





"""simple docstring"""





import argparse
import json
import os
import sys
import tempfile
import unittest
from argparse import Namespace
from dataclasses import dataclass, field
from enum import Enum
from pathlib import Path
from typing import List, Literal, Optional

import yaml

from transformers import HfArgumentParser, TrainingArguments
from transformers.hf_argparser import make_choice_type_function, string_to_bool


# Since Python 3.10, we can use the builtin `|` operator for Union types
# See PEP 604: https://peps.python.org/pep-0604
SCREAMING_SNAKE_CASE__					=   sys.version_info >= (3, 10)


def 			UpperCAmelCase__							(  SCREAMING_SNAKE_CASE     :						Dict=None							,						SCREAMING_SNAKE_CASE     :						Any=None			):







      '''simple docstring'''




      return field(default_factory=lambda: default							,						metadata=SCREAMING_SNAKE_CASE			)

@dataclass
class 		lowercase					:
      _SCREAMING_SNAKE_CASE					=      42
      _SCREAMING_SNAKE_CASE					=      42
      _SCREAMING_SNAKE_CASE					=      42
      _SCREAMING_SNAKE_CASE					=      42







@dataclass
class 		lowercase					:
      _SCREAMING_SNAKE_CASE					=      42
      _SCREAMING_SNAKE_CASE					=      field(default='toto'     ,  metadata={'help': 'help message'}					)







@dataclass
class 		lowercase					:
      _SCREAMING_SNAKE_CASE					=      False
      _SCREAMING_SNAKE_CASE					=      True
      _SCREAMING_SNAKE_CASE					=      None







class 		lowercase					(					_UpperCAmelCase					):
      _SCREAMING_SNAKE_CASE					=      'titi'
      _SCREAMING_SNAKE_CASE					=      'toto'







class 		lowercase					(					_UpperCAmelCase					):
      _SCREAMING_SNAKE_CASE					=      'titi'
      _SCREAMING_SNAKE_CASE					=      'toto'
      _SCREAMING_SNAKE_CASE					=      42







@dataclass
class 		lowercase					:
      _SCREAMING_SNAKE_CASE					=      "toto"





      def     _snake_case			(       self )		->     Any:
            lowerCAmelCase  						=       BasicEnum(self.foo )







@dataclass
class 		lowercase					:
      _SCREAMING_SNAKE_CASE					=      "toto"





      def     _snake_case			(       self )		->     Tuple:
            lowerCAmelCase  						=       MixedTypeEnum(self.foo )







@dataclass
class 		lowercase					:
      _SCREAMING_SNAKE_CASE					=      None
      _SCREAMING_SNAKE_CASE					=      field(default=_UpperCAmelCase     ,  metadata={'help': 'help message'}					)
      _SCREAMING_SNAKE_CASE					=      None
      _SCREAMING_SNAKE_CASE					=      list_field(default=[]					)
      _SCREAMING_SNAKE_CASE					=      list_field(default=[]					)







@dataclass
class 		lowercase					:
      _SCREAMING_SNAKE_CASE					=      list_field(default=[]					)
      _SCREAMING_SNAKE_CASE					=      list_field(default=[1, 2, 3]					)
      _SCREAMING_SNAKE_CASE					=      list_field(default=['Hallo', 'Bonjour', 'Hello']					)
      _SCREAMING_SNAKE_CASE					=      list_field(default=[0.1, 0.2, 0.3]					)







@dataclass
class 		lowercase					:
      _SCREAMING_SNAKE_CASE					=      field()
      _SCREAMING_SNAKE_CASE					=      field()
      _SCREAMING_SNAKE_CASE					=      field()





      def     _snake_case			(       self )		->     Optional[int]:
            lowerCAmelCase  						=       BasicEnum(self.required_enum )







@dataclass
class 		lowercase					:
      _SCREAMING_SNAKE_CASE					=      42
      _SCREAMING_SNAKE_CASE					=      field()
      _SCREAMING_SNAKE_CASE					=      None
      _SCREAMING_SNAKE_CASE					=      field(default='toto'     ,  metadata={'help': 'help message'}					)
      _SCREAMING_SNAKE_CASE					=      list_field(default=['Hallo', 'Bonjour', 'Hello']					)


if is_python_no_less_than_3_10:

       @dataclass
       class 		lowercase					:
             _SCREAMING_SNAKE_CASE					=      False
             _SCREAMING_SNAKE_CASE					=      True
             _SCREAMING_SNAKE_CASE					=      None







       @dataclass
       class 		lowercase					:
             _SCREAMING_SNAKE_CASE					=      None
             _SCREAMING_SNAKE_CASE					=      field(default=_UpperCAmelCase     ,  metadata={'help': 'help message'}					)
             _SCREAMING_SNAKE_CASE					=      None
             _SCREAMING_SNAKE_CASE					=      list_field(default=[]					)
             _SCREAMING_SNAKE_CASE					=      list_field(default=[]					)






class 		lowercase					(					unittest.TestCase					):





      def     _snake_case			(       self      ,						lowercase      ,						lowercase )		->     Tuple:
            self.assertEqual(len(a._actions )      ,						len(b._actions ) )
            for x, y in zip(a._actions      ,						b._actions ):
                  lowerCAmelCase  						=       {k: v for k, v in vars(lowercase ).items() if k != """container"""}
                  lowerCAmelCase  						=       {k: v for k, v in vars(lowercase ).items() if k != """container"""}

                  # Choices with mixed type have custom function as "type"
                  # So we need to compare results directly for equality
                  if xx.get("""choices"""      ,						lowercase ) and yy.get("""choices"""      ,						lowercase ):
                        for expected_choice in yy["choices"] + xx["choices"]:
                              self.assertEqual(xx["""type"""](lowercase )      ,						yy["""type"""](lowercase ) )
                        del xx["type"], yy["type"]

                  self.assertEqual(lowercase      ,						lowercase )





      def     _snake_case			(       self )		->     str:
            lowerCAmelCase  						=       HfArgumentParser(lowercase )

            lowerCAmelCase  						=       argparse.ArgumentParser()
            expected.add_argument("""--foo"""      ,						type=lowercase      ,						required=lowercase )
            expected.add_argument("""--bar"""      ,						type=lowercase      ,						required=lowercase )
            expected.add_argument("""--baz"""      ,						type=lowercase      ,						required=lowercase )
            expected.add_argument("""--flag"""      ,						type=lowercase      ,						default=lowercase      ,						const=lowercase      ,						nargs="""?""" )
            self.argparsersEqual(lowercase      ,						lowercase )

            lowerCAmelCase  						=       ["""--foo""", """1""", """--baz""", """quux""", """--bar""", """0.5"""]
            ((lowerCAmelCase)						,		)  						=       parser.parse_args_into_dataclasses(lowercase      ,						look_for_args_file=lowercase )
            self.assertFalse(example.flag )





      def     _snake_case			(       self )		->     str:
            lowerCAmelCase  						=       HfArgumentParser(lowercase )

            lowerCAmelCase  						=       argparse.ArgumentParser()
            expected.add_argument("""--foo"""      ,						default=42      ,						type=lowercase )
            expected.add_argument("""--baz"""      ,						default="""toto"""      ,						type=lowercase      ,						help="""help message""" )
            self.argparsersEqual(lowercase      ,						lowercase )





      def     _snake_case			(       self )		->     List[Any]:
            lowerCAmelCase  						=       argparse.ArgumentParser()
            expected.add_argument("""--foo"""      ,						type=lowercase      ,						default=lowercase      ,						const=lowercase      ,						nargs="""?""" )
            expected.add_argument("""--baz"""      ,						type=lowercase      ,						default=lowercase      ,						const=lowercase      ,						nargs="""?""" )
            # A boolean no_* argument always has to come after its "default: True" regular counter-part
            # and its default must be set to False
            expected.add_argument("""--no_baz"""      ,						action="""store_false"""      ,						default=lowercase      ,						dest="""baz""" )
            expected.add_argument("""--opt"""      ,						type=lowercase      ,						default=lowercase )

            lowerCAmelCase  						=       [WithDefaultBoolExample]
            if is_python_no_less_than_3_10:
                  dataclass_types.append(lowercase )

            for dataclass_type in dataclass_types:
                  lowerCAmelCase  						=       HfArgumentParser(lowercase )
                  self.argparsersEqual(lowercase      ,						lowercase )

                  lowerCAmelCase  						=       parser.parse_args([] )
                  self.assertEqual(lowercase      ,						Namespace(foo=lowercase      ,						baz=lowercase      ,						opt=lowercase ) )

                  lowerCAmelCase  						=       parser.parse_args(["""--foo""", """--no_baz"""] )
                  self.assertEqual(lowercase      ,						Namespace(foo=lowercase      ,						baz=lowercase      ,						opt=lowercase ) )

                  lowerCAmelCase  						=       parser.parse_args(["""--foo""", """--baz"""] )
                  self.assertEqual(lowercase      ,						Namespace(foo=lowercase      ,						baz=lowercase      ,						opt=lowercase ) )

                  lowerCAmelCase  						=       parser.parse_args(["""--foo""", """True""", """--baz""", """True""", """--opt""", """True"""] )
                  self.assertEqual(lowercase      ,						Namespace(foo=lowercase      ,						baz=lowercase      ,						opt=lowercase ) )

                  lowerCAmelCase  						=       parser.parse_args(["""--foo""", """False""", """--baz""", """False""", """--opt""", """False"""] )
                  self.assertEqual(lowercase      ,						Namespace(foo=lowercase      ,						baz=lowercase      ,						opt=lowercase ) )





      def     _snake_case			(       self )		->     List[Any]:
            lowerCAmelCase  						=       HfArgumentParser(lowercase )

            lowerCAmelCase  						=       argparse.ArgumentParser()
            expected.add_argument(
                """--foo"""      ,						default="""toto"""      ,						choices=["""titi""", """toto""", 42]      ,						type=make_choice_type_function(["""titi""", """toto""", 42] )      ,						)
            self.argparsersEqual(lowercase      ,						lowercase )

            lowerCAmelCase  						=       parser.parse_args([] )
            self.assertEqual(args.foo      ,						"""toto""" )
            lowerCAmelCase  						=       parser.parse_args_into_dataclasses([] )[0]
            self.assertEqual(enum_ex.foo      ,						MixedTypeEnum.toto )

            lowerCAmelCase  						=       parser.parse_args(["""--foo""", """titi"""] )
            self.assertEqual(args.foo      ,						"""titi""" )
            lowerCAmelCase  						=       parser.parse_args_into_dataclasses(["""--foo""", """titi"""] )[0]
            self.assertEqual(enum_ex.foo      ,						MixedTypeEnum.titi )

            lowerCAmelCase  						=       parser.parse_args(["""--foo""", """42"""] )
            self.assertEqual(args.foo      ,						42 )
            lowerCAmelCase  						=       parser.parse_args_into_dataclasses(["""--foo""", """42"""] )[0]
            self.assertEqual(enum_ex.foo      ,						MixedTypeEnum.fourtytwo )





      def     _snake_case			(       self )		->     List[Any]:

            @dataclass
            class 		lowercase					:
                  _SCREAMING_SNAKE_CASE					=      "toto"







            lowerCAmelCase  						=       HfArgumentParser(lowercase )

            lowerCAmelCase  						=       argparse.ArgumentParser()
            expected.add_argument(
                """--foo"""      ,						default="""toto"""      ,						choices=("""titi""", """toto""", 42)      ,						type=make_choice_type_function(["""titi""", """toto""", 42] )      ,						)
            self.argparsersEqual(lowercase      ,						lowercase )

            lowerCAmelCase  						=       parser.parse_args([] )
            self.assertEqual(args.foo      ,						"""toto""" )

            lowerCAmelCase  						=       parser.parse_args(["""--foo""", """titi"""] )
            self.assertEqual(args.foo      ,						"""titi""" )

            lowerCAmelCase  						=       parser.parse_args(["""--foo""", """42"""] )
            self.assertEqual(args.foo      ,						42 )





      def     _snake_case			(       self )		->     str:
            lowerCAmelCase  						=       HfArgumentParser(lowercase )

            lowerCAmelCase  						=       argparse.ArgumentParser()
            expected.add_argument("""--foo_int"""      ,						nargs="""+"""      ,						default=[]      ,						type=lowercase )
            expected.add_argument("""--bar_int"""      ,						nargs="""+"""      ,						default=[1, 2, 3]      ,						type=lowercase )
            expected.add_argument("""--foo_str"""      ,						nargs="""+"""      ,						default=["""Hallo""", """Bonjour""", """Hello"""]      ,						type=lowercase )
            expected.add_argument("""--foo_float"""      ,						nargs="""+"""      ,						default=[0.1, 0.2, 0.3]      ,						type=lowercase )

            self.argparsersEqual(lowercase      ,						lowercase )

            lowerCAmelCase  						=       parser.parse_args([] )
            self.assertEqual(
                lowercase      ,						Namespace(foo_int=[]      ,						bar_int=[1, 2, 3]      ,						foo_str=["""Hallo""", """Bonjour""", """Hello"""]      ,						foo_float=[0.1, 0.2, 0.3] )      ,						)

            lowerCAmelCase  						=       parser.parse_args("""--foo_int 1 --bar_int 2 3 --foo_str a b c --foo_float 0.1 0.7""".split() )
            self.assertEqual(lowercase      ,						Namespace(foo_int=[1]      ,						bar_int=[2, 3]      ,						foo_str=["""a""", """b""", """c"""]      ,						foo_float=[0.1, 0.7] ) )





      def     _snake_case			(       self )		->     str:
            lowerCAmelCase  						=       argparse.ArgumentParser()
            expected.add_argument("""--foo"""      ,						default=lowercase      ,						type=lowercase )
            expected.add_argument("""--bar"""      ,						default=lowercase      ,						type=lowercase      ,						help="""help message""" )
            expected.add_argument("""--baz"""      ,						default=lowercase      ,						type=lowercase )
            expected.add_argument("""--ces"""      ,						nargs="""+"""      ,						default=[]      ,						type=lowercase )
            expected.add_argument("""--des"""      ,						nargs="""+"""      ,						default=[]      ,						type=lowercase )

            lowerCAmelCase  						=       [OptionalExample]
            if is_python_no_less_than_3_10:
                  dataclass_types.append(lowercase )

            for dataclass_type in dataclass_types:
                  lowerCAmelCase  						=       HfArgumentParser(lowercase )

                  self.argparsersEqual(lowercase      ,						lowercase )

                  lowerCAmelCase  						=       parser.parse_args([] )
                  self.assertEqual(lowercase      ,						Namespace(foo=lowercase      ,						bar=lowercase      ,						baz=lowercase      ,						ces=[]      ,						des=[] ) )

                  lowerCAmelCase  						=       parser.parse_args("""--foo 12 --bar 3.14 --baz 42 --ces a b c --des 1 2 3""".split() )
                  self.assertEqual(lowercase      ,						Namespace(foo=12      ,						bar=3.14      ,						baz="""42"""      ,						ces=["""a""", """b""", """c"""]      ,						des=[1, 2, 3] ) )





      def     _snake_case			(       self )		->     Optional[Any]:
            lowerCAmelCase  						=       HfArgumentParser(lowercase )

            lowerCAmelCase  						=       argparse.ArgumentParser()
            expected.add_argument("""--required_list"""      ,						nargs="""+"""      ,						type=lowercase      ,						required=lowercase )
            expected.add_argument("""--required_str"""      ,						type=lowercase      ,						required=lowercase )
            expected.add_argument(
                """--required_enum"""      ,						type=make_choice_type_function(["""titi""", """toto"""] )      ,						choices=["""titi""", """toto"""]      ,						required=lowercase      ,						)
            self.argparsersEqual(lowercase      ,						lowercase )





      def     _snake_case			(       self )		->     Union[str, Any]:
            lowerCAmelCase  						=       HfArgumentParser(lowercase )

            lowerCAmelCase  						=       argparse.ArgumentParser()
            expected.add_argument("""--foo"""      ,						type=lowercase      ,						required=lowercase )
            expected.add_argument(
                """--required_enum"""      ,						type=make_choice_type_function(["""titi""", """toto"""] )      ,						choices=["""titi""", """toto"""]      ,						required=lowercase      ,						)
            expected.add_argument("""--opt"""      ,						type=lowercase      ,						default=lowercase )
            expected.add_argument("""--baz"""      ,						default="""toto"""      ,						type=lowercase      ,						help="""help message""" )
            expected.add_argument("""--foo_str"""      ,						nargs="""+"""      ,						default=["""Hallo""", """Bonjour""", """Hello"""]      ,						type=lowercase )
            self.argparsersEqual(lowercase      ,						lowercase )





      def     _snake_case			(       self )		->     str:
            lowerCAmelCase  						=       HfArgumentParser(lowercase )

            lowerCAmelCase  						=       {
                """foo""": 12,
                """bar""": 3.14,
                """baz""": """42""",
                """flag""": True,
            }

            lowerCAmelCase  						=       parser.parse_dict(lowercase )[0]
            lowerCAmelCase  						=       BasicExample(**lowercase )
            self.assertEqual(lowercase      ,						lowercase )





      def     _snake_case			(       self )		->     str:
            lowerCAmelCase  						=       HfArgumentParser(lowercase )

            lowerCAmelCase  						=       {
                """foo""": 12,
                """bar""": 3.14,
                """baz""": """42""",
                """flag""": True,
                """extra""": 42,
            }

            self.assertRaises(lowercase      ,						parser.parse_dict      ,						lowercase      ,						allow_extra_keys=lowercase )





      def     _snake_case			(       self )		->     Dict:
            lowerCAmelCase  						=       HfArgumentParser(lowercase )

            lowerCAmelCase  						=       {
                """foo""": 12,
                """bar""": 3.14,
                """baz""": """42""",
                """flag""": True,
            }
            with tempfile.TemporaryDirectory() as tmp_dir:
                  lowerCAmelCase  						=       os.path.join(lowercase      ,						"""temp_json""" )
                  os.mkdir(lowercase )
                  with open(temp_local_path + """.json"""      ,						"""w+""" ) as f:
                        json.dump(lowercase      ,						lowercase )
                  lowerCAmelCase  						=       parser.parse_yaml_file(Path(temp_local_path + """.json""" ) )[0]

            lowerCAmelCase  						=       BasicExample(**lowercase )
            self.assertEqual(lowercase      ,						lowercase )





      def     _snake_case			(       self )		->     List[str]:
            lowerCAmelCase  						=       HfArgumentParser(lowercase )

            lowerCAmelCase  						=       {
                """foo""": 12,
                """bar""": 3.14,
                """baz""": """42""",
                """flag""": True,
            }
            with tempfile.TemporaryDirectory() as tmp_dir:
                  lowerCAmelCase  						=       os.path.join(lowercase      ,						"""temp_yaml""" )
                  os.mkdir(lowercase )
                  with open(temp_local_path + """.yaml"""      ,						"""w+""" ) as f:
                        yaml.dump(lowercase      ,						lowercase )
                  lowerCAmelCase  						=       parser.parse_yaml_file(Path(temp_local_path + """.yaml""" ) )[0]
            lowerCAmelCase  						=       BasicExample(**lowercase )
            self.assertEqual(lowercase      ,						lowercase )





      def     _snake_case			(       self )		->     Any:
            lowerCAmelCase  						=       HfArgumentParser(lowercase )
            self.assertIsNotNone(lowercase )







"""simple docstring"""






import argparse
from pathlib import Path

import torch
from packaging import version
from torch.onnx import export

from diffusers import AutoencoderKL


__lowerCAmelCase    :       Dict					     =version.parse(version.parse(torch.__version__).base_version) < version.parse("""1.11""")


def 			UpperCAmelCase__       (				lowerCAmelCase__     :int					,		lowerCAmelCase__     :tuple					,		lowerCAmelCase__     :Path					,		lowerCAmelCase__     :str					,		lowerCAmelCase__     :int					,		lowerCAmelCase__     :Union[str, Any]					,		lowerCAmelCase__     :Any					,		lowerCAmelCase__     :List[str]=False					,		) ->    Union[str, Any]:
      '''simple docstring'''


      output_path.parent.mkdir(parents=lowerCAmelCase__					,		exist_ok=lowerCAmelCase__		)
      # PyTorch deprecated the `enable_onnx_checker` and `use_external_data_format` arguments in v1.11,
      # so we check the torch version for backwards compatibility
      if is_torch_less_than_1_11:
            export(
                lowerCAmelCase__					,		lowerCAmelCase__					,		f=output_path.as_posix()					,		input_names=lowerCAmelCase__					,		output_names=lowerCAmelCase__					,		dynamic_axes=lowerCAmelCase__					,		do_constant_folding=lowerCAmelCase__					,		use_external_data_format=lowerCAmelCase__					,		enable_onnx_checker=lowerCAmelCase__					,		opset_version=lowerCAmelCase__					,		)
      else:
            export(
                lowerCAmelCase__					,		lowerCAmelCase__					,		f=output_path.as_posix()					,		input_names=lowerCAmelCase__					,		output_names=lowerCAmelCase__					,		dynamic_axes=lowerCAmelCase__					,		do_constant_folding=lowerCAmelCase__					,		opset_version=lowerCAmelCase__					,		)


@torch.no_grad()
def 			UpperCAmelCase__       (				lowerCAmelCase__     :str					,		lowerCAmelCase__     :str					,		lowerCAmelCase__     :int					,		lowerCAmelCase__     :bool = False		) ->    str:
      '''simple docstring'''


      lowercase														=	torch.floataa if fpaa else torch.floataa
      if fpaa and torch.cuda.is_available():
            lowercase														=	"""cuda"""
      elif fpaa and not torch.cuda.is_available():
            raise ValueError("""`float16` model export is only supported on GPUs with CUDA"""		)
      else:
            lowercase														=	"""cpu"""
      lowercase														=	Path(lowerCAmelCase__		)

      # VAE DECODER
      lowercase														=	AutoencoderKL.from_pretrained(model_path + """/vae"""		)
      lowercase														=	vae_decoder.config.latent_channels
      # forward only through the decoder part
      lowercase														=	vae_decoder.decode
      onnx_export(
          lowerCAmelCase__					,		model_args=(
              torch.randn(1					,		lowerCAmelCase__					,		2_5					,		2_5		).to(device=lowerCAmelCase__					,		dtype=lowerCAmelCase__		),
              False,
          )					,		output_path=output_path / """vae_decoder""" / """model.onnx"""					,		ordered_input_names=["""latent_sample""", """return_dict"""]					,		output_names=["""sample"""]					,		dynamic_axes={
              """latent_sample""": {0: """batch""", 1: """channels""", 2: """height""", 3: """width"""},
          }					,		opset=lowerCAmelCase__					,		)
      del vae_decoder


if __name__ == "__main__":
       __lowerCAmelCase    :       Tuple					     =argparse.ArgumentParser()

       parser.add_argument(
           """--model_path""",
           type=str,
           required=True,
           help="""Path to the `diffusers` checkpoint to convert (either a local directory or on the Hub).""",
       )

       parser.add_argument("""--output_path""", type=str, required=True, help="""Path to the output model.""")
       parser.add_argument(
           """--opset""",
           default=1_4,
           type=int,
           help="""The version of the ONNX operator set to use.""",
       )
       parser.add_argument("""--fp16""", action="""store_true""", default=False, help="""Export the models in `float16` mode""")

       __lowerCAmelCase    :       Dict					     =parser.parse_args()
       print(args.output_path)
       convert_models(args.model_path, args.output_path, args.opset, args.fpaa)
       print("""SD: Done: ONNX""")



