PatchIterator#

  • Creating a Patch Iterator

  • Creating a Patch Iterator with Mask

from wholeslidedata.iterators import create_patch_iterator, PatchConfiguration

Creating a Patch Iterator#

patch_configuration = PatchConfiguration(patch_shape=(1024,1024,3),
                                         spacings=(0.5,),
                                         overlap=(0,0),
                                         offset=(0,0),
                                         center=False)

with create_patch_iterator(image_path='/tmp/TCGA-21-5784-01Z-00-DX1.tif',
                           patch_configuration=patch_configuration,
                           cpus=4,
                           backend='asap') as patch_iterator:
    
    print(f"Number of patches {len(patch_iterator)}\n")
    for idx, (patch, info) in enumerate(patch_iterator):
        print(f"Index : {idx}, \n Patch shape: {patch.shape}, \n Info : {info}\n")
Number of patches 900

Index : 0, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 0, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 1, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 1024, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 2, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 2048, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 3, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 3072, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 4, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 4096, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 5, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 5120, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 6, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 6144, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 7, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 7168, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 8, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 8192, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 9, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 9216, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 10, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 10240, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 11, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 11264, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 12, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 12288, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 13, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 13312, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 14, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 14336, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 15, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 15360, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 16, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 16384, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 17, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 17408, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 18, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 18432, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 19, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 19456, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 20, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 20480, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 21, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 21504, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 22, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 22528, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 23, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 23552, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 24, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 24576, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 25, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 25600, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 26, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 26624, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 27, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 27648, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 28, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 28672, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 29, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 29696, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 30, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 30720, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 31, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 31744, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 32, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 32768, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 33, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 33792, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 34, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 34816, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 35, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 35840, 'y': 0, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 36, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 0, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 37, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 1024, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 38, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 2048, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 39, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 3072, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 40, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 4096, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 41, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 5120, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 42, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 6144, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 43, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 7168, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 44, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 8192, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 45, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 9216, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 46, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 10240, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 47, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 11264, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 48, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 12288, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 49, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 13312, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 50, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 14336, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 51, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 15360, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 52, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 16384, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 53, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 17408, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 54, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 18432, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 55, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 19456, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 56, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 20480, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 57, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 21504, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 58, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 22528, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 59, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 23552, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 60, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 24576, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 61, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 25600, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 62, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 26624, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 63, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 27648, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 64, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 28672, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 65, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 29696, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 66, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 30720, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 67, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 31744, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 68, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 32768, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 69, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 33792, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 70, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 34816, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 71, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 35840, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 72, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 0, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 73, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 1024, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 74, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 2048, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 75, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 3072, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 76, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 4096, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 77, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 5120, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 78, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 6144, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 79, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 7168, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 80, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 8192, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 81, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 9216, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 82, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 10240, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 83, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 11264, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 84, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 12288, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 85, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 13312, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 86, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 14336, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 87, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 15360, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 88, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 16384, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 89, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 17408, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 90, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 18432, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 91, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 19456, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 92, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 20480, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 93, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 21504, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 94, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 22528, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 95, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 23552, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 96, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 24576, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 97, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 25600, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 98, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 26624, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 99, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 27648, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 100, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 28672, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 101, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 29696, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 102, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 30720, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 103, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 31744, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 104, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 32768, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 105, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 33792, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 106, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 34816, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 107, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 35840, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 108, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 0, 'y': 3072, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 109, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 1024, 'y': 3072, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 110, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 2048, 'y': 3072, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 111, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 3072, 'y': 3072, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 112, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 4096, 'y': 3072, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 113, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 5120, 'y': 3072, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 114, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 6144, 'y': 3072, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 115, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 7168, 'y': 3072, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 116, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 8192, 'y': 3072, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 117, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 9216, 'y': 3072, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 118, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 10240, 'y': 3072, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 119, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 11264, 'y': 3072, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 120, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 12288, 'y': 3072, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 121, 
 Patch shape: (1, 1, 1024, 1024, 3), 
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Index : 737, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 17408, 'y': 20480, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 738, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 18432, 'y': 20480, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 739, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 19456, 'y': 20480, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 740, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 20480, 'y': 20480, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 741, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 21504, 'y': 20480, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 742, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 22528, 'y': 20480, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 743, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 23552, 'y': 20480, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 744, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 24576, 'y': 20480, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 745, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 25600, 'y': 20480, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 746, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 26624, 'y': 20480, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 747, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 27648, 'y': 20480, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 748, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 28672, 'y': 20480, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 749, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 29696, 'y': 20480, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 750, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 30720, 'y': 20480, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 751, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 31744, 'y': 20480, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 752, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 32768, 'y': 20480, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 753, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 33792, 'y': 20480, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 754, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 34816, 'y': 20480, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 755, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 35840, 'y': 20480, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 756, 
 Patch shape: (1, 1, 1024, 1024, 3), 
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Index : 757, 
 Patch shape: (1, 1, 1024, 1024, 3), 
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Index : 758, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 2048, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 759, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 3072, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 760, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 4096, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 761, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 5120, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 762, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 6144, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 763, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 7168, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 764, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 8192, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 765, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 9216, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 766, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 10240, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 767, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 11264, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 768, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 12288, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 769, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 13312, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 770, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 14336, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 771, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 15360, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 772, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 16384, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 773, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 17408, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 774, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 18432, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 775, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 19456, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 776, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 20480, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 777, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 21504, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 778, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 22528, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 779, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 23552, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 780, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 24576, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 781, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 25600, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 782, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 26624, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 783, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 27648, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 784, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 28672, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 785, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 29696, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 786, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 30720, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 787, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 31744, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 788, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 32768, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 789, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 33792, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 790, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 34816, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 791, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 35840, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 792, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 0, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 793, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 1024, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 794, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 2048, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 795, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 3072, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 796, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 4096, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 797, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 5120, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 798, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 6144, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 799, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 7168, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 800, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 8192, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 801, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 9216, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 802, 
 Patch shape: (1, 1, 1024, 1024, 3), 
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Index : 803, 
 Patch shape: (1, 1, 1024, 1024, 3), 
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Index : 804, 
 Patch shape: (1, 1, 1024, 1024, 3), 
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Index : 805, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 13312, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 806, 
 Patch shape: (1, 1, 1024, 1024, 3), 
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Index : 807, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 15360, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 808, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 16384, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 809, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 17408, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 810, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 18432, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 811, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 19456, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 812, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 20480, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 813, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 21504, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 814, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 22528, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 815, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 23552, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 816, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 24576, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 817, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 25600, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 818, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 26624, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 819, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 27648, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 820, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 28672, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 821, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 29696, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 822, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 30720, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 823, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 31744, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 824, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 32768, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 825, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 33792, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 826, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 34816, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 827, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 35840, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 828, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 0, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 829, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 1024, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 830, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 2048, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 831, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 3072, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 832, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 4096, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 833, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 5120, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 834, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 6144, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 835, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 7168, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 836, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 8192, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 837, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 9216, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 838, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 10240, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 839, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 11264, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 840, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 12288, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 841, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 13312, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 842, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 14336, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 843, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 15360, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 844, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 16384, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 845, 
 Patch shape: (1, 1, 1024, 1024, 3), 
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Index : 846, 
 Patch shape: (1, 1, 1024, 1024, 3), 
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Index : 847, 
 Patch shape: (1, 1, 1024, 1024, 3), 
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Index : 848, 
 Patch shape: (1, 1, 1024, 1024, 3), 
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Index : 849, 
 Patch shape: (1, 1, 1024, 1024, 3), 
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Index : 850, 
 Patch shape: (1, 1, 1024, 1024, 3), 
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Index : 851, 
 Patch shape: (1, 1, 1024, 1024, 3), 
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Index : 852, 
 Patch shape: (1, 1, 1024, 1024, 3), 
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Index : 853, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 25600, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 854, 
 Patch shape: (1, 1, 1024, 1024, 3), 
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Index : 855, 
 Patch shape: (1, 1, 1024, 1024, 3), 
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Index : 856, 
 Patch shape: (1, 1, 1024, 1024, 3), 
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Index : 857, 
 Patch shape: (1, 1, 1024, 1024, 3), 
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Index : 858, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 30720, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 859, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 31744, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 860, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 32768, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 861, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 33792, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 862, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 34816, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 863, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 35840, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 864, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 0, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 865, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 1024, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 866, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 2048, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 867, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 3072, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 868, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 4096, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 869, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 5120, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 870, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 6144, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 871, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 7168, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 872, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 8192, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 873, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 9216, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 874, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 10240, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 875, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 11264, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 876, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 12288, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 877, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 13312, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 878, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 14336, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 879, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 15360, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 880, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 16384, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 881, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 17408, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 882, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 18432, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 883, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 19456, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 884, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 20480, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 885, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 21504, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 886, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 22528, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 887, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 23552, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 888, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 24576, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 889, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 25600, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 890, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 26624, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 891, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 27648, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 892, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 28672, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 893, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 29696, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 894, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 30720, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 895, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 31744, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 896, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 32768, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 897, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 33792, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 898, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 34816, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 899, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Info : {'x': 35840, 'y': 24576, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Creating a Patch Iterator with Mask#

patch_configuration = PatchConfiguration(patch_shape=(1024,1024,3),
                                         spacings=(0.5,),
                                         overlap=(0,0),
                                         offset=(0,0),
                                         center=False)

with create_patch_iterator(image_path='/tmp/TCGA-21-5784-01Z-00-DX1.tif',
                           mask_path='/tmp/TCGA-21-5784-01Z-00-DX1_tb_mask.tif',
                           patch_configuration=patch_configuration,
                           cpus=4,
                           backend='asap') as patch_iterator:
    
    print(f"Number of patches {len(patch_iterator)}\n")
    for idx, (patch, mask, info) in enumerate(patch_iterator):
        print(f"Index : {idx}, \n Patch shape: {patch.shape}, \n Mask shape: {mask.shape}, \n Info : {info}\n")
Number of patches 352

Index : 0, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 30720, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 1, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 31744, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 2, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 32768, 'y': 1024, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 3, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 27648, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 4, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 28672, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 5, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 29696, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 6, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 30720, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 7, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 31744, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 8, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 32768, 'y': 2048, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 9, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 18432, 'y': 3072, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 10, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 19456, 'y': 3072, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 11, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 20480, 'y': 3072, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 12, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 21504, 'y': 3072, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 13, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 22528, 'y': 3072, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 14, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 23552, 'y': 3072, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 15, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 24576, 'y': 3072, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 16, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 25600, 'y': 3072, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 17, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 26624, 'y': 3072, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 18, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 27648, 'y': 3072, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 19, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 28672, 'y': 3072, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 20, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 29696, 'y': 3072, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 21, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 30720, 'y': 3072, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 22, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 31744, 'y': 3072, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 23, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 32768, 'y': 3072, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 24, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 14336, 'y': 4096, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 25, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 15360, 'y': 4096, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 26, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 16384, 'y': 4096, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 27, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 17408, 'y': 4096, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 28, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 18432, 'y': 4096, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 29, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 19456, 'y': 4096, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 30, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 20480, 'y': 4096, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 31, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 21504, 'y': 4096, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 32, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 22528, 'y': 4096, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 33, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 23552, 'y': 4096, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 34, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 24576, 'y': 4096, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 35, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 25600, 'y': 4096, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 36, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 26624, 'y': 4096, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 37, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 27648, 'y': 4096, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 38, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 28672, 'y': 4096, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 39, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 29696, 'y': 4096, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 40, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 30720, 'y': 4096, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 41, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 13312, 'y': 5120, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 42, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 14336, 'y': 5120, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 43, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 15360, 'y': 5120, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 44, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 16384, 'y': 5120, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 45, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 17408, 'y': 5120, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 46, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 18432, 'y': 5120, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 47, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 19456, 'y': 5120, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 48, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 20480, 'y': 5120, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 49, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 21504, 'y': 5120, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 50, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 22528, 'y': 5120, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 51, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 23552, 'y': 5120, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 52, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 24576, 'y': 5120, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 53, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 25600, 'y': 5120, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 54, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 26624, 'y': 5120, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 55, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 27648, 'y': 5120, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 56, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 28672, 'y': 5120, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 57, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 11264, 'y': 6144, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 58, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 12288, 'y': 6144, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 59, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 13312, 'y': 6144, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 60, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 14336, 'y': 6144, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 61, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 15360, 'y': 6144, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 62, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 16384, 'y': 6144, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

Index : 63, 
 Patch shape: (1, 1, 1024, 1024, 3), 
 Mask shape: (1, 1, 1024, 1024), 
 Info : {'x': 17408, 'y': 6144, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}

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