




"""simple docstring"""







import argparse
from argparse import Namespace

import torch
from torch import nn

from transformers import XGLMConfig, XGLMForCausalLM





def 							lowercase					(snake_case__   : Union[str, Any] )     ->  List[str]:


				'''simple docstring'''






				lowerCAmelCase  =				[
				    """decoder.version""",
				    """decoder.output_projection.weight""",
				    """_float_tensor""",
				    """decoder.embed_positions._float_tensor""",
				]
				for k in ignore_keys:
								state_dict.pop(snake_case__      ,       snake_case__ )





def 							lowercase					(snake_case__   : List[str] )     ->  Optional[int]:


				'''simple docstring'''






				lowerCAmelCase ,						lowerCAmelCase  =				emb.weight.shape
				lowerCAmelCase  =				nn.Linear(snake_case__      ,       snake_case__      ,       bias=snake_case__ )
				lowerCAmelCase  =				emb.weight.data
				return lin_layer





def 							lowercase					(snake_case__   : str )     ->  Optional[Any]:


				'''simple docstring'''






				lowerCAmelCase  =				torch.load(snake_case__      ,       map_location="""cpu""" )
				lowerCAmelCase  =				Namespace(**checkpoint["""cfg"""]["""model"""] )
				lowerCAmelCase  =				checkpoint["""model"""]
				remove_ignore_keys_(snake_case__ )
				lowerCAmelCase  =				state_dict["""decoder.embed_tokens.weight"""].shape[0]

				lowerCAmelCase  =				{key.replace("""decoder"""      ,       """model""" ): val for key, val in state_dict.items()}

				lowerCAmelCase  =				XGLMConfig(
				    vocab_size=snake_case__      ,       max_position_embeddings=args.max_target_positions      ,       num_layers=args.decoder_layers      ,       attention_heads=args.decoder_attention_heads      ,       ffn_dim=args.decoder_ffn_embed_dim      ,       d_model=args.decoder_embed_dim      ,       layerdrop=args.decoder_layerdrop      ,       dropout=args.dropout      ,       attention_dropout=args.attention_dropout      ,       activation_dropout=args.activation_dropout      ,       activation_function="""gelu"""      ,       scale_embedding=not args.no_scale_embedding      ,       tie_word_embeddings=args.share_decoder_input_output_embed      ,       )

				lowerCAmelCase  =				XGLMForCausalLM(snake_case__ )
				lowerCAmelCase  =				model.load_state_dict(snake_case__      ,       strict=snake_case__ )
				print(snake_case__ )
				lowerCAmelCase  =				make_linear_from_emb(model.model.embed_tokens )

				return model


if __name__ == "__main__":
						a      =							argparse.ArgumentParser()
						# Required parameters
						parser.add_argument('fairseq_path', type=str, help='path to a model.pt on local filesystem.')
						parser.add_argument('pytorch_dump_folder_path', default=None, type=str, help='Path to the output PyTorch model.')
						a      =							parser.parse_args()
						a      =							convert_fairseq_xglm_checkpoint_from_disk(args.fairseq_path)
						model.save_pretrained(args.pytorch_dump_folder_path)











"""simple docstring"""







from collections import deque
from math import floor
from random import random
from time import time






class       SCREAMING_SNAKE_CASE__					:


						def __init__(							self				:			Union[str, Any]					):
										lowerCAmelCase  =				{}


						def   __lowercase (							self				:			Optional[int]						,						lowerCAmelCase				:			Union[str, Any]						,						lowerCAmelCase				:			Optional[Any]						,						lowerCAmelCase				:			Union[str, Any]=1					):
										if self.graph.get(lowerCAmelCase					):
														if self.graph[u].count([w, v]					) == 0:
																		self.graph[u].append([w, v]					)
										else:
														lowerCAmelCase  =				[[w, v]]
										if not self.graph.get(lowerCAmelCase					):
														lowerCAmelCase  =				[]


						def   __lowercase (							self				:			Optional[int]					):
										return list(self.graph					)


						def   __lowercase (							self				:			Optional[Any]						,						lowerCAmelCase				:			Optional[Any]						,						lowerCAmelCase				:			Dict					):
										if self.graph.get(lowerCAmelCase					):
														for _ in self.graph[u]:
																		if _[1] == v:
																						self.graph[u].remove(lowerCAmelCase					)


						def   __lowercase (							self				:			List[str]						,						lowerCAmelCase				:			Tuple=-2						,						lowerCAmelCase				:			List[Any]=-1					):
										if s == d:
														return []
										lowerCAmelCase  =				[]
										lowerCAmelCase  =				[]
										if s == -2:
														lowerCAmelCase  =				list(self.graph					)[0]
										stack.append(lowerCAmelCase					)
										visited.append(lowerCAmelCase					)
										lowerCAmelCase  =				s

										while True:
														# check if there is any non isolated nodes
														if len(self.graph[s]					) != 0:
																		lowerCAmelCase  =				s
																		for node in self.graph[s]:
																						if visited.count(node[1]					) < 1:
																										if node[1] == d:
																														visited.append(lowerCAmelCase					)
																														return visited
																										else:
																														stack.append(node[1]					)
																														visited.append(node[1]					)
																														lowerCAmelCase  =				node[1]
																														break

            # check if all the children are visited
														if s == ss:
																		stack.pop()
																		if len(lowerCAmelCase					) != 0:
																						lowerCAmelCase  =				stack[len(lowerCAmelCase					) - 1]
														else:
																		lowerCAmelCase  =				ss

														# check if se have reached the starting point
														if len(lowerCAmelCase					) == 0:
																		return visited


						def   __lowercase (							self				:			Tuple						,						lowerCAmelCase				:			Any=-1					):
										if c == -1:
														lowerCAmelCase  =				floor(random() * 1_0000					) + 10
										for i in range(lowerCAmelCase					):
														# every vertex has max 100 edges
														for _ in range(floor(random() * 102					) + 1					):
																		lowerCAmelCase  =				floor(random() * c					) + 1
																		if n != i:
																						self.add_pair(lowerCAmelCase						,						lowerCAmelCase						,						1					)


						def   __lowercase (							self				:			Optional[int]						,						lowerCAmelCase				:			List[str]=-2					):
										lowerCAmelCase  =				deque()
										lowerCAmelCase  =				[]
										if s == -2:
														lowerCAmelCase  =				list(self.graph					)[0]
										d.append(lowerCAmelCase					)
										visited.append(lowerCAmelCase					)
										while d:
														lowerCAmelCase  =				d.popleft()
														if len(self.graph[s]					) != 0:
																		for node in self.graph[s]:
																						if visited.count(node[1]					) < 1:
																										d.append(node[1]					)
																										visited.append(node[1]					)
										return visited


						def   __lowercase (							self				:			List[Any]						,						lowerCAmelCase				:			Union[str, Any]					):
										lowerCAmelCase  =				0
										for x in self.graph:
														for y in self.graph[x]:
																		if y[1] == u:
																						count += 1
										return count


						def   __lowercase (							self				:			int						,						lowerCAmelCase				:			Tuple					):
										return len(self.graph[u]					)


						def   __lowercase (							self				:			Optional[int]						,						lowerCAmelCase				:			Optional[Any]=-2					):
										lowerCAmelCase  =				[]
										lowerCAmelCase  =				[]
										if s == -2:
														lowerCAmelCase  =				list(self.graph					)[0]
										stack.append(lowerCAmelCase					)
										visited.append(lowerCAmelCase					)
										lowerCAmelCase  =				s
										lowerCAmelCase  =				[]

										while True:
														# check if there is any non isolated nodes
														if len(self.graph[s]					) != 0:
																		lowerCAmelCase  =				s
																		for node in self.graph[s]:
																						if visited.count(node[1]					) < 1:
																										stack.append(node[1]					)
																										visited.append(node[1]					)
																										lowerCAmelCase  =				node[1]
																										break

            # check if all the children are visited
														if s == ss:
																		sorted_nodes.append(stack.pop()					)
																		if len(lowerCAmelCase					) != 0:
																						lowerCAmelCase  =				stack[len(lowerCAmelCase					) - 1]
														else:
																		lowerCAmelCase  =				ss

														# check if se have reached the starting point
														if len(lowerCAmelCase					) == 0:
																		return sorted_nodes


						def   __lowercase (							self				:			Any					):
										lowerCAmelCase  =				[]
										lowerCAmelCase  =				[]
										lowerCAmelCase  =				list(self.graph					)[0]
										stack.append(lowerCAmelCase					)
										visited.append(lowerCAmelCase					)
										lowerCAmelCase  =				-2
										lowerCAmelCase  =				[]
										lowerCAmelCase  =				s
										lowerCAmelCase  =				False
										lowerCAmelCase  =				set()

										while True:
														# check if there is any non isolated nodes
														if len(self.graph[s]					) != 0:
																		lowerCAmelCase  =				s
																		for node in self.graph[s]:
																						if (
																						    visited.count(node[1]					) > 0
																						    and node[1] != parent
																						    and indirect_parents.count(node[1]					) > 0
																						    and not on_the_way_back
																						):
																										lowerCAmelCase  =				len(lowerCAmelCase					) - 1
																										while len_stack >= 0:
																														if stack[len_stack] == node[1]:
																																		anticipating_nodes.add(node[1]					)
																																		break
																														else:
																																		anticipating_nodes.add(stack[len_stack]					)
																																		len_stack -= 1
																						if visited.count(node[1]					) < 1:
																										stack.append(node[1]					)
																										visited.append(node[1]					)
																										lowerCAmelCase  =				node[1]
																										break

            # check if all the children are visited
														if s == ss:
																		stack.pop()
																		lowerCAmelCase  =				True
																		if len(lowerCAmelCase					) != 0:
																						lowerCAmelCase  =				stack[len(lowerCAmelCase					) - 1]
														else:
																		lowerCAmelCase  =				False
																		indirect_parents.append(lowerCAmelCase					)
																		lowerCAmelCase  =				s
																		lowerCAmelCase  =				ss

														# check if se have reached the starting point
														if len(lowerCAmelCase					) == 0:
																		return list(lowerCAmelCase					)


						def   __lowercase (							self				:			Tuple					):
										lowerCAmelCase  =				[]
										lowerCAmelCase  =				[]
										lowerCAmelCase  =				list(self.graph					)[0]
										stack.append(lowerCAmelCase					)
										visited.append(lowerCAmelCase					)
										lowerCAmelCase  =				-2
										lowerCAmelCase  =				[]
										lowerCAmelCase  =				s
										lowerCAmelCase  =				False
										lowerCAmelCase  =				set()

										while True:
														# check if there is any non isolated nodes
														if len(self.graph[s]					) != 0:
																		lowerCAmelCase  =				s
																		for node in self.graph[s]:
																						if (
																						    visited.count(node[1]					) > 0
																						    and node[1] != parent
																						    and indirect_parents.count(node[1]					) > 0
																						    and not on_the_way_back
																						):
																										lowerCAmelCase  =				len(lowerCAmelCase					) - 1
																										while len_stack_minus_one >= 0:
																														if stack[len_stack_minus_one] == node[1]:
																																		anticipating_nodes.add(node[1]					)
																																		break
																														else:
																																		return True
																						if visited.count(node[1]					) < 1:
																										stack.append(node[1]					)
																										visited.append(node[1]					)
																										lowerCAmelCase  =				node[1]
																										break

            # check if all the children are visited
														if s == ss:
																		stack.pop()
																		lowerCAmelCase  =				True
																		if len(lowerCAmelCase					) != 0:
																						lowerCAmelCase  =				stack[len(lowerCAmelCase					) - 1]
														else:
																		lowerCAmelCase  =				False
																		indirect_parents.append(lowerCAmelCase					)
																		lowerCAmelCase  =				s
																		lowerCAmelCase  =				ss

														# check if se have reached the starting point
														if len(lowerCAmelCase					) == 0:
																		return False


						def   __lowercase (							self				:			List[Any]						,						lowerCAmelCase				:			Any=-2						,						lowerCAmelCase				:			Tuple=-1					):
										lowerCAmelCase  =				time()
										self.dfs(lowerCAmelCase						,						lowerCAmelCase					)
										lowerCAmelCase  =				time()
										return end - begin




						def   __lowercase (							self				:			int						,						lowerCAmelCase				:			str=-2					):
										lowerCAmelCase  =				time()
										self.bfs(lowerCAmelCase					)
										lowerCAmelCase  =				time()
										return end - begin






class       SCREAMING_SNAKE_CASE__					:


						def __init__(							self				:			int					):
										lowerCAmelCase  =				{}


						def   __lowercase (							self				:			Optional[Any]						,						lowerCAmelCase				:			Tuple						,						lowerCAmelCase				:			str						,						lowerCAmelCase				:			str=1					):
										# check if the u exists
										if self.graph.get(lowerCAmelCase					):
														# if there already is a edge
														if self.graph[u].count([w, v]					) == 0:
																		self.graph[u].append([w, v]					)
										else:
														# if u does not exist
														lowerCAmelCase  =				[[w, v]]
										# add the other way
										if self.graph.get(lowerCAmelCase					):
														# if there already is a edge
														if self.graph[v].count([w, u]					) == 0:
																		self.graph[v].append([w, u]					)
										else:
														# if u does not exist
														lowerCAmelCase  =				[[w, u]]


						def   __lowercase (							self				:			Dict						,						lowerCAmelCase				:			Any						,						lowerCAmelCase				:			int					):
										if self.graph.get(lowerCAmelCase					):
														for _ in self.graph[u]:
																		if _[1] == v:
																						self.graph[u].remove(lowerCAmelCase					)
        # the other way round
										if self.graph.get(lowerCAmelCase					):
														for _ in self.graph[v]:
																		if _[1] == u:
																						self.graph[v].remove(lowerCAmelCase					)


						def   __lowercase (							self				:			Dict						,						lowerCAmelCase				:			Optional[int]=-2						,						lowerCAmelCase				:			Optional[Any]=-1					):
										if s == d:
														return []
										lowerCAmelCase  =				[]
										lowerCAmelCase  =				[]
										if s == -2:
														lowerCAmelCase  =				list(self.graph					)[0]
										stack.append(lowerCAmelCase					)
										visited.append(lowerCAmelCase					)
										lowerCAmelCase  =				s

										while True:
														# check if there is any non isolated nodes
														if len(self.graph[s]					) != 0:
																		lowerCAmelCase  =				s
																		for node in self.graph[s]:
																						if visited.count(node[1]					) < 1:
																										if node[1] == d:
																														visited.append(lowerCAmelCase					)
																														return visited
																										else:
																														stack.append(node[1]					)
																														visited.append(node[1]					)
																														lowerCAmelCase  =				node[1]
																														break

            # check if all the children are visited
														if s == ss:
																		stack.pop()
																		if len(lowerCAmelCase					) != 0:
																						lowerCAmelCase  =				stack[len(lowerCAmelCase					) - 1]
														else:
																		lowerCAmelCase  =				ss

														# check if se have reached the starting point
														if len(lowerCAmelCase					) == 0:
																		return visited


						def   __lowercase (							self				:			Any						,						lowerCAmelCase				:			Dict=-1					):
										if c == -1:
														lowerCAmelCase  =				floor(random() * 1_0000					) + 10
										for i in range(lowerCAmelCase					):
														# every vertex has max 100 edges
														for _ in range(floor(random() * 102					) + 1					):
																		lowerCAmelCase  =				floor(random() * c					) + 1
																		if n != i:
																						self.add_pair(lowerCAmelCase						,						lowerCAmelCase						,						1					)


						def   __lowercase (							self				:			int						,						lowerCAmelCase				:			Tuple=-2					):
										lowerCAmelCase  =				deque()
										lowerCAmelCase  =				[]
										if s == -2:
														lowerCAmelCase  =				list(self.graph					)[0]
										d.append(lowerCAmelCase					)
										visited.append(lowerCAmelCase					)
										while d:
														lowerCAmelCase  =				d.popleft()
														if len(self.graph[s]					) != 0:
																		for node in self.graph[s]:
																						if visited.count(node[1]					) < 1:
																										d.append(node[1]					)
																										visited.append(node[1]					)
										return visited


						def   __lowercase (							self				:			List[str]						,						lowerCAmelCase				:			str					):
										return len(self.graph[u]					)


						def   __lowercase (							self				:			Optional[Any]					):
										lowerCAmelCase  =				[]
										lowerCAmelCase  =				[]
										lowerCAmelCase  =				list(self.graph					)[0]
										stack.append(lowerCAmelCase					)
										visited.append(lowerCAmelCase					)
										lowerCAmelCase  =				-2
										lowerCAmelCase  =				[]
										lowerCAmelCase  =				s
										lowerCAmelCase  =				False
										lowerCAmelCase  =				set()

										while True:
														# check if there is any non isolated nodes
														if len(self.graph[s]					) != 0:
																		lowerCAmelCase  =				s
																		for node in self.graph[s]:
																						if (
																						    visited.count(node[1]					) > 0
																						    and node[1] != parent
																						    and indirect_parents.count(node[1]					) > 0
																						    and not on_the_way_back
																						):
																										lowerCAmelCase  =				len(lowerCAmelCase					) - 1
																										while len_stack >= 0:
																														if stack[len_stack] == node[1]:
																																		anticipating_nodes.add(node[1]					)
																																		break
																														else:
																																		anticipating_nodes.add(stack[len_stack]					)
																																		len_stack -= 1
																						if visited.count(node[1]					) < 1:
																										stack.append(node[1]					)
																										visited.append(node[1]					)
																										lowerCAmelCase  =				node[1]
																										break

            # check if all the children are visited
														if s == ss:
																		stack.pop()
																		lowerCAmelCase  =				True
																		if len(lowerCAmelCase					) != 0:
																						lowerCAmelCase  =				stack[len(lowerCAmelCase					) - 1]
														else:
																		lowerCAmelCase  =				False
																		indirect_parents.append(lowerCAmelCase					)
																		lowerCAmelCase  =				s
																		lowerCAmelCase  =				ss

														# check if se have reached the starting point
														if len(lowerCAmelCase					) == 0:
																		return list(lowerCAmelCase					)


						def   __lowercase (							self				:			int					):
										lowerCAmelCase  =				[]
										lowerCAmelCase  =				[]
										lowerCAmelCase  =				list(self.graph					)[0]
										stack.append(lowerCAmelCase					)
										visited.append(lowerCAmelCase					)
										lowerCAmelCase  =				-2
										lowerCAmelCase  =				[]
										lowerCAmelCase  =				s
										lowerCAmelCase  =				False
										lowerCAmelCase  =				set()

										while True:
														# check if there is any non isolated nodes
														if len(self.graph[s]					) != 0:
																		lowerCAmelCase  =				s
																		for node in self.graph[s]:
																						if (
																						    visited.count(node[1]					) > 0
																						    and node[1] != parent
																						    and indirect_parents.count(node[1]					) > 0
																						    and not on_the_way_back
																						):
																										lowerCAmelCase  =				len(lowerCAmelCase					) - 1
																										while len_stack_minus_one >= 0:
																														if stack[len_stack_minus_one] == node[1]:
																																		anticipating_nodes.add(node[1]					)
																																		break
																														else:
																																		return True
																						if visited.count(node[1]					) < 1:
																										stack.append(node[1]					)
																										visited.append(node[1]					)
																										lowerCAmelCase  =				node[1]
																										break

            # check if all the children are visited
														if s == ss:
																		stack.pop()
																		lowerCAmelCase  =				True
																		if len(lowerCAmelCase					) != 0:
																						lowerCAmelCase  =				stack[len(lowerCAmelCase					) - 1]
														else:
																		lowerCAmelCase  =				False
																		indirect_parents.append(lowerCAmelCase					)
																		lowerCAmelCase  =				s
																		lowerCAmelCase  =				ss

														# check if se have reached the starting point
														if len(lowerCAmelCase					) == 0:
																		return False


						def   __lowercase (							self				:			str					):
										return list(self.graph					)


						def   __lowercase (							self				:			Dict						,						lowerCAmelCase				:			Dict=-2						,						lowerCAmelCase				:			List[str]=-1					):
										lowerCAmelCase  =				time()
										self.dfs(lowerCAmelCase						,						lowerCAmelCase					)
										lowerCAmelCase  =				time()
										return end - begin




						def   __lowercase (							self				:			str						,						lowerCAmelCase				:			Union[str, Any]=-2					):
										lowerCAmelCase  =				time()
										self.bfs(lowerCAmelCase					)
										lowerCAmelCase  =				time()
										return end - begin





