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META_ARCHITECTURE: GeneralizedUnrolledCNN |
NOISE: |
STD_DEV: (1,) |
USE_FULLY_SAMPLED_TARGET: True |
USE_FULLY_SAMPLED_TARGET_EVAL: None |
DEVICE: cuda |
M2R: |
META_ARCHITECTURE: GeneralizedUnrolledCNN |
USE_SUPERVISED_CONSISTENCY: False |
META_ARCHITECTURE: GeneralizedUnrolledCNN |
N2R: |
META_ARCHITECTURE: GeneralizedUnrolledCNN |
USE_SUPERVISED_CONSISTENCY: False |
NM2R: |
META_ARCHITECTURE: GeneralizedUnrolledCNN |
USE_SUPERVISED_CONSISTENCY: False |
NORMALIZER: |
KEYWORDS: () |
NAME: TopMagnitudeNormalizer |
RECON_LOSS: |
NAME: l1 |
RENORMALIZE_DATA: True |
SEG: |
ACTIVATION: sigmoid |
CLASSES: () |
INCLUDE_BACKGROUND: False |
SSDU: |
MASKER: |
PARAMS: |
META_ARCHITECTURE: GeneralizedUnrolledCNN |
UNET: |
BLOCK_ORDER: ('conv', 'relu', 'conv', 'relu', 'batchnorm', 'dropout') |
CHANNELS: 32 |
DROPOUT: 0.0 |
IN_CHANNELS: 2 |
NORMALIZE: False |
NUM_POOL_LAYERS: 4 |
OUT_CHANNELS: 2 |
UNROLLED: |
BLOCK_ARCHITECTURE: ResNet |
CONV_BLOCK: |
ACTIVATION: relu |
NORM: none |
NORM_AFFINE: False |
ORDER: ('norm', 'act', 'drop', 'conv') |
DROPOUT: 0.0 |
FIX_STEP_SIZE: False |
KERNEL_SIZE: (3,) |
NUM_EMAPS: 1 |
NUM_FEATURES: 128 |
NUM_RESBLOCKS: 2 |
NUM_UNROLLED_STEPS: 8 |
PADDING: |
SHARE_WEIGHTS: False |
WEIGHTS: |
OUTPUT_DIR: /bmrNAS/people/arjun/results/meddlr/tests/basic |
SEED: -1 |
SOLVER: |
BASE_LR: 0.0001 |
BIAS_LR_FACTOR: 1.0 |
CHECKPOINT_PERIOD: 200 |
GAMMA: 0.1 |
GRAD_ACCUM_ITERS: 1 |
LR_SCHEDULER_NAME: WarmupMultiStepLR |
MAX_ITER: 1600 |
MOMENTUM: 0.9 |
OPTIMIZER: Adam |
STEPS: (30000,) |
TEST_BATCH_SIZE: 2 |
TRAIN_BATCH_SIZE: 1 |
WARMUP_FACTOR: 0.001 |
WARMUP_ITERS: 1000 |
WARMUP_METHOD: linear |
WEIGHT_DECAY: 0.0001 |
WEIGHT_DECAY_BIAS: 0.0001 |
WEIGHT_DECAY_NORM: 0.0 |
TEST: |
EVAL_PERIOD: 200 |
EXPECTED_RESULTS: [] |
FLUSH_PERIOD: 0 |
VAL_AS_TEST: True |
VAL_METRICS: |
RECON: () |
TIME_SCALE: iter |
VERSION: 1 |
VIS_PERIOD: 20 |
[01/08 07:37:54] meddlr INFO: Full config saved to /bmrNAS/people/arjun/results/meddlr/tests/basic/config.yaml |
[01/08 07:37:54] mr.utils.env INFO: Using a generated random seed 55308770 |
[01/08 07:37:54] mr.data.datasets.register_mrco INFO: Loading /bmrNAS/people/arjun/code/meddlr/annotations/mridata_knee_2019/train.json takes 0.04 seconds |
[01/08 07:37:54] mr.data.build INFO: Dropped 0 scans. 14 scans remaining |
[01/08 07:37:54] mr.data.build INFO: Dropped references for 0/14 scans. 14 scans with reference remaining |
[01/08 07:37:54] meddlr INFO: Calculated 4480 iterations per epoch |
[01/08 07:37:54] mr.data.datasets.register_mrco INFO: Loading /bmrNAS/people/arjun/code/meddlr/annotations/mridata_knee_2019/train.json takes 0.00 seconds |
[01/08 07:37:54] mr.data.build INFO: Dropped 0 scans. 14 scans remaining |
[01/08 07:37:54] mr.data.build INFO: Dropped references for 0/14 scans. 14 scans with reference remaining |
[01/08 07:38:01] fvcore.common.checkpoint INFO: No checkpoint found. Initializing model from scratch |
[01/08 07:38:01] mr.engine.train_loop INFO: Starting training from iteration 0 |
[01/08 07:38:13] mr.utils.events INFO: eta: 0:05:59 iter: 19 loss: 100222.734 total_loss: 100222.734 time: 0.2279 data_time: 0.2790 lr: 0.000002 max_mem: 2468M |
[01/08 07:38:18] mr.utils.events INFO: eta: 0:05:55 iter: 39 loss: 31516.157 total_loss: 31516.157 time: 0.2280 data_time: 0.0001 lr: 0.000004 max_mem: 2468M |