


import argparse
from pathlib import Path

from transformers import AutoConfig, AutoTokenizer, RagConfig, RagSequenceForGeneration, RagTokenForGeneration



def 				UpperCamelCase_(      lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_ = None							, lowerCamelCase_ = None							, lowerCamelCase_ = None							, )    ->						Any:
    if config_name_or_path is None:
        _lowercase       :							Optional[int]      		=		'facebook/rag-token-base' if model_type == 'rag_token' else 'facebook/rag-sequence-base'

    if generator_tokenizer_name_or_path is None:
        _lowercase       :							List[str]      		=		generator_name_or_path

    if question_encoder_tokenizer_name_or_path is None:
        _lowercase       :							Optional[Any]      		=		question_encoder_name_or_path

    _lowercase       :							Dict      		=		RagTokenForGeneration if model_type == 'rag_token' else RagSequenceForGeneration

    # Save model.
    _lowercase       :							Any      		=		RagConfig.from_pretrained(lowerCamelCase_ )
    _lowercase       :							Tuple      		=		AutoConfig.from_pretrained(lowerCamelCase_ )
    _lowercase       :							int      		=		AutoConfig.from_pretrained(lowerCamelCase_ )

    _lowercase       :							List[Any]      		=		gen_config
    _lowercase       :							List[Any]      		=		question_encoder_config

    _lowercase       :							List[Any]      		=		model_class.from_pretrained_question_encoder_generator(
        lowerCamelCase_							, lowerCamelCase_							, config=lowerCamelCase_ )
    rag_model.save_pretrained(lowerCamelCase_ )

    # Sanity check.
    model_class.from_pretrained(lowerCamelCase_ )

    # Save tokenizers.
    _lowercase       :							List[Any]      		=		AutoTokenizer.from_pretrained(lowerCamelCase_ )
    gen_tokenizer.save_pretrained(dest_dir / 'generator_tokenizer/' )
    _lowercase       :							Any      		=		AutoTokenizer.from_pretrained(lowerCamelCase_ )
    question_encoder_tokenizer.save_pretrained(dest_dir / 'question_encoder_tokenizer/' )


if __name__ == "__main__":
 SCREAMING_SNAKE_CASE       :      Any												= argparse.ArgumentParser()
 parser.add_argument(
     "--model_type",
     choices=["rag_sequence", "rag_token"],
     required=True,
     type=str,
     help="RAG model type: rag_sequence, rag_token",
 )
 parser.add_argument("--dest", type=str, required=True, help="Path to the output checkpoint directory.")
 parser.add_argument("--generator_name_or_path", type=str, required=True, help="Generator model identifier")
 parser.add_argument(
     "--question_encoder_name_or_path", type=str, required=True, help="Question encoder model identifier"
 )

 parser.add_argument(
     "--generator_tokenizer_name_or_path",
     type=str,
     help="Generator tokenizer identifier, if not specified, resolves to ``generator_name_or_path``",
 )
 parser.add_argument(
     "--question_encoder_tokenizer_name_or_path",
     type=str,
     help="Question encoder tokenizer identifier, if not specified, resolves to ``question_encoder_name_or_path``",
 )
 parser.add_argument(
     "--config_name_or_path",
     type=str,
     help=(
         "Identifier of the model config to use, if not provided, resolves to a base config for a given"
         " ``model_type``"
     ),
 )

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

 SCREAMING_SNAKE_CASE       :      Any												= Path(args.dest)
 dest_dir.mkdir(exist_ok=True)

 consolidate(
     args.model_type,
     args.generator_name_or_path,
     args.question_encoder_name_or_path,
     dest_dir,
     args.config_name_or_path,
     args.generator_tokenizer_name_or_path,
     args.question_encoder_tokenizer_name_or_path,
 )






from __future__ import annotations

from fractions import Fraction
from math import gcd, sqrt



def 				UpperCamelCase_(      lowerCamelCase_ )    ->						bool:
    _lowercase       :							int      		=		int(number**0.5 )
    return number == sq * sq



def 				UpperCamelCase_(      lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_ )    ->						tuple[int, int]:
    _lowercase       :							int      		=		x_num * y_den * z_den + y_num * x_den * z_den + z_num * x_den * y_den
    _lowercase       :							int      		=		x_den * y_den * z_den
    _lowercase       :							int      		=		gcd(lowerCamelCase_							, lowerCamelCase_ )
    top //= hcf
    bottom //= hcf
    return top, bottom



def 				UpperCamelCase_(      lowerCamelCase_ = 35 )    ->						int:
    _lowercase       :							set      		=		set()
    _lowercase       :							int
    _lowercase       :							Fraction      		=		Fraction(0 )
    _lowercase       :							tuple[int, int]

    for x_num in range(1							, order + 1 ):
        for x_den in range(x_num + 1							, order + 1 ):
            for y_num in range(1							, order + 1 ):
                for y_den in range(y_num + 1							, order + 1 ):
                    # n=1
                    _lowercase       :							int      		=		x_num * y_den + x_den * y_num
                    _lowercase       :							int      		=		x_den * y_den
                    _lowercase       :							str      		=		gcd(lowerCamelCase_							, lowerCamelCase_ )
                    z_num //= hcf
                    z_den //= hcf
                    if 0 < z_num < z_den <= order:
                        _lowercase       :							List[Any]      		=		add_three(
                            lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_ )
                        unique_s.add(lowerCamelCase_ )

                    # n=2
                    _lowercase       :							Dict      		=		(
                        x_num * x_num * y_den * y_den + x_den * x_den * y_num * y_num
                    )
                    _lowercase       :							List[Any]      		=		x_den * x_den * y_den * y_den
                    if is_sq(lowerCamelCase_ ) and is_sq(lowerCamelCase_ ):
                        _lowercase       :							Tuple      		=		int(sqrt(lowerCamelCase_ ) )
                        _lowercase       :							int      		=		int(sqrt(lowerCamelCase_ ) )
                        _lowercase       :							Any      		=		gcd(lowerCamelCase_							, lowerCamelCase_ )
                        z_num //= hcf
                        z_den //= hcf
                        if 0 < z_num < z_den <= order:
                            _lowercase       :							Optional[int]      		=		add_three(
                                lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_ )
                            unique_s.add(lowerCamelCase_ )

                    # n=-1
                    _lowercase       :							Any      		=		x_num * y_num
                    _lowercase       :							str      		=		x_den * y_num + x_num * y_den
                    _lowercase       :							Any      		=		gcd(lowerCamelCase_							, lowerCamelCase_ )
                    z_num //= hcf
                    z_den //= hcf
                    if 0 < z_num < z_den <= order:
                        _lowercase       :							int      		=		add_three(
                            lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_ )
                        unique_s.add(lowerCamelCase_ )

                    # n=2
                    _lowercase       :							str      		=		x_num * x_num * y_num * y_num
                    _lowercase       :							Optional[Any]      		=		(
                        x_den * x_den * y_num * y_num + x_num * x_num * y_den * y_den
                    )
                    if is_sq(lowerCamelCase_ ) and is_sq(lowerCamelCase_ ):
                        _lowercase       :							Tuple      		=		int(sqrt(lowerCamelCase_ ) )
                        _lowercase       :							List[str]      		=		int(sqrt(lowerCamelCase_ ) )
                        _lowercase       :							Union[str, Any]      		=		gcd(lowerCamelCase_							, lowerCamelCase_ )
                        z_num //= hcf
                        z_den //= hcf
                        if 0 < z_num < z_den <= order:
                            _lowercase       :							Tuple      		=		add_three(
                                lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_							, lowerCamelCase_ )
                            unique_s.add(lowerCamelCase_ )

    for num, den in unique_s:
        total += Fraction(lowerCamelCase_							, lowerCamelCase_ )

    return total.denominator + total.numerator


if __name__ == "__main__":
 print(F"{solution() = }")


