





import json
import os
import shutil
import tempfile
import unittest

import numpy as np
import pytest

from transformers import CLIPTokenizer, CLIPTokenizerFast
from transformers.models.clip.tokenization_clip import VOCAB_FILES_NAMES
from transformers.testing_utils import require_vision
from transformers.utils import IMAGE_PROCESSOR_NAME, is_vision_available


if is_vision_available():
  from PIL import Image

  from transformers import OwlViTImageProcessor, OwlViTProcessor





@require_vision
class  lowerCAmelCase							(       unittest.TestCase ):







  def   UpperCAmelCase					(      self  :List[Any] ):






     '''simple docstring'''





     lowercase__			       =  tempfile.mkdtemp()

     # fmt: off
     lowercase__			       =  ["", "l", "o", "w", "e", "r", "s", "t", "i", "d", "n", "lo", "l</w>", "w</w>", "r</w>", "t</w>", "low</w>", "er</w>", "lowest</w>", "newer</w>", "wider", "<unk>", "<|startoftext|>", "<|endoftext|>"]
     # fmt: on
     lowercase__			       =  dict(zip(_lowercase   ,							range(len(_lowercase ) ) ) )
     lowercase__			       =  ["#version: 0.2", "l o", "lo w</w>", "e r</w>", ""]
     lowercase__			       =  {"unk_token": "<unk>"}

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

     lowercase__			       =  {
         "do_resize": True,
         "size": 20,
         "do_center_crop": True,
         "crop_size": 18,
         "do_normalize": True,
         "image_mean": [0.48145466, 0.4578275, 0.40821073],
         "image_std": [0.26862954, 0.26130258, 0.27577711],
     }
     lowercase__			       =  os.path.join(self.tmpdirname   ,							_lowercase )
     with open(self.image_processor_file   ,							"w"   ,							encoding="utf-8" ) as fp:
        json.dump(_lowercase   ,							_lowercase )







  def   UpperCAmelCase					(      self  :Optional[Any]   ,							**_lowercase  :Dict ):






     '''simple docstring'''





     return CLIPTokenizer.from_pretrained(self.tmpdirname   ,							pad_token="!"   ,							**_lowercase )







  def   UpperCAmelCase					(      self  :Optional[Any]   ,							**_lowercase  :int ):






     '''simple docstring'''





     return CLIPTokenizerFast.from_pretrained(self.tmpdirname   ,							pad_token="!"   ,							**_lowercase )







  def   UpperCAmelCase					(      self  :List[str]   ,							**_lowercase  :List[Any] ):






     '''simple docstring'''





     return OwlViTImageProcessor.from_pretrained(self.tmpdirname   ,							**_lowercase )







  def   UpperCAmelCase					(      self  :Optional[Any] ):






     '''simple docstring'''





     shutil.rmtree(self.tmpdirname )







  def   UpperCAmelCase					(      self  :Optional[int] ):






     '''simple docstring'''





     lowercase__			       =  [np.random.randint(2_55   ,							size=(3, 30, 4_00)   ,							dtype=np.uinta )]

     lowercase__			       =  [Image.fromarray(np.moveaxis(_lowercase   ,							0   ,							-1 ) ) for x in image_inputs]

     return image_inputs







  def   UpperCAmelCase					(      self  :Optional[Any] ):






     '''simple docstring'''





     lowercase__			       =  self.get_tokenizer()
     lowercase__			       =  self.get_rust_tokenizer()
     lowercase__			       =  self.get_image_processor()

     lowercase__			       =  OwlViTProcessor(tokenizer=_lowercase   ,							image_processor=_lowercase )
     processor_slow.save_pretrained(self.tmpdirname )
     lowercase__			       =  OwlViTProcessor.from_pretrained(self.tmpdirname   ,							use_fast=_lowercase )

     lowercase__			       =  OwlViTProcessor(tokenizer=_lowercase   ,							image_processor=_lowercase )
     processor_fast.save_pretrained(self.tmpdirname )
     lowercase__			       =  OwlViTProcessor.from_pretrained(self.tmpdirname )

     self.assertEqual(processor_slow.tokenizer.get_vocab()   ,							tokenizer_slow.get_vocab() )
     self.assertEqual(processor_fast.tokenizer.get_vocab()   ,							tokenizer_fast.get_vocab() )
     self.assertEqual(tokenizer_slow.get_vocab()   ,							tokenizer_fast.get_vocab() )
     self.assertIsInstance(processor_slow.tokenizer   ,							_lowercase )
     self.assertIsInstance(processor_fast.tokenizer   ,							_lowercase )

     self.assertEqual(processor_slow.image_processor.to_json_string()   ,							image_processor.to_json_string() )
     self.assertEqual(processor_fast.image_processor.to_json_string()   ,							image_processor.to_json_string() )
     self.assertIsInstance(processor_slow.image_processor   ,							_lowercase )
     self.assertIsInstance(processor_fast.image_processor   ,							_lowercase )







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






     '''simple docstring'''





     lowercase__			       =  OwlViTProcessor(tokenizer=self.get_tokenizer()   ,							image_processor=self.get_image_processor() )
     processor.save_pretrained(self.tmpdirname )

     lowercase__			       =  self.get_tokenizer(bos_token="(BOS)"   ,							eos_token="(EOS)" )
     lowercase__			       =  self.get_image_processor(do_normalize=_lowercase )

     lowercase__			       =  OwlViTProcessor.from_pretrained(
         self.tmpdirname   ,							bos_token="(BOS)"   ,							eos_token="(EOS)"   ,							do_normalize=_lowercase )

     self.assertEqual(processor.tokenizer.get_vocab()   ,							tokenizer_add_kwargs.get_vocab() )
     self.assertIsInstance(processor.tokenizer   ,							_lowercase )

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







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






     '''simple docstring'''





     lowercase__			       =  self.get_image_processor()
     lowercase__			       =  self.get_tokenizer()

     lowercase__			       =  OwlViTProcessor(tokenizer=_lowercase   ,							image_processor=_lowercase )

     lowercase__			       =  self.prepare_image_inputs()

     lowercase__			       =  image_processor(_lowercase   ,							return_tensors="np" )
     lowercase__			       =  processor(images=_lowercase   ,							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   UpperCAmelCase					(      self  :Dict ):






     '''simple docstring'''





     lowercase__			       =  self.get_image_processor()
     lowercase__			       =  self.get_tokenizer()

     lowercase__			       =  OwlViTProcessor(tokenizer=_lowercase   ,							image_processor=_lowercase )

     lowercase__			       =  "lower newer"

     lowercase__			       =  processor(text=_lowercase   ,							return_tensors="np" )

     lowercase__			       =  tokenizer(_lowercase   ,							return_tensors="np" )

     for key in encoded_tok.keys():
        self.assertListEqual(encoded_tok[key][0].tolist()   ,							encoded_processor[key][0].tolist() )







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






     '''simple docstring'''





     lowercase__			       =  self.get_image_processor()
     lowercase__			       =  self.get_tokenizer()

     lowercase__			       =  OwlViTProcessor(tokenizer=_lowercase   ,							image_processor=_lowercase )

     lowercase__			       =  "lower newer"
     lowercase__			       =  self.prepare_image_inputs()

     lowercase__			       =  processor(text=_lowercase   ,							images=_lowercase )

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

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







  def   UpperCAmelCase					(      self  :int ):






     '''simple docstring'''





     lowercase__			       =  "google/owlvit-base-patch32"
     lowercase__			       =  OwlViTProcessor.from_pretrained(_lowercase )

     lowercase__			       =  ["cat", "nasa badge"]
     lowercase__			       =  processor(text=_lowercase )

     lowercase__			       =  16
     self.assertListEqual(list(inputs.keys() )   ,							["input_ids", "attention_mask"] )
     self.assertEqual(inputs["input_ids"].shape   ,							(2, seq_length) )

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







  def   UpperCAmelCase					(      self  :Any ):






     '''simple docstring'''





     lowercase__			       =  "google/owlvit-base-patch32"
     lowercase__			       =  OwlViTProcessor.from_pretrained(_lowercase )

     lowercase__			       =  [["cat", "nasa badge"], ["person"]]
     lowercase__			       =  processor(text=_lowercase )

     lowercase__			       =  16
     lowercase__			       =  len(_lowercase )
     lowercase__			       =  max([len(_lowercase ) for texts in input_texts] )

     self.assertListEqual(list(inputs.keys() )   ,							["input_ids", "attention_mask"] )
     self.assertEqual(inputs["input_ids"].shape   ,							(batch_size * num_max_text_queries, seq_length) )

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







  def   UpperCAmelCase					(      self  :Tuple ):






     '''simple docstring'''





     lowercase__			       =  "google/owlvit-base-patch32"
     lowercase__			       =  OwlViTProcessor.from_pretrained(_lowercase )

     lowercase__			       =  ["cat", "nasa badge"]
     lowercase__			       =  processor(text=_lowercase )

     lowercase__			       =  16
     lowercase__			       =  inputs["input_ids"]
     lowercase__			       =  [
         [4_94_06, 23_68, 4_94_07, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
         [4_94_06, 68_41, 1_13_01, 4_94_07, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
     ]

     self.assertListEqual(list(inputs.keys() )   ,							["input_ids", "attention_mask"] )
     self.assertEqual(inputs["input_ids"].shape   ,							(2, seq_length) )
     self.assertListEqual(list(input_ids[0] )   ,							predicted_ids[0] )
     self.assertListEqual(list(input_ids[1] )   ,							predicted_ids[1] )







  def   UpperCAmelCase					(      self  :str ):






     '''simple docstring'''





     lowercase__			       =  self.get_image_processor()
     lowercase__			       =  self.get_tokenizer()

     lowercase__			       =  OwlViTProcessor(tokenizer=_lowercase   ,							image_processor=_lowercase )

     lowercase__			       =  self.prepare_image_inputs()
     lowercase__			       =  self.prepare_image_inputs()

     lowercase__			       =  processor(images=_lowercase   ,							query_images=_lowercase )

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

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







  def   UpperCAmelCase					(      self  :int ):






     '''simple docstring'''





     lowercase__			       =  self.get_image_processor()
     lowercase__			       =  self.get_tokenizer()

     lowercase__			       =  OwlViTProcessor(tokenizer=_lowercase   ,							image_processor=_lowercase )

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

     lowercase__			       =  processor.batch_decode(_lowercase )
     lowercase__			       =  tokenizer.batch_decode(_lowercase )

     self.assertListEqual(_lowercase   ,							_lowercase )













def _A       (   __magic_name__	):
   lowercase__			       =  ""
   for ch in key:
      if ch == " " or ch not in key_no_dups and ch.isalpha():
         key_no_dups += ch
   return key_no_dups


def _A       (   __magic_name__	):
   lowercase__			       =  [chr(i + 65	) for i in range(26	)]
   # Remove duplicate characters from key
   lowercase__			       =  remove_duplicates(key.upper()	)
   lowercase__			       =  len(__magic_name__	)
   # First fill cipher with key characters
   lowercase__			       =  {alphabet[i]: char for i, char in enumerate(__magic_name__	)}
   # Then map remaining characters in alphabet to
   # the alphabet from the beginning
   for i in range(len(__magic_name__	)  , 26	):
      lowercase__			       =  alphabet[i - offset]
      # Ensure we are not mapping letters to letters previously mapped
      while char in key:
         offset -= 1
         lowercase__			       =  alphabet[i - offset]
      lowercase__			       =  char
   return cipher_alphabet


def _A       (   __magic_name__  , __magic_name__	):
   return "".join(cipher_map.get(__magic_name__  , __magic_name__	) for ch in message.upper()	)


def _A       (   __magic_name__  , __magic_name__	):
   lowercase__			       =  {v: k for k, v in cipher_map.items()}
   return "".join(rev_cipher_map.get(__magic_name__  , __magic_name__	) for ch in message.upper()	)


def _A       (   ):
   lowercase__			       =  input("Enter message to encode or decode: "	).strip()
   lowercase__			       =  input("Enter keyword: "	).strip()
   lowercase__			       =  input("Encipher or decipher? E/D:"	).strip()[0].lower()
   try:
      lowercase__			       =  {"e": encipher, "d": decipher}[option]
   except KeyError:
      raise KeyError("invalid input option"	)
   lowercase__			       =  create_cipher_map(__magic_name__	)
   print(func(__magic_name__  , __magic_name__	)	)


if __name__ == "__main__":
  import doctest

  doctest.testmod()
  main()






