OK, thanks. Here is the first half of the crash report. System specs will also follow.
Code: Select all
02/02/2021 21:54:26 MainProcess _training_0 _base _load_generator DEBUG input_size: 128, output_shapes: [(128, 128, 3)]
02/02/2021 21:54:26 MainProcess _training_0 training_data __init__ DEBUG Initializing TrainingDataGenerator: (model_input_size: 128, model_output_shapes: [(128, 128, 3)], coverage_ratio: 0.6875, augment_color: True, no_flip: False, warp_to_landmarks: False, alignments: ['aligned_faces', 'versions'], config: {'centering': 'face', 'coverage': 68.75, 'icnr_init': False, 'conv_aware_init': False, 'optimizer': 'adam', 'learning_rate': 5e-05, 'reflect_padding': False, 'allow_growth': False, 'mixed_precision': False, 'convert_batchsize': 16, 'loss_function': 'ssim', 'mask_loss_function': 'mse', 'l2_reg_term': 100, 'eye_multiplier': 3, 'mouth_multiplier': 2, 'penalized_mask_loss': False, 'mask_type': 'extended', 'mask_blur_kernel': 3, 'mask_threshold': 4, 'learn_mask': False, 'preview_images': 14, 'zoom_amount': 5, 'rotation_range': 10, 'shift_range': 5, 'flip_chance': 50, 'disable_warp': False, 'color_lightness': 30, 'color_ab': 8, 'color_clahe_chance': 50, 'color_clahe_max_size': 4})
02/02/2021 21:54:26 MainProcess _training_0 training_data __init__ DEBUG Initialized TrainingDataGenerator
02/02/2021 21:54:26 MainProcess _training_0 training_data minibatch_ab DEBUG Queue batches: (image_count: 517, batchsize: 14, side: 'a', do_shuffle: True, is_preview, True, is_timelapse: False)
02/02/2021 21:54:26 MainProcess _training_0 training_data __init__ DEBUG Initializing ImageAugmentation: (batchsize: 14, is_display: True, input_size: 128, output_shapes: [(128, 128, 3)], coverage_ratio: 0.6875, config: {'centering': 'face', 'coverage': 68.75, 'icnr_init': False, 'conv_aware_init': False, 'optimizer': 'adam', 'learning_rate': 5e-05, 'reflect_padding': False, 'allow_growth': False, 'mixed_precision': False, 'convert_batchsize': 16, 'loss_function': 'ssim', 'mask_loss_function': 'mse', 'l2_reg_term': 100, 'eye_multiplier': 3, 'mouth_multiplier': 2, 'penalized_mask_loss': False, 'mask_type': 'extended', 'mask_blur_kernel': 3, 'mask_threshold': 4, 'learn_mask': False, 'preview_images': 14, 'zoom_amount': 5, 'rotation_range': 10, 'shift_range': 5, 'flip_chance': 50, 'disable_warp': False, 'color_lightness': 30, 'color_ab': 8, 'color_clahe_chance': 50, 'color_clahe_max_size': 4})
02/02/2021 21:54:26 MainProcess _training_0 training_data __init__ DEBUG Output sizes: [128]
02/02/2021 21:54:26 MainProcess _training_0 training_data __init__ DEBUG Initialized ImageAugmentation
02/02/2021 21:54:26 MainProcess _training_0 multithreading __init__ DEBUG Initializing BackgroundGenerator: (target: '_run', thread_count: 2)
02/02/2021 21:54:26 MainProcess _training_0 multithreading __init__ DEBUG Initialized BackgroundGenerator: '_run'
02/02/2021 21:54:26 MainProcess _training_0 multithreading start DEBUG Starting thread(s): '_run'
02/02/2021 21:54:26 MainProcess _training_0 multithreading start DEBUG Starting thread 1 of 2: '_run_0'
02/02/2021 21:54:26 MainProcess _run_0 training_data _minibatch DEBUG Loading minibatch generator: (image_count: 517, side: 'a', do_shuffle: True)
02/02/2021 21:54:26 MainProcess _training_0 multithreading start DEBUG Starting thread 2 of 2: '_run_1'
02/02/2021 21:54:26 MainProcess _run_1 training_data _minibatch DEBUG Loading minibatch generator: (image_count: 517, side: 'a', do_shuffle: True)
02/02/2021 21:54:26 MainProcess _training_0 multithreading start DEBUG Started all threads '_run': 2
02/02/2021 21:54:26 MainProcess _training_0 _base _set_preview_feed DEBUG Setting preview feed: (side: 'b')
02/02/2021 21:54:26 MainProcess _training_0 _base _load_generator DEBUG Loading generator
02/02/2021 21:54:26 MainProcess _training_0 _base _load_generator DEBUG input_size: 128, output_shapes: [(128, 128, 3)]
02/02/2021 21:54:26 MainProcess _training_0 training_data __init__ DEBUG Initializing TrainingDataGenerator: (model_input_size: 128, model_output_shapes: [(128, 128, 3)], coverage_ratio: 0.6875, augment_color: True, no_flip: False, warp_to_landmarks: False, alignments: ['aligned_faces', 'versions'], config: {'centering': 'face', 'coverage': 68.75, 'icnr_init': False, 'conv_aware_init': False, 'optimizer': 'adam', 'learning_rate': 5e-05, 'reflect_padding': False, 'allow_growth': False, 'mixed_precision': False, 'convert_batchsize': 16, 'loss_function': 'ssim', 'mask_loss_function': 'mse', 'l2_reg_term': 100, 'eye_multiplier': 3, 'mouth_multiplier': 2, 'penalized_mask_loss': False, 'mask_type': 'extended', 'mask_blur_kernel': 3, 'mask_threshold': 4, 'learn_mask': False, 'preview_images': 14, 'zoom_amount': 5, 'rotation_range': 10, 'shift_range': 5, 'flip_chance': 50, 'disable_warp': False, 'color_lightness': 30, 'color_ab': 8, 'color_clahe_chance': 50, 'color_clahe_max_size': 4})
02/02/2021 21:54:26 MainProcess _training_0 training_data __init__ DEBUG Initialized TrainingDataGenerator
02/02/2021 21:54:26 MainProcess _training_0 training_data minibatch_ab DEBUG Queue batches: (image_count: 723, batchsize: 14, side: 'b', do_shuffle: True, is_preview, True, is_timelapse: False)
02/02/2021 21:54:26 MainProcess _training_0 training_data __init__ DEBUG Initializing ImageAugmentation: (batchsize: 14, is_display: True, input_size: 128, output_shapes: [(128, 128, 3)], coverage_ratio: 0.6875, config: {'centering': 'face', 'coverage': 68.75, 'icnr_init': False, 'conv_aware_init': False, 'optimizer': 'adam', 'learning_rate': 5e-05, 'reflect_padding': False, 'allow_growth': False, 'mixed_precision': False, 'convert_batchsize': 16, 'loss_function': 'ssim', 'mask_loss_function': 'mse', 'l2_reg_term': 100, 'eye_multiplier': 3, 'mouth_multiplier': 2, 'penalized_mask_loss': False, 'mask_type': 'extended', 'mask_blur_kernel': 3, 'mask_threshold': 4, 'learn_mask': False, 'preview_images': 14, 'zoom_amount': 5, 'rotation_range': 10, 'shift_range': 5, 'flip_chance': 50, 'disable_warp': False, 'color_lightness': 30, 'color_ab': 8, 'color_clahe_chance': 50, 'color_clahe_max_size': 4})
02/02/2021 21:54:26 MainProcess _training_0 training_data __init__ DEBUG Output sizes: [128]
02/02/2021 21:54:26 MainProcess _training_0 training_data __init__ DEBUG Initialized ImageAugmentation
02/02/2021 21:54:26 MainProcess _training_0 multithreading __init__ DEBUG Initializing BackgroundGenerator: (target: '_run', thread_count: 2)
02/02/2021 21:54:26 MainProcess _training_0 multithreading __init__ DEBUG Initialized BackgroundGenerator: '_run'
02/02/2021 21:54:26 MainProcess _training_0 multithreading start DEBUG Starting thread(s): '_run'
02/02/2021 21:54:26 MainProcess _training_0 multithreading start DEBUG Starting thread 1 of 2: '_run_0'
02/02/2021 21:54:26 MainProcess _run_0 training_data _minibatch DEBUG Loading minibatch generator: (image_count: 723, side: 'b', do_shuffle: True)
02/02/2021 21:54:26 MainProcess _training_0 multithreading start DEBUG Starting thread 2 of 2: '_run_1'
02/02/2021 21:54:26 MainProcess _run_1 training_data _minibatch DEBUG Loading minibatch generator: (image_count: 723, side: 'b', do_shuffle: True)
02/02/2021 21:54:26 MainProcess _training_0 multithreading start DEBUG Started all threads '_run': 2
02/02/2021 21:54:26 MainProcess _training_0 _base _set_preview_feed DEBUG Set preview feed. Batchsize: 14
02/02/2021 21:54:26 MainProcess _training_0 _base __init__ DEBUG Initialized _Feeder:
02/02/2021 21:54:26 MainProcess _training_0 _base _set_tensorboard DEBUG Enabling TensorBoard Logging
02/02/2021 21:54:26 MainProcess _training_0 _base _set_tensorboard DEBUG Setting up TensorBoard Logging
02/02/2021 21:54:26 MainProcess _run_0 training_data _crop_to_center DEBUG caching crop size: (centering: 'face', full size: 512, crop size: 384)
02/02/2021 21:54:26 MainProcess _run_0 training_data _crop_to_center DEBUG caching crop size: (centering: 'face', full size: 512, crop size: 384)
02/02/2021 21:54:26 MainProcess _run_1 training_data _crop_to_center DEBUG caching crop size: (centering: 'face', full size: 512, crop size: 384)
02/02/2021 21:54:26 MainProcess _run_0 training_data _crop_to_center DEBUG caching crop size: (centering: 'face', full size: 512, crop size: 384)
02/02/2021 21:54:26 MainProcess _run_0 training_data initialize DEBUG Initializing constants. training_size: 384
02/02/2021 21:54:26 MainProcess _run_0 training_data initialize DEBUG Initialized constants: {'clahe_base_contrast': 3, 'tgt_slices': slice(60, 324, None), 'warp_mapx': '[[[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]]', 'warp_mapy': '[[[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]]', 'warp_pad': 160, 'warp_slices': slice(16, -16, None), 'warp_lm_edge_anchors': '[[[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]]', 'warp_lm_grids': '[[[ 0. 0. 0. ... 0. 0. 0.]\n [ 1. 1. 1. ... 1. 1. 1.]\n [ 2. 2. 2. ... 2. 2. 2.]\n ...\n [381. 381. 381. ... 381. 381. 381.]\n [382. 382. 382. ... 382. 382. 382.]\n [383. 383. 383. ... 383. 383. 383.]]\n\n [[ 0. 1. 2. ... 381. 382. 383.]\n [ 0. 1. 2. ... 381. 382. 383.]\n [ 0. 1. 2. ... 381. 382. 383.]\n ...\n [ 0. 1. 2. ... 381. 382. 383.]\n [ 0. 1. 2. ... 381. 382. 383.]\n [ 0. 1. 2. ... 381. 382. 383.]]]'}
02/02/2021 21:54:26 MainProcess _run_0 training_data initialize DEBUG Initializing constants. training_size: 384
02/02/2021 21:54:26 MainProcess _run_0 training_data initialize DEBUG Initialized constants: {'clahe_base_contrast': 3, 'tgt_slices': slice(60, 324, None), 'warp_mapx': '[[[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]]', 'warp_mapy': '[[[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]]', 'warp_pad': 160, 'warp_slices': slice(16, -16, None), 'warp_lm_edge_anchors': '[[[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]]', 'warp_lm_grids': '[[[ 0. 0. 0. ... 0. 0. 0.]\n [ 1. 1. 1. ... 1. 1. 1.]\n [ 2. 2. 2. ... 2. 2. 2.]\n ...\n [381. 381. 381. ... 381. 381. 381.]\n [382. 382. 382. ... 382. 382. 382.]\n [383. 383. 383. ... 383. 383. 383.]]\n\n [[ 0. 1. 2. ... 381. 382. 383.]\n [ 0. 1. 2. ... 381. 382. 383.]\n [ 0. 1. 2. ... 381. 382. 383.]\n ...\n [ 0. 1. 2. ... 381. 382. 383.]\n [ 0. 1. 2. ... 381. 382. 383.]\n [ 0. 1. 2. ... 381. 382. 383.]]]'}
02/02/2021 21:54:26 MainProcess _run_1 training_data initialize DEBUG Initializing constants. training_size: 384
02/02/2021 21:54:26 MainProcess _run_0 training_data initialize DEBUG Initializing constants. training_size: 384
02/02/2021 21:54:26 MainProcess _run_0 training_data initialize DEBUG Initializing constants. training_size: 384
02/02/2021 21:54:26 MainProcess _run_1 training_data initialize DEBUG Initializing constants. training_size: 384
02/02/2021 21:54:27 MainProcess _run_1 training_data initialize DEBUG Initialized constants: {'clahe_base_contrast': 3, 'tgt_slices': slice(60, 324, None), 'warp_mapx': '[[[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]]', 'warp_mapy': '[[[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]]', 'warp_pad': 160, 'warp_slices': slice(16, -16, None), 'warp_lm_edge_anchors': '[[[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]]', 'warp_lm_grids': '[[[ 0. 0. 0. ... 0. 0. 0.]\n [ 1. 1. 1. ... 1. 1. 1.]\n [ 2. 2. 2. ... 2. 2. 2.]\n ...\n [381. 381. 381. ... 381. 381. 381.]\n [382. 382. 382. ... 382. 382. 382.]\n [383. 383. 383. ... 383. 383. 383.]]\n\n [[ 0. 1. 2. ... 381. 382. 383.]\n [ 0. 1. 2. ... 381. 382. 383.]\n [ 0. 1. 2. ... 381. 382. 383.]\n ...\n [ 0. 1. 2. ... 381. 382. 383.]\n [ 0. 1. 2. ... 381. 382. 383.]\n [ 0. 1. 2. ... 381. 382. 383.]]]'}
02/02/2021 21:54:27 MainProcess _run_1 training_data initialize DEBUG Initialized constants: {'clahe_base_contrast': 3, 'tgt_slices': slice(60, 324, None), 'warp_mapx': '[[[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]]', 'warp_mapy': '[[[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]]', 'warp_pad': 160, 'warp_slices': slice(16, -16, None), 'warp_lm_edge_anchors': '[[[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]]', 'warp_lm_grids': '[[[ 0. 0. 0. ... 0. 0. 0.]\n [ 1. 1. 1. ... 1. 1. 1.]\n [ 2. 2. 2. ... 2. 2. 2.]\n ...\n [381. 381. 381. ... 381. 381. 381.]\n [382. 382. 382. ... 382. 382. 382.]\n [383. 383. 383. ... 383. 383. 383.]]\n\n [[ 0. 1. 2. ... 381. 382. 383.]\n [ 0. 1. 2. ... 381. 382. 383.]\n [ 0. 1. 2. ... 381. 382. 383.]\n ...\n [ 0. 1. 2. ... 381. 382. 383.]\n [ 0. 1. 2. ... 381. 382. 383.]\n [ 0. 1. 2. ... 381. 382. 383.]]]'}
02/02/2021 21:54:27 MainProcess _run_0 training_data initialize DEBUG Initialized constants: {'clahe_base_contrast': 3, 'tgt_slices': slice(60, 324, None), 'warp_mapx': '[[[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]\n\n [[ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]\n [ 60. 126. 192. 258. 324.]]]', 'warp_mapy': '[[[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]\n\n [[ 60. 60. 60. 60. 60.]\n [126. 126. 126. 126. 126.]\n [192. 192. 192. 192. 192.]\n [258. 258. 258. 258. 258.]\n [324. 324. 324. 324. 324.]]]', 'warp_pad': 160, 'warp_slices': slice(16, -16, None), 'warp_lm_edge_anchors': '[[[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]\n\n [[ 0 0]\n [ 0 383]\n [383 383]\n [383 0]\n [191 0]\n [191 383]\n [383 191]\n [ 0 191]]]', 'warp_lm_grids': '[[[ 0. 0. 0. ... 0. 0. 0.]\n [ 1. 1. 1. ... 1. 1. 1.]\n [ 2. 2. 2. ... 2. 2. 2.]\n ...\n [381. 381. 381. ... 381. 381. 381.]\n [382. 382. 382. ... 382. 382. 382.]\n [383. 383. 383. ... 383. 383. 383.]]\n\n [[ 0. 1. 2. ... 381. 382. 383.]\n [ 0. 1. 2. ... 381. 382. 383.]\n [ 0. 1. 2. ... 381. 382. 383.]\n ...\n [ 0. 1. 2. ... 381. 382. 383.]\n [ 0. 1. 2. ... 381. 382. 383.]\n [ 0. 1. 2. ... 381. 382. 383.]]]'}