
import argparse
import json
import os

import torch
from transformers.file_utils import has_file

from diffusers import UNetaDConditionModel, UNetaDModel


_snake_case      :							Tuple     	=    False
_snake_case      :							Optional[int]     	=    True
_snake_case      :							Any     	=    False


if __name__ == "__main__":
						_snake_case      :							Any     	=    argparse.ArgumentParser()

						parser.add_argument(
						    "--repo_path",
						    default=None,
						    type=str,
						    required=True,
						    help="The config json file corresponding to the architecture.",
						)

						parser.add_argument("--dump_path", default=None, type=str, required=True, help="Path to the output model.")

						_snake_case      :							Tuple     	=    parser.parse_args()

						_snake_case      :							Optional[Any]     	=    {
						    "image_size": "sample_size",
						    "num_res_blocks": "layers_per_block",
						    "block_channels": "block_out_channels",
						    "down_blocks": "down_block_types",
						    "up_blocks": "up_block_types",
						    "downscale_freq_shift": "freq_shift",
						    "resnet_num_groups": "norm_num_groups",
						    "resnet_act_fn": "act_fn",
						    "resnet_eps": "norm_eps",
						    "num_head_channels": "attention_head_dim",
						}

						_snake_case      :							Tuple     	=    {
						    "time_steps": "time_proj",
						    "mid": "mid_block",
						    "downsample_blocks": "down_blocks",
						    "upsample_blocks": "up_blocks",
						}

						_snake_case      :							Any     	=    "" if has_file(args.repo_path, "config.json") else "unet"

						with open(os.path.join(args.repo_path, subfolder, "config.json"), "r", encoding="utf-8") as reader:
												_snake_case      :							List[Any]     	=    reader.read()
												_snake_case      :							List[Any]     	=    json.loads(text)

						if do_only_config:
												for key in config_parameters_to_change.keys():
																		config.pop(key, None)

						if has_file(args.repo_path, "config.json"):
												_snake_case      :							List[Any]     	=    UNetaDModel(**config)
						else:
												_snake_case      :							int     	=    UNetaDConditionModel if "ldm-text2im-large-256" in args.repo_path else UNetaDModel
												_snake_case      :							Optional[Any]     	=    class_name(**config)

						if do_only_config:
												model.save_config(os.path.join(args.repo_path, subfolder))

						_snake_case      :							Any     	=    dict(model.config)

						if do_only_renaming:
												for key, value in config_parameters_to_change.items():
																		if key in config:
																								_snake_case      :							Any     	=    config[key]
																								del config[key]

												_snake_case      :							List[str]     	=    [k.replace("UNetRes", "") for k in config["down_block_types"]]
												_snake_case      :							Any     	=    [k.replace("UNetRes", "") for k in config["up_block_types"]]

						if do_only_weights:
												_snake_case      :							Optional[int]     	=    torch.load(os.path.join(args.repo_path, subfolder, "diffusion_pytorch_model.bin"))

												_snake_case      :							Any     	=    {}
												for param_key, param_value in state_dict.items():
																		if param_key.endswith(".op.bias") or param_key.endswith(".op.weight"):
																								continue
																		_snake_case      :							List[Any]     	=    False
																		for key, new_key in key_parameters_to_change.items():
																								if not has_changed and param_key.split(".")[0] == key:
																														_snake_case      :							Dict     	=    param_value
																														_snake_case      :							Any     	=    True
																		if not has_changed:
																								_snake_case      :							int     	=    param_value

												model.load_state_dict(new_state_dict)
												model.save_pretrained(os.path.join(args.repo_path, subfolder))


# Imports
import numpy as np





class   UpperCamelCase_      :







						'''simple docstring'''



						def __init__(			self							:Optional[int]		,    lowerCAmelCase__							:int=None		,    lowerCAmelCase__							:List[str]=None		,    lowerCAmelCase__							:int=None		,    lowerCAmelCase__							:Optional[int]=None		,    lowerCAmelCase__							:List[str]=None     )  ->int:
										self.set_matricies(red=lowerCAmelCase__		,    green=lowerCAmelCase__		,    blue=lowerCAmelCase__		,    red_edge=lowerCAmelCase__		,    nir=lowerCAmelCase__     )





						def        SCREAMING_SNAKE_CASE(			self							:Optional[Any]		,    lowerCAmelCase__							:List[Any]=None		,    lowerCAmelCase__							:Any=None		,    lowerCAmelCase__							:Tuple=None		,    lowerCAmelCase__							:Optional[Any]=None		,    lowerCAmelCase__							:Optional[Any]=None     )  ->List[Any]:
										if red is not None:
														lowercase         =      red
										if green is not None:
														lowercase         =      green
										if blue is not None:
														lowercase         =      blue
										if red_edge is not None:
														lowercase         =      red_edge
										if nir is not None:
														lowercase         =      nir
										return True





						def        SCREAMING_SNAKE_CASE(			self							:Optional[Any]		,    lowerCAmelCase__							:Dict=""		,    lowerCAmelCase__							:Optional[Any]=None		,    lowerCAmelCase__							:Union[str, Any]=None		,    lowerCAmelCase__							:int=None		,    lowerCAmelCase__							:int=None		,    lowerCAmelCase__							:Union[str, Any]=None     )  ->Optional[Any]:
										self.set_matricies(red=lowerCAmelCase__		,    green=lowerCAmelCase__		,    blue=lowerCAmelCase__		,    red_edge=lowerCAmelCase__		,    nir=lowerCAmelCase__     )
										lowercase         =      {
										    "ARVI2": self.arvaa,
										    "CCCI": self.ccci,
										    "CVI": self.cvi,
										    "GLI": self.gli,
										    "NDVI": self.ndvi,
										    "BNDVI": self.bndvi,
										    "redEdgeNDVI": self.red_edge_ndvi,
										    "GNDVI": self.gndvi,
										    "GBNDVI": self.gbndvi,
										    "GRNDVI": self.grndvi,
										    "RBNDVI": self.rbndvi,
										    "PNDVI": self.pndvi,
										    "ATSAVI": self.atsavi,
										    "BWDRVI": self.bwdrvi,
										    "CIgreen": self.ci_green,
										    "CIrededge": self.ci_rededge,
										    "CI": self.ci,
										    "CTVI": self.ctvi,
										    "GDVI": self.gdvi,
										    "EVI": self.evi,
										    "GEMI": self.gemi,
										    "GOSAVI": self.gosavi,
										    "GSAVI": self.gsavi,
										    "Hue": self.hue,
										    "IVI": self.ivi,
										    "IPVI": self.ipvi,
										    "I": self.i,
										    "RVI": self.rvi,
										    "MRVI": self.mrvi,
										    "MSAVI": self.m_savi,
										    "NormG": self.norm_g,
										    "NormNIR": self.norm_nir,
										    "NormR": self.norm_r,
										    "NGRDI": self.ngrdi,
										    "RI": self.ri,
										    "S": self.s,
										    "IF": self._if,
										    "DVI": self.dvi,
										    "TVI": self.tvi,
										    "NDRE": self.ndre,
										}

										try:
														return funcs[index]()
										except KeyError:
														print("Index not in the list!"     )
														return False





						def        SCREAMING_SNAKE_CASE(			self							:Any     )  ->int:
										return -0.18 + (1.17 * ((self.nir - self.red) / (self.nir + self.red)))





						def        SCREAMING_SNAKE_CASE(			self							:List[str]     )  ->int:
										return ((self.nir - self.redEdge) / (self.nir + self.redEdge)) / (
										    (self.nir - self.red) / (self.nir + self.red)
										)





						def        SCREAMING_SNAKE_CASE(			self							:int     )  ->Tuple:
										return self.nir * (self.red / (self.green**2))





						def        SCREAMING_SNAKE_CASE(			self							:List[str]     )  ->Dict:
										return (2 * self.green - self.red - self.blue) / (
										    2 * self.green + self.red + self.blue
										)





						def        SCREAMING_SNAKE_CASE(			self							:str     )  ->Optional[int]:
										return (self.nir - self.red) / (self.nir + self.red)





						def        SCREAMING_SNAKE_CASE(			self							:str     )  ->int:
										return (self.nir - self.blue) / (self.nir + self.blue)





						def        SCREAMING_SNAKE_CASE(			self							:List[str]     )  ->List[str]:
										return (self.redEdge - self.red) / (self.redEdge + self.red)





						def        SCREAMING_SNAKE_CASE(			self							:Optional[int]     )  ->str:
										return (self.nir - self.green) / (self.nir + self.green)





						def        SCREAMING_SNAKE_CASE(			self							:int     )  ->Any:
										return (self.nir - (self.green + self.blue)) / (
										    self.nir + (self.green + self.blue)
										)





						def        SCREAMING_SNAKE_CASE(			self							:Union[str, Any]     )  ->List[Any]:
										return (self.nir - (self.green + self.red)) / (
										    self.nir + (self.green + self.red)
										)





						def        SCREAMING_SNAKE_CASE(			self							:Optional[Any]     )  ->Union[str, Any]:
										return (self.nir - (self.blue + self.red)) / (self.nir + (self.blue + self.red))





						def        SCREAMING_SNAKE_CASE(			self							:Any     )  ->Union[str, Any]:
										return (self.nir - (self.green + self.red + self.blue)) / (
										    self.nir + (self.green + self.red + self.blue)
										)





						def        SCREAMING_SNAKE_CASE(			self							:Tuple		,    lowerCAmelCase__							:Union[str, Any]=0.08		,    lowerCAmelCase__							:Dict=1.22		,    lowerCAmelCase__							:Tuple=0.03     )  ->Tuple:
										return a * (
										    (self.nir - a * self.red - b)
										    / (a * self.nir + self.red - a * b + x * (1 + a**2))
										)





						def        SCREAMING_SNAKE_CASE(			self							:Dict     )  ->Any:
										return (0.1 * self.nir - self.blue) / (0.1 * self.nir + self.blue)





						def        SCREAMING_SNAKE_CASE(			self							:Optional[Any]     )  ->int:
										return (self.nir / self.green) - 1





						def        SCREAMING_SNAKE_CASE(			self							:int     )  ->List[str]:
										return (self.nir / self.redEdge) - 1





						def        SCREAMING_SNAKE_CASE(			self							:Union[str, Any]     )  ->List[Any]:
										return (self.red - self.blue) / self.red





						def        SCREAMING_SNAKE_CASE(			self							:Any     )  ->int:
										lowercase         =      self.ndvi()
										return ((ndvi + 0.5) / (abs(ndvi + 0.5     ))) * (abs(ndvi + 0.5     ) ** (1 / 2))





						def        SCREAMING_SNAKE_CASE(			self							:List[str]     )  ->Optional[Any]:
										return self.nir - self.green





						def        SCREAMING_SNAKE_CASE(			self							:str     )  ->int:
										return 2.5 * (
										    (self.nir - self.red) / (self.nir + 6 * self.red - 7.5 * self.blue + 1)
										)





						def        SCREAMING_SNAKE_CASE(			self							:List[str]     )  ->Optional[Any]:
										lowercase         =      (2 * (self.nir**2 - self.red**2) + 1.5 * self.nir + 0.5 * self.red) / (
										    self.nir + self.red + 0.5
										)
										return n * (1 - 0.25 * n) - (self.red - 0.1_25) / (1 - self.red)





						def        SCREAMING_SNAKE_CASE(			self							:Union[str, Any]		,    lowerCAmelCase__							:Tuple=0.16     )  ->Any:
										return (self.nir - self.green) / (self.nir + self.green + y)





						def        SCREAMING_SNAKE_CASE(			self							:Dict		,    lowerCAmelCase__							:Any=0.5     )  ->str:
										return ((self.nir - self.green) / (self.nir + self.green + n)) * (1 + n)





						def        SCREAMING_SNAKE_CASE(			self							:int     )  ->List[str]:
										return np.arctan(
										    ((2 * self.red - self.green - self.blue) / 30.5) * (self.green - self.blue)     )





						def        SCREAMING_SNAKE_CASE(			self							:Any		,    lowerCAmelCase__							:str=None		,    lowerCAmelCase__							:Tuple=None     )  ->Dict:
										return (self.nir - b) / (a * self.red)





						def        SCREAMING_SNAKE_CASE(			self							:Optional[Any]     )  ->Dict:
										return (self.nir / ((self.nir + self.red) / 2)) * (self.ndvi() + 1)





						def        SCREAMING_SNAKE_CASE(			self							:str     )  ->List[Any]:
										return (self.red + self.green + self.blue) / 30.5





						def        SCREAMING_SNAKE_CASE(			self							:Tuple     )  ->Optional[Any]:
										return self.nir / self.red





						def        SCREAMING_SNAKE_CASE(			self							:Optional[int]     )  ->Dict:
										return (self.rvi() - 1) / (self.rvi() + 1)





						def        SCREAMING_SNAKE_CASE(			self							:Optional[Any]     )  ->Dict:
										return (
										    (2 * self.nir + 1)
										    - ((2 * self.nir + 1) ** 2 - 8 * (self.nir - self.red)) ** (1 / 2)
										) / 2





						def        SCREAMING_SNAKE_CASE(			self							:str     )  ->int:
										return self.green / (self.nir + self.red + self.green)





						def        SCREAMING_SNAKE_CASE(			self							:Any     )  ->Any:
										return self.nir / (self.nir + self.red + self.green)





						def        SCREAMING_SNAKE_CASE(			self							:int     )  ->Tuple:
										return self.red / (self.nir + self.red + self.green)





						def        SCREAMING_SNAKE_CASE(			self							:List[Any]     )  ->List[Any]:
										return (self.green - self.red) / (self.green + self.red)





						def        SCREAMING_SNAKE_CASE(			self							:List[str]     )  ->str:
										return (self.red - self.green) / (self.red + self.green)





						def        SCREAMING_SNAKE_CASE(			self							:Union[str, Any]     )  ->List[str]:
										lowercase         =      np.max([np.max(self.red     ), np.max(self.green     ), np.max(self.blue     )]     )
										lowercase         =      np.min([np.min(self.red     ), np.min(self.green     ), np.min(self.blue     )]     )
										return (max_value - min_value) / max_value





						def        SCREAMING_SNAKE_CASE(			self							:List[str]     )  ->Any:
										return (2 * self.red - self.green - self.blue) / (self.green - self.blue)





						def        SCREAMING_SNAKE_CASE(			self							:List[str]     )  ->List[Any]:
										return self.nir / self.red





						def        SCREAMING_SNAKE_CASE(			self							:Any     )  ->List[str]:
										return (self.ndvi() + 0.5) ** (1 / 2)





						def        SCREAMING_SNAKE_CASE(			self							:Optional[int]     )  ->Union[str, Any]:
										return (self.nir - self.redEdge) / (self.nir + self.redEdge)
