



"""simple docstring"""







import tempfile
import unittest

from diffusers import (
    DDIMScheduler,
    DDPMScheduler,
    DPMSolverMultistepScheduler,
    EulerAncestralDiscreteScheduler,
    EulerDiscreteScheduler,
    PNDMScheduler,
    logging,
)
from diffusers.configuration_utils import ConfigMixin, register_to_config
from diffusers.utils.testing_utils import CaptureLogger





class    UpperCamelCase     (			snake_case    ):




	"""simple docstring"""
	SCREAMING_SNAKE_CASE_				:    List[str]		    =   "config.json"






	@register_to_config
	def __init__(			self							,UpperCAmelCase_=2							,UpperCAmelCase_=5							,UpperCAmelCase_=(2, 5)							,UpperCAmelCase_="for diffusion"							,UpperCAmelCase_=[1, 3]							,):
			pass







class    UpperCamelCase     (			snake_case    ):




	"""simple docstring"""
	SCREAMING_SNAKE_CASE_				:    Optional[int]		    =   "config.json"






	@register_to_config
	def __init__(			self							,UpperCAmelCase_=2							,UpperCAmelCase_=5							,UpperCAmelCase_=(2, 5)							,UpperCAmelCase_="for diffusion"							,UpperCAmelCase_=[1, 3]							,):
			pass







class    UpperCamelCase     (			snake_case    ):




	"""simple docstring"""
	SCREAMING_SNAKE_CASE_				:    Any		    =   "config.json"






	@register_to_config
	def __init__(			self							,UpperCAmelCase_=2							,UpperCAmelCase_=5							,UpperCAmelCase_=(2, 5)							,UpperCAmelCase_="for diffusion"							,UpperCAmelCase_=[1, 3]							,UpperCAmelCase_=[1, 3]							,):
			pass







class    UpperCamelCase     (			snake_case    ):




	"""simple docstring"""
	SCREAMING_SNAKE_CASE_				:    Tuple		    =   "config.json"






	@register_to_config
	def __init__(			self							,UpperCAmelCase_=2							,UpperCAmelCase_=5							,UpperCAmelCase_=(2, 5)							,UpperCAmelCase_="for diffusion"							,UpperCAmelCase_=[1, 5]							,UpperCAmelCase_=[5, 4]							,):
			pass







class    UpperCamelCase     (			unittest.TestCase    ):




	"""simple docstring"""






	def 					lowerCamelCase__ (			self					):
			with self.assertRaises(UpperCAmelCase_					):
					ConfigMixin.load_config("""dummy_path"""					)






	def 					lowerCamelCase__ (			self					):
			_lowercase							:      List[Any]			=					SampleObject()
			_lowercase							:      Union[str, Any]			=					obj.config
			assert config["a"] == 2
			assert config["b"] == 5
			assert config["c"] == (2, 5)
			assert config["d"] == "for diffusion"
			assert config["e"] == [1, 3]

			# init ignore private arguments
			_lowercase							:      str			=					SampleObject(_name_or_path="""lalala"""					)
			_lowercase							:      Any			=					obj.config
			assert config["a"] == 2
			assert config["b"] == 5
			assert config["c"] == (2, 5)
			assert config["d"] == "for diffusion"
			assert config["e"] == [1, 3]

			# can override default
			_lowercase							:      Any			=					SampleObject(c=6					)
			_lowercase							:      str			=					obj.config
			assert config["a"] == 2
			assert config["b"] == 5
			assert config["c"] == 6
			assert config["d"] == "for diffusion"
			assert config["e"] == [1, 3]

			# can use positional arguments.
			_lowercase							:      Optional[int]			=					SampleObject(1							,c=6					)
			_lowercase							:      Tuple			=					obj.config
			assert config["a"] == 1
			assert config["b"] == 5
			assert config["c"] == 6
			assert config["d"] == "for diffusion"
			assert config["e"] == [1, 3]






	def 					lowerCamelCase__ (			self					):
			_lowercase							:      int			=					SampleObject()
			_lowercase							:      List[str]			=					obj.config

			assert config["a"] == 2
			assert config["b"] == 5
			assert config["c"] == (2, 5)
			assert config["d"] == "for diffusion"
			assert config["e"] == [1, 3]

			with tempfile.TemporaryDirectory() as tmpdirname:
					obj.save_config(UpperCAmelCase_					)
					_lowercase							:      Optional[Any]			=					SampleObject.from_config(SampleObject.load_config(UpperCAmelCase_					)					)
					_lowercase							:      List[str]			=					new_obj.config

			# unfreeze configs
			_lowercase							:      Optional[Any]			=					dict(UpperCAmelCase_					)
			_lowercase							:      List[str]			=					dict(UpperCAmelCase_					)

			assert config.pop("""c"""					) == (2, 5)  # instantiated as tuple
			assert new_config.pop("""c"""					) == [2, 5]  # saved & loaded as list because of json
			config.pop("""_use_default_values"""					)
			assert config == new_config






	def 					lowerCamelCase__ (			self					):
			_lowercase							:      Optional[int]			=					logging.get_logger("""diffusers.configuration_utils"""					)
			# 30 for warning
			logger.setLevel(30					)

			with CaptureLogger(UpperCAmelCase_					) as cap_logger:
					_lowercase							:      List[str]			=					DDIMScheduler.from_pretrained(
					    """hf-internal-testing/tiny-stable-diffusion-torch"""							,subfolder="""scheduler"""					)

			assert ddim.__class__ == DDIMScheduler
			# no warning should be thrown
			assert cap_logger.out == ""






	def 					lowerCamelCase__ (			self					):
			_lowercase							:      Optional[Any]			=					logging.get_logger("""diffusers.configuration_utils"""					)
			# 30 for warning
			logger.setLevel(30					)

			with CaptureLogger(UpperCAmelCase_					) as cap_logger:
					_lowercase							:      int			=					EulerDiscreteScheduler.from_pretrained(
					    """hf-internal-testing/tiny-stable-diffusion-torch"""							,subfolder="""scheduler"""					)

			assert euler.__class__ == EulerDiscreteScheduler
			# no warning should be thrown
			assert cap_logger.out == ""






	def 					lowerCamelCase__ (			self					):
			_lowercase							:      List[str]			=					logging.get_logger("""diffusers.configuration_utils"""					)
			# 30 for warning
			logger.setLevel(30					)

			with CaptureLogger(UpperCAmelCase_					) as cap_logger:
					_lowercase							:      Optional[Any]			=					EulerAncestralDiscreteScheduler.from_pretrained(
					    """hf-internal-testing/tiny-stable-diffusion-torch"""							,subfolder="""scheduler"""					)

			assert euler.__class__ == EulerAncestralDiscreteScheduler
			# no warning should be thrown
			assert cap_logger.out == ""






	def 					lowerCamelCase__ (			self					):
			_lowercase							:      Union[str, Any]			=					logging.get_logger("""diffusers.configuration_utils"""					)
			# 30 for warning
			logger.setLevel(30					)

			with CaptureLogger(UpperCAmelCase_					) as cap_logger:
					_lowercase							:      int			=					PNDMScheduler.from_pretrained(
					    """hf-internal-testing/tiny-stable-diffusion-torch"""							,subfolder="""scheduler"""					)

			assert pndm.__class__ == PNDMScheduler
			# no warning should be thrown
			assert cap_logger.out == ""






	def 					lowerCamelCase__ (			self					):
			_lowercase							:      Tuple			=					logging.get_logger("""diffusers.configuration_utils"""					)
			# 30 for warning
			logger.setLevel(30					)

			with CaptureLogger(UpperCAmelCase_					) as cap_logger:
					_lowercase							:      List[Any]			=					DDPMScheduler.from_pretrained(
					    """hf-internal-testing/tiny-stable-diffusion-torch"""							,subfolder="""scheduler"""							,prediction_type="""sample"""							,beta_end=8							,)

			with CaptureLogger(UpperCAmelCase_					) as cap_logger_a:
					_lowercase							:      Any			=					DDPMScheduler.from_pretrained("""google/ddpm-celebahq-256"""							,beta_start=88					)

			assert ddpm.__class__ == DDPMScheduler
			assert ddpm.config.prediction_type == "sample"
			assert ddpm.config.beta_end == 8
			assert ddpm_a.config.beta_start == 88

			# no warning should be thrown
			assert cap_logger.out == ""
			assert cap_logger_a.out == ""






	def 					lowerCamelCase__ (			self					):
			_lowercase							:      Optional[Any]			=					logging.get_logger("""diffusers.configuration_utils"""					)
			# 30 for warning
			logger.setLevel(30					)

			with CaptureLogger(UpperCAmelCase_					) as cap_logger:
					_lowercase							:      Any			=					DPMSolverMultistepScheduler.from_pretrained(
					    """hf-internal-testing/tiny-stable-diffusion-torch"""							,subfolder="""scheduler"""					)

			assert dpm.__class__ == DPMSolverMultistepScheduler
			# no warning should be thrown
			assert cap_logger.out == ""






	def 					lowerCamelCase__ (			self					):
			# let's first save a config that should be in the form
			#    a=2,
			#    b=5,
			#    c=(2, 5),
			#    d="for diffusion",
			#    e=[1, 3],

			_lowercase							:      Any			=					SampleObject()

			_lowercase							:      Union[str, Any]			=					{k: v for k, v in config.config.items() if not k.startswith("""_"""					)}

			# make sure that default config has all keys in `_use_default_values`
			assert set(config_dict.keys()					) == set(config.config._use_default_values					)

			with tempfile.TemporaryDirectory() as tmpdirname:
					config.save_config(UpperCAmelCase_					)

					# now loading it with SampleObject2 should put f into `_use_default_values`
					_lowercase							:      int			=					SampleObjecta.from_config(UpperCAmelCase_					)

					assert "f" in config._use_default_values
					assert config.f == [1, 3]

			# now loading the config, should **NOT** use [1, 3] for `f`, but the default [1, 4] value
			# **BECAUSE** it is part of `config._use_default_values`
			_lowercase							:      List[Any]			=					SampleObjecta.from_config(config.config					)
			assert new_config.f == [5, 4]

			config.config._use_default_values.pop()
			_lowercase							:      List[Any]			=					SampleObjecta.from_config(config.config					)
			assert new_config_a.f == [1, 3]

			# Nevertheless "e" should still be correctly loaded to [1, 3] from SampleObject2 instead of defaulting to [1, 5]
			assert new_config_a.e == [1, 3]









import os
import tempfile
import unittest
from typing import List

from transformers.models.esm.tokenization_esm import VOCAB_FILES_NAMES, EsmTokenizer
from transformers.testing_utils import require_tokenizers
from transformers.tokenization_utils import PreTrainedTokenizer
from transformers.tokenization_utils_base import PreTrainedTokenizerBase





@require_tokenizers
class  __lowerCamelCase       (    unittest.TestCase    ):




    """simple docstring"""

    snake_case__					=      EsmTokenizer


    def    a      (       self     :     str   )      ->       Tuple:
         super().setUp()
         lowerCAmelCase__		= tempfile.mkdtemp()
         # fmt: off
         lowerCAmelCase__		= ["<cls>", "<pad>", "<eos>", "<unk>", "L", "A", "G", "V", "S", "E", "R", "T", "I", "D", "P", "K", "Q", "N", "F", "Y", "M", "H", "W", "C", "X", "B", "U", "Z", "O", ".", "-", "<null_1>", "<mask>"]  # noqa: E501
         # fmt: on
         lowerCAmelCase__		= os.path.join(self.tmpdirname   ,	VOCAB_FILES_NAMES["vocab_file"]   )
         with open(self.vocab_file   ,	"w"   ,	encoding="utf-8"   ) as vocab_writer:
              vocab_writer.write("".join([x + "\n" for x in vocab_tokens]   )   )


    def    a      (       self     :     Dict   ,	**SCREAMING_SNAKE_CASE__     :     Optional[Any]   )      ->       List[PreTrainedTokenizerBase]:
         return [self.get_tokenizer(**SCREAMING_SNAKE_CASE__   )]


    def    a      (       self     :     List[str]   ,	**SCREAMING_SNAKE_CASE__     :     str   )      ->       PreTrainedTokenizer:
         return self.tokenizer_class.from_pretrained(self.tmpdirname   ,	**SCREAMING_SNAKE_CASE__   )


    def    a      (       self     :     str   )      ->       Tuple:
         lowerCAmelCase__		= self.tokenizer_class(self.vocab_file   )

         lowerCAmelCase__		= tokenizer.tokenize("LAGVS"   )
         self.assertListEqual(SCREAMING_SNAKE_CASE__   ,	["L", "A", "G", "V", "S"]   )
         self.assertListEqual(tokenizer.convert_tokens_to_ids(SCREAMING_SNAKE_CASE__   )   ,	[4, 5, 6, 7, 8]   )


    def    a      (       self     :     int   )      ->       Union[str, Any]:
         lowerCAmelCase__		= self.tokenizer_class(self.vocab_file   )

         lowerCAmelCase__		= "LAGVS"
         self.assertListEqual(tokenizer.encode(SCREAMING_SNAKE_CASE__   )   ,	[0, 4, 5, 6, 7, 8, 2]   )


    def    a      (       self     :     Union[str, Any]   )      ->       str:
         lowerCAmelCase__		= self.tokenizer_class(self.vocab_file   )

         lowerCAmelCase__		= ["LAGVS", "WCB"]
         lowerCAmelCase__		= tokenizer(SCREAMING_SNAKE_CASE__   ,	padding=SCREAMING_SNAKE_CASE__   )["input_ids"]

         self.assertListEqual(SCREAMING_SNAKE_CASE__   ,	[[0, 4, 5, 6, 7, 8, 2], [0, 22, 23, 25, 2]]   )


    def    a      (       self     :     Any   )      ->       Union[str, Any]:
         lowerCAmelCase__		= self.tokenizer_class(self.vocab_file   )

         lowerCAmelCase__		= ["LAGVS", "WCB"]
         lowerCAmelCase__		= tokenizer(SCREAMING_SNAKE_CASE__   ,	padding=SCREAMING_SNAKE_CASE__   )["input_ids"]

         self.assertListEqual(SCREAMING_SNAKE_CASE__   ,	[[0, 4, 5, 6, 7, 8, 2], [0, 22, 23, 25, 2, 1, 1]]   )


    def    a      (       self     :     str   )      ->       Optional[Any]:
         lowerCAmelCase__		= self.get_tokenizers(fast=SCREAMING_SNAKE_CASE__   )
         for tokenizer in tokenizers:
              with self.subTest(f'{tokenizer.__class__.__name__}'   ):
                   lowerCAmelCase__		= "<unk>"
                   lowerCAmelCase__		= "<mask>"

                   lowerCAmelCase__		= tokenizer.tokenize(SCREAMING_SNAKE_CASE__   )
                   lowerCAmelCase__		= tokenizer.tokenize(SCREAMING_SNAKE_CASE__   )

                   self.assertEqual(len(SCREAMING_SNAKE_CASE__   )   ,	1   )
                   self.assertEqual(len(SCREAMING_SNAKE_CASE__   )   ,	1   )
                   self.assertEqual(token_a[0]   ,	SCREAMING_SNAKE_CASE__   )
                   self.assertEqual(token_a[0]   ,	SCREAMING_SNAKE_CASE__   )
