






"""simple docstring"""


import argparse
import itertools
import operator
import sys
from collections import OrderedDict

from run_eval import datetime_now, run_generate

from utils import ROUGE_KEYS


# A table of supported tasks and the list of scores in the order of importance to be sorted by.
# To add a new task, simply list the score names that `run_eval.run_generate()` returns
__SCREAMING_SNAKE_CASE      =      {
    'translation': ['bleu'],
    'summarization': ROUGE_KEYS,
}


def 					UpperCAmelCase			(				a__   ):





						'''simple docstring'''






						lowerCAmelCase      :Union[str, Any]				  = search.split()
						lowerCAmelCase      :Optional[Any]				  = dict((g.split('='   ) for g in groups)   )
						lowerCAmelCase      :Optional[Any]				  = list(entries.keys()   )
						lowerCAmelCase      :List[Any]				  = [[F"""--{k} {v}""" for v in vs.split(':'   )] for k, vs in entries.items()]
						lowerCAmelCase      :Optional[Any]				  = [list(a__   ) for x in itertools.product(*a__   )]
						return matrix, entry_names


def 					UpperCAmelCase			(				):





						'''simple docstring'''






						lowerCAmelCase      :Union[str, Any]				  = sys.argv[0]

						lowerCAmelCase      :Union[str, Any]				  = argparse.ArgumentParser(
						    usage=(
						        '\n\nImportant: this script accepts all arguments `run_eval.py` accepts and then a few extra, therefore'
						        ' refer to `run_eval.py -h` for the complete list.'
						    )   )
						parser.add_argument(
						    '--search'    ,			type=a__    ,			required=a__    ,			help='param space to search, e.g. "num_beams=5:10 length_penalty=0.8:1.0:1.2"'    ,			)
						parser.add_argument(
						    '--bs'    ,			type=a__    ,			default=8    ,			required=a__    ,			help='initial batch size (may get reduced if it\'s too big)'   )
						parser.add_argument('--task'    ,			type=a__    ,			help='used for task_specific_params + metrics'   )
						parser.add_argument(
						    '--info'    ,			nargs='?'    ,			type=a__    ,			const=datetime_now()    ,			help=(
						        'add custom notes to be printed before the results table. If no value is passed, the current datetime'
						        ' string will be used.'
						    )    ,			)
						lowerCAmelCase  ,   lowerCAmelCase      :Dict				  = parser.parse_known_args()
						# we share some of the args
						args_main.extend(['--task', args.task]   )
						lowerCAmelCase      :Dict				  = [prog] + args_main

						# to support variations like translation_en_to_de"
						lowerCAmelCase      :List[str]				  = 'translation' if 'translation' in args.task else 'summarization'

						lowerCAmelCase  ,   lowerCAmelCase      :int				  = parse_search_arg(args.search   )
						lowerCAmelCase      :str				  = task_score_names[task]  # score cols first
						lowerCAmelCase      :List[Any]				  = {col: len(str(a__   )   ) for col in col_names}
						lowerCAmelCase      :Any				  = []
						for r in matrix:
												lowerCAmelCase      :Dict				  = dict((x.replace('--'    ,			''   ).split() for x in r)   )
												lowerCAmelCase      :Dict				  = ' '.join(a__   ).split()
												args_exp.extend(['--bs', str(args.bs   )]   )  # in case we need to reduce its size due to CUDA OOM
												lowerCAmelCase      :Optional[int]				  = args_normal + args_exp

												# XXX: need to trap CUDA OOM and lower args.bs if that happens and retry

												lowerCAmelCase      :Optional[int]				  = run_generate(verbose=a__   )
												# make sure scores are first in the table
												lowerCAmelCase      :List[Any]				  = OrderedDict()
												for score in task_score_names[task]:
																		lowerCAmelCase      :List[str]				  = scores[score]
												result.update(a__   )
												results.append(a__   )

												# find widest entries
												for k, v in result.items():
																		lowerCAmelCase      :Union[str, Any]				  = len(str(a__   )   )
																		if l > col_widths[k]:
																								lowerCAmelCase      :List[Any]				  = l

						lowerCAmelCase      :Union[str, Any]				  = sorted(a__    ,			key=operator.itemgetter(*task_score_names[task]   )    ,			reverse=a__   )
						print(' | '.join([F"""{col:{col_widths[col]}}""" for col in col_names]   )   )
						print(' | '.join([F"""{"-"*col_widths[col]}""" for col in col_names]   )   )
						for row in results_sorted:
												print(' | '.join([F"""{row[col]:{col_widths[col]}}""" for col in col_names]   )   )

						lowerCAmelCase      :Union[str, Any]				  = results_sorted[0]
						for score in task_score_names[task]:
												del best[score]
						lowerCAmelCase      :List[Any]				  = [F"""--{k} {v}""" for k, v in best.items()]
						lowerCAmelCase      :Optional[int]				  = ['--bs', str(args.bs   )]
						if args.info:
												print(F"""\nInfo: {args.info}"""   )
						print('\nBest score args:'   )
						print(' '.join(args_main + best_args + dyn_args   )   )

						return results_sorted


if __name__ == "__main__":
		# Usage:
		# [normal-run_eval_search.py cmd plus] \
		# --search="num_beams=1:5:10 length_penalty=0.8:1:1.2 early_stopping=true:false"
		#
		# Example:
		# PYTHONPATH="src:examples/seq2seq" python examples/seq2seq/run_eval_search.py $MODEL_NAME \
		# $DATA_DIR/val.source $SAVE_DIR/test_translations.txt --reference_path $DATA_DIR/val.target \
		# --score_path $SAVE_DIR/test_bleu.json --bs $BS --task translation \
		# --search="num_beams=1:5:10 length_penalty=0.8:1:1.2 early_stopping=true:false"
		run_search()







"""simple docstring"""


from .number_theory.prime_numbers import next_prime




class 	__UpperCamelCase    :
					def __init__(       self       :  List[str]    ,   UpperCAmelCase       :  int    ,   UpperCAmelCase       :  int | None = None    ,   UpperCAmelCase       :  float | None = None    ,   )  ->					None:
											lowerCAmelCase      :Tuple				  = size_table
											lowerCAmelCase      :List[Any]				  = [None] * self.size_table
											lowerCAmelCase      :Tuple				  = 0.7_5 if lim_charge is None else lim_charge
											lowerCAmelCase      :str				  = 1 if charge_factor is None else charge_factor
											lowerCAmelCase      :list				  = []
											lowerCAmelCase      :dict				  = {}
					def 					UpperCAmelCase__   (       self       :  Optional[int]      )  ->					Union[str, Any]:
											return self._keys
					def 					UpperCAmelCase__   (       self       :  Dict      )  ->					Optional[Any]:
											return sum(1 for slot in self.values if slot is not None      ) / (
											    self.size_table * self.charge_factor
											)
					def 					UpperCAmelCase__   (       self       :  Any    ,   UpperCAmelCase       :  List[str]      )  ->					int:
											return key % self.size_table
					def 					UpperCAmelCase__   (       self       :  Dict    ,   UpperCAmelCase       :  Union[str, Any]      )  ->					int:
											print(f"""step {step_ord}"""      )
											print(list(range(len(self.values      )      )      )      )
											print(self.values      )
					def 					UpperCAmelCase__   (       self       :  Any    ,   UpperCAmelCase       :  Dict      )  ->					Any:
											lowerCAmelCase      :List[str]				  = 1
											lowerCAmelCase      :Union[str, Any]				  = values
											for value in values:
																	self.insert_data(UpperCAmelCase      )
																	self._step_by_step(UpperCAmelCase      )
																	i += 1
					def 					UpperCAmelCase__   (       self       :  str    ,   UpperCAmelCase       :  Dict    ,   UpperCAmelCase       :  Union[str, Any]      )  ->					Optional[Any]:
											lowerCAmelCase      :List[Any]				  = data
											lowerCAmelCase      :str				  = data
					def 					UpperCAmelCase__   (       self       :  Optional[int]    ,   UpperCAmelCase       :  str    ,   UpperCAmelCase       :  str=None      )  ->					Tuple:
											lowerCAmelCase      :Optional[Any]				  = self.hash_function(key + 1      )

											while self.values[new_key] is not None and self.values[new_key] != key:
																	if self.values.count(UpperCAmelCase      ) > 0:
																							lowerCAmelCase      :Tuple				  = self.hash_function(new_key + 1      )
																	else:
																							lowerCAmelCase      :Union[str, Any]				  = None
																							break

											return new_key
					def 					UpperCAmelCase__   (       self       :  Any      )  ->					Any:
											lowerCAmelCase      :Optional[Any]				  = [value for value in self.values if value is not None]
											lowerCAmelCase      :List[str]				  = next_prime(self.size_table    ,   factor=2      )
											self._keys.clear()
											lowerCAmelCase      :int				  = [None] * self.size_table  # hell's pointers D: don't DRY ;/
											for value in survivor_values:
																	self.insert_data(UpperCAmelCase      )
					def 					UpperCAmelCase__   (       self       :  Optional[int]    ,   UpperCAmelCase       :  Tuple      )  ->					int:
											lowerCAmelCase      :Union[str, Any]				  = self.hash_function(UpperCAmelCase      )

											if self.values[key] is None:
																	self._set_value(UpperCAmelCase    ,   UpperCAmelCase      )

											elif self.values[key] == data:
																	pass

											else:
																	lowerCAmelCase      :Tuple				  = self._collision_resolution(UpperCAmelCase    ,   UpperCAmelCase      )
																	if collision_resolution is not None:
																							self._set_value(UpperCAmelCase    ,   UpperCAmelCase      )
																	else:
																							self.rehashing()
																							self.insert_data(UpperCAmelCase      )