

from typing import Any







class        a__       :







  """simple docstring"""




  def __init__(			self    : Union[str, Any]				,				UpperCAmelCase__    : Any		)					->List[str]:
        """simple docstring"""







        SCREAMING_SNAKE_CASE :      str       =   data
        SCREAMING_SNAKE_CASE :      int       =   None




  def __repr__(			self    : Dict		)					->Union[str, Any]:
        """simple docstring"""







        return f"Node({self.data})"







class        a__       :







  """simple docstring"""




  def __init__(			self    : Optional[Any]		)					->Union[str, Any]:
        """simple docstring"""







        SCREAMING_SNAKE_CASE :      str       =   None


  def __iter__(			self    : int		)					->Any:
        """simple docstring"""







        SCREAMING_SNAKE_CASE :      List[str]       =   self.head
        while node:
              yield node.data
              SCREAMING_SNAKE_CASE :      Tuple       =   node.next


  def __len__(			self    : Optional[int]		)					->Optional[int]:
        """simple docstring"""







        return sum(1 for _ in self		)


  def __repr__(			self    : Optional[Any]		)					->Tuple:
        """simple docstring"""







        return "->".join([str(__lowercase		) for item in self]		)


  def __getitem__(			self    : Dict				,				UpperCAmelCase__    : int		)					->int:
        """simple docstring"""







        if not 0 <= index < len(self		):
              raise ValueError("""list index out of range."""		)
        for i, node in enumerate(self		):
              if i == index:
                    return node
        return None


  def __setitem__(			self    : str				,				UpperCAmelCase__    : int				,				UpperCAmelCase__    : Any		)					->Optional[int]:
        """simple docstring"""







        if not 0 <= index < len(self		):
              raise ValueError("""list index out of range."""		)
        SCREAMING_SNAKE_CASE :      str       =   self.head
        for _ in range(__lowercase		):
              SCREAMING_SNAKE_CASE :      List[str]       =   current.next
        SCREAMING_SNAKE_CASE :      Dict       =   data


  def  _lowercase      (			self    : int				,				UpperCAmelCase__    : Any		)					->Optional[Any]:
        """simple docstring"""







        self.insert_nth(len(self		)				,				__lowercase		)


  def  _lowercase      (			self    : List[str]				,				UpperCAmelCase__    : Any		)					->int:
        """simple docstring"""







        self.insert_nth(0				,				__lowercase		)


  def  _lowercase      (			self    : List[Any]				,				UpperCAmelCase__    : int				,				UpperCAmelCase__    : Any		)					->List[str]:
        """simple docstring"""







        if not 0 <= index <= len(self		):
              raise IndexError("""list index out of range"""		)
        SCREAMING_SNAKE_CASE :      List[str]       =   Node(__lowercase		)
        if self.head is None:
              SCREAMING_SNAKE_CASE :      Tuple       =   new_node
        elif index == 0:
              SCREAMING_SNAKE_CASE :      Any       =   self.head  # link new_node to head
              SCREAMING_SNAKE_CASE :      Dict       =   new_node
        else:
              SCREAMING_SNAKE_CASE :      Optional[Any]       =   self.head
              for _ in range(index - 1		):
                    SCREAMING_SNAKE_CASE :      int       =   temp.next
              SCREAMING_SNAKE_CASE :      str       =   temp.next
              SCREAMING_SNAKE_CASE :      Any       =   new_node


  def  _lowercase      (			self    : Optional[int]		)					->Tuple:  # print every node data
        """simple docstring"""







        print(self		)


  def  _lowercase      (			self    : Tuple		)					->List[str]:
        """simple docstring"""







        return self.delete_nth(0		)


  def  _lowercase      (			self    : Dict		)					->List[str]:  # delete from tail
        """simple docstring"""







        return self.delete_nth(len(self		) - 1		)


  def  _lowercase      (			self    : int				,				UpperCAmelCase__    : int = 0		)					->List[Any]:
        """simple docstring"""







        if not 0 <= index <= len(self		) - 1:  # test if index is valid
              raise IndexError("""List index out of range."""		)
        SCREAMING_SNAKE_CASE :      Tuple       =   self.head  # default first node
        if index == 0:
              SCREAMING_SNAKE_CASE :      Optional[int]       =   self.head.next
        else:
              SCREAMING_SNAKE_CASE :      Any       =   self.head
              for _ in range(index - 1		):
                    SCREAMING_SNAKE_CASE :      str       =   temp.next
              SCREAMING_SNAKE_CASE :      Dict       =   temp.next
              SCREAMING_SNAKE_CASE :      List[str]       =   temp.next.next
        return delete_node.data


  def  _lowercase      (			self    : Optional[Any]		)					->Any:
        """simple docstring"""







        return self.head is None




  def  _lowercase      (			self    : List[Any]		)					->List[str]:
        """simple docstring"""







        SCREAMING_SNAKE_CASE :      Dict       =   None
        SCREAMING_SNAKE_CASE :      Tuple       =   self.head

        while current:
              # Store the current node's next node.
              SCREAMING_SNAKE_CASE :      Union[str, Any]       =   current.next
              # Make the current node's next point backwards
              SCREAMING_SNAKE_CASE :      Dict       =   prev
              # Make the previous node be the current node
              SCREAMING_SNAKE_CASE :      Optional[int]       =   current
              # Make the current node the next node (to progress iteration)
              SCREAMING_SNAKE_CASE :      Dict       =   next_node
        # Return prev in order to put the head at the end
        SCREAMING_SNAKE_CASE :      Any       =   prev






def 					__lowercase      (     )     ->						int:

      '''simple docstring'''





      SCREAMING_SNAKE_CASE :      Union[str, Any]       =   LinkedList()
      assert linked_list.is_empty() is True
      assert str(SCREAMING_SNAKE_CASE_			) == ""

      try:
            linked_list.delete_head()
            raise AssertionError  # This should not happen.
      except IndexError:
            assert True  # This should happen.

      try:
            linked_list.delete_tail()
            raise AssertionError  # This should not happen.
      except IndexError:
            assert True  # This should happen.

      for i in range(10			):
            assert len(SCREAMING_SNAKE_CASE_			) == i
            linked_list.insert_nth(SCREAMING_SNAKE_CASE_						,    i + 1			)
      assert str(SCREAMING_SNAKE_CASE_			) == "->".join(str(SCREAMING_SNAKE_CASE_			) for i in range(1						,    11			)			)

      linked_list.insert_head(0			)
      linked_list.insert_tail(11			)
      assert str(SCREAMING_SNAKE_CASE_			) == "->".join(str(SCREAMING_SNAKE_CASE_			) for i in range(0						,    12			)			)

      assert linked_list.delete_head() == 0
      assert linked_list.delete_nth(9			) == 10
      assert linked_list.delete_tail() == 11
      assert len(SCREAMING_SNAKE_CASE_			) == 9
      assert str(SCREAMING_SNAKE_CASE_			) == "->".join(str(SCREAMING_SNAKE_CASE_			) for i in range(1						,    10			)			)

      assert all(linked_list[i] == i + 1 for i in range(0						,    9			)			) is True

      for i in range(0						,    9			):
            SCREAMING_SNAKE_CASE :      Any       =   -i
      assert all(linked_list[i] == -i for i in range(0						,    9			)			) is True

      linked_list.reverse()
      assert str(SCREAMING_SNAKE_CASE_			) == "->".join(str(SCREAMING_SNAKE_CASE_			) for i in range(-8						,    1			)			)






def 					__lowercase      (     )     ->						Optional[Any]:

      '''simple docstring'''





      SCREAMING_SNAKE_CASE :      int       =   [
          -9,
          100,
          Node(77345112			),
          """dlrow olleH""",
          7,
          5555,
          0,
          -192.55555,
          """Hello, world!""",
          77.9,
          Node(10			),
          None,
          None,
          12.20,
      ]
      SCREAMING_SNAKE_CASE :      Optional[Any]       =   LinkedList()

      for i in test_input:
            linked_list.insert_tail(SCREAMING_SNAKE_CASE_			)

      # Check if it's empty or not
      assert linked_list.is_empty() is False
      assert (
          str(SCREAMING_SNAKE_CASE_			) == "-9->100->Node(77345112)->dlrow olleH->7->5555->0->"
          "-192.55555->Hello, world!->77.9->Node(10)->None->None->12.2"
      )

      # Delete the head
      SCREAMING_SNAKE_CASE :      List[Any]       =   linked_list.delete_head()
      assert result == -9
      assert (
          str(SCREAMING_SNAKE_CASE_			) == "100->Node(77345112)->dlrow olleH->7->5555->0->-192.55555->"
          "Hello, world!->77.9->Node(10)->None->None->12.2"
      )

      # Delete the tail
      SCREAMING_SNAKE_CASE :      Any       =   linked_list.delete_tail()
      assert result == 12.2
      assert (
          str(SCREAMING_SNAKE_CASE_			) == "100->Node(77345112)->dlrow olleH->7->5555->0->-192.55555->"
          "Hello, world!->77.9->Node(10)->None->None"
      )

      # Delete a node in specific location in linked list
      SCREAMING_SNAKE_CASE :      Dict       =   linked_list.delete_nth(10			)
      assert result is None
      assert (
          str(SCREAMING_SNAKE_CASE_			) == "100->Node(77345112)->dlrow olleH->7->5555->0->-192.55555->"
          "Hello, world!->77.9->Node(10)->None"
      )

      # Add a Node instance to its head
      linked_list.insert_head(Node("""Hello again, world!"""			)			)
      assert (
          str(SCREAMING_SNAKE_CASE_			)
          == "Node(Hello again, world!)->100->Node(77345112)->dlrow olleH->"
          "7->5555->0->-192.55555->Hello, world!->77.9->Node(10)->None"
      )

      # Add None to its tail
      linked_list.insert_tail(SCREAMING_SNAKE_CASE_			)
      assert (
          str(SCREAMING_SNAKE_CASE_			)
          == "Node(Hello again, world!)->100->Node(77345112)->dlrow olleH->"
          "7->5555->0->-192.55555->Hello, world!->77.9->Node(10)->None->None"
      )

      # Reverse the linked list
      linked_list.reverse()
      assert (
          str(SCREAMING_SNAKE_CASE_			)
          == "None->None->Node(10)->77.9->Hello, world!->-192.55555->0->5555->"
          "7->dlrow olleH->Node(77345112)->100->Node(Hello again, world!)"
      )






def 					__lowercase      (     )     ->						Optional[int]:

      '''simple docstring'''





      from doctest import testmod

      testmod()

      SCREAMING_SNAKE_CASE :      List[Any]       =   LinkedList()
      linked_list.insert_head(input("""Inserting 1st at head """			).strip()			)
      linked_list.insert_head(input("""Inserting 2nd at head """			).strip()			)
      print("""\nPrint list:"""			)
      linked_list.print_list()
      linked_list.insert_tail(input("""\nInserting 1st at tail """			).strip()			)
      linked_list.insert_tail(input("""Inserting 2nd at tail """			).strip()			)
      print("""\nPrint list:"""			)
      linked_list.print_list()
      print("""\nDelete head"""			)
      linked_list.delete_head()
      print("""Delete tail"""			)
      linked_list.delete_tail()
      print("""\nPrint list:"""			)
      linked_list.print_list()
      print("""\nReverse linked list"""			)
      linked_list.reverse()
      print("""\nPrint list:"""			)
      linked_list.print_list()
      print("""\nString representation of linked list:"""			)
      print(SCREAMING_SNAKE_CASE_			)
      print("""\nReading/changing Node data using indexing:"""			)
      print(F"Element at Position 1: {linked_list[1]}"			)
      SCREAMING_SNAKE_CASE :      Tuple       =   input("""Enter New Value: """			).strip()
      print("""New list:"""			)
      print(SCREAMING_SNAKE_CASE_			)
      print(F"length of linked_list is : {len(SCREAMING_SNAKE_CASE_			)}"			)


if __name__ == "__main__":
  main()







import argparse
import json
import os

import torch
from transformers.file_utils import has_file

from diffusers import UNetaDConditionModel, UNetaDModel


UpperCAmelCase__ :     Optional[Any]				    =    False
UpperCAmelCase__ :     Union[str, Any]				    =    True
UpperCAmelCase__ :     int				    =    False


if __name__ == "__main__":
  UpperCAmelCase__ :     List[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.""")

  UpperCAmelCase__ :     List[str]				    =    parser.parse_args()

  UpperCAmelCase__ :     Dict				    =    {
      """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""",
  }

  UpperCAmelCase__ :     str				    =    {
      """time_steps""": """time_proj""",
      """mid""": """mid_block""",
      """downsample_blocks""": """down_blocks""",
      """upsample_blocks""": """up_blocks""",
  }

  UpperCAmelCase__ :     Union[str, 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:
    UpperCAmelCase__ :     Union[str, Any]				    =    reader.read()
    UpperCAmelCase__ :     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"""):
    UpperCAmelCase__ :     int				    =    UNetaDModel(**config)
  else:
    UpperCAmelCase__ :     Optional[Any]				    =    UNetaDConditionModel if """ldm-text2im-large-256""" in args.repo_path else UNetaDModel
    UpperCAmelCase__ :     int				    =    class_name(**config)

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

  UpperCAmelCase__ :     Optional[Any]				    =    dict(model.config)

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

    UpperCAmelCase__ :     Optional[int]				    =    [k.replace("""UNetRes""", """""") for k in config["""down_block_types"""]]
    UpperCAmelCase__ :     Optional[int]				    =    [k.replace("""UNetRes""", """""") for k in config["""up_block_types"""]]

  if do_only_weights:
    UpperCAmelCase__ :     Dict				    =    torch.load(os.path.join(args.repo_path, subfolder, """diffusion_pytorch_model.bin"""))

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

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




