


'''simple docstring'''






class 						a__							:





							'''simple docstring'''






							def __init__(						self   ,       lowerCamelCase_   ,       lowerCamelCase_  )			->				Union[str, Any]:
														lowerCAmelCase__			  =      name
														lowerCAmelCase__			  =      val







							def __str__(						self  )			->				Optional[int]:
														return F"""{self.__class__.__name__}({self.name}, {self.val})"""







							def __lt__(						self   ,       lowerCamelCase_  )			->				str:
														return self.val < other.val




class 						a__							:





							'''simple docstring'''






							def __init__(						self   ,       lowerCamelCase_  )			->				Optional[int]:
														lowerCAmelCase__			  =      {}
														lowerCAmelCase__			  =      {}
														lowerCAmelCase__			  =      self.build_heap(lowerCamelCase_  )







							def __getitem__(						self   ,       lowerCamelCase_  )			->				Optional[int]:
														return self.get_value(lowerCamelCase_  )







							def     __SCREAMING_SNAKE_CASE				(						self   ,       lowerCamelCase_  )			->				Dict:
														return (idx - 1) // 2







							def     __SCREAMING_SNAKE_CASE				(						self   ,       lowerCamelCase_  )			->				Dict:
														return idx * 2 + 1







							def     __SCREAMING_SNAKE_CASE				(						self   ,       lowerCamelCase_  )			->				Optional[Any]:
														return idx * 2 + 2







							def     __SCREAMING_SNAKE_CASE				(						self   ,       lowerCamelCase_  )			->				Any:
														return self.heap_dict[key]







							def     __SCREAMING_SNAKE_CASE				(						self   ,       lowerCamelCase_  )			->				Optional[int]:
														lowerCAmelCase__			  =      len(lowerCamelCase_  ) - 1
														lowerCAmelCase__			  =      self.get_parent_idx(lowerCamelCase_  )

														for idx, i in enumerate(lowerCamelCase_  ):
																					lowerCAmelCase__			  =      idx
																					lowerCAmelCase__			  =      i.val

														for i in range(lowerCamelCase_   ,       -1   ,       -1  ):
																					self.sift_down(lowerCamelCase_   ,       lowerCamelCase_  )
														return array







							def     __SCREAMING_SNAKE_CASE				(						self   ,       lowerCamelCase_   ,       lowerCamelCase_  )			->				Any:
														while True:
																					lowerCAmelCase__			  =      self.get_left_child_idx(lowerCamelCase_  )  # noqa: E741
																					lowerCAmelCase__			  =      self.get_right_child_idx(lowerCamelCase_  )

																					lowerCAmelCase__			  =      idx
																					if l < len(lowerCamelCase_  ) and array[l] < array[idx]:
																												lowerCAmelCase__			  =      l
																					if r < len(lowerCamelCase_  ) and array[r] < array[smallest]:
																												lowerCAmelCase__			  =      r

																					if smallest != idx:
																												lowerCAmelCase__  ,   lowerCAmelCase__			  =      array[smallest], array[idx]
																												(
																												    (
																												    lowerCAmelCase__
																												)  ,   (
																												    lowerCAmelCase__
																												)  ,   
																												)			  =      (
																												    self.idx_of_element[array[smallest]],
																												    self.idx_of_element[array[idx]],
																												)
																												lowerCAmelCase__			  =      smallest
																					else:
																												break







							def     __SCREAMING_SNAKE_CASE				(						self   ,       lowerCamelCase_  )			->				List[str]:
														lowerCAmelCase__			  =      self.get_parent_idx(lowerCamelCase_  )
														while p >= 0 and self.heap[p] > self.heap[idx]:
																					lowerCAmelCase__  ,   lowerCAmelCase__			  =      self.heap[idx], self.heap[p]
																					lowerCAmelCase__  ,   lowerCAmelCase__			  =      (
																					    self.idx_of_element[self.heap[idx]],
																					    self.idx_of_element[self.heap[p]],
																					)
																					lowerCAmelCase__			  =      p
																					lowerCAmelCase__			  =      self.get_parent_idx(lowerCamelCase_  )







							def     __SCREAMING_SNAKE_CASE				(						self  )			->				Tuple:
														return self.heap[0]







							def     __SCREAMING_SNAKE_CASE				(						self  )			->				List[str]:
														lowerCAmelCase__  ,   lowerCAmelCase__			  =      self.heap[-1], self.heap[0]
														lowerCAmelCase__  ,   lowerCAmelCase__			  =      (
														    self.idx_of_element[self.heap[-1]],
														    self.idx_of_element[self.heap[0]],
														)

														lowerCAmelCase__			  =      self.heap.pop()
														del self.idx_of_element[x]
														self.sift_down(0   ,       self.heap  )
														return x







							def     __SCREAMING_SNAKE_CASE				(						self   ,       lowerCamelCase_  )			->				Tuple:
														self.heap.append(lowerCamelCase_  )
														lowerCAmelCase__			  =      len(self.heap  ) - 1
														lowerCAmelCase__			  =      node.val
														self.sift_up(len(self.heap  ) - 1  )







							def     __SCREAMING_SNAKE_CASE				(						self  )			->				Optional[Any]:
														return len(self.heap  ) == 0







							def     __SCREAMING_SNAKE_CASE				(						self   ,       lowerCamelCase_   ,       lowerCamelCase_  )			->				str:
														assert (
														    self.heap[self.idx_of_element[node]].val > new_value
														), "newValue must be less that current value"
														lowerCAmelCase__			  =      new_value
														lowerCAmelCase__			  =      new_value
														self.sift_up(self.idx_of_element[node]  )

__UpperCAmelCase       							=				Node('''R''', -1)
__UpperCAmelCase       							=				Node('''B''', 6)
__UpperCAmelCase       							=				Node('''A''', 3)
__UpperCAmelCase       							=				Node('''X''', 1)
__UpperCAmelCase       							=				Node('''E''', 4)

# Use one of these two ways to generate Min-Heap

# Generating Min-Heap from array
__UpperCAmelCase       							=				MinHeap([r, b, a, x, e])

# Generating Min-Heap by Insert method
# myMinHeap.insert(a)
# myMinHeap.insert(b)
# myMinHeap.insert(x)
# myMinHeap.insert(r)
# myMinHeap.insert(e)

# Before
print('''Min Heap - before decrease key''')
for i in my_min_heap.heap:
		print(i)

print('''Min Heap - After decrease key of node [B -> -17]''')
my_min_heap.decrease_key(b, -17)

# After
for i in my_min_heap.heap:
		print(i)

if __name__ == "__main__":
		import doctest

		doctest.testmod()



'''simple docstring'''






import argparse

import OmegaConf
import torch

from diffusers import DDIMScheduler, LDMPipeline, UNetLDMModel, VQModel


def    _snake_case  (	A					,       A					,       A			)		->       Union[str, Any]:
							lowerCAmelCase__			  =      OmegaConf.load(A			)
							lowerCAmelCase__			  =      torch.load(A					,       map_location='''cpu'''			)['''model''']
							lowerCAmelCase__			  =      list(state_dict.keys()			)

							# extract state_dict for VQVAE
							lowerCAmelCase__			  =      {}
							lowerCAmelCase__			  =      '''first_stage_model.'''
							for key in keys:
														if key.startswith(A			):
																					lowerCAmelCase__			  =      state_dict[key]

    # extract state_dict for UNetLDM
							lowerCAmelCase__			  =      {}
							lowerCAmelCase__			  =      '''model.diffusion_model.'''
							for key in keys:
														if key.startswith(A			):
																					lowerCAmelCase__			  =      state_dict[key]

							lowerCAmelCase__			  =      config.model.params.first_stage_config.params
							lowerCAmelCase__			  =      config.model.params.unet_config.params

							lowerCAmelCase__			  =      VQModel(**A			).eval()
							vqvae.load_state_dict(A			)

							lowerCAmelCase__			  =      UNetLDMModel(**A			).eval()
							unet.load_state_dict(A			)

							lowerCAmelCase__			  =      DDIMScheduler(
							    timesteps=config.model.params.timesteps					,       beta_schedule='''scaled_linear'''					,       beta_start=config.model.params.linear_start					,       beta_end=config.model.params.linear_end					,       clip_sample=A					,       )

							lowerCAmelCase__			  =      LDMPipeline(A					,       A					,       A			)
							pipeline.save_pretrained(A			)


if __name__ == "__main__":
		__UpperCAmelCase       							=				argparse.ArgumentParser()
		parser.add_argument('''--checkpoint_path''', type=str, required=True)
		parser.add_argument('''--config_path''', type=str, required=True)
		parser.add_argument('''--output_path''', type=str, required=True)
		__UpperCAmelCase       							=				parser.parse_args()

		convert_ldm_original(args.checkpoint_path, args.config_path, args.output_path)