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- 2020-11-05 14:02:31 Config:
- {'all_joints': [[0],
- [1],
- [2],
- [3],
- [4],
- [5],
- [6],
- [7],
- [8],
- [9],
- [10],
- [11],
- [12],
- [13],
- [14],
- [15],
- [16],
- [17],
- [18]],
- 'all_joints_names': ['snout',
- 'neck',
- 'upper_back',
- 'middle_back',
- 'tailbase',
- 'shoulder_right',
- 'elbow_right',
- 'wrist_right',
- 'forepaw_right',
- 'forepaw_left',
- 'hip_right',
- 'knee_right',
- 'ankle_right',
- 'hindpaw_right',
- 'hindpaw_left',
- 'beam_left_top',
- 'beam_left_bottom',
- 'beam_right_top',
- 'beam_right_bottom'],
- 'batch_size': 1,
- 'bottomheight': 400,
- 'crop': True,
- 'crop_pad': 0,
- 'cropratio': 0.4,
- 'dataset': 'training-datasets/iteration-0/UnaugmentedDataSet_RotatingBeam3.1Jul12/RotatingBeam3.1_Sebastian_Kloubert95shuffle1.mat',
- 'dataset_type': 'imgaug',
- 'deterministic': False,
- 'display_iters': 1000,
- 'fg_fraction': 0.25,
- 'global_scale': 0.8,
- 'init_weights': '/mnt/Install/DLC-GPU/lib/python3.7/site-packages/deeplabcut/pose_estimation_tensorflow/models/pretrained/resnet_v1_50.ckpt',
- 'intermediate_supervision': False,
- 'intermediate_supervision_layer': 12,
- 'leftwidth': 400,
- 'location_refinement': True,
- 'locref_huber_loss': True,
- 'locref_loss_weight': 0.05,
- 'locref_stdev': 7.2801,
- 'log_dir': 'log',
- 'max_input_size': 1500,
- 'mean_pixel': [123.68, 116.779, 103.939],
- 'metadataset': 'training-datasets/iteration-0/UnaugmentedDataSet_RotatingBeam3.1Jul12/Documentation_data-RotatingBeam3.1_95shuffle1.pickle',
- 'min_input_size': 64,
- 'minsize': 100,
- 'mirror': False,
- 'multi_step': [[0.005, 10000],
- [0.02, 430000],
- [0.002, 730000],
- [0.001, 1030000]],
- 'net_type': 'resnet_50',
- 'num_joints': 19,
- 'optimizer': 'sgd',
- 'pairwise_huber_loss': False,
- 'pairwise_predict': False,
- 'partaffinityfield_predict': False,
- 'pos_dist_thresh': 17,
- 'project_path': '/mnt/DLC/RotatingBeam3.1-Sebastian_Kloubert-2020-07-12',
- 'regularize': False,
- 'rightwidth': 400,
- 'save_iters': 50000,
- 'scale_jitter_lo': 0.5,
- 'scale_jitter_up': 1.25,
- 'scoremap_dir': 'test',
- 'shuffle': True,
- 'snapshot_prefix': '/mnt/DLC/RotatingBeam3.1-Sebastian_Kloubert-2020-07-12/dlc-models/iteration-0/RotatingBeam3.1Jul12-trainset95shuffle1/train/snapshot',
- 'stride': 8.0,
- 'topheight': 400,
- 'weigh_negatives': False,
- 'weigh_only_present_joints': False,
- 'weigh_part_predictions': False,
- 'weight_decay': 0.0001}
- 2020-11-05 14:04:13 iteration: 1000 loss: 0.0269 lr: 0.005
- 2020-11-05 14:05:38 iteration: 2000 loss: 0.0121 lr: 0.005
- 2020-11-05 14:07:03 iteration: 3000 loss: 0.0099 lr: 0.005
- 2020-11-05 14:08:31 iteration: 4000 loss: 0.0089 lr: 0.005
- 2020-11-05 14:09:56 iteration: 5000 loss: 0.0080 lr: 0.005
- 2020-11-05 14:11:24 iteration: 6000 loss: 0.0076 lr: 0.005
- 2020-11-05 14:12:52 iteration: 7000 loss: 0.0073 lr: 0.005
- 2020-11-05 14:14:18 iteration: 8000 loss: 0.0069 lr: 0.005
- 2020-11-05 14:15:44 iteration: 9000 loss: 0.0068 lr: 0.005
- 2020-11-05 14:17:10 iteration: 10000 loss: 0.0063 lr: 0.005
- 2020-11-05 14:18:40 iteration: 11000 loss: 0.0083 lr: 0.02
- 2020-11-05 14:20:06 iteration: 12000 loss: 0.0069 lr: 0.02
- 2020-11-05 14:21:34 iteration: 13000 loss: 0.0064 lr: 0.02
- 2020-11-05 14:23:00 iteration: 14000 loss: 0.0058 lr: 0.02
- 2020-11-05 14:24:28 iteration: 15000 loss: 0.0056 lr: 0.02
- 2020-11-05 14:25:56 iteration: 16000 loss: 0.0057 lr: 0.02
- 2020-11-05 14:27:22 iteration: 17000 loss: 0.0053 lr: 0.02
- 2020-11-05 14:28:50 iteration: 18000 loss: 0.0051 lr: 0.02
- 2020-11-05 14:30:18 iteration: 19000 loss: 0.0050 lr: 0.02
- 2020-11-05 14:31:45 iteration: 20000 loss: 0.0049 lr: 0.02
- 2020-11-05 14:33:14 iteration: 21000 loss: 0.0048 lr: 0.02
- 2020-11-05 14:34:41 iteration: 22000 loss: 0.0045 lr: 0.02
- 2020-11-05 14:36:07 iteration: 23000 loss: 0.0045 lr: 0.02
- 2020-11-05 14:37:34 iteration: 24000 loss: 0.0045 lr: 0.02
- 2020-11-05 14:39:01 iteration: 25000 loss: 0.0046 lr: 0.02
- 2020-11-05 14:44:30 Config:
- {'all_joints': [[0],
- [1],
- [2],
- [3],
- [4],
- [5],
- [6],
- [7],
- [8],
- [9],
- [10],
- [11],
- [12],
- [13],
- [14],
- [15],
- [16],
- [17],
- [18]],
- 'all_joints_names': ['snout',
- 'neck',
- 'upper_back',
- 'middle_back',
- 'tailbase',
- 'shoulder_right',
- 'elbow_right',
- 'wrist_right',
- 'forepaw_right',
- 'forepaw_left',
- 'hip_right',
- 'knee_right',
- 'ankle_right',
- 'hindpaw_right',
- 'hindpaw_left',
- 'beam_left_top',
- 'beam_left_bottom',
- 'beam_right_top',
- 'beam_right_bottom'],
- 'batch_size': 1,
- 'bottomheight': 400,
- 'crop': True,
- 'crop_pad': 0,
- 'cropratio': 0.4,
- 'dataset': 'training-datasets/iteration-0/UnaugmentedDataSet_RotatingBeam3.1Jul12/RotatingBeam3.1_Sebastian_Kloubert95shuffle1.mat',
- 'dataset_type': 'imgaug',
- 'deterministic': False,
- 'display_iters': 1000,
- 'fg_fraction': 0.25,
- 'global_scale': 0.8,
- 'init_weights': '/mnt/Install/DLC-GPU/lib/python3.7/site-packages/deeplabcut/pose_estimation_tensorflow/models/pretrained/resnet_v1_50.ckpt',
- 'intermediate_supervision': False,
- 'intermediate_supervision_layer': 12,
- 'leftwidth': 400,
- 'location_refinement': True,
- 'locref_huber_loss': True,
- 'locref_loss_weight': 0.05,
- 'locref_stdev': 7.2801,
- 'log_dir': 'log',
- 'max_input_size': 1500,
- 'mean_pixel': [123.68, 116.779, 103.939],
- 'metadataset': 'training-datasets/iteration-0/UnaugmentedDataSet_RotatingBeam3.1Jul12/Documentation_data-RotatingBeam3.1_95shuffle1.pickle',
- 'min_input_size': 64,
- 'minsize': 100,
- 'mirror': False,
- 'multi_step': [[0.005, 10000],
- [0.02, 430000],
- [0.002, 730000],
- [0.001, 1030000]],
- 'net_type': 'resnet_50',
- 'num_joints': 19,
- 'optimizer': 'sgd',
- 'pairwise_huber_loss': False,
- 'pairwise_predict': False,
- 'partaffinityfield_predict': False,
- 'pos_dist_thresh': 17,
- 'project_path': '/mnt/DLC/RotatingBeam3.1-Sebastian_Kloubert-2020-07-12',
- 'regularize': False,
- 'rightwidth': 400,
- 'save_iters': 50000,
- 'scale_jitter_lo': 0.5,
- 'scale_jitter_up': 1.25,
- 'scoremap_dir': 'test',
- 'shuffle': True,
- 'snapshot_prefix': '/mnt/DLC/RotatingBeam3.1-Sebastian_Kloubert-2020-07-12/dlc-models/iteration-0/RotatingBeam3.1Jul12-trainset95shuffle1/test/snapshot',
- 'stride': 8.0,
- 'topheight': 400,
- 'weigh_negatives': False,
- 'weigh_only_present_joints': False,
- 'weigh_part_predictions': False,
- 'weight_decay': 0.0001}
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