
import importlib
import json
import os
import sys
import tempfile
import unittest
from pathlib import Path

import transformers
import transformers.models.auto
from transformers.models.auto.configuration_auto import CONFIG_MAPPING, AutoConfig
from transformers.models.bert.configuration_bert import BertConfig
from transformers.models.roberta.configuration_roberta import RobertaConfig
from transformers.testing_utils import DUMMY_UNKNOWN_IDENTIFIER, get_tests_dir


sys.path.append(str(Path(__file__).parent.parent.parent.parent / "utils"))

from test_module.custom_configuration import CustomConfig  # noqa E402


_snake_case      :							Optional[int]     	=    get_tests_dir("fixtures/dummy-config.json")





class   UpperCamelCase_      (      unittest.TestCase		):







						'''simple docstring'''



						def        SCREAMING_SNAKE_CASE(			self							:str     )  ->List[str]:
										lowercase         =      0





						def        SCREAMING_SNAKE_CASE(			self							:Tuple     )  ->Tuple:
										self.assertIsNotNone(transformers.models.auto.__spec__     )
										self.assertIsNotNone(importlib.util.find_spec("transformers.models.auto"     )     )





						def        SCREAMING_SNAKE_CASE(			self							:str     )  ->List[str]:
										lowercase         =      AutoConfig.from_pretrained("bert-base-uncased"     )
										self.assertIsInstance(lowerCAmelCase__		,    lowerCAmelCase__     )





						def        SCREAMING_SNAKE_CASE(			self							:Optional[Any]     )  ->Tuple:
										lowercase         =      AutoConfig.from_pretrained(lowerCAmelCase__     )
										self.assertIsInstance(lowerCAmelCase__		,    lowerCAmelCase__     )





						def        SCREAMING_SNAKE_CASE(			self							:Dict     )  ->Union[str, Any]:
										lowercase         =      AutoConfig.from_pretrained(lowerCAmelCase__     )
										self.assertIsInstance(lowerCAmelCase__		,    lowerCAmelCase__     )





						def        SCREAMING_SNAKE_CASE(			self							:int     )  ->Union[str, Any]:
										lowercase         =      AutoConfig.for_model("roberta"     )
										self.assertIsInstance(lowerCAmelCase__		,    lowerCAmelCase__     )





						def        SCREAMING_SNAKE_CASE(			self							:Any     )  ->List[str]:
										with tempfile.TemporaryDirectory() as tmp_dir:
														# This model name contains bert and roberta, but roberta ends up being picked.
														lowercase         =      os.path.join(lowerCAmelCase__		,    "fake-roberta"     )
														os.makedirs(lowerCAmelCase__		,    exist_ok=lowerCAmelCase__     )
														with open(os.path.join(lowerCAmelCase__		,    "config.json"     )		,    "w"     ) as f:
																		f.write(json.dumps({}     )     )
														lowercase         =      AutoConfig.from_pretrained(lowerCAmelCase__     )
														self.assertEqual(type(lowerCAmelCase__     )		,    lowerCAmelCase__     )





						def        SCREAMING_SNAKE_CASE(			self							:Dict     )  ->Any:
										try:
														AutoConfig.register("custom"		,    lowerCAmelCase__     )
														# Wrong model type will raise an error
														with self.assertRaises(lowerCAmelCase__     ):
																		AutoConfig.register("model"		,    lowerCAmelCase__     )
														# Trying to register something existing in the Transformers library will raise an error
														with self.assertRaises(lowerCAmelCase__     ):
																		AutoConfig.register("bert"		,    lowerCAmelCase__     )

														# Now that the config is registered, it can be used as any other config with the auto-API
														lowercase         =      CustomConfig()
														with tempfile.TemporaryDirectory() as tmp_dir:
																		config.save_pretrained(lowerCAmelCase__     )
																		lowercase         =      AutoConfig.from_pretrained(lowerCAmelCase__     )
																		self.assertIsInstance(lowerCAmelCase__		,    lowerCAmelCase__     )

										finally:
														if "custom" in CONFIG_MAPPING._extra_content:
																		del CONFIG_MAPPING._extra_content["custom"]





						def        SCREAMING_SNAKE_CASE(			self							:Optional[Any]     )  ->int:
										with self.assertRaisesRegex(
										    lowerCAmelCase__		,    "bert-base is not a local folder and is not a valid model identifier"     ):
														lowercase         =      AutoConfig.from_pretrained("bert-base"     )





						def        SCREAMING_SNAKE_CASE(			self							:List[Any]     )  ->str:
										with self.assertRaisesRegex(
										    lowerCAmelCase__		,    r"aaaaaa is not a valid git identifier \(branch name, tag name or commit id\)"     ):
														lowercase         =      AutoConfig.from_pretrained(lowerCAmelCase__		,    revision="aaaaaa"     )





						def        SCREAMING_SNAKE_CASE(			self							:List[Any]     )  ->Optional[Any]:
										with self.assertRaisesRegex(
										    lowerCAmelCase__		,    "hf-internal-testing/no-config-test-repo does not appear to have a file named config.json."		,    ):
														lowercase         =      AutoConfig.from_pretrained("hf-internal-testing/no-config-test-repo"     )





						def        SCREAMING_SNAKE_CASE(			self							:Union[str, Any]     )  ->Any:
										# If remote code is not set, we will time out when asking whether to load the model.
										with self.assertRaises(lowerCAmelCase__     ):
														lowercase         =      AutoConfig.from_pretrained("hf-internal-testing/test_dynamic_model"     )
										# If remote code is disabled, we can't load this config.
										with self.assertRaises(lowerCAmelCase__     ):
														lowercase         =      AutoConfig.from_pretrained("hf-internal-testing/test_dynamic_model"		,    trust_remote_code=lowerCAmelCase__     )

										lowercase         =      AutoConfig.from_pretrained("hf-internal-testing/test_dynamic_model"		,    trust_remote_code=lowerCAmelCase__     )
										self.assertEqual(config.__class__.__name__		,    "NewModelConfig"     )

										# Test config can be reloaded.
										with tempfile.TemporaryDirectory() as tmp_dir:
														config.save_pretrained(lowerCAmelCase__     )
														lowercase         =      AutoConfig.from_pretrained(lowerCAmelCase__		,    trust_remote_code=lowerCAmelCase__     )
										self.assertEqual(reloaded_config.__class__.__name__		,    "NewModelConfig"     )





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





										class   UpperCamelCase_      (      __a		):







																'''simple docstring'''



																UpperCamelCase      :  Tuple				   =					'''new-model'''

										try:
														AutoConfig.register("new-model"		,    lowerCAmelCase__     )
														# If remote code is not set, the default is to use local
														lowercase         =      AutoConfig.from_pretrained("hf-internal-testing/test_dynamic_model"     )
														self.assertEqual(config.__class__.__name__		,    "NewModelConfigLocal"     )

														# If remote code is disabled, we load the local one.
														lowercase         =      AutoConfig.from_pretrained("hf-internal-testing/test_dynamic_model"		,    trust_remote_code=lowerCAmelCase__     )
														self.assertEqual(config.__class__.__name__		,    "NewModelConfigLocal"     )

														# If remote is enabled, we load from the Hub
														lowercase         =      AutoConfig.from_pretrained("hf-internal-testing/test_dynamic_model"		,    trust_remote_code=lowerCAmelCase__     )
														self.assertEqual(config.__class__.__name__		,    "NewModelConfig"     )

										finally:
														if "new-model" in CONFIG_MAPPING._extra_content:
																		del CONFIG_MAPPING._extra_content["new-model"]


# Imports
import numpy as np





class   UpperCamelCase_      :







						'''simple docstring'''



						def __init__(			self							:Optional[int]		,    lowerCAmelCase__							:int=None		,    lowerCAmelCase__							:List[str]=None		,    lowerCAmelCase__							:int=None		,    lowerCAmelCase__							:Optional[int]=None		,    lowerCAmelCase__							:List[str]=None     )  ->int:
										self.set_matricies(red=lowerCAmelCase__		,    green=lowerCAmelCase__		,    blue=lowerCAmelCase__		,    red_edge=lowerCAmelCase__		,    nir=lowerCAmelCase__     )





						def        SCREAMING_SNAKE_CASE(			self							:Optional[Any]		,    lowerCAmelCase__							:List[Any]=None		,    lowerCAmelCase__							:Any=None		,    lowerCAmelCase__							:Tuple=None		,    lowerCAmelCase__							:Optional[Any]=None		,    lowerCAmelCase__							:Optional[Any]=None     )  ->List[Any]:
										if red is not None:
														lowercase         =      red
										if green is not None:
														lowercase         =      green
										if blue is not None:
														lowercase         =      blue
										if red_edge is not None:
														lowercase         =      red_edge
										if nir is not None:
														lowercase         =      nir
										return True





						def        SCREAMING_SNAKE_CASE(			self							:Optional[Any]		,    lowerCAmelCase__							:Dict=""		,    lowerCAmelCase__							:Optional[Any]=None		,    lowerCAmelCase__							:Union[str, Any]=None		,    lowerCAmelCase__							:int=None		,    lowerCAmelCase__							:int=None		,    lowerCAmelCase__							:Union[str, Any]=None     )  ->Optional[Any]:
										self.set_matricies(red=lowerCAmelCase__		,    green=lowerCAmelCase__		,    blue=lowerCAmelCase__		,    red_edge=lowerCAmelCase__		,    nir=lowerCAmelCase__     )
										lowercase         =      {
										    "ARVI2": self.arvaa,
										    "CCCI": self.ccci,
										    "CVI": self.cvi,
										    "GLI": self.gli,
										    "NDVI": self.ndvi,
										    "BNDVI": self.bndvi,
										    "redEdgeNDVI": self.red_edge_ndvi,
										    "GNDVI": self.gndvi,
										    "GBNDVI": self.gbndvi,
										    "GRNDVI": self.grndvi,
										    "RBNDVI": self.rbndvi,
										    "PNDVI": self.pndvi,
										    "ATSAVI": self.atsavi,
										    "BWDRVI": self.bwdrvi,
										    "CIgreen": self.ci_green,
										    "CIrededge": self.ci_rededge,
										    "CI": self.ci,
										    "CTVI": self.ctvi,
										    "GDVI": self.gdvi,
										    "EVI": self.evi,
										    "GEMI": self.gemi,
										    "GOSAVI": self.gosavi,
										    "GSAVI": self.gsavi,
										    "Hue": self.hue,
										    "IVI": self.ivi,
										    "IPVI": self.ipvi,
										    "I": self.i,
										    "RVI": self.rvi,
										    "MRVI": self.mrvi,
										    "MSAVI": self.m_savi,
										    "NormG": self.norm_g,
										    "NormNIR": self.norm_nir,
										    "NormR": self.norm_r,
										    "NGRDI": self.ngrdi,
										    "RI": self.ri,
										    "S": self.s,
										    "IF": self._if,
										    "DVI": self.dvi,
										    "TVI": self.tvi,
										    "NDRE": self.ndre,
										}

										try:
														return funcs[index]()
										except KeyError:
														print("Index not in the list!"     )
														return False





						def        SCREAMING_SNAKE_CASE(			self							:Any     )  ->int:
										return -0.18 + (1.17 * ((self.nir - self.red) / (self.nir + self.red)))





						def        SCREAMING_SNAKE_CASE(			self							:List[str]     )  ->int:
										return ((self.nir - self.redEdge) / (self.nir + self.redEdge)) / (
										    (self.nir - self.red) / (self.nir + self.red)
										)





						def        SCREAMING_SNAKE_CASE(			self							:int     )  ->Tuple:
										return self.nir * (self.red / (self.green**2))





						def        SCREAMING_SNAKE_CASE(			self							:List[str]     )  ->Dict:
										return (2 * self.green - self.red - self.blue) / (
										    2 * self.green + self.red + self.blue
										)





						def        SCREAMING_SNAKE_CASE(			self							:str     )  ->Optional[int]:
										return (self.nir - self.red) / (self.nir + self.red)





						def        SCREAMING_SNAKE_CASE(			self							:str     )  ->int:
										return (self.nir - self.blue) / (self.nir + self.blue)





						def        SCREAMING_SNAKE_CASE(			self							:List[str]     )  ->List[str]:
										return (self.redEdge - self.red) / (self.redEdge + self.red)





						def        SCREAMING_SNAKE_CASE(			self							:Optional[int]     )  ->str:
										return (self.nir - self.green) / (self.nir + self.green)





						def        SCREAMING_SNAKE_CASE(			self							:int     )  ->Any:
										return (self.nir - (self.green + self.blue)) / (
										    self.nir + (self.green + self.blue)
										)





						def        SCREAMING_SNAKE_CASE(			self							:Union[str, Any]     )  ->List[Any]:
										return (self.nir - (self.green + self.red)) / (
										    self.nir + (self.green + self.red)
										)





						def        SCREAMING_SNAKE_CASE(			self							:Optional[Any]     )  ->Union[str, Any]:
										return (self.nir - (self.blue + self.red)) / (self.nir + (self.blue + self.red))





						def        SCREAMING_SNAKE_CASE(			self							:Any     )  ->Union[str, Any]:
										return (self.nir - (self.green + self.red + self.blue)) / (
										    self.nir + (self.green + self.red + self.blue)
										)





						def        SCREAMING_SNAKE_CASE(			self							:Tuple		,    lowerCAmelCase__							:Union[str, Any]=0.08		,    lowerCAmelCase__							:Dict=1.22		,    lowerCAmelCase__							:Tuple=0.03     )  ->Tuple:
										return a * (
										    (self.nir - a * self.red - b)
										    / (a * self.nir + self.red - a * b + x * (1 + a**2))
										)





						def        SCREAMING_SNAKE_CASE(			self							:Dict     )  ->Any:
										return (0.1 * self.nir - self.blue) / (0.1 * self.nir + self.blue)





						def        SCREAMING_SNAKE_CASE(			self							:Optional[Any]     )  ->int:
										return (self.nir / self.green) - 1





						def        SCREAMING_SNAKE_CASE(			self							:int     )  ->List[str]:
										return (self.nir / self.redEdge) - 1





						def        SCREAMING_SNAKE_CASE(			self							:Union[str, Any]     )  ->List[Any]:
										return (self.red - self.blue) / self.red





						def        SCREAMING_SNAKE_CASE(			self							:Any     )  ->int:
										lowercase         =      self.ndvi()
										return ((ndvi + 0.5) / (abs(ndvi + 0.5     ))) * (abs(ndvi + 0.5     ) ** (1 / 2))





						def        SCREAMING_SNAKE_CASE(			self							:List[str]     )  ->Optional[Any]:
										return self.nir - self.green





						def        SCREAMING_SNAKE_CASE(			self							:str     )  ->int:
										return 2.5 * (
										    (self.nir - self.red) / (self.nir + 6 * self.red - 7.5 * self.blue + 1)
										)





						def        SCREAMING_SNAKE_CASE(			self							:List[str]     )  ->Optional[Any]:
										lowercase         =      (2 * (self.nir**2 - self.red**2) + 1.5 * self.nir + 0.5 * self.red) / (
										    self.nir + self.red + 0.5
										)
										return n * (1 - 0.25 * n) - (self.red - 0.1_25) / (1 - self.red)





						def        SCREAMING_SNAKE_CASE(			self							:Union[str, Any]		,    lowerCAmelCase__							:Tuple=0.16     )  ->Any:
										return (self.nir - self.green) / (self.nir + self.green + y)





						def        SCREAMING_SNAKE_CASE(			self							:Dict		,    lowerCAmelCase__							:Any=0.5     )  ->str:
										return ((self.nir - self.green) / (self.nir + self.green + n)) * (1 + n)





						def        SCREAMING_SNAKE_CASE(			self							:int     )  ->List[str]:
										return np.arctan(
										    ((2 * self.red - self.green - self.blue) / 30.5) * (self.green - self.blue)     )





						def        SCREAMING_SNAKE_CASE(			self							:Any		,    lowerCAmelCase__							:str=None		,    lowerCAmelCase__							:Tuple=None     )  ->Dict:
										return (self.nir - b) / (a * self.red)





						def        SCREAMING_SNAKE_CASE(			self							:Optional[Any]     )  ->Dict:
										return (self.nir / ((self.nir + self.red) / 2)) * (self.ndvi() + 1)





						def        SCREAMING_SNAKE_CASE(			self							:str     )  ->List[Any]:
										return (self.red + self.green + self.blue) / 30.5





						def        SCREAMING_SNAKE_CASE(			self							:Tuple     )  ->Optional[Any]:
										return self.nir / self.red





						def        SCREAMING_SNAKE_CASE(			self							:Optional[int]     )  ->Dict:
										return (self.rvi() - 1) / (self.rvi() + 1)





						def        SCREAMING_SNAKE_CASE(			self							:Optional[Any]     )  ->Dict:
										return (
										    (2 * self.nir + 1)
										    - ((2 * self.nir + 1) ** 2 - 8 * (self.nir - self.red)) ** (1 / 2)
										) / 2





						def        SCREAMING_SNAKE_CASE(			self							:str     )  ->int:
										return self.green / (self.nir + self.red + self.green)





						def        SCREAMING_SNAKE_CASE(			self							:Any     )  ->Any:
										return self.nir / (self.nir + self.red + self.green)





						def        SCREAMING_SNAKE_CASE(			self							:int     )  ->Tuple:
										return self.red / (self.nir + self.red + self.green)





						def        SCREAMING_SNAKE_CASE(			self							:List[Any]     )  ->List[Any]:
										return (self.green - self.red) / (self.green + self.red)





						def        SCREAMING_SNAKE_CASE(			self							:List[str]     )  ->str:
										return (self.red - self.green) / (self.red + self.green)





						def        SCREAMING_SNAKE_CASE(			self							:Union[str, Any]     )  ->List[str]:
										lowercase         =      np.max([np.max(self.red     ), np.max(self.green     ), np.max(self.blue     )]     )
										lowercase         =      np.min([np.min(self.red     ), np.min(self.green     ), np.min(self.blue     )]     )
										return (max_value - min_value) / max_value





						def        SCREAMING_SNAKE_CASE(			self							:List[str]     )  ->Any:
										return (2 * self.red - self.green - self.blue) / (self.green - self.blue)





						def        SCREAMING_SNAKE_CASE(			self							:List[str]     )  ->List[Any]:
										return self.nir / self.red





						def        SCREAMING_SNAKE_CASE(			self							:Any     )  ->List[str]:
										return (self.ndvi() + 0.5) ** (1 / 2)





						def        SCREAMING_SNAKE_CASE(			self							:Optional[int]     )  ->Union[str, Any]:
										return (self.nir - self.redEdge) / (self.nir + self.redEdge)
