



"""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
__snake_case							:     Optional[Any]   =					sys.version_info >= (3, 10)


def     _lowercase       (						__snake_case=None      ,__snake_case=None			)		->     Tuple:
			return field(default_factory=lambda: default      ,metadata=__snake_case			)



@dataclass
class     A__     :




	'''simple docstring'''





	SCREAMING_SNAKE_CASE					   =			42
	SCREAMING_SNAKE_CASE					   =			42
	SCREAMING_SNAKE_CASE					   =			42
	SCREAMING_SNAKE_CASE					   =			42






@dataclass
class     A__     :




	'''simple docstring'''





	SCREAMING_SNAKE_CASE					   =			4_2
	SCREAMING_SNAKE_CASE					   =			field(default='toto'						,	metadata={'help': 'help message'}							)






@dataclass
class     A__     :




	'''simple docstring'''





	SCREAMING_SNAKE_CASE					   =			False
	SCREAMING_SNAKE_CASE					   =			True
	SCREAMING_SNAKE_CASE					   =			None






class     A__     (						__SCREAMING_SNAKE_CASE							):




	'''simple docstring'''





	SCREAMING_SNAKE_CASE					   =			'titi'
	SCREAMING_SNAKE_CASE					   =			'toto'






class     A__     (						__SCREAMING_SNAKE_CASE							):




	'''simple docstring'''





	SCREAMING_SNAKE_CASE					   =			'titi'
	SCREAMING_SNAKE_CASE					   =			'toto'
	SCREAMING_SNAKE_CASE					   =			4_2






@dataclass
class     A__     :




	'''simple docstring'''





	SCREAMING_SNAKE_CASE					   =			"toto"

	def 							_SCREAMING_SNAKE_CASE     (  self:	Union[str, Any])       -> str:

				"""simple docstring"""

				__lowerCAmelCase   :						Tuple				= BasicEnum(self.foo)






@dataclass
class     A__     :




	'''simple docstring'''





	SCREAMING_SNAKE_CASE					   =			"toto"

	def 							_SCREAMING_SNAKE_CASE     (  self:	List[Any])       -> List[str]:

				"""simple docstring"""

				__lowerCAmelCase   :						Union[str, Any]				= MixedTypeEnum(self.foo)






@dataclass
class     A__     :




	'''simple docstring'''





	SCREAMING_SNAKE_CASE					   =			None
	SCREAMING_SNAKE_CASE					   =			field(default=__SCREAMING_SNAKE_CASE						,	metadata={'help': 'help message'}							)
	SCREAMING_SNAKE_CASE					   =			None
	SCREAMING_SNAKE_CASE					   =			list_field(default=[]							)
	SCREAMING_SNAKE_CASE					   =			list_field(default=[]							)






@dataclass
class     A__     :




	'''simple docstring'''





	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     A__     :




	'''simple docstring'''





	SCREAMING_SNAKE_CASE					   =			field()
	SCREAMING_SNAKE_CASE					   =			field()
	SCREAMING_SNAKE_CASE					   =			field()

	def 							_SCREAMING_SNAKE_CASE     (  self:	Dict)       -> Tuple:

				"""simple docstring"""

				__lowerCAmelCase   :						Tuple				= BasicEnum(self.required_enum)






@dataclass
class     A__     :




	'''simple docstring'''





	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     A__     :




		'''simple docstring'''





		SCREAMING_SNAKE_CASE					   =			False
		SCREAMING_SNAKE_CASE					   =			True
		SCREAMING_SNAKE_CASE					   =			None






	@dataclass
	class     A__     :




		'''simple docstring'''





		SCREAMING_SNAKE_CASE					   =			None
		SCREAMING_SNAKE_CASE					   =			field(default=__SCREAMING_SNAKE_CASE						,	metadata={'help': 'help message'}							)
		SCREAMING_SNAKE_CASE					   =			None
		SCREAMING_SNAKE_CASE					   =			list_field(default=[]							)
		SCREAMING_SNAKE_CASE					   =			list_field(default=[]							)





class     A__     (						unittest.TestCase							):




	'''simple docstring'''





	def 							_SCREAMING_SNAKE_CASE     (  self:	List[Any] ,    _SCREAMING_SNAKE_CASE:	argparse.ArgumentParser ,    _SCREAMING_SNAKE_CASE:	argparse.ArgumentParser)       -> Union[str, Any]:

				"""simple docstring"""

				self.assertEqual(len(a._actions) ,    len(b._actions))
				for x, y in zip(a._actions ,    b._actions):
							__lowerCAmelCase   :						Optional[Any]				= {k: v for k, v in vars(_SCREAMING_SNAKE_CASE).items() if k != "container"}
							__lowerCAmelCase   :						str				= {k: v for k, v in vars(_SCREAMING_SNAKE_CASE).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" ,    _SCREAMING_SNAKE_CASE) and yy.get("choices" ,    _SCREAMING_SNAKE_CASE):
										for expected_choice in yy["choices"] + xx["choices"]:
													self.assertEqual(xx["type"](_SCREAMING_SNAKE_CASE) ,    yy["type"](_SCREAMING_SNAKE_CASE))
										del xx["type"], yy["type"]

							self.assertEqual(_SCREAMING_SNAKE_CASE ,    _SCREAMING_SNAKE_CASE)

	def 							_SCREAMING_SNAKE_CASE     (  self:	Union[str, Any])       -> Optional[Any]:

				"""simple docstring"""

				__lowerCAmelCase   :						List[Any]				= HfArgumentParser(_SCREAMING_SNAKE_CASE)

				__lowerCAmelCase   :						List[Any]				= argparse.ArgumentParser()
				expected.add_argument("--foo" ,    type=_SCREAMING_SNAKE_CASE ,    required=_SCREAMING_SNAKE_CASE)
				expected.add_argument("--bar" ,    type=_SCREAMING_SNAKE_CASE ,    required=_SCREAMING_SNAKE_CASE)
				expected.add_argument("--baz" ,    type=_SCREAMING_SNAKE_CASE ,    required=_SCREAMING_SNAKE_CASE)
				expected.add_argument("--flag" ,    type=_SCREAMING_SNAKE_CASE ,    default=_SCREAMING_SNAKE_CASE ,    const=_SCREAMING_SNAKE_CASE ,    nargs="?")
				self.argparsersEqual(_SCREAMING_SNAKE_CASE ,    _SCREAMING_SNAKE_CASE)

				__lowerCAmelCase   :						Optional[int]				= ["--foo", "1", "--baz", "quux", "--bar", "0.5"]
				((__lowerCAmelCase)		,			)   :						int				= parser.parse_args_into_dataclasses(_SCREAMING_SNAKE_CASE ,    look_for_args_file=_SCREAMING_SNAKE_CASE)
				self.assertFalse(example.flag)

	def 							_SCREAMING_SNAKE_CASE     (  self:	List[Any])       -> Optional[int]:

				"""simple docstring"""

				__lowerCAmelCase   :						Optional[Any]				= HfArgumentParser(_SCREAMING_SNAKE_CASE)

				__lowerCAmelCase   :						List[str]				= argparse.ArgumentParser()
				expected.add_argument("--foo" ,    default=42 ,    type=_SCREAMING_SNAKE_CASE)
				expected.add_argument("--baz" ,    default="toto" ,    type=_SCREAMING_SNAKE_CASE ,    help="help message")
				self.argparsersEqual(_SCREAMING_SNAKE_CASE ,    _SCREAMING_SNAKE_CASE)

	def 							_SCREAMING_SNAKE_CASE     (  self:	int)       -> Union[str, Any]:

				"""simple docstring"""

				__lowerCAmelCase   :						List[Any]				= argparse.ArgumentParser()
				expected.add_argument("--foo" ,    type=_SCREAMING_SNAKE_CASE ,    default=_SCREAMING_SNAKE_CASE ,    const=_SCREAMING_SNAKE_CASE ,    nargs="?")
				expected.add_argument("--baz" ,    type=_SCREAMING_SNAKE_CASE ,    default=_SCREAMING_SNAKE_CASE ,    const=_SCREAMING_SNAKE_CASE ,    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=_SCREAMING_SNAKE_CASE ,    dest="baz")
				expected.add_argument("--opt" ,    type=_SCREAMING_SNAKE_CASE ,    default=_SCREAMING_SNAKE_CASE)

				__lowerCAmelCase   :						str				= [WithDefaultBoolExample]
				if is_python_no_less_than_3_10:
							dataclass_types.append(_SCREAMING_SNAKE_CASE)

				for dataclass_type in dataclass_types:
							__lowerCAmelCase   :						Union[str, Any]				= HfArgumentParser(_SCREAMING_SNAKE_CASE)
							self.argparsersEqual(_SCREAMING_SNAKE_CASE ,    _SCREAMING_SNAKE_CASE)

							__lowerCAmelCase   :						Optional[int]				= parser.parse_args([])
							self.assertEqual(_SCREAMING_SNAKE_CASE ,    Namespace(foo=_SCREAMING_SNAKE_CASE ,    baz=_SCREAMING_SNAKE_CASE ,    opt=_SCREAMING_SNAKE_CASE))

							__lowerCAmelCase   :						List[str]				= parser.parse_args(["--foo", "--no_baz"])
							self.assertEqual(_SCREAMING_SNAKE_CASE ,    Namespace(foo=_SCREAMING_SNAKE_CASE ,    baz=_SCREAMING_SNAKE_CASE ,    opt=_SCREAMING_SNAKE_CASE))

							__lowerCAmelCase   :						List[Any]				= parser.parse_args(["--foo", "--baz"])
							self.assertEqual(_SCREAMING_SNAKE_CASE ,    Namespace(foo=_SCREAMING_SNAKE_CASE ,    baz=_SCREAMING_SNAKE_CASE ,    opt=_SCREAMING_SNAKE_CASE))

							__lowerCAmelCase   :						Optional[int]				= parser.parse_args(["--foo", "True", "--baz", "True", "--opt", "True"])
							self.assertEqual(_SCREAMING_SNAKE_CASE ,    Namespace(foo=_SCREAMING_SNAKE_CASE ,    baz=_SCREAMING_SNAKE_CASE ,    opt=_SCREAMING_SNAKE_CASE))

							__lowerCAmelCase   :						Dict				= parser.parse_args(["--foo", "False", "--baz", "False", "--opt", "False"])
							self.assertEqual(_SCREAMING_SNAKE_CASE ,    Namespace(foo=_SCREAMING_SNAKE_CASE ,    baz=_SCREAMING_SNAKE_CASE ,    opt=_SCREAMING_SNAKE_CASE))

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

				"""simple docstring"""

				__lowerCAmelCase   :						str				= HfArgumentParser(_SCREAMING_SNAKE_CASE)

				__lowerCAmelCase   :						List[Any]				= argparse.ArgumentParser()
				expected.add_argument(
				    "--foo" ,    default="toto" ,    choices=["titi", "toto", 42] ,    type=make_choice_type_function(["titi", "toto", 42]) ,    )
				self.argparsersEqual(_SCREAMING_SNAKE_CASE ,    _SCREAMING_SNAKE_CASE)

				__lowerCAmelCase   :						Tuple				= parser.parse_args([])
				self.assertEqual(args.foo ,    "toto")
				__lowerCAmelCase   :						Optional[int]				= parser.parse_args_into_dataclasses([])[0]
				self.assertEqual(enum_ex.foo ,    MixedTypeEnum.toto)

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

				__lowerCAmelCase   :						Tuple				= parser.parse_args(["--foo", "42"])
				self.assertEqual(args.foo ,    42)
				__lowerCAmelCase   :						Optional[int]				= parser.parse_args_into_dataclasses(["--foo", "42"])[0]
				self.assertEqual(enum_ex.foo ,    MixedTypeEnum.fourtytwo)

	def 							_SCREAMING_SNAKE_CASE     (  self:	Optional[int])       -> str:

				"""simple docstring"""

				@dataclass
				class     A__     :




					'''simple docstring'''





					SCREAMING_SNAKE_CASE					   =			"toto"






				__lowerCAmelCase   :						Any				= HfArgumentParser(_SCREAMING_SNAKE_CASE)

				__lowerCAmelCase   :						Any				= argparse.ArgumentParser()
				expected.add_argument(
				    "--foo" ,    default="toto" ,    choices=("titi", "toto", 42) ,    type=make_choice_type_function(["titi", "toto", 42]) ,    )
				self.argparsersEqual(_SCREAMING_SNAKE_CASE ,    _SCREAMING_SNAKE_CASE)

				__lowerCAmelCase   :						List[Any]				= parser.parse_args([])
				self.assertEqual(args.foo ,    "toto")

				__lowerCAmelCase   :						List[str]				= parser.parse_args(["--foo", "titi"])
				self.assertEqual(args.foo ,    "titi")

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

	def 							_SCREAMING_SNAKE_CASE     (  self:	Tuple)       -> Any:

				"""simple docstring"""

				__lowerCAmelCase   :						Optional[Any]				= HfArgumentParser(_SCREAMING_SNAKE_CASE)

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

				self.argparsersEqual(_SCREAMING_SNAKE_CASE ,    _SCREAMING_SNAKE_CASE)

				__lowerCAmelCase   :						Union[str, Any]				= parser.parse_args([])
				self.assertEqual(
				    _SCREAMING_SNAKE_CASE ,    Namespace(foo_int=[] ,    bar_int=[1, 2, 3] ,    foo_str=["Hallo", "Bonjour", "Hello"] ,    foo_float=[0.1, 0.2, 0.3]) ,    )

				__lowerCAmelCase   :						Optional[Any]				= parser.parse_args("--foo_int 1 --bar_int 2 3 --foo_str a b c --foo_float 0.1 0.7".split())
				self.assertEqual(_SCREAMING_SNAKE_CASE ,    Namespace(foo_int=[1] ,    bar_int=[2, 3] ,    foo_str=["a", "b", "c"] ,    foo_float=[0.1, 0.7]))

	def 							_SCREAMING_SNAKE_CASE     (  self:	Dict)       -> Optional[int]:

				"""simple docstring"""

				__lowerCAmelCase   :						List[Any]				= argparse.ArgumentParser()
				expected.add_argument("--foo" ,    default=_SCREAMING_SNAKE_CASE ,    type=_SCREAMING_SNAKE_CASE)
				expected.add_argument("--bar" ,    default=_SCREAMING_SNAKE_CASE ,    type=_SCREAMING_SNAKE_CASE ,    help="help message")
				expected.add_argument("--baz" ,    default=_SCREAMING_SNAKE_CASE ,    type=_SCREAMING_SNAKE_CASE)
				expected.add_argument("--ces" ,    nargs="+" ,    default=[] ,    type=_SCREAMING_SNAKE_CASE)
				expected.add_argument("--des" ,    nargs="+" ,    default=[] ,    type=_SCREAMING_SNAKE_CASE)

				__lowerCAmelCase   :						str				= [OptionalExample]
				if is_python_no_less_than_3_10:
							dataclass_types.append(_SCREAMING_SNAKE_CASE)

				for dataclass_type in dataclass_types:
							__lowerCAmelCase   :						Optional[int]				= HfArgumentParser(_SCREAMING_SNAKE_CASE)

							self.argparsersEqual(_SCREAMING_SNAKE_CASE ,    _SCREAMING_SNAKE_CASE)

							__lowerCAmelCase   :						Any				= parser.parse_args([])
							self.assertEqual(_SCREAMING_SNAKE_CASE ,    Namespace(foo=_SCREAMING_SNAKE_CASE ,    bar=_SCREAMING_SNAKE_CASE ,    baz=_SCREAMING_SNAKE_CASE ,    ces=[] ,    des=[]))

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

	def 							_SCREAMING_SNAKE_CASE     (  self:	Optional[int])       -> Optional[int]:

				"""simple docstring"""

				__lowerCAmelCase   :						Any				= HfArgumentParser(_SCREAMING_SNAKE_CASE)

				__lowerCAmelCase   :						Optional[Any]				= argparse.ArgumentParser()
				expected.add_argument("--required_list" ,    nargs="+" ,    type=_SCREAMING_SNAKE_CASE ,    required=_SCREAMING_SNAKE_CASE)
				expected.add_argument("--required_str" ,    type=_SCREAMING_SNAKE_CASE ,    required=_SCREAMING_SNAKE_CASE)
				expected.add_argument(
				    "--required_enum" ,    type=make_choice_type_function(["titi", "toto"]) ,    choices=["titi", "toto"] ,    required=_SCREAMING_SNAKE_CASE ,    )
				self.argparsersEqual(_SCREAMING_SNAKE_CASE ,    _SCREAMING_SNAKE_CASE)

	def 							_SCREAMING_SNAKE_CASE     (  self:	Optional[int])       -> Optional[int]:

				"""simple docstring"""

				__lowerCAmelCase   :						Dict				= HfArgumentParser(_SCREAMING_SNAKE_CASE)

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

	def 							_SCREAMING_SNAKE_CASE     (  self:	List[Any])       -> Optional[Any]:

				"""simple docstring"""

				__lowerCAmelCase   :						Any				= HfArgumentParser(_SCREAMING_SNAKE_CASE)

				__lowerCAmelCase   :						List[str]				= {
				    "foo": 12,
				    "bar": 3.14,
				    "baz": "42",
				    "flag": True,
				}

				__lowerCAmelCase   :						List[str]				= parser.parse_dict(_SCREAMING_SNAKE_CASE)[0]
				__lowerCAmelCase   :						Union[str, Any]				= BasicExample(**_SCREAMING_SNAKE_CASE)
				self.assertEqual(_SCREAMING_SNAKE_CASE ,    _SCREAMING_SNAKE_CASE)

	def 							_SCREAMING_SNAKE_CASE     (  self:	Any)       -> List[str]:

				"""simple docstring"""

				__lowerCAmelCase   :						int				= HfArgumentParser(_SCREAMING_SNAKE_CASE)

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

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

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

				"""simple docstring"""

				__lowerCAmelCase   :						List[Any]				= HfArgumentParser(_SCREAMING_SNAKE_CASE)

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

				__lowerCAmelCase   :						List[Any]				= BasicExample(**_SCREAMING_SNAKE_CASE)
				self.assertEqual(_SCREAMING_SNAKE_CASE ,    _SCREAMING_SNAKE_CASE)

	def 							_SCREAMING_SNAKE_CASE     (  self:	Any)       -> Tuple:

				"""simple docstring"""

				__lowerCAmelCase   :						Any				= HfArgumentParser(_SCREAMING_SNAKE_CASE)

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







	def 							_SCREAMING_SNAKE_CASE     (  self:	List[Any])       -> Dict:

				"""simple docstring"""

				__lowerCAmelCase   :						Dict				= HfArgumentParser(_SCREAMING_SNAKE_CASE)
				self.assertIsNotNone(_SCREAMING_SNAKE_CASE)




"""simple docstring"""






import json
import os

import torch

from diffusers import UNetaDModel


os.makedirs('hub/hopper-medium-v2/unet/hor32', exist_ok=True)
os.makedirs('hub/hopper-medium-v2/unet/hor128', exist_ok=True)

os.makedirs('hub/hopper-medium-v2/value_function', exist_ok=True)


def     _lowercase       (						__snake_case			)		->     int:
			if hor == 128:
						__lowerCAmelCase   :						str				= ("DownResnetBlock1D", "DownResnetBlock1D", "DownResnetBlock1D")
						__lowerCAmelCase   :						int				= (32, 128, 256)
						__lowerCAmelCase   :						Optional[Any]				= ("UpResnetBlock1D", "UpResnetBlock1D")

			elif hor == 32:
						__lowerCAmelCase   :						List[str]				= ("DownResnetBlock1D", "DownResnetBlock1D", "DownResnetBlock1D", "DownResnetBlock1D")
						__lowerCAmelCase   :						Optional[Any]				= (32, 64, 128, 256)
						__lowerCAmelCase   :						Any				= ("UpResnetBlock1D", "UpResnetBlock1D", "UpResnetBlock1D")
			__lowerCAmelCase   :						Union[str, Any]				= torch.load(F"""/Users/bglickenhaus/Documents/diffuser/temporal_unet-hopper-mediumv2-hor{hor}.torch"""			)
			__lowerCAmelCase   :						List[Any]				= model.state_dict()
			__lowerCAmelCase   :						Optional[Any]				= {
			    "down_block_types": down_block_types,
			    "block_out_channels": block_out_channels,
			    "up_block_types": up_block_types,
			    "layers_per_block": 1,
			    "use_timestep_embedding": True,
			    "out_block_type": "OutConv1DBlock",
			    "norm_num_groups": 8,
			    "downsample_each_block": False,
			    "in_channels": 14,
			    "out_channels": 14,
			    "extra_in_channels": 0,
			    "time_embedding_type": "positional",
			    "flip_sin_to_cos": False,
			    "freq_shift": 1,
			    "sample_size": 65_536,
			    "mid_block_type": "MidResTemporalBlock1D",
			    "act_fn": "mish",
			}
			__lowerCAmelCase   :						Dict				= UNetaDModel(**__snake_case			)
			print(F"""length of state dict: {len(state_dict.keys()			)}"""			)
			print(F"""length of value function dict: {len(hf_value_function.state_dict().keys()			)}"""			)
			__lowerCAmelCase   :						Dict				= dict(zip(model.state_dict().keys()      ,hf_value_function.state_dict().keys()			)			)
			for k, v in mapping.items():
						__lowerCAmelCase   :						int				= state_dict.pop(__snake_case			)
			hf_value_function.load_state_dict(__snake_case			)

			torch.save(hf_value_function.state_dict()      ,F"""hub/hopper-medium-v2/unet/hor{hor}/diffusion_pytorch_model.bin"""			)
			with open(F"""hub/hopper-medium-v2/unet/hor{hor}/config.json"""      ,"w"			) as f:
						json.dump(__snake_case      ,__snake_case			)


def     _lowercase       (						)		->     List[str]:
			__lowerCAmelCase   :						Union[str, Any]				= {
			    "in_channels": 14,
			    "down_block_types": ("DownResnetBlock1D", "DownResnetBlock1D", "DownResnetBlock1D", "DownResnetBlock1D"),
			    "up_block_types": (),
			    "out_block_type": "ValueFunction",
			    "mid_block_type": "ValueFunctionMidBlock1D",
			    "block_out_channels": (32, 64, 128, 256),
			    "layers_per_block": 1,
			    "downsample_each_block": True,
			    "sample_size": 65_536,
			    "out_channels": 14,
			    "extra_in_channels": 0,
			    "time_embedding_type": "positional",
			    "use_timestep_embedding": True,
			    "flip_sin_to_cos": False,
			    "freq_shift": 1,
			    "norm_num_groups": 8,
			    "act_fn": "mish",
			}

			__lowerCAmelCase   :						int				= torch.load("/Users/bglickenhaus/Documents/diffuser/value_function-hopper-mediumv2-hor32.torch"			)
			__lowerCAmelCase   :						Any				= model
			__lowerCAmelCase   :						Optional[int]				= UNetaDModel(**__snake_case			)
			print(F"""length of state dict: {len(state_dict.keys()			)}"""			)
			print(F"""length of value function dict: {len(hf_value_function.state_dict().keys()			)}"""			)

			__lowerCAmelCase   :						Any				= dict(zip(state_dict.keys()      ,hf_value_function.state_dict().keys()			)			)
			for k, v in mapping.items():
						__lowerCAmelCase   :						Union[str, Any]				= state_dict.pop(__snake_case			)

			hf_value_function.load_state_dict(__snake_case			)

			torch.save(hf_value_function.state_dict()      ,"hub/hopper-medium-v2/value_function/diffusion_pytorch_model.bin"			)
			with open("hub/hopper-medium-v2/value_function/config.json"      ,"w"			) as f:
						json.dump(__snake_case      ,__snake_case			)


if __name__ == "__main__":
	unet(32)
	# unet(128)
	value_function()