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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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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Patch shape: (1, 1, 1024, 1024, 3),
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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),
Info : {'x': 0, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}
Index : 757,
Patch shape: (1, 1, 1024, 1024, 3),
Info : {'x': 1024, 'y': 21504, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}
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),
Info : {'x': 10240, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}
Index : 803,
Patch shape: (1, 1, 1024, 1024, 3),
Info : {'x': 11264, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}
Index : 804,
Patch shape: (1, 1, 1024, 1024, 3),
Info : {'x': 12288, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}
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),
Info : {'x': 14336, 'y': 22528, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}
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),
Info : {'x': 17408, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}
Index : 846,
Patch shape: (1, 1, 1024, 1024, 3),
Info : {'x': 18432, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}
Index : 847,
Patch shape: (1, 1, 1024, 1024, 3),
Info : {'x': 19456, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}
Index : 848,
Patch shape: (1, 1, 1024, 1024, 3),
Info : {'x': 20480, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}
Index : 849,
Patch shape: (1, 1, 1024, 1024, 3),
Info : {'x': 21504, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}
Index : 850,
Patch shape: (1, 1, 1024, 1024, 3),
Info : {'x': 22528, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}
Index : 851,
Patch shape: (1, 1, 1024, 1024, 3),
Info : {'x': 23552, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}
Index : 852,
Patch shape: (1, 1, 1024, 1024, 3),
Info : {'x': 24576, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}
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),
Info : {'x': 26624, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}
Index : 855,
Patch shape: (1, 1, 1024, 1024, 3),
Info : {'x': 27648, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}
Index : 856,
Patch shape: (1, 1, 1024, 1024, 3),
Info : {'x': 28672, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}
Index : 857,
Patch shape: (1, 1, 1024, 1024, 3),
Info : {'x': 29696, 'y': 23552, 'tile_shape': (1024, 1024, 3), 'spacings': (0.5,), 'center': False}
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}
Index : 64,
Patch shape: (1, 1, 1024, 1024, 3),
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