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