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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