: 3.74e-05 Target 020: 1.05e-05 |Target 021: 2.94e-05 |Target 022: 1.49e-05 |Target 023: 3.60e-05 |Target 024: 5.14e-05 ==================== Epoch #800 | Time: 00d 05h 07m | LR: 1.00e-03 | Epoch time: 24.79 | Train loss: 1.19e-05 | Val loss: 2.82e-05 Target 006 has maximum loss 5.58e-05; Target 010 has minimum loss 8.68e-06 Target 000: 4.80e-05 |Target 001: 2.83e-05 |Target 002: 9.00e-06 |Target 003: 1.56e-05 |Target 004: 1.18e-05 Target 005: 4.96e-05 |Target 006: 5.58e-05 |Target 007: 1.87e-05 |Target 008: 2.96e-05 |Target 009: 2.69e-05 Target 010: 8.68e-06 |Target 011: 3.11e-05 |Target 012: 1.80e-05 |Target 013: 2.18e-05 |Target 014: 1.51e-05 Target 015: 1.63e-05 |Target 016: 2.88e-05 |Target 017: 2.16e-05 |Target 018: 3.93e-05 |Target 019: 3.99e-05 Target 020: 1.05e-05 |Target 021: 2.93e-05 |Target 022: 1.47e-05 |Target 023: 3.75e-05 |Target 024: 4.81e-05 ==================== Epoch #801 | Time: 00d 05h 08m | LR: 1.00e-03 | Epoch time: 24.23 | Train loss: 1.14e-05 | Val loss: 2.90e-05 Target 000 has maximum loss 7.95e-05; Target 010 has minimum loss 9.46e-06 Target 000: 7.95e-05 |Target 001: 3.97e-05 |Target 002: 9.95e-06 |Target 003: 1.57e-05 |Target 004: 1.25e-05 Target 005: 3.86e-05 |Target 006: 6.11e-05 |Target 007: 1.95e-05 |Target 008: 2.63e-05 |Target 009: 2.60e-05 Target 010: 9.46e-06 |Target 011: 3.11e-05 |Target 012: 2.17e-05 |Target 013: 2.20e-05 |Target 014: 1.61e-05 Target 015: 1.60e-05 |Target 016: 2.55e-05 |Target 017: 2.25e-05 |Target 018: 3.88e-05 |Target 019: 3.93e-05 Target 020: 1.13e-05 |Target 021: 2.75e-05 |Target 022: 1.53e-05 |Target 023: 3.70e-05 |Target 024: 5.12e-05 ==================== Epoch #802 | Time: 00d 05h 08m | LR: 1.00e-03 | Epoch time: 23.26 | Train loss: 1.12e-05 | Val loss: 2.84e-05 Target 000 has maximum loss 5.98e-05; Target 010 has minimum loss 9.41e-06 Target 000: 5.98e-05 |Target 001: 3.72e-05 |Target 002: 9.68e-06 |Target 003: 1.43e-05 |Target 004: 1.19e-05 Target 005: 4.57e-05 |Target 006: 5.97e-05 |Target 007: 1.94e-05 |Target 008: 2.71e-05 |Target 009: 2.66e-05 Target 010: 9.41e-06 |Target 011: 3.06e-05 |Target 012: 1.79e-05 |Target 013: 2.27e-05 |Target 014: 1.52e-05 Target 015: 1.54e-05 |Target 016: 2.55e-05 |Target 017: 2.15e-05 |Target 018: 4.15e-05 |Target 019: 3.71e-05 Target 020: 1.07e-05 |Target 021: 2.72e-05 |Target 022: 1.47e-05 |Target 023: 3.60e-05 |Target 024: 5.10e-05 ==================== Epoch #803 | Time: 00d 05h 09m | LR: 1.00e-03 | Epoch time: 22.73 | Train loss: 1.44e-05 | Val loss: 3.16e-05 Target 006 has maximum loss 6.70e-05; Target 020 has minimum loss 1.08e-05 Target 000: 5.87e-05 |Target 001: 2.56e-05 |Target 002: 1.11e-05 |Target 003: 1.63e-05 |Target 004: 1.21e-05 Target 005: 3.86e-05 |Target 006: 6.70e-05 |Target 007: 1.90e-05 |Target 008: 3.79e-05 |Target 009: 3.22e-05 Target 010: 1.11e-05 |Target 011: 3.02e-05 |Target 012: 1.85e-05 |Target 013: 2.48e-05 |Target 014: 1.59e-05 Target 015: 1.61e-05 |Target 016: 4.33e-05 |Target 017: 2.05e-05 |Target 018: 4.10e-05 |Target 019: 4.44e-05 Target 020: 1.08e-05 |Target 021: 3.11e-05 |Target 022: 1.56e-05 |Target 023: 4.60e-05 |Target 024: 5.58e-05 ==================== Epoch #804 | Time: 00d 05h 09m | LR: 1.00e-03 | Epoch time: 22.49 | Train loss: 1.54e-05 | Val loss: 2.99e-05 Target 005 has maximum loss 8.10e-05; Target 002 has minimum loss 9.88e-06 Target 000: 7.50e-05 |Target 001: 2.93e-05 |Target 002: 9.88e-06 |Target 003: 1.70e-05 |Target 004: 1.36e-05 Target 005: 8.10e-05 |Target 006: 7.03e-05 |Target 007: 2.13e-05 |Target 008: 2.63e-05 |Target 009: 2.87e-05 Target 010: 1.05e-05 |Target 011: 3.02e-05 |Target 012: 1.96e-05 |Target 013: 2.23e-05 |Target 014: 1.59e-05 Target 015: 1.71e-05 |Target 016: 2.74e-05 |Target 017: 2.23e-05 |Target 018: 4.39e-05 |Target 019: 3.93e-05 Target 020: 1.17e-05 |Target 021: 3.06e-05 |Target 022: 1.56e-05 |Target 023: 3.75e-05 |Target 024: 5.23e-05 ==================== Epoch #805 | Time: 00d 05h 09m | LR: 1.00e-03 | Epoch time: 22.87 | Train loss: 1.23e-05 | Val loss: 2.72e-05 Target 006 has maximum loss 6.43e-05; Target 010 has minimum loss 8.67e-06 Target 000: 5.96e-05 |Target 001: 4.14e-05 |Target 002: 8.90e-06 |Target 003: 1.38e-05 |Target 004: 1.17e-05 Target 005: 3.21e-05 |Target 006: 6.43e-05 |Target 007: 1.82e-05 |Target 008: 2.74e-05 |Target 009: 2.53e-05 Target 010: 8.67e-06 |Target 011: 3.03e-05 |Target 012: 2.12e-05 |Target 013: 2.20e-05 |Target 014: 1.45e-05 Target 015: 1.49e-05 |Target 016: 2.52e-05 |Target 017: 1.88e-05 |Target 018: 3.70e-05 |Target 019: 3.59e-05 Target 020: 1.03e-05 |Target 021: 2.69e-05 |Target 022: 1.40e-05 |Target 023: 3.54e-05 |Target 024: 4.80e-05 ==================== Epoch #806 | Time: 00d 05h 10m | LR: 1.00e-03 | Epoch time: 23.26 | Train loss: 1.06e-05 | Val loss: 2.87e-05 Target 000 has maximum loss 7.32e-05; Target 010 has minimum loss 9.06e-06 Target 000: 7.32e-05 |Target 001: 3.97e-05 |Target 002: 9.12e-06 |Target 003: 1.41e-05 |Target 004: 1.23e-05 Target 005: 3.06e-05 |Target 006: 5.84e-05 |Target 007: 1.98e-05 |Target 008: 2.62e-05 |Target 009: 2.54e-05 Target 010: 9.06e-06 |Target 011: 3.07e-05 |Target 012: 1.91e-05 |Target 013: 2.22e-05 |Target 014: 1.54e-05 Target 015: 1.49e-05 |Target 016: 2.77e-05 |Target 017: 2.05e-05 |Target 018: 3.90e-05 |Target 019: 3.83e-05 Target 020: 1.07e-05 |Target 021: 2.92e-05 |Target 022: 1.53e-05 |Target 023: 3.64e-05 |Target 024: 5.30e-05 ==================== Epoch #807 | Time: 00d 05h 10m | LR: 1.00e-03 | Epoch time: 22.82 | Train loss: 1.04e-05 | Val loss: 2.73e-05 Target 006 has maximum loss 6.42e-05; Target 010 has minimum loss 8.95e-06 Target 000: 6.14e-05 |Target 001: 2.84e-05 |Target 002: 9.34e-06 |Target 003: 1.40e-05 |Target 004: 1.18e-05 Target 005: 3.34e-05 |Target 006: 6.42e-05 |Target 007: 1.83e-05 |Target 008: 2.68e-05 |Target 009: 2.62e-05 Target 010: 8.95e-06 |Target 011: 2.99e-05 |Target 012: 1.78e-05 |Target 013: 2.15e-05 |Target 014: 1.49e-05 Target 015: 1.46e-05 |Target 016: 2.61e-05 |Target 017: 2.12e-05 |Target 018: 4.06e-05 |Target 019: 3.62e-05 Target 020: 1.01e-05 |Target 021: 2.72e-05 |Target 022: 1.46e-05 |Target 023: 3.45e-05 |Target 024: 4.80e-05 ==================== Epoch #808 | Time: 00d 05h 11m | LR: 1.00e-03 | Epoch time: 22.80 | Train loss: 1.07e-05 | Val loss: 2.80e-05 Target 000 has maximum loss 8.07e-05; Target 010 has minimum loss 8.87e-06 Target 000: 8.07e-05 |Target 001: 4.75e-05 |Target 002: 9.08e-06 |Target 003: 1.56e-05 |Target 004: 1.25e-05 Target 005: 2.33e-05 |Target 006: 6.30e-05 |Target 007: 1.82e-05 |Target 008: 2.54e-05 |Target 009: 2.98e-05 Target 010: 8.87e-06 |Target 011: 3.01e-05 |Target 012: 1.83e-05 |Target 013: 2.14e-05 |Target 014: 1.49e-05 Target 015: 1.46e-05 |Target 016: 2.46e-05 |Target 017: 2.04e-05 |Target 018: 3.73e-05 |Target 019: 3.69e-05 Target 020: 1.07e-05 |Target 021: 3.25e-05 |Target 022: 1.46e-05 |Target 023: 3.60e-05 |Target 024: 4.95e-05 ==================== Epoch #809 | Time: 00d 05h 11m | LR: 1.00e-03 | Epoch time: 22.63 | Train loss: 1.01e-05 | Val loss: 2.85e-05 Target 024 has maximum loss 5.08e-05; Target 010 has minimum loss 8.90e-06 Target 000: 4.71e-05 |Target 001: 2.60e-05 |Target 002: 9.13e-06 |Target 003: 1.54e-05 |Target 004: 1.27e-05 Target 005: 2.77e-05 |Target 006: 5.06e-05 |Target 007: 1.81e-05 |Target 008: 2.80e-05 |Target 009: 2.67e-05 Target 010: 8.90e-06 |Target 011: 2.97e-05 |Target 012: 2.03e-05 |Target 013: 2.49e-05 |Target 014: 1.55e-05 Target 015: 1.49e-05 |Target 016: 2.58e-05 |Target 017: 2.06e-05 |Target 018: 3.97e-05 |Target 019: 3.86e-05 Target 020: 1.13e-05 |Target 021: 2.79e-05 |Target 022: 1.53e-05 |Target 023: 3.68e-05 |Target 024: 5.08e-05 ==================== Epoch #810 | Time: 00d 05h 11m | LR: 1.00e-03 | Epoch time: 22.50 | Train loss: 1.09e-05 | Val loss: 2.77e-05 Target 006 has maximum loss 6.37e-05; Target 010 has minimum loss 8.53e-06 Target 000: 5.39e-05 |Target 001: 3.92e-05 |Target 002: 9.14e-06 |Target 003: 1.37e-05 |Target 004: 1.20e-05 Target 005: 5.21e-05 |Target 006: 6.37e-05 |Target 007: 1.85e-05 |Target 008: 2.67e-05 |Target 009: 2.54e-05 Target 010: 8.53e-06 |Target 011: 3.00e-05 |Target 012: 1.94e-05 |Target 013: 2.19e-05 |Target 014: 1.53e-05 Target 015: 1.45e-05 |Target 016: 2.52e-05 |Target 017: 2.02e-05 |Target 018: 4.10e-05 |Target 019: 3.60e-05 Target 020: 1.01e-05 |Target 021: 2.68e-05 |Target 022: 1.53e-05 |Target 023: 3.49e-05 |Target 024: 4.88e-05 ==================== Epoch #811 | Time: 00d 05h 12m | LR: 1.00e-03 | Epoch time: 22.39 | Train loss: 1.05e-05 | Val loss: 2.80e-05 Target 001 has maximum loss 6.94e-05; Target 010 has minimum loss 8.72e-06 Target 000: 5.60e-05 |Target 001: 6.94e-05 |Target 002: 9.24e-06 |Target 003: 1.41e-05 |Target 004: 1.18e-05 Target 005: 2.34e-05 |Target 006: 5.18e-05 |Target 007: 1.80e-05 |Target 008: 2.55e-05 |Target 009: 2.74e-05 Target 010: 8.72e-06 |Target 011: 2.96e-05 |Target 012: 2.22e-05 |Target 013: 2.11e-05 |Target 014: 1.48e-05 Target 015: 1.45e-05 |Target 016: 2.41e-05 |Target 017: 2.26e-05 |Target 018: 3.78e-05 |Target 019: 3.59e-05 Target 020: 1.03e-05 |Target 021: 2.84e-05 |Target 022: 1.47e-05 |Target 023: 3.52e-05 |Target 024: 5.07e-05 ==================== Epoch #812 | Time: 00d 05h 12m | LR: 1.00e-03 | Epoch time: 22.71 | Train loss: 1.07e-05 | Val loss: 2.67e-05 Target 006 has maximum loss 5.25e-05; Target 002 has minimum loss 9.20e-06 Target 000: 4.92e-05 |Target 001: 2.95e-05 |Target 002: 9.20e-06 |Target 003: 1.44e-05 |Target 004: 1.14e-05 Target 005: 2.90e-05 |Target 006: 5.25e-05 |Target 007: 1.83e-05 |Target 008: 2.78e-05 |Target 009: 2.44e-05 Target 010: 9.21e-06 |Target 011: 2.98e-05 |Target 012: 1.79e-05 |Target 013: 2.06e-05 |Target 014: 1.45e-05 Target 015: 1.43e-05 |Target 016: 2.78e-05 |Target 017: 1.85e-05 |Target 018: 3.77e-05 |Target 019: 3.59e-05 Target 020: 1.01e-05 |Target 021: 2.68e-05 |Target 022: 1.43e-05 |Target 023: 3.54e-05 |Target 024: 4.73e-05 ==================== Epoch #813 | Time: 00d 05h 13m | LR: 1.00e-03 | Epoch time: 23.37 | Train loss: 1.17e-05 | Val loss: 3.01e-05 Target 000 has maximum loss 7.79e-05; Target 002 has minimum loss 9.20e-06 Target 000: 7.79e-05 |Target 001: 5.57e-05 |Target 002: 9.20e-06 |Target 003: 1.41e-05 |Target 004: 1.22e-05 Target 005: 2.75e-05 |Target 006: 7.51e-05 |Target 007: 2.12e-05 |Target 008: 3.37e-05 |Target 009: 2.97e-05 Target 010: 9.47e-06 |Target 011: 3.02e-05 |Target 012: 1.80e-05 |Target 013: 2.54e-05 |Target 014: 1.50e-05 Target 015: 1.47e-05 |Target 016: 2.60e-05 |Target 017: 2.75e-05 |Target 018: 4.23e-05 |Target 019: 3.97e-05 Target 020: 1.02e-05 |Target 021: 2.88e-05 |Target 022: 1.47e-05 |Target 023: 3.72e-05 |Target 024: 5.39e-05 ==================== Epoch #814 | Time: 00d 05h 13m | LR: 1.00e-03 | Epoch time: 23.66 | Train loss: 1.35e-05 | Val loss: 2.93e-05 Target 000 has maximum loss 6.79e-05; Target 002 has minimum loss 9.55e-06 Target 000: 6.79e-05 |Target 001: 3.25e-05 |Target 002: 9.55e-06 |Target 003: 1.37e-05 |Target 004: 1.17e-05 Target 005: 3.68e-05 |Target 006: 5.39e-05 |Target 007: 1.87e-05 |Target 008: 2.82e-05 |Target 009: 3.35e-05 Target 010: 1.12e-05 |Target 011: 3.08e-05 |Target 012: 1.82e-05 |Target 013: 2.20e-05 |Target 014: 1.68e-05 Target 015: 1.52e-05 |Target 016: 2.68e-05 |Target 017: 2.00e-05 |Target 018: 4.06e-05 |Target 019: 3.74e-05 Target 020: 1.04e-05 |Target 021: 3.38e-05 |Target 022: 1.57e-05 |Target 023: 3.67e-05 |Target 024: 5.37e-05 ==================== Epoch #815 | Time: 00d 05h 13m | LR: 1.00e-03 | Epoch time: 22.54 | Train loss: 1.27e-05 | Val loss: 3.37e-05 Target 001 has maximum loss 8.28e-05; Target 010 has minimum loss 1.28e-05 Target 000: 6.85e-05 |Target 001: 8.28e-05 |Target 002: 1.32e-05 |Target 003: 2.69e-05 |Target 004: 1.64e-05 Target 005: 4.01e-05 |Target 006: 7.60e-05 |Target 007: 2.25e-05 |Target 008: 3.12e-05 |Target 009: 4.40e-05 Target 010: 1.28e-05 |Target 011: 3.12e-05 |Target 012: 2.41e-05 |Target 013: 2.60e-05 |Target 014: 1.71e-05 Target 015: 1.84e-05 |Target 016: 2.86e-05 |Target 017: 2.37e-05 |Target 018: 5.37e-05 |Target 019: 4.53e-05 Target 020: 1.34e-05 |Target 021: 3.44e-05 |Target 022: 1.59e-05 |Target 023: 4.67e-05 |Target 024: 5.22e-05 ==================== Epoch #816 | Time: 00d 05h 14m | LR: 1.00e-03 | Epoch time: 22.59 | Train loss: 1.19e-05 | Val loss: 2.88e-05 Target 000 has maximum loss 8.22e-05; Target 020 has minimum loss 1.04e-05 Target 000: 8.22e-05 |Target 001: 6.78e-05 |Target 002: 1.13e-05 |Target 003: 1.69e-05 |Target 004: 1.32e-05 Target 005: 6.71e-05 |Target 006: 8.00e-05 |Target 007: 2.00e-05 |Target 008: 2.77e-05 |Target 009: 2.66e-05 Target 010: 1.17e-05 |Target 011: 3.03e-05 |Target 012: 1.88e-05 |Target 013: 2.19e-05 |Target 014: 1.49e-05 Target 015: 1.58e-05 |Target 016: 2.90e-05 |Target 017: 2.08e-05 |Target 018: 4.43e-05 |Target 019: 3.74e-05 Target 020: 1.04e-05 |Target 021: 2.76e-05 |Target 022: 1.43e-05 |Target 023: 3.54e-05 |Target 024: 4.84e-05 ==================== Epoch #817 | Time: 00d 05h 14m | LR: 1.00e-03 | Epoch time: 22.47 | Train loss: 1.22e-05 | Val loss: 3.19e-05 Target 016 has maximum loss 6.21e-05; Target 020 has minimum loss 1.09e-05 Target 000: 4.98e-05 |Target 001: 5.32e-05 |Target 002: 1.70e-05 |Target 003: 3.46e-05 |Target 004: 1.28e-05 Target 005: 2.54e-05 |Target 006: 5.59e-05 |Target 007: 2.12e-05 |Target 008: 5.15e-05 |Target 009: 3.72e-05 Target 010: 1.36e-05 |Target 011: 3.13e-05 |Target 012: 1.87e-05 |Target 013: 2.55e-05 |Target 014: 1.64e-05 Target 015: 2.79e-05 |Target 016: 6.21e-05 |Target 017: 1.96e-05 |Target 018: 3.96e-05 |Target 019: 4.23e-05 Target 020: 1.09e-05 |Target 021: 3.35e-05 |Target 022: 1.54e-05 |Target 023: 4.30e-05 |Target 024: 5.10e-05 ==================== Epoch #818 | Time: 00d 05h 14m | LR: 1.00e-03 | Epoch time: 22.59 | Train loss: 1.40e-05 | Val loss: 3.15e-05 Target 001 has maximum loss 8.11e-05; Target 010 has minimum loss 1.07e-05 Target 000: 6.59e-05 |Target 001: 8.11e-05 |Target 002: 1.18e-05 |Target 003: 1.78e-05 |Target 004: 1.33e-05 Target 005: 2.98e-05 |Target 006: 6.02e-05 |Target 007: 2.11e-05 |Target 008: 3.70e-05 |Target 009: 3.09e-05 Target 010: 1.07e-05 |Target 011: 3.12e-05 |Target 012: 1.91e-05 |Target 013: 2.56e-05 |Target 014: 1.57e-05 Target 015: 1.57e-05 |Target 016: 3.32e-05 |Target 017: 2.50e-05 |Target 018: 4.72e-05 |Target 019: 3.88e-05 Target 020: 1.14e-05 |Target 021: 3.07e-05 |Target 022: 1.54e-05 |Target 023: 3.81e-05 |Target 024: 5.82e-05 ==================== Epoch #819 | Time: 00d 05h 15m | LR: 1.00e-03 | Epoch time: 22.80 | Train loss: 1.41e-05 | Val loss: 2.93e-05 Target 006 has maximum loss 8.33e-05; Target 010 has minimum loss 9.65e-06 Target 000: 5.34e-05 |Target 001: 4.28e-05 |Target 002: 1.18e-05 |Target 003: 2.29e-05 |Target 004: 1.17e-05 Target 005: 2.43e-05 |Target 006: 8.33e-05 |Target 007: 1.89e-05 |Target 008: 3.20e-05 |Target 009: 2.53e-05 Target 010: 9.65e-06 |Target 011: 3.08e-05 |Target 012: 2.09e-05 |Target 013: 2.39e-05 |Target 014: 1.58e-05 Target 015: 1.76e-05 |Target 016: 3.38e-05 |Target 017: 2.17e-05 |Target 018: 3.95e-05 |Target 019: 3.80e-05 Target 020: 1.03e-05 |Target 021: 2.97e-05 |Target 022: 1.56e-05 |Target 023: 3.64e-05 |Target 024: 5.17e-05 ==================== Epoch #820 | Time: 00d 05h 15m | LR: 1.00e-03 | Epoch time: 22.67 | Train loss: 1.15e-05 | Val loss: 2.85e-05 Target 006 has maximum loss 7.15e-05; Target 010 has minimum loss 9.29e-06 Target 000: 5.35e-05 |Target 001: 4.12e-05 |Target 002: 9.48e-06 |Target 003: 1.41e-05 |Target 004: 1.24e-05 Target 005: 3.51e-05 |Target 006: 7.15e-05 |Target 007: 1.93e-05 |Target 008: 2.84e-05 |Target 009: 2.63e-05 Target 010: 9.29e-06 |Target 011: 3.06e-05 |Target 012: 1.78e-05 |Target 013: 2.15e-05 |Target 014: 1.64e-05 Target 015: 1.64e-05 |Target 016: 2.62e-05 |Target 017: 2.17e-05 |Target 018: 4.21e-05 |Target 019: 3.75e-05 Target 020: 1.01e-05 |Target 021: 2.89e-05 |Target 022: 1.60e-05 |Target 023: 3.64e-05 |Target 024: 4.98e-05 ==================== Epoch #821 | Time: 00d 05h 16m | LR: 1.00e-03 | Epoch time: 22.71 | Train loss: 1.24e-05 | Val loss: 2.99e-05 Target 001 has maximum loss 5.93e-05; Target 010 has minimum loss 8.63e-06 Target 000: 4.97e-05 |Target 001: 5.93e-05 |Target 002: 9.01e-06 |Target 003: 1.61e-05 |Target 004: 1.41e-05 Target 005: 2.94e-05 |Target 006: 5.41e-05 |Target 007: 2.00e-05 |Target 008: 2.82e-05 |Target 009: 2.98e-05 Target 010: 8.63e-06 |Target 011: 3.07e-05 |Target 012: 1.94e-05 |Target 013: 2.20e-05 |Target 014: 1.57e-05 Target 015: 1.69e-05 |Target 016: 2.87e-05 |Target 017: 2.32e-05 |Target 018: 4.01e-05 |Target 019: 4.26e-05 Target 020: 1.10e-05 |Target 021: 3.27e-05 |Target 022: 1.52e-05 |Target 023: 3.98e-05 |Target 024: 5.22e-05 ==================== Epoch #822 | Time: 00d 05h 16m | LR: 1.00e-03 | Epoch time: 22.65 | Train loss: 1.38e-05 | Val loss: 3.05e-05 Target 000 has maximum loss 5.96e-05; Target 010 has minimum loss 9.02e-06 Target 000: 5.96e-05 |Target 001: 3.46e-05 |Target 002: 9.83e-06 |Target 003: 1.86e-05 |Target 004: 1.28e-05 Target 005: 2.56e-05 |Target 006: 4.81e-05 |Target 007: 2.37e-05 |Target 008: 2.99e-05 |Target 009: 3.46e-05 Target 010: 9.02e-06 |Target 011: 3.29e-05 |Target 012: 2.10e-05 |Target 013: 2.28e-05 |Target 014: 1.69e-05 Target 015: 1.72e-05 |Target 016: 2.79e-05 |Target 017: 2.33e-05 |Target 018: 4.12e-05 |Target 019: 4.10e-05 Target 020: 1.23e-05 |Target 021: 3.62e-05 |Target 022: 1.58e-05 |Target 023: 3.98e-05 |Target 024: 5.30e-05 ==================== Epoch #823 | Time: 00d 05h 16m | LR: 1.00e-03 | Epoch time: 22.56 | Train loss: 1.58e-05 | Val loss: 3.12e-05 Target 000 has maximum loss 8.06e-05; Target 010 has minimum loss 9.20e-06 Target 000: 8.06e-05 |Target 001: 4.11e-05 |Target 002: 9.77e-06 |Target 003: 1.49e-05 |Target 004: 1.34e-05 Target 005: 5.65e-05 |Target 006: 5.88e-05 |Target 007: 2.00e-05 |Target 008: 3.05e-05 |Target 009: 3.53e-05 Target 010: 9.20e-06 |Target 011: 3.24e-05 |Target 012: 2.03e-05 |Target 013: 2.33e-05 |Target 014: 1.65e-05 Target 015: 1.58e-05 |Target 016: 2.86e-05 |Target 017: 2.56e-05 |Target 018: 4.43e-05 |Target 019: 4.16e-05 Target 020: 1.25e-05 |Target 021: 3.35e-05 |Target 022: 1.58e-05 |Target 023: 3.92e-05 |Target 024: 5.43e-05 ==================== Epoch #824 | Time: 00d 05h 17m | LR: 1.00e-03 | Epoch time: 22.46 | Train loss: 1.50e-05 | Val loss: 2.93e-05 Target 000 has maximum loss 8.70e-05; Target 002 has minimum loss 9.28e-06 Target 000: 8.70e-05 |Target 001: 3.29e-05 |Target 002: 9.28e-06 |Target 003: 1.44e-05 |Target 004: 1.38e-05 Target 005: 2.76e-05 |Target 006: 5.77e-05 |Target 007: 1.93e-05 |Target 008: 2.81e-05 |Target 009: 3.00e-05 Target 010: 1.10e-05 |Target 011: 3.03e-05 |Target 012: 1.97e-05 |Target 013: 2.14e-05 |Target 014: 1.53e-05 Target 015: 1.66e-05 |Target 016: 2.81e-05 |Target 017: 2.10e-05 |Target 018: 4.32e-05 |Target 019: 3.95e-05 Target 020: 1.11e-05 |Target 021: 2.96e-05 |Target 022: 1.48e-05 |Target 023: 3.83e-05 |Target 024: 5.14e-05 ==================== Epoch #825 | Time: 00d 05h 17m | LR: 1.00e-03 | Epoch time: 22.33 | Train loss: 1.35e-05 | Val loss: 3.01e-05 Target 000 has maximum loss 7.84e-05; Target 002 has minimum loss 9.76e-06 Target 000: 7.84e-05 |Target 001: 4.50e-05 |Target 002: 9.76e-06 |Target 003: 1.52e-05 |Target 004: 1.19e-05 Target 005: 4.43e-05 |Target 006: 5.92e-05 |Target 007: 2.14e-05 |Target 008: 2.63e-05 |Target 009: 3.02e-05 Target 010: 1.02e-05 |Target 011: 3.36e-05 |Target 012: 1.93e-05 |Target 013: 2.43e-05 |Target 014: 1.58e-05 Target 015: 1.49e-05 |Target 016: 2.55e-05 |Target 017: 2.09e-05 |Target 018: 4.07e-05 |Target 019: 3.75e-05 Target 020: 1.11e-05 |Target 021: 2.83e-05 |Target 022: 1.58e-05 |Target 023: 3.94e-05 |Target 024: 5.61e-05 ==================== Epoch #826 | Time: 00d 05h 17m | LR: 1.00e-03 | Epoch time: 22.46 | Train loss: 1.32e-05 | Val loss: 2.90e-05 Target 006 has maximum loss 5.28e-05; Target 010 has minimum loss 8.91e-06 Target 000: 5.14e-05 |Target 001: 2.39e-05 |Target 002: 9.07e-06 |Target 003: 1.44e-05 |Target 004: 1.38e-05 Target 005: 2.35e-05 |Target 006: 5.28e-05 |Target 007: 1.94e-05 |Target 008: 2.88e-05 |Target 009: 2.71e-05 Target 010: 8.91e-06 |Target 011: 3.09e-05 |Target 012: 1.89e-05 |Target 013: 2.20e-05 |Target 014: 1.61e-05 Target 015: 1.51e-05 |Target 016: 2.83e-05 |Target 017: 2.32e-05 |Target 018: 4.23e-05 |Target 019: 3.87e-05 Target 020: 1.11e-05 |Target 021: 2.84e-05 |Target 022: 1.58e-05 |Target 023: 3.81e-05 |Target 024: 5.18e-05 ==================== Epoch #827 | Time: 00d 05h 18m | LR: 1.00e-03 | Epoch time: 22.59 | Train loss: 1.06e-05 | Val loss: 2.69e-05 Target 006 has maximum loss 6.45e-05; Target 002 has minimum loss 8.65e-06 Target 000: 4.50e-05 |Target 001: 5.36e-05 |Target 002: 8.65e-06 |Target 003: 1.44e-05 |Target 004: 1.16e-05 Target 005: 2.34e-05 |Target 006: 6.45e-05 |Target 007: 1.82e-05 |Target 008: 2.61e-05 |Target 009: 2.52e-05 Target 010: 8.65e-06 |Target 011: 2.98e-05 |Target 012: 1.81e-05 |Target 013: 2.04e-05 |Target 014: 1.45e-05 Target 015: 1.47e-05 |Target 016: 2.52e-05 |Target 017: 1.86e-05 |Target 018: 3.78e-05 |Target 019: 3.59e-05 Target 020: 1.02e-05 |Target 021: 2.68e-05 |Target 022: 1.44e-05 |Target 023: 3.46e-05 |Target 024: 4.85e-05 ==================== Epoch #828 | Time: 00d 05h 18m | LR: 1.00e-03 | Epoch time: 22.33 | Train loss: 1.09e-05 | Val loss: 2.79e-05 Target 006 has maximum loss 6.38e-05; Target 010 has minimum loss 8.94e-06 Target 000: 4.61e-05 |Target 001: 2.16e-05 |Target 002: 8.99e-06 |Target 003: 1.45e-05 |Target 004: 1.14e-05 Target 005: 3.92e-05 |Target 006: 6.38e-05 |Target 007: 1.83e-05 |Target 008: 2.56e-05 |Target 009: 2.66e-05 Target 010: 8.94e-06 |Target 011: 3.08e-05 |Target 012: 2.40e-05 |Target 013: 2.06e-05 |Target 014: 1.47e-05 Target 015: 1.47e-05 |Target 016: 2.47e-05 |Target 017: 2.27e-05 |Target 018: 4.27e-05 |Target 019: 3.66e-05 Target 020: 9.99e-06 |Target 021: 2.83e-05 |Target 022: 1.44e-05 |Target 023: 3.52e-05 |Target 024: 4.88e-05 ==================== Epoch #829 | Time: 00d 05h 19m | LR: 1.00e-03 | Epoch time: 22.57 | Train loss: 1.13e-05 | Val loss: 2.97e-05 Target 000 has maximum loss 1.39e-04; Target 002 has minimum loss 8.98e-06 Target 000: 1.39e-04 |Target 001: 7.20e-05 |Target 002: 8.98e-06 |Target 003: 1.53e-05 |Target 004: 1.13e-05 Target 005: 5.69e-05 |Target 006: 4.98e-05 |Target 007: 1.87e-05 |Target 008: 2.61e-05 |Target 009: 2.61e-05 Target 010: 1.04e-05 |Target 011: 2.99e-05 |Target 012: 2.78e-05 |Target 013: 2.12e-05 |Target 014: 1.50e-05 Target 015: 1.51e-05 |Target 016: 2.55e-05 |Target 017: 2.00e-05 |Target 018: 4.30e-05 |Target 019: 3.77e-05 Target 020: 9.98e-06 |Target 021: 2.79e-05 |Target 022: 1.45e-05 |Target 023: 3.69e-05 |Target 024: 5.21e-05 ==================== Epoch #830 | Time: 00d 05h 19m | LR: 1.00e-03 | Epoch time: 22.54 | Train loss: 1.12e-05 | Val loss: 2.81e-05 Target 006 has maximum loss 5.54e-05; Target 010 has minimum loss 9.17e-06 Target 000: 4.77e-05 |Target 001: 2.53e-05 |Target 002: 9.38e-06 |Target 003: 1.49e-05 |Target 004: 1.25e-05 Target 005: 4.51e-05 |Target 006: 5.54e-05 |Target 007: 1.86e-05 |Target 008: 2.66e-05 |Target 009: 2.54e-05 Target 010: 9.17e-06 |Target 011: 3.07e-05 |Target 012: 1.94e-05 |Target 013: 2.32e-05 |Target 014: 1.55e-05 Target 015: 1.53e-05 |Target 016: 2.51e-05 |Target 017: 1.99e-05 |Target 018: 3.75e-05 |Target 019: 3.73e-05 Target 020: 1.03e-05 |Target 021: 2.69e-05 |Target 022: 1.51e-05 |Target 023: 3.62e-05 |Target 024: 5.20e-05 ==================== Epoch #831 | Time: 00d 05h 19m | LR: 1.00e-03 | Epoch time: 22.55 | Train loss: 1.08e-05 | Val loss: 2.87e-05 Target 000 has maximum loss 1.35e-04; Target 010 has minimum loss 8.88e-06 Target 000: 1.35e-04 |Target 001: 2.73e-05 |Target 002: 9.12e-06 |Target 003: 1.40e-05 |Target 004: 1.16e-05 Target 005: 5.93e-05 |Target 006: 6.77e-05 |Target 007: 1.84e-05 |Target 008: 2.56e-05 |Target 009: 2.52e-05 Target 010: 8.88e-06 |Target 011: 3.04e-05 |Target 012: 2.46e-05 |Target 013: 2.10e-05 |Target 014: 1.49e-05 Target 015: 1.49e-05 |Target 016: 2.47e-05 |Target 017: 2.17e-05 |Target 018: 3.71e-05 |Target 019: 3.69e-05 Target 020: 1.02e-05 |Target 021: 2.71e-05 |Target 022: 1.45e-05 |Target 023: 3.54e-05 |Target 024: 5.16e-05 ==================== Epoch #832 | Time: 00d 05h 20m | LR: 1.00e-03 | Epoch time: 22.53 | Train loss: 1.08e-05 | Val loss: 2.76e-05 Target 006 has maximum loss 6.22e-05; Target 010 has minimum loss 8.43e-06 Target 000: 5.39e-05 |Target 001: 3.63e-05 |Target 002: 8.73e-06 |Target 003: 1.39e-05 |Target 004: 1.18e-05 Target 005: 2.77e-05 |Target 006: 6.22e-05 |Target 007: 1.92e-05 |Target 008: 2.55e-05 |Target 009: 2.64e-05 Target 010: 8.43e-06 |Target 011: 3.01e-05 |Target 012: 1.85e-05 |Target 013: 2.12e-05 |Target 014: 1.46e-05 Target 015: 1.46e-05 |Target 016: 2.65e-05 |Target 017: 1.87e-05 |Target 018: 4.00e-05 |Target 019: 3.69e-05 Target 020: 1.04e-05 |Target 021: 2.78e-05 |Target 022: 1.45e-05 |Target 023: 3.58e-05 |Target 024: 4.99e-05 ==================== Epoch #833 | Time: 00d 05h 20m | LR: 1.00e-03 | Epoch time: 22.67 | Train loss: 1.15e-05 | Val loss: 3.02e-05 Target 000 has maximum loss 6.39e-05; Target 010 has minimum loss 1.04e-05 Target 000: 6.39e-05 |Target 001: 3.60e-05 |Target 002: 1.27e-05 |Target 003: 1.87e-05 |Target 004: 1.29e-05 Target 005: 2.59e-05 |Target 006: 5.59e-05 |Target 007: 1.95e-05 |Target 008: 3.59e-05 |Target 009: 3.13e-05 Target 010: 1.04e-05 |Target 011: 3.13e-05 |Target 012: 2.09e-05 |Target 013: 2.41e-05 |Target 014: 1.61e-05 Target 015: 1.73e-05 |Target 016: 3.93e-05 |Target 017: 2.17e-05 |Target 018: 4.76e-05 |Target 019: 3.88e-05 Target 020: 1.09e-05 |Target 021: 3.13e-05 |Target 022: 1.56e-05 |Target 023: 3.87e-05 |Target 024: 5.09e-05 ==================== Epoch #834 | Time: 00d 05h 21m | LR: 1.00e-03 | Epoch time: 23.28 | Train loss: 1.19e-05 | Val loss: 2.93e-05 Target 001 has maximum loss 6.90e-05; Target 002 has minimum loss 9.37e-06 Target 000: 5.62e-05 |Target 001: 6.90e-05 |Target 002: 9.37e-06 |Target 003: 1.55e-05 |Target 004: 1.19e-05 Target 005: 3.48e-05 |Target 006: 5.95e-05 |Target 007: 1.99e-05 |Target 008: 2.74e-05 |Target 009: 3.10e-05 Target 010: 1.00e-05 |Target 011: 3.14e-05 |Target 012: 2.16e-05 |Target 013: 2.19e-05 |Target 014: 1.52e-05 Target 015: 1.58e-05 |Target 016: 2.91e-05 |Target 017: 2.43e-05 |Target 018: 3.92e-05 |Target 019: 3.80e-05 Target 020: 1.11e-05 |Target 021: 2.94e-05 |Target 022: 1.56e-05 |Target 023: 3.70e-05 |Target 024: 5.17e-05 ==================== Epoch #835 | Time: 00d 05h 21m | LR: 1.00e-03 | Epoch time: 22.56 | Train loss: 1.74e-05 | Val loss: 4.03e-05 Target 000 has maximum loss 1.06e-04; Target 020 has minimum loss 1.22e-05 Target 000: 1.06e-04 |Target 001: 9.13e-05 |Target 002: 1.40e-05 |Target 003: 1.76e-05 |Target 004: 1.37e-05 Target 005: 5.93e-05 |Target 006: 8.06e-05 |Target 007: 2.24e-05 |Target 008: 3.64e-05 |Target 009: 6.24e-05 Target 010: 1.51e-05 |Target 011: 3.31e-05 |Target 012: 1.91e-05 |Target 013: 3.43e-05 |Target 014: 1.94e-05 Target 015: 1.83e-05 |Target 016: 3.80e-05 |Target 017: 2.91e-05 |Target 018: 6.58e-05 |Target 019: 4.65e-05 Target 020: 1.22e-05 |Target 021: 7.22e-05 |Target 022: 1.94e-05 |Target 023: 5.05e-05 |Target 024: 6.89e-05 ==================== Epoch #836 | Time: 00d 05h 21m | LR: 1.00e-03 | Epoch time: 24.25 | Train loss: 2.49e-05 | Val loss: 3.70e-05 Target 000 has maximum loss 7.32e-05; Target 020 has minimum loss 1.43e-05 Target 000: 7.32e-05 |Target 001: 3.53e-05 |Target 002: 1.77e-05 |Target 003: 2.20e-05 |Target 004: 1.68e-05 Target 005: 3.22e-05 |Target 006: 5.23e-05 |Target 007: 2.83e-05 |Target 008: 4.08e-05 |Target 009: 3.97e-05 Target 010: 2.36e-05 |Target 011: 3.89e-05 |Target 012: 2.11e-05 |Target 013: 2.70e-05 |Target 014: 2.03e-05 Target 015: 1.90e-05 |Target 016: 4.73e-05 |Target 017: 2.79e-05 |Target 018: 4.98e-05 |Target 019: 5.07e-05 Target 020: 1.43e-05 |Target 021: 3.82e-05 |Target 022: 2.11e-05 |Target 023: 5.05e-05 |Target 024: 6.11e-05 ==================== Epoch #837 | Time: 00d 05h 22m | LR: 1.00e-03 | Epoch time: 23.28 | Train loss: 1.97e-05 | Val loss: 3.16e-05 Target 006 has maximum loss 6.13e-05; Target 020 has minimum loss 1.20e-05 Target 000: 6.04e-05 |Target 001: 4.68e-05 |Target 002: 1.37e-05 |Target 003: 1.99e-05 |Target 004: 1.46e-05 Target 005: 3.49e-05 |Target 006: 6.13e-05 |Target 007: 2.18e-05 |Target 008: 3.03e-05 |Target 009: 3.20e-05 Target 010: 1.37e-05 |Target 011: 3.31e-05 |Target 012: 2.47e-05 |Target 013: 2.46e-05 |Target 014: 1.75e-05 Target 015: 1.97e-05 |Target 016: 3.14e-05 |Target 017: 2.46e-05 |Target 018: 4.19e-05 |Target 019: 4.25e-05 Target 020: 1.20e-05 |Target 021: 3.11e-05 |Target 022: 1.65e-05 |Target 023: 3.99e-05 |Target 024: 5.42e-05 ==================== Epoch #838 | Time: 00d 05h 22m | LR: 1.00e-03 | Epoch time: 22.50 | Train loss: 1.84e-05 | Val loss: 3.91e-05 Target 001 has maximum loss 1.05e-04; Target 020 has minimum loss 1.53e-05 Target 000: 6.82e-05 |Target 001: 1.05e-04 |Target 002: 1.98e-05 |Target 003: 2.38e-05 |Target 004: 1.90e-05 Target 005: 4.06e-05 |Target 006: 7.76e-05 |Target 007: 2.96e-05 |Target 008: 4.14e-05 |Target 009: 3.53e-05 Target 010: 2.12e-05 |Target 011: 3.95e-05 |Target 012: 2.87e-05 |Target 013: 3.41e-05 |Target 014: 2.19e-05 Target 015: 2.35e-05 |Target 016: 3.70e-05 |Target 017: 3.63e-05 |Target 018: 5.43e-05 |Target 019: 4.80e-05 Target 020: 1.53e-05 |Target 021: 3.62e-05 |Target 022: 2.18e-05 |Target 023: 4.58e-05 |Target 024: 6.55e-05 ==================== Epoch #839 | Time: 00d 05h 23m | LR: 1.00e-03 | Epoch time: 22.58 | Train loss: 1.36e-05 | Val loss: 3.01e-05 Target 001 has maximum loss 1.26e-04; Target 002 has minimum loss 1.10e-05 Target 000: 4.64e-05 |Target 001: 1.26e-04 |Target 002: 1.10e-05 |Target 003: 1.56e-05 |Target 004: 1.31e-05 Target 005: 3.03e-05 |Target 006: 5.14e-05 |Target 007: 2.06e-05 |Target 008: 2.95e-05 |Target 009: 2.72e-05 Target 010: 1.16e-05 |Target 011: 3.18e-05 |Target 012: 2.16e-05 |Target 013: 2.25e-05 |Target 014: 1.56e-05 Target 015: 1.59e-05 |Target 016: 3.11e-05 |Target 017: 2.73e-05 |Target 018: 4.07e-05 |Target 019: 3.87e-05 Target 020: 1.14e-05 |Target 021: 2.86e-05 |Target 022: 1.57e-05 |Target 023: 3.72e-05 |Target 024: 5.23e-05 ==================== Epoch #840 | Time: 00d 05h 23m | LR: 1.00e-03 | Epoch time: 23.65 | Train loss: 1.07e-05 | Val loss: 2.75e-05 Target 006 has maximum loss 7.33e-05; Target 010 has minimum loss 9.31e-06 Target 000: 5.85e-05 |Target 001: 2.95e-05 |Target 002: 9.33e-06 |Target 003: 1.47e-05 |Target 004: 1.17e-05 Target 005: 3.60e-05 |Target 006: 7.33e-05 |Target 007: 1.89e-05 |Target 008: 2.59e-05 |Target 009: 2.48e-05 Target 010: 9.31e-06 |Target 011: 3.01e-05 |Target 012: 2.32e-05 |Target 013: 2.17e-05 |Target 014: 1.47e-05 Target 015: 1.51e-05 |Target 016: 2.68e-05 |Target 017: 2.29e-05 |Target 018: 3.77e-05 |Target 019: 3.61e-05 Target 020: 1.02e-05 |Target 021: 2.70e-05 |Target 022: 1.45e-05 |Target 023: 3.46e-05 |Target 024: 4.75e-05 ==================== Epoch #841 | Time: 00d 05h 23m | LR: 1.00e-03 | Epoch time: 24.51 | Train loss: 1.09e-05 | Val loss: 2.81e-05 Target 001 has maximum loss 6.06e-05; Target 002 has minimum loss 9.45e-06 Target 000: 5.77e-05 |Target 001: 6.06e-05 |Target 002: 9.45e-06 |Target 003: 1.45e-05 |Target 004: 1.25e-05 Target 005: 4.84e-05 |Target 006: 5.63e-05 |Target 007: 1.92e-05 |Target 008: 2.72e-05 |Target 009: 2.56e-05 Target 010: 9.61e-06 |Target 011: 3.04e-05 |Target 012: 2.13e-05 |Target 013: 2.16e-05 |Target 014: 1.50e-05 Target 015: 1.51e-05 |Target 016: 2.64e-05 |Target 017: 2.13e-05 |Target 018: 3.97e-05 |Target 019: 3.67e-05 Target 020: 1.06e-05 |Target 021: 2.72e-05 |Target 022: 1.45e-05 |Target 023: 3.48e-05 |Target 024: 4.96e-05 ==================== Epoch #842 | Time: 00d 05h 24m | LR: 1.00e-03 | Epoch time: 23.62 | Train loss: 1.10e-05 | Val loss: 2.87e-05 Target 006 has maximum loss 5.39e-05; Target 010 has minimum loss 9.73e-06 Target 000: 5.21e-05 |Target 001: 2.39e-05 |Target 002: 1.02e-05 |Target 003: 1.77e-05 |Target 004: 1.30e-05 Target 005: 2.65e-05 |Target 006: 5.39e-05 |Target 007: 1.88e-05 |Target 008: 3.01e-05 |Target 009: 2.89e-05 Target 010: 9.73e-06 |Target 011: 3.09e-05 |Target 012: 1.84e-05 |Target 013: 2.16e-05 |Target 014: 1.50e-05 Target 015: 1.62e-05 |Target 016: 2.87e-05 |Target 017: 1.94e-05 |Target 018: 3.95e-05 |Target 019: 3.85e-05 Target 020: 1.21e-05 |Target 021: 3.05e-05 |Target 022: 1.47e-05 |Target 023: 3.63e-05 |Target 024: 5.32e-05 ==================== Epoch #843 | Time: 00d 05h 24m | LR: 1.00e-03 | Epoch time: 22.60 | Train loss: 1.04e-05 | Val loss: 2.74e-05 Target 000 has maximum loss 6.36e-05; Target 010 has minimum loss 8.53e-06 Target 000: 6.36e-05 |Target 001: 4.10e-05 |Target 002: 8.90e-06 |Target 003: 1.40e-05 |Target 004: 1.18e-05 Target 005: 2.53e-05 |Target 006: 5.36e-05 |Target 007: 1.82e-05 |Target 008: 2.51e-05 |Target 009: 2.55e-05 Target 010: 8.53e-06 |Target 011: 3.02e-05 |Target 012: 1.88e-05 |Target 013: 2.14e-05 |Target 014: 1.45e-05 Target 015: 1.45e-05 |Target 016: 2.50e-05 |Target 017: 1.91e-05 |Target 018: 3.76e-05 |Target 019: 3.63e-05 Target 020: 1.05e-05 |Target 021: 2.73e-05 |Target 022: 1.43e-05 |Target 023: 3.48e-05 |Target 024: 5.09e-05 ==================== Epoch #844 | Time: 00d 05h 25m | LR: 1.00e-03 | Epoch time: 24.01 | Train loss: 1.00e-05 | Val loss: 2.85e-05 Target 006 has maximum loss 7.04e-05; Target 010 has minimum loss 8.64e-06 Target 000: 5.15e-05 |Target 001: 3.03e-05 |Target 002: 9.13e-06 |Target 003: 1.43e-05 |Target 004: 1.15e-05 Target 005: 3.30e-05 |Target 006: 7.04e-05 |Target 007: 1.86e-05 |Target 008: 2.57e-05 |Target 009: 2.66e-05 Target 010: 8.64e-06 |Target 011: 3.01e-05 |Target 012: 2.14e-05 |Target 013: 2.64e-05 |Target 014: 1.49e-05 Target 015: 1.45e-05 |Target 016: 2.60e-05 |Target 017: 2.21e-05 |Target 018: 4.03e-05 |Target 019: 3.74e-05 Target 020: 1.03e-05 |Target 021: 2.97e-05 |Target 022: 1.47e-05 |Target 023: 3.52e-05 |Target 024: 5.11e-05 ==================== Epoch #845 | Time: 00d 05h 25m | LR: 1.00e-03 | Epoch time: 22.70 | Train loss: 1.05e-05 | Val loss: 2.82e-05 Target 006 has maximum loss 5.21e-05; Target 010 has minimum loss 9.69e-06 Target 000: 4.82e-05 |Target 001: 2.23e-05 |Target 002: 1.07e-05 |Target 003: 1.60e-05 |Target 004: 1.30e-05 Target 005: 3.91e-05 |Target 006: 5.21e-05 |Target 007: 1.94e-05 |Target 008: 2.76e-05 |Target 009: 2.96e-05 Target 010: 9.69e-06 |Target 011: 3.10e-05 |Target 012: 1.90e-05 |Target 013: 2.11e-05 |Target 014: 1.53e-05 Target 015: 1.57e-05 |Target 016: 2.58e-05 |Target 017: 2.07e-05 |Target 018: 3.88e-05 |Target 019: 3.71e-05 Target 020: 1.12e-05 |Target 021: 3.23e-05 |Target 022: 1.50e-05 |Target 023: 3.63e-05 |Target 024: 5.02e-05 ==================== Epoch #846 | Time: 00d 05h 25m | LR: 1.00e-03 | Epoch time: 24.33 | Train loss: 1.08e-05 | Val loss: 2.72e-05 Target 006 has maximum loss 5.77e-05; Target 010 has minimum loss 8.90e-06 Target 000: 5.11e-05 |Target 001: 3.99e-05 |Target 002: 9.31e-06 |Target 003: 1.44e-05 |Target 004: 1.22e-05 Target 005: 2.16e-05 |Target 006: 5.77e-05 |Target 007: 1.97e-05 |Target 008: 2.58e-05 |Target 009: 2.52e-05 Target 010: 8.90e-06 |Target 011: 3.06e-05 |Target 012: 1.97e-05 |Target 013: 2.07e-05 |Target 014: 1.50e-05 Target 015: 1.53e-05 |Target 016: 2.62e-05 |Target 017: 2.01e-05 |Target 018: 3.77e-05 |Target 019: 3.61e-05 Target 020: 1.06e-05 |Target 021: 2.66e-05 |Target 022: 1.48e-05 |Target 023: 3.45e-05 |Target 024: 4.82e-05 ==================== Epoch #847 | Time: 00d 05h 26m | LR: 1.00e-03 | Epoch time: 23.64 | Train loss: 1.03e-05 | Val loss: 2.72e-05 Target 001 has maximum loss 6.86e-05; Target 010 has minimum loss 8.54e-06 Target 000: 5.30e-05 |Target 001: 6.86e-05 |Target 002: 9.18e-06 |Target 003: 1.48e-05 |Target 004: 1.13e-05 Target 005: 3.55e-05 |Target 006: 5.60e-05 |Target 007: 1.84e-05 |Target 008: 2.60e-05 |Target 009: 2.64e-05 Target 010: 8.54e-06 |Target 011: 2.98e-05 |Target 012: 1.79e-05 |Target 013: 2.14e-05 |Target 014: 1.44e-05 Target 015: 1.44e-05 |Target 016: 2.46e-05 |Target 017: 1.95e-05 |Target 018: 3.88e-05 |Target 019: 3.54e-05 Target 020: 1.01e-05 |Target 021: 2.68e-05 |Target 022: 1.42e-05 |Target 023: 3.62e-05 |Target 024: 4.80e-05 ==================== Epoch #848 | Time: 00d 05h 26m | LR: 1.00e-03 | Epoch time: 22.99 | Train loss: 1.04e-05 | Val loss: 2.80e-05 Target 000 has maximum loss 6.15e-05; Target 002 has minimum loss 9.46e-06 Target 000: 6.15e-05 |Target 001: 2.51e-05 |Target 002: 9.46e-06 |Target 003: 1.53e-05 |Target 004: 1.20e-05 Target 005: 3.64e-05 |Target 006: 5.73e-05 |Target 007: 1.86e-05 |Target 008: 2.83e-05 |Target 009: 2.50e-05 Target 010: 1.00e-05 |Target 011: 3.06e-05 |Target 012: 1.90e-05 |Target 013: 2.28e-05 |Target 014: 1.49e-05 Target 015: 1.48e-05 |Target 016: 2.83e-05 |Target 017: 2.01e-05 |Target 018: 3.89e-05 |Target 019: 3.66e-05 Target 020: 1.04e-05 |Target 021: 2.70e-05 |Target 022: 1.48e-05 |Target 023: 3.47e-05 |Target 024: 5.20e-05 ==================== Epoch #849 | Time: 00d 05h 26m | LR: 1.00e-03 | Epoch time: 23.01 | Train loss: 1.09e-05 | Val loss: 2.86e-05 Target 000 has maximum loss 6.87e-05; Target 002 has minimum loss 9.97e-06 Target 000: 6.87e-05 |Target 001: 5.65e-05 |Target 002: 9.97e-06 |Target 003: 1.75e-05 |Target 004: 1.21e-05 Target 005: 2.34e-05 |Target 006: 5.78e-05 |Target 007: 1.99e-05 |Target 008: 2.78e-05 |Target 009: 2.74e-05 Target 010: 1.04e-05 |Target 011: 3.06e-05 |Target 012: 1.84e-05 |Target 013: 2.22e-05 |Target 014: 1.50e-05 Target 015: 1.49e-05 |Target 016: 2.84e-05 |Target 017: 1.98e-05 |Target 018: 3.80e-05 |Target 019: 3.77e-05 Target 020: 1.04e-05 |Target 021: 2.75e-05 |Target 022: 1.49e-05 |Target 023: 3.72e-05 |Target 024: 5.22e-05 ==================== Epoch #850 | Time: 00d 05h 27m | LR: 1.00e-03 | Epoch time: 22.62 | Train loss: 1.13e-05 | Val loss: 2.89e-05 Target 000 has maximum loss 9.76e-05; Target 010 has minimum loss 9.12e-06 Target 000: 9.76e-05 |Target 001: 2.40e-05 |Target 002: 9.36e-06 |Target 003: 1.49e-05 |Target 004: 1.22e-05 Target 005: 2.83e-05 |Target 006: 6.25e-05 |Target 007: 1.89e-05 |Target 008: 2.81e-05 |Target 009: 2.55e-05 Target 010: 9.12e-06 |Target 011: 3.10e-05 |Target 012: 1.95e-05 |Target 013: 2.30e-05 |Target 014: 1.46e-05 Target 015: 1.50e-05 |Target 016: 2.87e-05 |Target 017: 2.25e-05 |Target 018: 3.87e-05 |Target 019: 3.78e-05 Target 020: 1.04e-05 |Target 021: 2.80e-05 |Target 022: 1.45e-05 |Target 023: 3.61e-05 |Target 024: 5.40e-05 ==================== Epoch #851 | Time: 00d 05h 27m | LR: 1.00e-03 | Epoch time: 25.31 | Train loss: 1.20e-05 | Val loss: 3.10e-05 Target 000 has maximum loss 9.52e-05; Target 010 has minimum loss 8.89e-06 Target 000: 9.52e-05 |Target 001: 5.58e-05 |Target 002: 9.10e-06 |Target 003: 1.55e-05 |Target 004: 1.24e-05 Target 005: 2.86e-05 |Target 006: 5.88e-05 |Target 007: 1.96e-05 |Target 008: 3.45e-05 |Target 009: 4.01e-05 Target 010: 8.89e-06 |Target 011: 3.19e-05 |Target 012: 2.01e-05 |Target 013: 2.54e-05 |Target 014: 1.78e-05 Target 015: 1.55e-05 |Target 016: 2.89e-05 |Target 017: 1.98e-05 |Target 018: 4.06e-05 |Target 019: 4.05e-05 Target 020: 1.03e-05 |Target 021: 3.60e-05 |Target 022: 1.53e-05 |Target 023: 3.87e-05 |Target 024: 5.50e-05 ==================== Epoch #852 | Time: 00d 05h 28m | LR: 1.00e-03 | Epoch time: 22.54 | Train loss: 1.15e-05 | Val loss: 2.77e-05 Target 006 has maximum loss 7.10e-05; Target 010 has minimum loss 8.99e-06 Target 000: 5.28e-05 |Target 001: 1.97e-05 |Target 002: 9.30e-06 |Target 003: 1.56e-05 |Target 004: 1.24e-05 Target 005: 3.22e-05 |Target 006: 7.10e-05 |Target 007: 1.89e-05 |Target 008: 2.79e-05 |Target 009: 2.77e-05 Target 010: 8.99e-06 |Target 011: 3.01e-05 |Target 012: 1.82e-05 |Target 013: 2.07e-05 |Target 014: 1.47e-05 Target 015: 1.53e-05 |Target 016: 2.92e-05 |Target 017: 1.88e-05 |Target 018: 4.07e-05 |Target 019: 3.76e-05 Target 020: 1.13e-05 |Target 021: 2.71e-05 |Target 022: 1.47e-05 |Target 023: 3.50e-05 |Target 024: 4.96e-05 ==================== Epoch #853 | Time: 00d 05h 28m | LR: 1.00e-03 | Epoch time: 22.53 | Train loss: 1.22e-05 | Val loss: 3.06e-05 Target 000 has maximum loss 1.03e-04; Target 010 has minimum loss 9.27e-06 Target 000: 1.03e-04 |Target 001: 3.13e-05 |Target 002: 1.12e-05 |Target 003: 2.14e-05 |Target 004: 1.34e-05 Target 005: 2.18e-05 |Target 006: 6.41e-05 |Target 007: 2.03e-05 |Target 008: 3.87e-05 |Target 009: 3.34e-05 Target 010: 9.27e-06 |Target 011: 3.21e-05 |Target 012: 2.47e-05 |Target 013: 2.24e-05 |Target 014: 1.60e-05 Target 015: 1.57e-05 |Target 016: 3.94e-05 |Target 017: 1.97e-05 |Target 018: 3.96e-05 |Target 019: 3.99e-05 Target 020: 1.17e-05 |Target 021: 3.25e-05 |Target 022: 1.54e-05 |Target 023: 4.05e-05 |Target 024: 5.19e-05 ==================== Epoch #854 | Time: 00d 05h 28m | LR: 1.00e-03 | Epoch time: 22.84 | Train loss: 1.39e-05 | Val loss: 2.94e-05 Target 000 has maximum loss 8.98e-05; Target 002 has minimum loss 9.99e-06 Target 000: 8.98e-05 |Target 001: 2.87e-05 |Target 002: 9.99e-06 |Target 003: 1.70e-05 |Target 004: 1.24e-05 Target 005: 2.65e-05 |Target 006: 7.72e-05 |Target 007: 1.95e-05 |Target 008: 2.87e-05 |Target 009: 3.20e-05 Target 010: 1.02e-05 |Target 011: 3.09e-05 |Target 012: 1.97e-05 |Target 013: 2.23e-05 |Target 014: 1.55e-05 Target 015: 1.54e-05 |Target 016: 2.99e-05 |Target 017: 2.18e-05 |Target 018: 4.16e-05 |Target 019: 3.75e-05 Target 020: 1.35e-05 |Target 021: 2.98e-05 |Target 022: 1.50e-05 |Target 023: 3.68e-05 |Target 024: 5.20e-05 ==================== Epoch #855 | Time: 00d 05h 29m | LR: 1.00e-03 | Epoch time: 22.61 | Train loss: 1.17e-05 | Val loss: 2.85e-05 Target 006 has maximum loss 5.46e-05; Target 002 has minimum loss 9.62e-06 Target 000: 4.68e-05 |Target 001: 2.13e-05 |Target 002: 9.62e-06 |Target 003: 1.58e-05 |Target 004: 1.18e-05 Target 005: 2.74e-05 |Target 006: 5.46e-05 |Target 007: 1.93e-05 |Target 008: 2.87e-05 |Target 009: 3.01e-05 Target 010: 9.63e-06 |Target 011: 3.18e-05 |Target 012: 1.88e-05 |Target 013: 2.20e-05 |Target 014: 1.51e-05 Target 015: 1.58e-05 |Target 016: 2.67e-05 |Target 017: 1.94e-05 |Target 018: 4.03e-05 |Target 019: 3.83e-05 Target 020: 1.23e-05 |Target 021: 2.72e-05 |Target 022: 1.51e-05 |Target 023: 3.89e-05 |Target 024: 5.11e-05 ==================== Epoch #856 | Time: 00d 05h 29m | LR: 1.00e-03 | Epoch time: 22.64 | Train loss: 1.10e-05 | Val loss: 2.84e-05 Target 000 has maximum loss 5.90e-05; Target 010 has minimum loss 9.32e-06 Target 000: 5.90e-05 |Target 001: 1.94e-05 |Target 002: 9.64e-06 |Target 003: 1.44e-05 |Target 004: 1.31e-05 Target 005: 2.70e-05 |Target 006: 5.67e-05 |Target 007: 1.91e-05 |Target 008: 2.70e-05 |Target 009: 2.68e-05 Target 010: 9.32e-06 |Target 011: 3.11e-05 |Target 012: 1.98e-05 |Target 013: 2.13e-05 |Target 014: 1.53e-05 Target 015: 1.58e-05 |Target 016: 2.60e-05 |Target 017: 2.00e-05 |Target 018: 3.85e-05 |Target 019: 3.67e-05 Target 020: 1.08e-05 |Target 021: 2.96e-05 |Target 022: 1.50e-05 |Target 023: 3.53e-05 |Target 024: 5.38e-05 ==================== Epoch #857 | Time: 00d 05h 30m | LR: 1.00e-03 | Epoch time: 22.41 | Train loss: 1.08e-05 | Val loss: 2.71e-05 Target 006 has maximum loss 5.35e-05; Target 010 has minimum loss 8.90e-06 Target 000: 4.58e-05 |Target 001: 5.19e-05 |Target 002: 9.48e-06 |Target 003: 1.39e-05 |Target 004: 1.15e-05 Target 005: 2.72e-05 |Target 006: 5.35e-05 |Target 007: 1.87e-05 |Target 008: 2.56e-05 |Target 009: 2.50e-05 Target 010: 8.90e-06 |Target 011: 3.05e-05 |Target 012: 1.81e-05 |Target 013: 2.36e-05 |Target 014: 1.46e-05 Target 015: 1.51e-05 |Target 016: 2.45e-05 |Target 017: 1.94e-05 |Target 018: 3.72e-05 |Target 019: 3.54e-05 Target 020: 1.00e-05 |Target 021: 2.64e-05 |Target 022: 1.44e-05 |Target 023: 3.39e-05 |Target 024: 4.92e-05 ==================== Epoch #858 | Time: 00d 05h 30m | LR: 1.00e-03 | Epoch time: 22.74 | Train loss: 1.06e-05 | Val loss: 2.76e-05 Target 006 has maximum loss 5.56e-05; Target 010 has minimum loss 9.27e-06 Target 000: 4.52e-05 |Target 001: 1.92e-05 |Target 002: 9.38e-06 |Target 003: 1.42e-05 |Target 004: 1.26e-05 Target 005: 2.20e-05 |Target 006: 5.56e-05 |Target 007: 1.86e-05 |Target 008: 2.53e-05 |Target 009: 2.82e-05 Target 010: 9.27e-06 |Target 011: 3.22e-05 |Target 012: 1.82e-05 |Target 013: 2.31e-05 |Target 014: 1.54e-05 Target 015: 1.46e-05 |Target 016: 2.48e-05 |Target 017: 1.92e-05 |Target 018: 3.81e-05 |Target 019: 3.66e-05 Target 020: 1.05e-05 |Target 021: 3.09e-05 |Target 022: 1.50e-05 |Target 023: 3.62e-05 |Target 024: 4.94e-05 ==================== Epoch #859 | Time: 00d 05h 30m | LR: 1.00e-03 | Epoch time: 22.64 | Train loss: 1.01e-05 | Val loss: 2.75e-05 Target 000 has maximum loss 5.29e-05; Target 010 has minimum loss 9.12e-06 Target 000: 5.29e-05 |Target 001: 2.75e-05 |Target 002: 9.29e-06 |Target 003: 1.49e-05 |Target 004: 1.20e-05 Target 005: 1.94e-05 |Target 006: 4.92e-05 |Target 007: 1.85e-05 |Target 008: 2.82e-05 |Target 009: 2.81e-05 Target 010: 9.12e-06 |Target 011: 3.12e-05 |Target 012: 1.86e-05 |Target 013: 2.25e-05 |Target 014: 1.51e-05 Target 015: 1.54e-05 |Target 016: 2.93e-05 |Target 017: 1.87e-05 |Target 018: 3.73e-05 |Target 019: 3.70e-05 Target 020: 1.01e-05 |Target 021: 2.94e-05 |Target 022: 1.47e-05 |Target 023: 3.63e-05 |Target 024: 4.84e-05 ==================== Epoch #860 | Time: 00d 05h 31m | LR: 1.00e-03 | Epoch time: 22.73 | Train loss: 1.03e-05 | Val loss: 2.76e-05 Target 001 has maximum loss 7.70e-05; Target 010 has minimum loss 8.94e-06 Target 000: 5.44e-05 |Target 001: 7.70e-05 |Target 002: 1.05e-05 |Target 003: 1.59e-05 |Target 004: 1.15e-05 Target 005: 2.82e-05 |Target 006: 6.11e-05 |Target 007: 1.91e-05 |Target 008: 2.81e-05 |Target 009: 2.55e-05 Target 010: 8.94e-06 |Target 011: 2.98e-05 |Target 012: 1.88e-05 |Target 013: 2.14e-05 |Target 014: 1.47e-05 Target 015: 1.54e-05 |Target 016: 2.65e-05 |Target 017: 2.22e-05 |Target 018: 4.05e-05 |Target 019: 3.61e-05 Target 020: 1.02e-05 |Target 021: 2.77e-05 |Target 022: 1.43e-05 |Target 023: 3.47e-05 |Target 024: 4.77e-05 ==================== Epoch #861 | Time: 00d 05h 31m | LR: 1.00e-03 | Epoch time: 24.28 | Train loss: 1.01e-05 | Val loss: 2.77e-05 Target 006 has maximum loss 5.49e-05; Target 010 has minimum loss 9.63e-06 Target 000: 4.85e-05 |Target 001: 2.33e-05 |Target 002: 9.94e-06 |Target 003: 1.61e-05 |Target 004: 1.15e-05 Target 005: 3.83e-05 |Target 006: 5.49e-05 |Target 007: 1.91e-05 |Target 008: 3.05e-05 |Target 009: 2.68e-05 Target 010: 9.63e-06 |Target 011: 3.00e-05 |Target 012: 1.83e-05 |Target 013: 2.06e-05 |Target 014: 1.45e-05 Target 015: 1.52e-05 |Target 016: 3.05e-05 |Target 017: 2.00e-05 |Target 018: 4.40e-05 |Target 019: 3.80e-05 Target 020: 9.76e-06 |Target 021: 2.77e-05 |Target 022: 1.46e-05 |Target 023: 3.56e-05 |Target 024: 4.76e-05 ==================== Epoch #862 | Time: 00d 05h 32m | LR: 1.00e-03 | Epoch time: 23.18 | Train loss: 1.04e-05 | Val loss: 2.76e-05 Target 006 has maximum loss 5.63e-05; Target 010 has minimum loss 9.16e-06 Target 000: 5.21e-05 |Target 001: 2.03e-05 |Target 002: 9.31e-06 |Target 003: 1.48e-05 |Target 004: 1.26e-05 Target 005: 3.79e-05 |Target 006: 5.63e-05 |Target 007: 1.87e-05 |Target 008: 2.66e-05 |Target 009: 2.66e-05 Target 010: 9.16e-06 |Target 011: 3.01e-05 |Target 012: 1.94e-05 |Target 013: 2.19e-05 |Target 014: 1.46e-05 Target 015: 1.62e-05 |Target 016: 2.82e-05 |Target 017: 1.91e-05 |Target 018: 3.99e-05 |Target 019: 3.68e-05 Target 020: 1.01e-05 |Target 021: 2.93e-05 |Target 022: 1.45e-05 |Target 023: 3.54e-05 |Target 024: 4.89e-05 ==================== Epoch #863 | Time: 00d 05h 32m | LR: 1.00e-03 | Epoch time: 23.84 | Train loss: 1.04e-05 | Val loss: 2.72e-05 Target 001 has maximum loss 8.33e-05; Target 010 has minimum loss 8.71e-06 Target 000: 4.37e-05 |Target 001: 8.33e-05 |Target 002: 9.10e-06 |Target 003: 1.38e-05 |Target 004: 1.16e-05 Target 005: 2.58e-05 |Target 006: 5.30e-05 |Target 007: 1.82e-05 |Target 008: 2.58e-05 |Target 009: 2.57e-05 Target 010: 8.71e-06 |Target 011: 3.07e-05 |Target 012: 1.78e-05 |Target 013: 2.25e-05 |Target 014: 1.42e-05 Target 015: 1.47e-05 |Target 016: 2.47e-05 |Target 017: 2.08e-05 |Target 018: 3.70e-05 |Target 019: 3.56e-05 Target 020: 9.92e-06 |Target 021: 2.72e-05 |Target 022: 1.41e-05 |Target 023: 3.51e-05 |Target 024: 4.88e-05 ==================== Epoch #864 | Time: 00d 05h 32m | LR: 1.00e-03 | Epoch time: 23.74 | Train loss: 1.07e-05 | Val loss: 2.85e-05 Target 006 has maximum loss 6.77e-05; Target 010 has minimum loss 1.04e-05 Target 000: 4.40e-05 |Target 001: 3.30e-05 |Target 002: 1.09e-05 |Target 003: 1.95e-05 |Target 004: 1.23e-05 Target 005: 4.13e-05 |Target 006: 6.77e-05 |Target 007: 1.94e-05 |Target 008: 2.94e-05 |Target 009: 2.51e-05 Target 010: 1.04e-05 |Target 011: 3.13e-05 |Target 012: 1.87e-05 |Target 013: 2.33e-05 |Target 014: 1.48e-05 Target 015: 1.61e-05 |Target 016: 3.12e-05 |Target 017: 2.05e-05 |Target 018: 4.50e-05 |Target 019: 3.64e-05 Target 020: 1.06e-05 |Target 021: 2.72e-05 |Target 022: 1.48e-05 |Target 023: 3.48e-05 |Target 024: 5.08e-05 ==================== Epoch #865 | Time: 00d 05h 33m | LR: 1.00e-03 | Epoch time: 24.04 | Train loss: 1.15e-05 | Val loss: 2.83e-05 Target 001 has maximum loss 7.47e-05; Target 010 has minimum loss 8.56e-06 Target 000: 4.84e-05 |Target 001: 7.47e-05 |Target 002: 9.51e-06 |Target 003: 1.36e-05 |Target 004: 1.16e-05 Target 005: 3.72e-05 |Target 006: 5.78e-05 |Target 007: 1.95e-05 |Target 008: 2.62e-05 |Target 009: 2.57e-05 Target 010: 8.56e-06 |Target 011: 3.06e-05 |Target 012: 2.10e-05 |Target 013: 2.30e-05 |Target 014: 1.43e-05 Target 015: 1.44e-05 |Target 016: 2.60e-05 |Target 017: 2.04e-05 |Target 018: 3.82e-05 |Target 019: 3.70e-05 Target 020: 1.00e-05 |Target 021: 2.71e-05 |Target 022: 1.44e-05 |Target 023: 3.47e-05 |Target 024: 5.31e-05 ==================== Epoch #866 | Time: 00d 05h 33m | LR: 1.00e-03 | Epoch time: 22.47 | Train loss: 1.18e-05 | Val loss: 2.77e-05 Target 006 has maximum loss 6.45e-05; Target 010 has minimum loss 9.26e-06 Target 000: 6.12e-05 |Target 001: 2.47e-05 |Target 002: 9.71e-06 |Target 003: 1.72e-05 |Target 004: 1.16e-05 Target 005: 3.84e-05 |Target 006: 6.45e-05 |Target 007: 1.90e-05 |Target 008: 3.11e-05 |Target 009: 2.74e-05 Target 010: 9.26e-06 |Target 011: 2.99e-05 |Target 012: 2.34e-05 |Target 013: 2.16e-05 |Target 014: 1.56e-05 Target 015: 1.56e-05 |Target 016: 2.68e-05 |Target 017: 1.88e-05 |Target 018: 3.83e-05 |Target 019: 3.58e-05 Target 020: 1.00e-05 |Target 021: 2.94e-05 |Target 022: 1.53e-05 |Target 023: 3.51e-05 |Target 024: 4.71e-05 ==================== Epoch #867 | Time: 00d 05h 34m | LR: 1.00e-03 | Epoch time: 22.43 | Train loss: 1.06e-05 | Val loss: 2.66e-05 Target 000 has maximum loss 8.39e-05; Target 010 has minimum loss 8.51e-06 Target 000: 8.39e-05 |Target 001: 1.96e-05 |Target 002: 9.56e-06 |Target 003: 1.46e-05 |Target 004: 1.15e-05 Target 005: 4.99e-05 |Target 006: 5.04e-05 |Target 007: 1.78e-05 |Target 008: 2.50e-05 |Target 009: 2.63e-05 Target 010: 8.51e-06 |Target 011: 2.88e-05 |Target 012: 1.90e-05 |Target 013: 2.08e-05 |Target 014: 1.39e-05 Target 015: 1.45e-05 |Target 016: 2.50e-05 |Target 017: 1.81e-05 |Target 018: 3.62e-05 |Target 019: 3.55e-05 Target 020: 9.88e-06 |Target 021: 2.86e-05 |Target 022: 1.38e-05 |Target 023: 3.52e-05 |Target 024: 4.65e-05 ==================== Epoch #868 | Time: 00d 05h 34m | LR: 1.00e-03 | Epoch time: 22.49 | Train loss: 1.00e-05 | Val loss: 2.81e-05 Target 000 has maximum loss 1.28e-04; Target 002 has minimum loss 8.98e-06 Target 000: 1.28e-04 |Target 001: 2.07e-05 |Target 002: 8.98e-06 |Target 003: 1.44e-05 |Target 004: 1.14e-05 Target 005: 4.42e-05 |Target 006: 5.00e-05 |Target 007: 1.75e-05 |Target 008: 2.50e-05 |Target 009: 2.49e-05 Target 010: 9.10e-06 |Target 011: 3.06e-05 |Target 012: 2.37e-05 |Target 013: 2.13e-05 |Target 014: 1.41e-05 Target 015: 1.71e-05 |Target 016: 2.44e-05 |Target 017: 2.01e-05 |Target 018: 3.81e-05 |Target 019: 3.49e-05 Target 020: 9.83e-06 |Target 021: 2.59e-05 |Target 022: 1.40e-05 |Target 023: 3.36e-05 |Target 024: 5.32e-05 ==================== Epoch #869 | Time: 00d 05h 34m | LR: 1.00e-03 | Epoch time: 25.44 | Train loss: 1.03e-05 | Val loss: 2.65e-05 Target 006 has maximum loss 5.19e-05; Target 010 has minimum loss 8.63e-06 Target 000: 4.76e-05 |Target 001: 3.85e-05 |Target 002: 8.95e-06 |Target 003: 1.38e-05 |Target 004: 1.16e-05 Target 005: 2.47e-05 |Target 006: 5.19e-05 |Target 007: 1.78e-05 |Target 008: 2.55e-05 |Target 009: 2.46e-05 Target 010: 8.63e-06 |Target 011: 2.96e-05 |Target 012: 1.95e-05 |Target 013: 2.09e-05 |Target 014: 1.41e-05 Target 015: 1.41e-05 |Target 016: 2.48e-05 |Target 017: 2.09e-05 |Target 018: 3.72e-05 |Target 019: 3.50e-05 Target 020: 9.72e-06 |Target 021: 2.63e-05 |Target 022: 1.41e-05 |Target 023: 3.37e-05 |Target 024: 4.73e-05 ==================== Epoch #870 | Time: 00d 05h 35m | LR: 1.00e-03 | Epoch time: 23.86 | Train loss: 1.01e-05 | Val loss: 2.76e-05 Target 001 has maximum loss 5.73e-05; Target 002 has minimum loss 9.26e-06 Target 000: 4.62e-05 |Target 001: 5.73e-05 |Target 002: 9.26e-06 |Target 003: 1.52e-05 |Target 004: 1.22e-05 Target 005: 2.35e-05 |Target 006: 5.73e-05 |Target 007: 1.80e-05 |Target 008: 2.62e-05 |Target 009: 2.69e-05 Target 010: 9.47e-06 |Target 011: 3.00e-05 |Target 012: 1.86e-05 |Target 013: 2.14e-05 |Target 014: 1.50e-05 Target 015: 1.49e-05 |Target 016: 2.76e-05 |Target 017: 2.26e-05 |Target 018: 3.85e-05 |Target 019: 3.57e-05 Target 020: 1.04e-05 |Target 021: 2.63e-05 |Target 022: 1.43e-05 |Target 023: 3.46e-05 |Target 024: 4.96e-05 ==================== Epoch #871 | Time: 00d 05h 35m | LR: 1.00e-03 | Epoch time: 24.50 | Train loss: 1.15e-05 | Val loss: 3.03e-05 Target 001 has maximum loss 1.38e-04; Target 002 has minimum loss 9.65e-06 Target 000: 6.56e-05 |Target 001: 1.38e-04 |Target 002: 9.65e-06 |Target 003: 1.71e-05 |Target 004: 1.18e-05 Target 005: 6.14e-05 |Target 006: 6.11e-05 |Target 007: 1.97e-05 |Target 008: 2.98e-05 |Target 009: 2.89e-05 Target 010: 1.06e-05 |Target 011: 3.05e-05 |Target 012: 2.71e-05 |Target 013: 2.55e-05 |Target 014: 1.50e-05 Target 015: 1.51e-05 |Target 016: 2.84e-05 |Target 017: 2.77e-05 |Target 018: 4.21e-05 |Target 019: 3.68e-05 Target 020: 1.11e-05 |Target 021: 2.68e-05 |Target 022: 1.48e-05 |Target 023: 3.55e-05 |Target 024: 5.12e-05 ==================== Epoch #872 | Time: 00d 05h 36m | LR: 1.00e-03 | Epoch time: 22.63 | Train loss: 1.30e-05 | Val loss: 2.94e-05 Target 005 has maximum loss 7.56e-05; Target 010 has minimum loss 8.73e-06 Target 000: 6.72e-05 |Target 001: 3.25e-05 |Target 002: 9.61e-06 |Target 003: 1.72e-05 |Target 004: 1.23e-05 Target 005: 7.56e-05 |Target 006: 7.10e-05 |Target 007: 1.87e-05 |Target 008: 2.83e-05 |Target 009: 2.82e-05 Target 010: 8.73e-06 |Target 011: 3.01e-05 |Target 012: 2.05e-05 |Target 013: 2.36e-05 |Target 014: 1.51e-05 Target 015: 1.64e-05 |Target 016: 2.96e-05 |Target 017: 2.22e-05 |Target 018: 4.10e-05 |Target 019: 4.03e-05 Target 020: 1.06e-05 |Target 021: 2.98e-05 |Target 022: 1.47e-05 |Target 023: 4.05e-05 |Target 024: 4.84e-05 ==================== Epoch #873 | Time: 00d 05h 36m | LR: 1.00e-03 | Epoch time: 22.53 | Train loss: 1.23e-05 | Val loss: 2.94e-05 Target 001 has maximum loss 7.93e-05; Target 002 has minimum loss 9.33e-06 Target 000: 5.30e-05 |Target 001: 7.93e-05 |Target 002: 9.33e-06 |Target 003: 1.41e-05 |Target 004: 1.25e-05 Target 005: 4.81e-05 |Target 006: 6.77e-05 |Target 007: 1.87e-05 |Target 008: 2.72e-05 |Target 009: 2.58e-05 Target 010: 9.78e-06 |Target 011: 3.09e-05 |Target 012: 1.89e-05 |Target 013: 2.31e-05 |Target 014: 1.53e-05 Target 015: 1.51e-05 |Target 016: 2.56e-05 |Target 017: 2.20e-05 |Target 018: 3.74e-05 |Target 019: 3.91e-05 Target 020: 1.03e-05 |Target 021: 2.97e-05 |Target 022: 1.52e-05 |Target 023: 3.63e-05 |Target 024: 5.51e-05 ==================== Epoch #874 | Time: 00d 05h 36m | LR: 1.00e-03 | Epoch time: 23.76 | Train loss: 1.43e-05 | Val loss: 3.35e-05 Target 000 has maximum loss 7.99e-05; Target 002 has minimum loss 9.18e-06 Target 000: 7.99e-05 |Target 001: 3.89e-05 |Target 002: 9.18e-06 |Target 003: 1.65e-05 |Target 004: 1.14e-05 Target 005: 2.81e-05 |Target 006: 5.78e-05 |Target 007: 2.05e-05 |Target 008: 2.64e-05 |Target 009: 3.25e-05 Target 010: 9.20e-06 |Target 011: 3.22e-05 |Target 012: 1.82e-05 |Target 013: 2.28e-05 |Target 014: 1.61e-05 Target 015: 1.80e-05 |Target 016: 2.79e-05 |Target 017: 2.27e-05 |Target 018: 4.21e-05 |Target 019: 4.57e-05 Target 020: 1.05e-05 |Target 021: 2.93e-05 |Target 022: 1.59e-05 |Target 023: 4.59e-05 |Target 024: 7.02e-05 ==================== Epoch #875 | Time: 00d 05h 37m | LR: 1.00e-03 | Epoch time: 23.77 | Train loss: 1.60e-05 | Val loss: 4.12e-05 Target 000 has maximum loss 2.86e-04; Target 020 has minimum loss 1.03e-05 Target 000: 2.86e-04 |Target 001: 4.07e-05 |Target 002: 1.65e-05 |Target 003: 2.51e-05 |Target 004: 1.41e-05 Target 005: 4.06e-05 |Target 006: 1.19e-04 |Target 007: 2.47e-05 |Target 008: 3.39e-05 |Target 009: 3.29e-05 Target 010: 1.19e-05 |Target 011: 3.20e-05 |Target 012: 2.88e-05 |Target 013: 2.82e-05 |Target 014: 1.62e-05 Target 015: 1.97e-05 |Target 016: 4.26e-05 |Target 017: 2.64e-05 |Target 018: 4.97e-05 |Target 019: 5.09e-05 Target 020: 1.03e-05 |Target 021: 3.10e-05 |Target 022: 1.52e-05 |Target 023: 4.41e-05 |Target 024: 9.28e-05 ==================== Epoch #876 | Time: 00d 05h 37m | LR: 1.00e-03 | Epoch time: 24.05 | Train loss: 1.76e-05 | Val loss: 3.11e-05 Target 006 has maximum loss 8.06e-05; Target 010 has minimum loss 9.32e-06 Target 000: 5.49e-05 |Target 001: 2.85e-05 |Target 002: 1.01e-05 |Target 003: 1.48e-05 |Target 004: 1.35e-05 Target 005: 4.87e-05 |Target 006: 8.06e-05 |Target 007: 2.13e-05 |Target 008: 3.12e-05 |Target 009: 3.77e-05 Target 010: 9.32e-06 |Target 011: 3.07e-05 |Target 012: 1.91e-05 |Target 013: 2.38e-05 |Target 014: 1.52e-05 Target 015: 1.67e-05 |Target 016: 3.18e-05 |Target 017: 2.07e-05 |Target 018: 4.50e-05 |Target 019: 4.39e-05 Target 020: 1.07e-05 |Target 021: 4.49e-05 |Target 022: 1.55e-05 |Target 023: 3.74e-05 |Target 024: 5.43e-05 ==================== Epoch #877 | Time: 00d 05h 37m | LR: 1.00e-03 | Epoch time: 23.03 | Train loss: 1.52e-05 | Val loss: 2.92e-05 Target 000 has maximum loss 7.84e-05; Target 010 has minimum loss 9.41e-06 Target 000: 7.84e-05 |Target 001: 6.03e-05 |Target 002: 9.69e-06 |Target 003: 1.71e-05 |Target 004: 1.15e-05 Target 005: 2.07e-05 |Target 006: 5.22e-05 |Target 007: 2.11e-05 |Target 008: 2.70e-05 |Target 009: 3.41e-05 Target 010: 9.41e-06 |Target 011: 3.21e-05 |Target 012: 1.79e-05 |Target 013: 2.69e-05 |Target 014: 1.56e-05 Target 015: 1.53e-05 |Target 016: 2.67e-05 |Target 017: 2.01e-05 |Target 018: 3.88e-05 |Target 019: 3.97e-05 Target 020: 1.13e-05 |Target 021: 3.10e-05 |Target 022: 1.53e-05 |Target 023: 3.69e-05 |Target 024: 5.07e-05 ==================== Epoch #878 | Time: 00d 05h 38m | LR: 1.00e-03 | Epoch time: 23.59 | Train loss: 1.28e-05 | Val loss: 2.86e-05 Target 006 has maximum loss 5.64e-05; Target 010 has minimum loss 8.78e-06 Target 000: 5.24e-05 |Target 001: 5.03e-05 |Target 002: 8.95e-06 |Target 003: 1.44e-05 |Target 004: 1.12e-05 Target 005: 4.89e-05 |Target 006: 5.64e-05 |Target 007: 1.84e-05 |Target 008: 3.00e-05 |Target 009: 2.97e-05 Target 010: 8.78e-06 |Target 011: 3.09e-05 |Target 012: 1.78e-05 |Target 013: 2.21e-05 |Target 014: 1.52e-05 Target 015: 1.47e-05 |Target 016: 2.86e-05 |Target 017: 2.22e-05 |Target 018: 4.05e-05 |Target 019: 3.82e-05 Target 020: 1.03e-05 |Target 021: 2.81e-05 |Target 022: 1.50e-05 |Target 023: 3.79e-05 |Target 024: 4.96e-05 ==================== Epoch #879 | Time: 00d 05h 38m | LR: 1.00e-03 | Epoch time: 22.81 | Train loss: 1.13e-05 | Val loss: 2.77e-05 Target 000 has maximum loss 5.87e-05; Target 010 has minimum loss 8.96e-06 Target 000: 5.87e-05 |Target 001: 2.81e-05 |Target 002: 9.00e-06 |Target 003: 1.41e-05 |Target 004: 1.20e-05 Target 005: 3.06e-05 |Target 006: 5.30e-05 |Target 007: 1.87e-05 |Target 008: 2.88e-05 |Target 009: 2.85e-05 Target 010: 8.96e-06 |Target 011: 3.05e-05 |Target 012: 1.80e-05 |Target 013: 2.30e-05 |Target 014: 1.50e-05 Target 015: 1.46e-05 |Target 016: 2.79e-05 |Target 017: 2.11e-05 |Target 018: 4.00e-05 |Target 019: 3.71e-05 Target 020: 1.04e-05 |Target 021: 2.68e-05 |Target 022: 1.47e-05 |Target 023: 3.52e-05 |Target 024: 4.85e-05 ==================== Epoch #880 | Time: 00d 05h 39m | LR: 1.00e-03 | Epoch time: 24.52 | Train loss: 1.08e-05 | Val loss: 2.69e-05 Target 006 has maximum loss 7.16e-05; Target 010 has minimum loss 8.43e-06 Target 000: 4.82e-05 |Target 001: 4.90e-05 |Target 002: 8.77e-06 |Target 003: 1.34e-05 |Target 004: 1.16e-05 Target 005: 2.20e-05 |Target 006: 7.16e-05 |Target 007: 1.90e-05 |Target 008: 2.53e-05 |Target 009: 2.68e-05 Target 010: 8.43e-06 |Target 011: 3.06e-05 |Target 012: 1.81e-05 |Target 013: 2.07e-05 |Target 014: 1.43e-05 Target 015: 1.45e-05 |Target 016: 2.56e-05 |Target 017: 1.96e-05 |Target 018: 3.69e-05 |Target 019: 3.55e-05 Target 020: 9.85e-06 |Target 021: 2.73e-05 |Target 022: 1.41e-05 |Target 023: 3.44e-05 |Target 024: 4.80e-05 ==================== Epoch #881 | Time: 00d 05h 39m | LR: 1.00e-03 | Epoch time: 22.58 | Train loss: 1.03e-05 | Val loss: 2.77e-05 Target 001 has maximum loss 9.59e-05; Target 010 has minimum loss 8.57e-06 Target 000: 5.52e-05 |Target 001: 9.59e-05 |Target 002: 9.43e-06 |Target 003: 1.61e-05 |Target 004: 1.12e-05 Target 005: 3.14e-05 |Target 006: 5.74e-05 |Target 007: 1.87e-05 |Target 008: 2.50e-05 |Target 009: 2.76e-05 Target 010: 8.57e-06 |Target 011: 3.06e-05 |Target 012: 1.72e-05 |Target 013: 2.25e-05 |Target 014: 1.51e-05 Target 015: 1.47e-05 |Target 016: 2.64e-05 |Target 017: 1.90e-05 |Target 018: 3.95e-05 |Target 019: 3.52e-05 Target 020: 1.00e-05 |Target 021: 2.70e-05 |Target 022: 1.48e-05 |Target 023: 3.49e-05 |Target 024: 4.91e-05 ==================== Epoch #882 | Time: 00d 05h 39m | LR: 1.00e-03 | Epoch time: 23.74 | Train loss: 1.06e-05 | Val loss: 2.79e-05 Target 000 has maximum loss 8.11e-05; Target 020 has minimum loss 1.02e-05 Target 000: 8.11e-05 |Target 001: 5.99e-05 |Target 002: 1.18e-05 |Target 003: 1.93e-05 |Target 004: 1.17e-05 Target 005: 3.32e-05 |Target 006: 7.07e-05 |Target 007: 1.94e-05 |Target 008: 2.70e-05 |Target 009: 2.59e-05 Target 010: 1.06e-05 |Target 011: 3.16e-05 |Target 012: 1.88e-05 |Target 013: 2.31e-05 |Target 014: 1.48e-05 Target 015: 1.73e-05 |Target 016: 3.25e-05 |Target 017: 2.05e-05 |Target 018: 3.77e-05 |Target 019: 3.61e-05 Target 020: 1.02e-05 |Target 021: 2.61e-05 |Target 022: 1.46e-05 |Target 023: 3.49e-05 |Target 024: 4.77e-05 ==================== Epoch #883 | Time: 00d 05h 40m | LR: 1.00e-03 | Epoch time: 22.65 | Train loss: 1.09e-05 | Val loss: 2.76e-05 Target 001 has maximum loss 6.24e-05; Target 002 has minimum loss 9.07e-06 Target 000: 4.41e-05 |Target 001: 6.24e-05 |Target 002: 9.07e-06 |Target 003: 1.61e-05 |Target 004: 1.13e-05 Target 005: 4.57e-05 |Target 006: 4.69e-05 |Target 007: 1.85e-05 |Target 008: 2.67e-05 |Target 009: 2.53e-05 Target 010: 9.37e-06 |Target 011: 3.12e-05 |Target 012: 1.83e-05 |Target 013: 2.12e-05 |Target 014: 1.45e-05 Target 015: 1.48e-05 |Target 016: 2.59e-05 |Target 017: 2.08e-05 |Target 018: 3.92e-05 |Target 019: 3.68e-05 Target 020: 9.98e-06 |Target 021: 2.69e-05 |Target 022: 1.42e-05 |Target 023: 3.57e-05 |Target 024: 4.91e-05 ==================== Epoch #884 | Time: 00d 05h 40m | LR: 1.00e-03 | Epoch time: 23.18 | Train loss: 1.03e-05 | Val loss: 2.86e-05 Target 000 has maximum loss 8.97e-05; Target 020 has minimum loss 1.01e-05 Target 000: 8.97e-05 |Target 001: 5.31e-05 |Target 002: 1.11e-05 |Target 003: 1.86e-05 |Target 004: 1.14e-05 Target 005: 5.00e-05 |Target 006: 5.93e-05 |Target 007: 1.83e-05 |Target 008: 2.77e-05 |Target 009: 2.63e-05 Target 010: 1.09e-05 |Target 011: 3.03e-05 |Target 012: 2.19e-05 |Target 013: 2.12e-05 |Target 014: 1.49e-05 Target 015: 1.64e-05 |Target 016: 2.79e-05 |Target 017: 1.97e-05 |Target 018: 4.07e-05 |Target 019: 3.73e-05 Target 020: 1.01e-05 |Target 021: 2.78e-05 |Target 022: 1.45e-05 |Target 023: 3.65e-05 |Target 024: 4.99e-05 ==================== Epoch #885 | Time: 00d 05h 41m | LR: 1.00e-03 | Epoch time: 23.32 | Train loss: 1.01e-05 | Val loss: 2.83e-05 Target 006 has maximum loss 5.94e-05; Target 010 has minimum loss 9.02e-06 Target 000: 4.31e-05 |Target 001: 3.60e-05 |Target 002: 1.05e-05 |Target 003: 1.82e-05 |Target 004: 1.21e-05 Target 005: 2.26e-05 |Target 006: 5.94e-05 |Target 007: 1.86e-05 |Target 008: 2.66e-05 |Target 009: 2.58e-05 Target 010: 9.02e-06 |Target 011: 3.02e-05 |Target 012: 2.09e-05 |Target 013: 2.64e-05 |Target 014: 1.47e-05 Target 015: 1.58e-05 |Target 016: 2.50e-05 |Target 017: 2.30e-05 |Target 018: 4.05e-05 |Target 019: 3.58e-05 Target 020: 9.87e-06 |Target 021: 2.66e-05 |Target 022: 1.43e-05 |Target 023: 3.53e-05 |Target 024: 5.12e-05 ==================== Epoch #886 | Time: 00d 05h 41m | LR: 1.00e-03 | Epoch time: 24.43 | Train loss: 1.08e-05 | Val loss: 2.75e-05 Target 000 has maximum loss 5.50e-05; Target 010 has minimum loss 9.25e-06 Target 000: 5.50e-05 |Target 001: 4.51e-05 |Target 002: 1.09e-05 |Target 003: 1.50e-05 |Target 004: 1.24e-05 Target 005: 2.58e-05 |Target 006: 5.43e-05 |Target 007: 1.89e-05 |Target 008: 2.50e-05 |Target 009: 2.47e-05 Target 010: 9.25e-06 |Target 011: 3.13e-05 |Target 012: 1.92e-05 |Target 013: 2.14e-05 |Target 014: 1.56e-05 Target 015: 1.54e-05 |Target 016: 2.59e-05 |Target 017: 2.19e-05 |Target 018: 3.97e-05 |Target 019: 3.61e-05 Target 020: 9.93e-06 |Target 021: 2.67e-05 |Target 022: 1.47e-05 |Target 023: 3.47e-05 |Target 024: 4.81e-05 ==================== Epoch #887 | Time: 00d 05h 41m | LR: 1.00e-03 | Epoch time: 24.75 | Train loss: 1.09e-05 | Val loss: 2.97e-05 Target 006 has maximum loss 7.46e-05; Target 002 has minimum loss 1.12e-05 Target 000: 5.57e-05 |Target 001: 3.83e-05 |Target 002: 1.12e-05 |Target 003: 2.02e-05 |Target 004: 1.56e-05 Target 005: 2.65e-05 |Target 006: 7.46e-05 |Target 007: 1.95e-05 |Target 008: 2.74e-05 |Target 009: 2.94e-05 Target 010: 1.18e-05 |Target 011: 3.14e-05 |Target 012: 1.97e-05 |Target 013: 2.24e-05 |Target 014: 1.63e-05 Target 015: 2.00e-05 |Target 016: 2.83e-05 |Target 017: 2.20e-05 |Target 018: 4.37e-05 |Target 019: 3.94e-05 Target 020: 1.27e-05 |Target 021: 2.98e-05 |Target 022: 1.57e-05 |Target 023: 3.74e-05 |Target 024: 5.13e-05 ==================== Epoch #888 | Time: 00d 05h 42m | LR: 1.00e-03 | Epoch time: 23.26 | Train loss: 1.06e-05 | Val loss: 2.83e-05 Target 006 has maximum loss 5.10e-05; Target 010 has minimum loss 1.01e-05 Target 000: 4.82e-05 |Target 001: 2.38e-05 |Target 002: 1.12e-05 |Target 003: 1.63e-05 |Target 004: 1.67e-05 Target 005: 2.18e-05 |Target 006: 5.10e-05 |Target 007: 1.99e-05 |Target 008: 2.62e-05 |Target 009: 2.69e-05 Target 010: 1.01e-05 |Target 011: 3.18e-05 |Target 012: 2.15e-05 |Target 013: 2.29e-05 |Target 014: 1.62e-05 Target 015: 1.56e-05 |Target 016: 2.54e-05 |Target 017: 2.06e-05 |Target 018: 3.82e-05 |Target 019: 3.75e-05 Target 020: 1.30e-05 |Target 021: 2.98e-05 |Target 022: 1.57e-05 |Target 023: 3.62e-05 |Target 024: 4.89e-05 ==================== Epoch #889 | Time: 00d 05h 42m | LR: 1.00e-03 | Epoch time: 24.50 | Train loss: 1.13e-05 | Val loss: 2.70e-05 Target 000 has maximum loss 7.84e-05; Target 002 has minimum loss 8.56e-06 Target 000: 7.84e-05 |Target 001: 3.17e-05 |Target 002: 8.56e-06 |Target 003: 1.39e-05 |Target 004: 1.18e-05 Target 005: 2.17e-05 |Target 006: 5.10e-05 |Target 007: 1.81e-05 |Target 008: 2.44e-05 |Target 009: 2.58e-05 Target 010: 8.73e-06 |Target 011: 3.02e-05 |Target 012: 1.77e-05 |Target 013: 2.12e-05 |Target 014: 1.45e-05 Target 015: 1.44e-05 |Target 016: 2.44e-05 |Target 017: 1.97e-05 |Target 018: 3.93e-05 |Target 019: 3.57e-05 Target 020: 1.05e-05 |Target 021: 2.69e-05 |Target 022: 1.45e-05 |Target 023: 3.50e-05 |Target 024: 4.80e-05 ==================== Epoch #890 | Time: 00d 05h 43m | LR: 1.00e-03 | Epoch time: 23.57 | Train loss: 1.08e-05 | Val loss: 2.75e-05 Target 006 has maximum loss 5.80e-05; Target 010 has minimum loss 8.39e-06 Target 000: 5.49e-05 |Target 001: 3.65e-05 |Target 002: 9.19e-06 |Target 003: 1.45e-05 |Target 004: 1.20e-05 Target 005: 3.52e-05 |Target 006: 5.80e-05 |Target 007: 1.84e-05 |Target 008: 2.49e-05 |Target 009: 2.44e-05 Target 010: 8.39e-06 |Target 011: 3.10e-05 |Target 012: 1.80e-05 |Target 013: 2.06e-05 |Target 014: 1.44e-05 Target 015: 1.46e-05 |Target 016: 2.48e-05 |Target 017: 2.15e-05 |Target 018: 4.04e-05 |Target 019: 3.68e-05 Target 020: 1.01e-05 |Target 021: 2.89e-05 |Target 022: 1.45e-05 |Target 023: 3.41e-05 |Target 024: 5.01e-05 ==================== Epoch #891 | Time: 00d 05h 43m | LR: 1.00e-03 | Epoch time: 22.58 | Train loss: 1.00e-05 | Val loss: 2.77e-05 Target 006 has maximum loss 5.57e-05; Target 010 has minimum loss 9.16e-06 Target 000: 5.12e-05 |Target 001: 3.31e-05 |Target 002: 9.46e-06 |Target 003: 1.61e-05 |Target 004: 1.20e-05 Target 005: 2.81e-05 |Target 006: 5.57e-05 |Target 007: 1.90e-05 |Target 008: 2.61e-05 |Target 009: 2.64e-05 Target 010: 9.16e-06 |Target 011: 3.08e-05 |Target 012: 2.07e-05 |Target 013: 2.19e-05 |Target 014: 1.54e-05 Target 015: 1.48e-05 |Target 016: 2.55e-05 |Target 017: 2.19e-05 |Target 018: 3.83e-05 |Target 019: 3.68e-05 Target 020: 1.05e-05 |Target 021: 2.72e-05 |Target 022: 1.55e-05 |Target 023: 3.46e-05 |Target 024: 4.86e-05 ==================== Epoch #892 | Time: 00d 05h 43m | LR: 1.00e-03 | Epoch time: 22.33 | Train loss: 1.00e-05 | Val loss: 2.70e-05 Target 000 has maximum loss 7.24e-05; Target 010 has minimum loss 8.54e-06 Target 000: 7.24e-05 |Target 001: 1.97e-05 |Target 002: 8.74e-06 |Target 003: 1.51e-05 |Target 004: 1.14e-05 Target 005: 4.06e-05 |Target 006: 5.70e-05 |Target 007: 1.89e-05 |Target 008: 2.63e-05 |Target 009: 2.67e-05 Target 010: 8.54e-06 |Target 011: 3.02e-05 |Target 012: 1.81e-05 |Target 013: 2.04e-05 |Target 014: 1.43e-05 Target 015: 1.46e-05 |Target 016: 2.43e-05 |Target 017: 1.89e-05 |Target 018: 3.57e-05 |Target 019: 3.53e-05 Target 020: 1.01e-05 |Target 021: 2.78e-05 |Target 022: 1.41e-05 |Target 023: 3.43e-05 |Target 024: 4.94e-05 ==================== Epoch #893 | Time: 00d 05h 44m | LR: 1.00e-03 | Epoch time: 23.05 | Train loss: 1.04e-05 | Val loss: 2.69e-05 Target 000 has maximum loss 5.36e-05; Target 002 has minimum loss 8.70e-06 Target 000: 5.36e-05 |Target 001: 5.08e-05 |Target 002: 8.70e-06 |Target 003: 1.37e-05 |Target 004: 1.16e-05 Target 005: 2.53e-05 |Target 006: 5.15e-05 |Target 007: 1.82e-05 |Target 008: 2.51e-05 |Target 009: 2.74e-05 Target 010: 9.10e-06 |Target 011: 3.00e-05 |Target 012: 1.85e-05 |Target 013: 2.13e-05 |Target 014: 1.47e-05 Target 015: 1.48e-05 |Target 016: 2.50e-05 |Target 017: 1.99e-05 |Target 018: 4.03e-05 |Target 019: 3.51e-05 Target 020: 9.95e-06 |Target 021: 2.71e-05 |Target 022: 1.46e-05 |Target 023: 3.37e-05 |Target 024: 4.75e-05 ==================== Epoch #894 | Time: 00d 05h 44m | LR: 1.00e-03 | Epoch time: 25.02 | Train loss: 1.00e-05 | Val loss: 2.77e-05 Target 024 has maximum loss 5.15e-05; Target 010 has minimum loss 8.56e-06 Target 000: 4.63e-05 |Target 001: 4.61e-05 |Target 002: 8.68e-06 |Target 003: 1.51e-05 |Target 004: 1.14e-05 Target 005: 4.03e-05 |Target 006: 4.82e-05 |Target 007: 1.79e-05 |Target 008: 2.48e-05 |Target 009: 2.61e-05 Target 010: 8.56e-06 |Target 011: 3.00e-05 |Target 012: 2.30e-05 |Target 013: 2.28e-05 |Target 014: 1.44e-05 Target 015: 1.51e-05 |Target 016: 2.53e-05 |Target 017: 2.14e-05 |Target 018: 3.73e-05 |Target 019: 3.54e-05 Target 020: 9.93e-06 |Target 021: 2.69e-05 |Target 022: 1.43e-05 |Target 023: 3.38e-05 |Target 024: 5.15e-05 ==================== Epoch #895 | Time: 00d 05h 45m | LR: 1.00e-03 | Epoch time: 23.22 | Train loss: 1.09e-05 | Val loss: 2.76e-05 Target 000 has maximum loss 5.16e-05; Target 002 has minimum loss 8.45e-06 Target 000: 5.16e-05 |Target 001: 4.79e-05 |Target 002: 8.45e-06 |Target 003: 1.44e-05 |Target 004: 1.18e-05 Target 005: 3.74e-05 |Target 006: 4.86e-05 |Target 007: 1.80e-05 |Target 008: 2.66e-05 |Target 009: 2.62e-05 Target 010: 8.57e-06 |Target 011: 3.05e-05 |Target 012: 1.84e-05 |Target 013: 2.11e-05 |Target 014: 1.48e-05 Target 015: 1.45e-05 |Target 016: 2.62e-05 |Target 017: 2.26e-05 |Target 018: 3.92e-05 |Target 019: 3.71e-05 Target 020: 1.03e-05 |Target 021: 2.70e-05 |Target 022: 1.44e-05 |Target 023: 3.51e-05 |Target 024: 4.90e-05 ==================== Epoch #896 | Time: 00d 05h 45m | LR: 1.00e-03 | Epoch time: 22.69 | Train loss: 1.26e-05 | Val loss: 2.86e-05 Target 006 has maximum loss 5.76e-05; Target 002 has minimum loss 9.83e-06 Target 000: 4.96e-05 |Target 001: 3.03e-05 |Target 002: 9.83e-06 |Target 003: 1.43e-05 |Target 004: 1.21e-05 Target 005: 4.58e-05 |Target 006: 5.76e-05 |Target 007: 1.83e-05 |Target 008: 2.92e-05 |Target 009: 3.00e-05 Target 010: 1.03e-05 |Target 011: 3.11e-05 |Target 012: 1.85e-05 |Target 013: 2.27e-05 |Target 014: 1.59e-05 Target 015: 1.64e-05 |Target 016: 2.81e-05 |Target 017: 2.00e-05 |Target 018: 3.67e-05 |Target 019: 3.66e-05 Target 020: 1.16e-05 |Target 021: 3.01e-05 |Target 022: 1.57e-05 |Target 023: 3.58e-05 |Target 024: 5.25e-05 ==================== Epoch #897 | Time: 00d 05h 45m | LR: 1.00e-03 | Epoch time: 23.30 | Train loss: 1.68e-05 | Val loss: 3.12e-05 Target 006 has maximum loss 9.22e-05; Target 020 has minimum loss 1.04e-05 Target 000: 5.40e-05 |Target 001: 4.82e-05 |Target 002: 1.06e-05 |Target 003: 1.59e-05 |Target 004: 1.13e-05 Target 005: 5.49e-05 |Target 006: 9.22e-05 |Target 007: 1.72e-05 |Target 008: 3.02e-05 |Target 009: 3.97e-05 Target 010: 1.10e-05 |Target 011: 2.93e-05 |Target 012: 1.86e-05 |Target 013: 2.33e-05 |Target 014: 1.60e-05 Target 015: 1.47e-05 |Target 016: 3.24e-05 |Target 017: 2.16e-05 |Target 018: 4.41e-05 |Target 019: 3.57e-05 Target 020: 1.04e-05 |Target 021: 3.54e-05 |Target 022: 1.64e-05 |Target 023: 3.65e-05 |Target 024: 6.09e-05 ==================== Epoch #898 | Time: 00d 05h 46m | LR: 1.00e-03 | Epoch time: 24.11 | Train loss: 1.29e-05 | Val loss: 2.94e-05 Target 006 has maximum loss 5.92e-05; Target 010 has minimum loss 1.00e-05 Target 000: 5.85e-05 |Target 001: 2.74e-05 |Target 002: 1.01e-05 |Target 003: 1.45e-05 |Target 004: 1.24e-05 Target 005: 3.02e-05 |Target 006: 5.92e-05 |Target 007: 1.90e-05 |Target 008: 2.65e-05 |Target 009: 3.60e-05 Target 010: 1.00e-05 |Target 011: 3.10e-05 |Target 012: 1.98e-05 |Target 013: 2.34e-05 |Target 014: 1.53e-05 Target 015: 1.50e-05 |Target 016: 2.60e-05 |Target 017: 2.27e-05 |Target 018: 4.33e-05 |Target 019: 3.70e-05 Target 020: 1.05e-05 |Target 021: 3.30e-05 |Target 022: 1.56e-05 |Target 023: 3.52e-05 |Target 024: 5.40e-05 ==================== Epoch #899 | Time: 00d 05h 46m | LR: 2.00e-03 | Epoch time: 23.40 | Train loss: 1.96e-05 | Val loss: 4.25e-05 Target 005 has maximum loss 1.40e-04; Target 002 has minimum loss 9.40e-06 Target 000: 5.66e-05 |Target 001: 8.25e-05 |Target 002: 9.40e-06 |Target 003: 2.16e-05 |Target 004: 1.69e-05 Target 005: 1.40e-04 |Target 006: 1.22e-04 |Target 007: 2.52e-05 |Target 008: 3.83e-05 |Target 009: 3.65e-05 Target 010: 1.08e-05 |Target 011: 3.70e-05 |Target 012: 2.18e-05 |Target 013: 3.11e-05 |Target 014: 2.26e-05 Target 015: 2.18e-05 |Target 016: 4.91e-05 |Target 017: 2.60e-05 |Target 018: 4.94e-05 |Target 019: 5.53e-05 Target 020: 1.23e-05 |Target 021: 4.19e-05 |Target 022: 2.22e-05 |Target 023: 4.91e-05 |Target 024: 8.88e-05 ==================== Epoch #900 | Time: 00d 05h 47m | LR: 2.00e-03 | Epoch time: 24.13 | Train loss: 2.77e-05 | Val loss: 3.72e-05 Target 006 has maximum loss 6.98e-05; Target 002 has minimum loss 1.04e-05 Target 000: 5.61e-05 |Target 001: 3.42e-05 |Target 002: 1.04e-05 |Target 003: 1.83e-05 |Target 004: 1.43e-05 Target 005: 3.60e-05 |Target 006: 6.98e-05 |Target 007: 2.87e-05 |Target 008: 4.95e-05 |Target 009: 3.69e-05 Target 010: 1.28e-05 |Target 011: 3.58e-05 |Target 012: 2.60e-05 |Target 013: 2.57e-05 |Target 014: 1.90e-05 Target 015: 1.68e-05 |Target 016: 4.16e-05 |Target 017: 3.17e-05 |Target 018: 5.49e-05 |Target 019: 4.82e-05 Target 020: 1.25e-05 |Target 021: 3.55e-05 |Target 022: 1.94e-05 |Target 023: 4.59e-05 |Target 024: 6.91e-05 ==================== Epoch #901 | Time: 00d 05h 47m | LR: 2.00e-03 | Epoch time: 23.85 | Train loss: 1.87e-05 | Val loss: 3.87e-05 Target 006 has maximum loss 1.13e-04; Target 010 has minimum loss 1.03e-05 Target 000: 5.39e-05 |Target 001: 3.59e-05 |Target 002: 1.04e-05 |Target 003: 1.88e-05 |Target 004: 1.57e-05 Target 005: 9.32e-05 |Target 006: 1.13e-04 |Target 007: 3.18e-05 |Target 008: 2.94e-05 |Target 009: 3.94e-05 Target 010: 1.03e-05 |Target 011: 3.51e-05 |Target 012: 2.71e-05 |Target 013: 2.62e-05 |Target 014: 2.01e-05 Target 015: 2.26e-05 |Target 016: 4.48e-05 |Target 017: 2.38e-05 |Target 018: 5.39e-05 |Target 019: 5.25e-05 Target 020: 1.27e-05 |Target 021: 3.15e-05 |Target 022: 1.89e-05 |Target 023: 5.92e-05 |Target 024: 6.77e-05 ==================== Epoch #902 | Time: 00d 05h 47m | LR: 2.00e-03 | Epoch time: 22.45 | Train loss: 1.96e-05 | Val loss: 5.04e-05 Target 005 has maximum loss 2.27e-04; Target 002 has minimum loss 1.28e-05 Target 000: 8.14e-05 |Target 001: 3.07e-05 |Target 002: 1.28e-05 |Target 003: 3.53e-05 |Target 004: 1.35e-05 Target 005: 2.27e-04 |Target 006: 1.10e-04 |Target 007: 2.90e-05 |Target 008: 4.89e-05 |Target 009: 5.53e-05 Target 010: 1.38e-05 |Target 011: 4.28e-05 |Target 012: 3.12e-05 |Target 013: 4.98e-05 |Target 014: 2.63e-05 Target 015: 2.27e-05 |Target 016: 3.94e-05 |Target 017: 3.12e-05 |Target 018: 8.14e-05 |Target 019: 5.81e-05 Target 020: 1.45e-05 |Target 021: 4.25e-05 |Target 022: 2.85e-05 |Target 023: 5.79e-05 |Target 024: 9.58e-05 ==================== Epoch #903 | Time: 00d 05h 48m | LR: 2.00e-03 | Epoch time: 22.62 | Train loss: 1.87e-05 | Val loss: 3.85e-05 Target 001 has maximum loss 9.62e-05; Target 010 has minimum loss 1.19e-05 Target 000: 5.19e-05 |Target 001: 9.62e-05 |Target 002: 1.26e-05 |Target 003: 2.22e-05 |Target 004: 1.55e-05 Target 005: 2.57e-05 |Target 006: 6.91e-05 |Target 007: 2.92e-05 |Target 008: 3.79e-05 |Target 009: 4.87e-05 Target 010: 1.19e-05 |Target 011: 3.89e-05 |Target 012: 1.94e-05 |Target 013: 2.81e-05 |Target 014: 2.24e-05 Target 015: 1.93e-05 |Target 016: 4.08e-05 |Target 017: 2.62e-05 |Target 018: 5.60e-05 |Target 019: 5.12e-05 Target 020: 1.42e-05 |Target 021: 4.25e-05 |Target 022: 2.15e-05 |Target 023: 4.86e-05 |Target 024: 6.76e-05 ==================== Epoch #904 | Time: 00d 05h 48m | LR: 2.00e-03 | Epoch time: 22.56 | Train loss: 1.59e-05 | Val loss: 3.21e-05 Target 000 has maximum loss 6.38e-05; Target 010 has minimum loss 8.83e-06 Target 000: 6.38e-05 |Target 001: 3.85e-05 |Target 002: 1.02e-05 |Target 003: 1.55e-05 |Target 004: 1.35e-05 Target 005: 3.95e-05 |Target 006: 5.10e-05 |Target 007: 2.31e-05 |Target 008: 2.68e-05 |Target 009: 3.49e-05 Target 010: 8.83e-06 |Target 011: 3.29e-05 |Target 012: 2.17e-05 |Target 013: 2.36e-05 |Target 014: 1.86e-05 Target 015: 1.62e-05 |Target 016: 2.57e-05 |Target 017: 2.45e-05 |Target 018: 4.34e-05 |Target 019: 4.10e-05 Target 020: 1.24e-05 |Target 021: 3.19e-05 |Target 022: 1.83e-05 |Target 023: 3.77e-05 |Target 024: 6.12e-05 ==================== Epoch #905 | Time: 00d 05h 48m | LR: 2.00e-03 | Epoch time: 22.63 | Train loss: 1.30e-05 | Val loss: 3.12e-05 Target 024 has maximum loss 6.02e-05; Target 002 has minimum loss 9.24e-06 Target 000: 4.73e-05 |Target 001: 2.23e-05 |Target 002: 9.24e-06 |Target 003: 1.57e-05 |Target 004: 1.29e-05 Target 005: 4.80e-05 |Target 006: 5.19e-05 |Target 007: 2.34e-05 |Target 008: 2.73e-05 |Target 009: 2.85e-05 Target 010: 1.05e-05 |Target 011: 3.28e-05 |Target 012: 1.96e-05 |Target 013: 2.36e-05 |Target 014: 1.79e-05 Target 015: 1.59e-05 |Target 016: 2.81e-05 |Target 017: 2.23e-05 |Target 018: 4.39e-05 |Target 019: 4.02e-05 Target 020: 1.18e-05 |Target 021: 2.89e-05 |Target 022: 1.73e-05 |Target 023: 3.90e-05 |Target 024: 6.02e-05 ==================== Epoch #906 | Time: 00d 05h 49m | LR: 2.00e-03 | Epoch time: 22.77 | Train loss: 1.11e-05 | Val loss: 3.14e-05 Target 001 has maximum loss 1.37e-04; Target 010 has minimum loss 9.90e-06 Target 000: 6.85e-05 |Target 001: 1.37e-04 |Target 002: 1.05e-05 |Target 003: 2.09e-05 |Target 004: 1.33e-05 Target 005: 4.35e-05 |Target 006: 7.00e-05 |Target 007: 2.19e-05 |Target 008: 2.63e-05 |Target 009: 2.74e-05 Target 010: 9.90e-06 |Target 011: 3.32e-05 |Target 012: 2.20e-05 |Target 013: 2.47e-05 |Target 014: 1.66e-05 Target 015: 1.67e-05 |Target 016: 2.56e-05 |Target 017: 2.94e-05 |Target 018: 3.91e-05 |Target 019: 3.90e-05 Target 020: 1.13e-05 |Target 021: 3.03e-05 |Target 022: 1.59e-05 |Target 023: 3.65e-05 |Target 024: 5.67e-05 ==================== Epoch #907 | Time: 00d 05h 49m | LR: 2.00e-03 | Epoch time: 22.96 | Train loss: 1.11e-05 | Val loss: 3.09e-05 Target 000 has maximum loss 7.19e-05; Target 002 has minimum loss 1.01e-05 Target 000: 7.19e-05 |Target 001: 1.79e-05 |Target 002: 1.01e-05 |Target 003: 2.00e-05 |Target 004: 1.31e-05 Target 005: 4.17e-05 |Target 006: 5.67e-05 |Target 007: 2.24e-05 |Target 008: 2.71e-05 |Target 009: 2.71e-05 Target 010: 1.06e-05 |Target 011: 3.28e-05 |Target 012: 2.25e-05 |Target 013: 2.33e-05 |Target 014: 1.73e-05 Target 015: 1.66e-05 |Target 016: 3.07e-05 |Target 017: 2.22e-05 |Target 018: 3.99e-05 |Target 019: 3.99e-05 Target 020: 1.23e-05 |Target 021: 2.73e-05 |Target 022: 1.65e-05 |Target 023: 3.72e-05 |Target 024: 5.93e-05 ==================== Epoch #908 | Time: 00d 05h 50m | LR: 2.00e-03 | Epoch time: 22.74 | Train loss: 1.07e-05 | Val loss: 2.97e-05 Target 000 has maximum loss 7.78e-05; Target 002 has minimum loss 8.72e-06 Target 000: 7.78e-05 |Target 001: 3.11e-05 |Target 002: 8.72e-06 |Target 003: 1.69e-05 |Target 004: 1.27e-05 Target 005: 3.01e-05 |Target 006: 5.81e-05 |Target 007: 2.11e-05 |Target 008: 2.53e-05 |Target 009: 2.79e-05 Target 010: 8.75e-06 |Target 011: 3.18e-05 |Target 012: 1.89e-05 |Target 013: 2.25e-05 |Target 014: 1.61e-05 Target 015: 1.50e-05 |Target 016: 2.45e-05 |Target 017: 2.26e-05 |Target 018: 4.18e-05 |Target 019: 3.81e-05 Target 020: 1.11e-05 |Target 021: 2.97e-05 |Target 022: 1.56e-05 |Target 023: 3.73e-05 |Target 024: 5.59e-05 ==================== Epoch #909 | Time: 00d 05h 50m | LR: 2.00e-03 | Epoch time: 22.98 | Train loss: 1.13e-05 | Val loss: 3.15e-05 Target 006 has maximum loss 1.10e-04; Target 010 has minimum loss 9.23e-06 Target 000: 6.10e-05 |Target 001: 4.81e-05 |Target 002: 9.71e-06 |Target 003: 1.73e-05 |Target 004: 1.34e-05 Target 005: 3.80e-05 |Target 006: 1.10e-04 |Target 007: 2.23e-05 |Target 008: 2.55e-05 |Target 009: 2.69e-05 Target 010: 9.23e-06 |Target 011: 3.30e-05 |Target 012: 2.02e-05 |Target 013: 2.42e-05 |Target 014: 1.66e-05 Target 015: 1.56e-05 |Target 016: 2.87e-05 |Target 017: 2.37e-05 |Target 018: 4.31e-05 |Target 019: 3.94e-05 Target 020: 1.17e-05 |Target 021: 3.27e-05 |Target 022: 1.64e-05 |Target 023: 3.71e-05 |Target 024: 6.08e-05