import os from itertools import product import rasterio as rio import rasterio.mask as mask from rasterio import windows import os def split(ds, width, height): nols, nrows = ds.meta['width'], ds.meta['height'] offsets = product(range(0, nols, width), range(0, nrows, height)) big_window = windows.Window(col_off=0, row_off=0, width=nols, height=nrows) for col_off, row_off in offsets: window =windows.Window(col_off=col_off, row_off=row_off, width=width, height=height).intersection(big_window) transform = windows.transform(window, ds.transform) yield window, transform def get_tiles(args): input_path, out_dir, patch_size = args['input_path'], args['out_dir'], args['patch_size'] id = os.path.basename(input_path).replace('.tiff', '') output_filename = '{id}_{col}-{row}.tiff' tile_width, tile_height = patch_size, patch_size with rio.open(input_path) as inds: meta = inds.meta.copy() for window, transform in split(inds, tile_width, tile_height): if window.width != patch_size or window.height != patch_size: continue print(window) meta['transform'] = transform meta['width'], meta['height'] = window.width, window.height outpath = os.path.join(out_dir,output_filename.format(id = id, col=int(window.col_off), row=int(window.row_off))) if os.path.exists(outpath): continue with rio.open(outpath, 'w', **meta) as outds: data = inds.read(window=window) #out_image, out_transform = mask.mask(outds, [geometry], crop=True) outds.write(data)