
import glob
import os
import random
from string import ascii_lowercase, digits

import cva
lowercase__	:Optional[int]										=					""
lowercase__	:Dict										=					""
lowercase__	:Optional[int]										=					""
lowercase__	:Tuple										=					1  # (0 is vertical, 1 is horizontal)



def  UpperCamelCase					(							):
					'''simple docstring'''
					lowercase					=		get_dataset(__lowerCAmelCase				,    __lowerCAmelCase	)
					print('''Processing...'''	)
					lowercase					=		update_image_and_anno(__lowerCAmelCase				,    __lowerCAmelCase				,    __lowerCAmelCase	)

					for index, image in enumerate(__lowerCAmelCase	):
										# Get random string code: '7b7ad245cdff75241935e4dd860f3bad'
										lowercase					=		random_chars(32	)
										lowercase					=		paths[index].split(os.sep	)[-1].rsplit('''.'''				,    1	)[0]
										lowercase					=		f'{OUTPUT_DIR}/{file_name}_FLIP_{letter_code}'
										cva.imwrite(f'/{file_root}.jpg'				,    __lowerCAmelCase				,    [cva.IMWRITE_JPEG_QUALITY, 85]	)
										print(f'Success {index+1}/{len(__lowerCAmelCase	)} with {file_name}'	)
										lowercase					=		[]
										for anno in new_annos[index]:
															lowercase					=		f'{anno[0]} {anno[1]} {anno[2]} {anno[3]} {anno[4]}'
															annos_list.append(__lowerCAmelCase	)
										with open(f'/{file_root}.txt'				,    '''w'''	) as outfile:
															outfile.write('''\n'''.join(line for line in annos_list	)	)



def  UpperCamelCase					(							lowerCAmelCase__				,    lowerCAmelCase__	):
					'''simple docstring'''
					lowercase					=		[]
					lowercase					=		[]
					for label_file in glob.glob(os.path.join(__lowerCAmelCase				,    '''*.txt'''	)	):
										lowercase					=		label_file.split(os.sep	)[-1].rsplit('''.'''				,    1	)[0]
										with open(__lowerCAmelCase	) as in_file:
															lowercase					=		in_file.readlines()
										lowercase					=		os.path.join(__lowerCAmelCase				,    f'{label_name}.jpg'	)

										lowercase					=		[]
										for obj_list in obj_lists:
															lowercase					=		obj_list.rstrip('''\n'''	).split(''' '''	)
															boxes.append(
															    [
															        int(obj[0]	),
															        float(obj[1]	),
															        float(obj[2]	),
															        float(obj[3]	),
															        float(obj[4]	),
															    ]	)
										if not boxes:
															continue
										img_paths.append(__lowerCAmelCase	)
										labels.append(__lowerCAmelCase	)
					return img_paths, labels



def  UpperCamelCase					(							lowerCAmelCase__				,    lowerCAmelCase__				,    lowerCAmelCase__ = 1	):
					'''simple docstring'''
					lowercase					=		[]
					lowercase					=		[]
					lowercase					=		[]
					for idx in range(len(__lowerCAmelCase	)	):
										lowercase					=		[]
										lowercase					=		img_list[idx]
										path_list.append(__lowerCAmelCase	)
										lowercase					=		anno_list[idx]
										lowercase					=		cva.imread(__lowerCAmelCase	)
										if flip_type == 1:
															lowercase					=		cva.flip(__lowerCAmelCase				,    __lowerCAmelCase	)
															for bbox in img_annos:
																				lowercase					=		1 - bbox[1]
																				new_annos.append([bbox[0], x_center_new, bbox[2], bbox[3], bbox[4]]	)
										elif flip_type == 0:
															lowercase					=		cva.flip(__lowerCAmelCase				,    __lowerCAmelCase	)
															for bbox in img_annos:
																				lowercase					=		1 - bbox[2]
																				new_annos.append([bbox[0], bbox[1], y_center_new, bbox[3], bbox[4]]	)
										new_annos_lists.append(__lowerCAmelCase	)
										new_imgs_list.append(__lowerCAmelCase	)
					return new_imgs_list, new_annos_lists, path_list



def  UpperCamelCase					(							lowerCAmelCase__ = 32	):
					'''simple docstring'''
					assert number_char > 1, "The number of character should greater than 1"
					lowercase					=		ascii_lowercase + digits
					return "".join(random.choice(__lowerCAmelCase	) for _ in range(__lowerCAmelCase	)	)


if __name__ == "__main__":
				main()
				print("DONE ✅")






from typing import TYPE_CHECKING

from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_torch_available


lowercase__	:Tuple										=					{
    "configuration_instructblip": [
        "INSTRUCTBLIP_PRETRAINED_CONFIG_ARCHIVE_MAP",
        "InstructBlipConfig",
        "InstructBlipQFormerConfig",
        "InstructBlipVisionConfig",
    ],
    "processing_instructblip": ["InstructBlipProcessor"],
}

try:
							if not is_torch_available():
														raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
							pass
else:
							lowercase__	:List[str]										=					[
							    "INSTRUCTBLIP_PRETRAINED_MODEL_ARCHIVE_LIST",
							    "InstructBlipQFormerModel",
							    "InstructBlipPreTrainedModel",
							    "InstructBlipForConditionalGeneration",
							    "InstructBlipVisionModel",
							]

if TYPE_CHECKING:
							from .configuration_instructblip import (
							    INSTRUCTBLIP_PRETRAINED_CONFIG_ARCHIVE_MAP,
							    InstructBlipConfig,
							    InstructBlipQFormerConfig,
							    InstructBlipVisionConfig,
							)
							from .processing_instructblip import InstructBlipProcessor

							try:
														if not is_torch_available():
																					raise OptionalDependencyNotAvailable()
							except OptionalDependencyNotAvailable:
														pass
							else:
														from .modeling_instructblip import (
														    INSTRUCTBLIP_PRETRAINED_MODEL_ARCHIVE_LIST,
														    InstructBlipForConditionalGeneration,
														    InstructBlipPreTrainedModel,
														    InstructBlipQFormerModel,
														    InstructBlipVisionModel,
														)

else:
							import sys

							lowercase__	:List[str]										=					_LazyModule(__name__, globals()["__file__"], _import_structure, module_spec=__spec__)




