
'''simple docstring'''

import json
import os
import shutil
import tempfile
import unittest

import numpy as np
import pytest

from transformers import MgpstrTokenizer
from transformers.models.mgp_str.tokenization_mgp_str import VOCAB_FILES_NAMES
from transformers.testing_utils import require_torch, require_vision
from transformers.utils import IMAGE_PROCESSOR_NAME, is_torch_available, is_vision_available


if is_torch_available():
		import torch


if is_vision_available():
		from PIL import Image

		from transformers import MgpstrProcessor, ViTImageProcessor






@require_torch
@require_vision
class  A  (						unittest.TestCase     ):
	snake_case__   :List[Any]   =  ViTImageProcessor if is_vision_available() else None





	@property
	def 				__SCREAMING_SNAKE_CASE	(       self      :							Optional[Any]				):


				"""simple docstring"""

				return self.image_processor_tester.prepare_image_processor_dict()





	def 				__SCREAMING_SNAKE_CASE	(       self      :							int				):


				"""simple docstring"""

				lowerCAmelCase__										=				(3, 32, 128)
				lowerCAmelCase__										=				tempfile.mkdtemp()

				# fmt: off
				lowerCAmelCase__										=				["[GO]", "[s]", "0", "1", "2", "3", "4", "5", "6", "7", "8", "9", "a", "b", "c", "d", "e", "f", "g", "h", "i", "j", "k", "l", "m", "n", "o", "p", "q", "r", "s", "t", "u", "v", "w", "x", "y", "z"]
				# fmt: on
				lowerCAmelCase__										=				dict(zip(__magic_name__   ,				range(len(__magic_name__				)				)				)				)

				lowerCAmelCase__										=				os.path.join(self.tmpdirname   ,				VOCAB_FILES_NAMES["vocab_file"]				)
				with open(self.vocab_file   ,				"w"   ,				encoding="utf-8"				) as fp:
							fp.write(json.dumps(__magic_name__				) + "\n"				)

				lowerCAmelCase__										=				{
				    "do_normalize": False,
				    "do_resize": True,
				    "image_processor_type": "ViTImageProcessor",
				    "resample": 3,
				    "size": {"height": 32, "width": 128},
				}
				lowerCAmelCase__										=				os.path.join(self.tmpdirname   ,				__magic_name__				)
				with open(self.image_processor_file   ,				"w"   ,				encoding="utf-8"				) as fp:
							json.dump(__magic_name__   ,				__magic_name__				)





	def 				__SCREAMING_SNAKE_CASE	(       self      :							Optional[Any]   ,				**__magic_name__      :							Optional[int]				):


				"""simple docstring"""

				return MgpstrTokenizer.from_pretrained(self.tmpdirname   ,				**__magic_name__				)





	def 				__SCREAMING_SNAKE_CASE	(       self      :							Optional[Any]   ,				**__magic_name__      :							Optional[int]				):


				"""simple docstring"""

				return ViTImageProcessor.from_pretrained(self.tmpdirname   ,				**__magic_name__				)





	def 				__SCREAMING_SNAKE_CASE	(       self      :							Union[str, Any]				):


				"""simple docstring"""

				shutil.rmtree(self.tmpdirname				)





	def 				__SCREAMING_SNAKE_CASE	(       self      :							str				):


				"""simple docstring"""

				lowerCAmelCase__										=				np.random.randint(255   ,				size=(3, 30, 400)   ,				dtype=np.uinta				)

				lowerCAmelCase__										=				Image.fromarray(np.moveaxis(__magic_name__   ,				0   ,				-1				)				)

				return image_input





	def 				__SCREAMING_SNAKE_CASE	(       self      :							Dict				):


				"""simple docstring"""

				lowerCAmelCase__										=				self.get_tokenizer()
				lowerCAmelCase__										=				self.get_image_processor()

				lowerCAmelCase__										=				MgpstrProcessor(tokenizer=__magic_name__   ,				image_processor=__magic_name__				)
				processor.save_pretrained(self.tmpdirname				)
				lowerCAmelCase__										=				MgpstrProcessor.from_pretrained(self.tmpdirname   ,				use_fast=__magic_name__				)

				self.assertEqual(processor.char_tokenizer.get_vocab()   ,				tokenizer.get_vocab()				)
				self.assertIsInstance(processor.char_tokenizer   ,				__magic_name__				)

				self.assertEqual(processor.image_processor.to_json_string()   ,				image_processor.to_json_string()				)
				self.assertIsInstance(processor.image_processor   ,				__magic_name__				)





	def 				__SCREAMING_SNAKE_CASE	(       self      :							List[str]				):


				"""simple docstring"""

				lowerCAmelCase__										=				self.get_tokenizer()
				lowerCAmelCase__										=				self.get_image_processor()

				lowerCAmelCase__										=				MgpstrProcessor(tokenizer=__magic_name__   ,				image_processor=__magic_name__				)
				processor.save_pretrained(self.tmpdirname				)

				lowerCAmelCase__										=				self.get_tokenizer(bos_token="(BOS)"   ,				eos_token="(EOS)"				)
				lowerCAmelCase__										=				self.get_image_processor(do_normalize=__magic_name__   ,				padding_value=1.0				)

				lowerCAmelCase__										=				MgpstrProcessor.from_pretrained(
				    self.tmpdirname   ,				bos_token="(BOS)"   ,				eos_token="(EOS)"   ,				do_normalize=__magic_name__   ,				padding_value=1.0				)

				self.assertEqual(processor.char_tokenizer.get_vocab()   ,				tokenizer_add_kwargs.get_vocab()				)
				self.assertIsInstance(processor.char_tokenizer   ,				__magic_name__				)

				self.assertEqual(processor.image_processor.to_json_string()   ,				image_processor_add_kwargs.to_json_string()				)
				self.assertIsInstance(processor.image_processor   ,				__magic_name__				)





	def 				__SCREAMING_SNAKE_CASE	(       self      :							List[Any]				):


				"""simple docstring"""

				lowerCAmelCase__										=				self.get_image_processor()
				lowerCAmelCase__										=				self.get_tokenizer()

				lowerCAmelCase__										=				MgpstrProcessor(tokenizer=__magic_name__   ,				image_processor=__magic_name__				)

				lowerCAmelCase__										=				self.prepare_image_inputs()

				lowerCAmelCase__										=				image_processor(__magic_name__   ,				return_tensors="np"				)
				lowerCAmelCase__										=				processor(images=__magic_name__   ,				return_tensors="np"				)

				for key in input_image_proc.keys():
							self.assertAlmostEqual(input_image_proc[key].sum()   ,				input_processor[key].sum()   ,				delta=1E-2				)





	def 				__SCREAMING_SNAKE_CASE	(       self      :							Dict				):


				"""simple docstring"""

				lowerCAmelCase__										=				self.get_image_processor()
				lowerCAmelCase__										=				self.get_tokenizer()

				lowerCAmelCase__										=				MgpstrProcessor(tokenizer=__magic_name__   ,				image_processor=__magic_name__				)

				lowerCAmelCase__										=				"test"

				lowerCAmelCase__										=				processor(text=__magic_name__				)

				lowerCAmelCase__										=				tokenizer(__magic_name__				)
				for key in encoded_tok.keys():
							self.assertListEqual(encoded_tok[key]   ,				encoded_processor[key]				)





	def 				__SCREAMING_SNAKE_CASE	(       self      :							Union[str, Any]				):


				"""simple docstring"""

				lowerCAmelCase__										=				self.get_image_processor()
				lowerCAmelCase__										=				self.get_tokenizer()

				lowerCAmelCase__										=				MgpstrProcessor(tokenizer=__magic_name__   ,				image_processor=__magic_name__				)

				lowerCAmelCase__										=				"test"
				lowerCAmelCase__										=				self.prepare_image_inputs()

				lowerCAmelCase__										=				processor(text=__magic_name__   ,				images=__magic_name__				)

				self.assertListEqual(list(inputs.keys()				)   ,				["pixel_values", "labels"]				)

				# test if it raises when no input is passed
				with pytest.raises(__magic_name__				):
							processor()





	def 				__SCREAMING_SNAKE_CASE	(       self      :							str				):


				"""simple docstring"""

				lowerCAmelCase__										=				self.get_image_processor()
				lowerCAmelCase__										=				self.get_tokenizer()

				lowerCAmelCase__										=				MgpstrProcessor(tokenizer=__magic_name__   ,				image_processor=__magic_name__				)

				lowerCAmelCase__										=				[[1, 4, 5, 8, 1, 0, 8], [3, 4, 3, 1, 1, 8, 9], [3, 4, 3, 1, 1, 8, 9]]

				lowerCAmelCase__										=				processor.char_decode(__magic_name__				)
				lowerCAmelCase__										=				tokenizer.batch_decode(__magic_name__				)
				lowerCAmelCase__										=				[seq.replace(" "   ,				""				) for seq in decoded_tok]

				self.assertListEqual(__magic_name__   ,				__magic_name__				)





	def 				__SCREAMING_SNAKE_CASE	(       self      :							str				):


				"""simple docstring"""

				lowerCAmelCase__										=				self.get_image_processor()
				lowerCAmelCase__										=				self.get_tokenizer()

				lowerCAmelCase__										=				MgpstrProcessor(tokenizer=__magic_name__   ,				image_processor=__magic_name__				)

				lowerCAmelCase__										=				None
				lowerCAmelCase__										=				self.prepare_image_inputs()

				lowerCAmelCase__										=				processor(text=__magic_name__   ,				images=__magic_name__				)

				self.assertListEqual(list(inputs.keys()				)   ,				processor.model_input_names				)







	def 				__SCREAMING_SNAKE_CASE	(       self      :							int				):


				"""simple docstring"""

				lowerCAmelCase__										=				self.get_image_processor()
				lowerCAmelCase__										=				self.get_tokenizer()

				lowerCAmelCase__										=				MgpstrProcessor(tokenizer=__magic_name__   ,				image_processor=__magic_name__				)

				lowerCAmelCase__										=				torch.randn(1   ,				27   ,				38				)
				lowerCAmelCase__										=				torch.randn(1   ,				27   ,				50257				)
				lowerCAmelCase__										=				torch.randn(1   ,				27   ,				30522				)

				lowerCAmelCase__										=				processor.batch_decode([char_input, bpe_input, wp_input]				)

				self.assertListEqual(list(results.keys()				)   ,				["generated_text", "scores", "char_preds", "bpe_preds", "wp_preds"]				)









"""simple docstring"""






import unittest

from transformers.testing_utils import CaptureStdout
from transformers.tools.python_interpreter import evaluate





def 				A_       ( snake_case__		)					->  Union[str, Any]:
			return x + 2






class      A(  unittest.TestCase		):

		"""simple docstring"""





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

					"""simple docstring"""



					_UpperCamelCase					:Union[str, Any]					     =	'''x = 3'''
					_UpperCamelCase					:List[str]					     =	{}
					_UpperCamelCase					:int					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{}					,				state=SCREAMING_SNAKE_CASE__   )
					assert result == 3
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3}   )

					_UpperCamelCase					:Tuple					     =	'''x = y'''
					_UpperCamelCase					:Optional[int]					     =	{'''y''': 5}
					_UpperCamelCase					:Optional[Any]					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{}					,				state=SCREAMING_SNAKE_CASE__   )
					# evaluate returns the value of the last assignment.
					assert result == 5
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 5, '''y''': 5}   )
		def   _UpperCamelCase( self   )      ->	int:

					"""simple docstring"""



					_UpperCamelCase					:str					     =	'''y = add_two(x)'''
					_UpperCamelCase					:Optional[int]					     =	{'''x''': 3}
					_UpperCamelCase					:Union[str, Any]					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{'''add_two''': add_two}					,				state=SCREAMING_SNAKE_CASE__   )
					assert result == 5
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3, '''y''': 5}   )

					# Won't work without the tool
					with CaptureStdout() as out:
								_UpperCamelCase					:Union[str, Any]					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{}					,				state=SCREAMING_SNAKE_CASE__   )
					assert result is None
					assert "tried to execute add_two" in out.out
		def   _UpperCamelCase( self   )      ->	List[Any]:

					"""simple docstring"""



					_UpperCamelCase					:Any					     =	'''x = 3'''
					_UpperCamelCase					:int					     =	{}
					_UpperCamelCase					:List[Any]					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{}					,				state=SCREAMING_SNAKE_CASE__   )
					assert result == 3
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3}   )
		def   _UpperCamelCase( self   )      ->	List[Any]:

					"""simple docstring"""



					_UpperCamelCase					:str					     =	'''test_dict = {\'x\': x, \'y\': add_two(x)}'''
					_UpperCamelCase					:str					     =	{'''x''': 3}
					_UpperCamelCase					:Dict					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{'''add_two''': add_two}					,				state=SCREAMING_SNAKE_CASE__   )
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3, '''y''': 5}   )
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3, '''test_dict''': {'''x''': 3, '''y''': 5}}   )
		def   _UpperCamelCase( self   )      ->	Tuple:

					"""simple docstring"""



					_UpperCamelCase					:int					     =	'''x = 3\ny = 5'''
					_UpperCamelCase					:int					     =	{}
					_UpperCamelCase					:Optional[int]					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{}					,				state=SCREAMING_SNAKE_CASE__   )
					# evaluate returns the value of the last assignment.
					assert result == 5
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3, '''y''': 5}   )
		def   _UpperCamelCase( self   )      ->	Optional[int]:

					"""simple docstring"""



					_UpperCamelCase					:Union[str, Any]					     =	'''text = f\'This is x: {x}.\''''
					_UpperCamelCase					:List[str]					     =	{'''x''': 3}
					_UpperCamelCase					:Any					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{}					,				state=SCREAMING_SNAKE_CASE__   )
					# evaluate returns the value of the last assignment.
					assert result == "This is x: 3."
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3, '''text''': '''This is x: 3.'''}   )
		def   _UpperCamelCase( self   )      ->	Union[str, Any]:

					"""simple docstring"""



					_UpperCamelCase					:Optional[Any]					     =	'''if x <= 3:\n    y = 2\nelse:\n    y = 5'''
					_UpperCamelCase					:Dict					     =	{'''x''': 3}
					_UpperCamelCase					:Any					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{}					,				state=SCREAMING_SNAKE_CASE__   )
					# evaluate returns the value of the last assignment.
					assert result == 2
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3, '''y''': 2}   )

					_UpperCamelCase					:Union[str, Any]					     =	{'''x''': 8}
					_UpperCamelCase					:Optional[int]					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{}					,				state=SCREAMING_SNAKE_CASE__   )
					# evaluate returns the value of the last assignment.
					assert result == 5
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 8, '''y''': 5}   )
		def   _UpperCamelCase( self   )      ->	Tuple:

					"""simple docstring"""



					_UpperCamelCase					:List[str]					     =	'''test_list = [x, add_two(x)]'''
					_UpperCamelCase					:Optional[int]					     =	{'''x''': 3}
					_UpperCamelCase					:str					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{'''add_two''': add_two}					,				state=SCREAMING_SNAKE_CASE__   )
					self.assertListEqual(SCREAMING_SNAKE_CASE__					,				[3, 5]   )
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3, '''test_list''': [3, 5]}   )
		def   _UpperCamelCase( self   )      ->	Dict:

					"""simple docstring"""



					_UpperCamelCase					:List[Any]					     =	'''y = x'''
					_UpperCamelCase					:List[str]					     =	{'''x''': 3}
					_UpperCamelCase					:Union[str, Any]					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{}					,				state=SCREAMING_SNAKE_CASE__   )
					assert result == 3
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3, '''y''': 3}   )
		def   _UpperCamelCase( self   )      ->	Tuple:

					"""simple docstring"""



					_UpperCamelCase					:Tuple					     =	'''test_list = [x, add_two(x)]\ntest_list[1]'''
					_UpperCamelCase					:Optional[Any]					     =	{'''x''': 3}
					_UpperCamelCase					:Any					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{'''add_two''': add_two}					,				state=SCREAMING_SNAKE_CASE__   )
					assert result == 5
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3, '''test_list''': [3, 5]}   )

					_UpperCamelCase					:str					     =	'''test_dict = {\'x\': x, \'y\': add_two(x)}\ntest_dict[\'y\']'''
					_UpperCamelCase					:Optional[int]					     =	{'''x''': 3}
					_UpperCamelCase					:Union[str, Any]					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{'''add_two''': add_two}					,				state=SCREAMING_SNAKE_CASE__   )
					assert result == 5
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3, '''test_dict''': {'''x''': 3, '''y''': 5}}   )





		def   _UpperCamelCase( self   )      ->	int:

					"""simple docstring"""



					_UpperCamelCase					:str					     =	'''x = 0\nfor i in range(3):\n    x = i'''
					_UpperCamelCase					:Tuple					     =	{}
					_UpperCamelCase					:Union[str, Any]					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{'''range''': range}					,				state=SCREAMING_SNAKE_CASE__   )
					assert result == 2
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 2, '''i''': 2}   )

