

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


lowerCAmelCase__       = get_tests_dir("fixtures/dummy-config.json")






class 						__magic_name__    (       unittest.TestCase    ):


 def _UpperCamelCase	(						self		: Dict    )    ->      List[Any]:
   UpperCAmelCase					      =  0


 def _UpperCamelCase	(						self		: Optional[int]    )    ->      Dict:
   self.assertIsNotNone(transformers.models.auto.__spec__    )
   self.assertIsNotNone(importlib.util.find_spec("transformers.models.auto"    )    )


 def _UpperCamelCase	(						self		: Dict    )    ->      Optional[Any]:
   UpperCAmelCase					      =  AutoConfig.from_pretrained("bert-base-uncased"    )
   self.assertIsInstance(lowerCAmelCase__			,						lowerCAmelCase__    )


 def _UpperCamelCase	(						self		: str    )    ->      int:
   UpperCAmelCase					      =  AutoConfig.from_pretrained(lowerCAmelCase__    )
   self.assertIsInstance(lowerCAmelCase__			,						lowerCAmelCase__    )


 def _UpperCamelCase	(						self		: str    )    ->      Any:
   UpperCAmelCase					      =  AutoConfig.from_pretrained(lowerCAmelCase__    )
   self.assertIsInstance(lowerCAmelCase__			,						lowerCAmelCase__    )


 def _UpperCamelCase	(						self		: Union[str, Any]    )    ->      Dict:
   UpperCAmelCase					      =  AutoConfig.for_model("roberta"    )
   self.assertIsInstance(lowerCAmelCase__			,						lowerCAmelCase__    )


 def _UpperCamelCase	(						self		: int    )    ->      List[Any]:
   with tempfile.TemporaryDirectory() as tmp_dir:
     # This model name contains bert and roberta, but roberta ends up being picked.
     UpperCAmelCase					      =  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({}    )    )
     UpperCAmelCase					      =  AutoConfig.from_pretrained(lowerCAmelCase__    )
     self.assertEqual(type(lowerCAmelCase__    )			,						lowerCAmelCase__    )


 def _UpperCamelCase	(						self		: Union[str, Any]    )    ->      List[str]:
   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
     UpperCAmelCase					      =  CustomConfig()
     with tempfile.TemporaryDirectory() as tmp_dir:
       config.save_pretrained(lowerCAmelCase__    )
       UpperCAmelCase					      =  AutoConfig.from_pretrained(lowerCAmelCase__    )
       self.assertIsInstance(lowerCAmelCase__			,						lowerCAmelCase__    )

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


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


 def _UpperCamelCase	(						self		: int    )    ->      int:
   with self.assertRaisesRegex(
       lowerCAmelCase__			,						r"aaaaaa is not a valid git identifier \(branch name, tag name or commit id\)"    ):
     UpperCAmelCase					      =  AutoConfig.from_pretrained(lowerCAmelCase__			,						revision="aaaaaa"    )


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


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

   UpperCAmelCase					      =  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__    )
     UpperCAmelCase					      =  AutoConfig.from_pretrained(lowerCAmelCase__			,						trust_remote_code=lowerCAmelCase__    )
   self.assertEqual(reloaded_config.__class__.__name__			,						"NewModelConfig"    )


 def _UpperCamelCase	(						self		: Tuple    )    ->      Tuple:






   class 						__magic_name__    (       _snake_case    ):
    UpperCAmelCase							    =						"""new-model"""

   try:
     AutoConfig.register("new-model"			,						lowerCAmelCase__    )
     # If remote code is not set, the default is to use local
     UpperCAmelCase					      =  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.
     UpperCAmelCase					      =  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
     UpperCAmelCase					      =  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"]






import glob
import os
import random
from string import ascii_lowercase, digits

import cva
lowerCAmelCase__       = ""
lowerCAmelCase__       = ""
lowerCAmelCase__       = ""
lowerCAmelCase__       = 1  # (0 is vertical, 1 is horizontal)
def      _lowerCAmelCase(	):
  UpperCAmelCase      ,	UpperCAmelCase					      =  get_dataset(__A   ,       __A			)
  print("Processing..."			)
  UpperCAmelCase      ,	UpperCAmelCase      ,	UpperCAmelCase					      =  update_image_and_anno(__A   ,       __A   ,       __A			)

  for index, image in enumerate(__A			):
    # Get random string code: '7b7ad245cdff75241935e4dd860f3bad'
    UpperCAmelCase					      =  random_chars(32			)
    UpperCAmelCase					      =  paths[index].split(os.sep			)[-1].rsplit("."   ,       1			)[0]
    UpperCAmelCase					      =  F"{OUTPUT_DIR}/{file_name}_FLIP_{letter_code}"
    cva.imwrite(F"/{file_root}.jpg"   ,       __A   ,       [cva.IMWRITE_JPEG_QUALITY, 85]			)
    print(F"Success {index+1}/{len(__A			)} with {file_name}"			)
    UpperCAmelCase					      =  []
    for anno in new_annos[index]:
      UpperCAmelCase					      =  F"{anno[0]} {anno[1]} {anno[2]} {anno[3]} {anno[4]}"
      annos_list.append(__A			)
    with open(F"/{file_root}.txt"   ,       "w"			) as outfile:
      outfile.write("\n".join(line for line in annos_list			)			)
def      _lowerCAmelCase(	__A   ,       __A			):
  UpperCAmelCase					      =  []
  UpperCAmelCase					      =  []
  for label_file in glob.glob(os.path.join(__A   ,       "*.txt"			)			):
    UpperCAmelCase					      =  label_file.split(os.sep			)[-1].rsplit("."   ,       1			)[0]
    with open(__A			) as in_file:
      UpperCAmelCase					      =  in_file.readlines()
    UpperCAmelCase					      =  os.path.join(__A   ,       F"{label_name}.jpg"			)

    UpperCAmelCase					      =  []
    for obj_list in obj_lists:
      UpperCAmelCase					      =  obj_list.rstrip("\n"			).split(" "			)
      boxes.append(
          [
              int(obj[0]			),
              float(obj[1]			),
              float(obj[2]			),
              float(obj[3]			),
              float(obj[4]			),
          ]			)
    if not boxes:
      continue
    img_paths.append(__A			)
    labels.append(__A			)
  return img_paths, labels
def      _lowerCAmelCase(	__A   ,       __A   ,       __A = 1			):
  UpperCAmelCase					      =  []
  UpperCAmelCase					      =  []
  UpperCAmelCase					      =  []
  for idx in range(len(__A			)			):
    UpperCAmelCase					      =  []
    UpperCAmelCase					      =  img_list[idx]
    path_list.append(__A			)
    UpperCAmelCase					      =  anno_list[idx]
    UpperCAmelCase					      =  cva.imread(__A			)
    if flip_type == 1:
      UpperCAmelCase					      =  cva.flip(__A   ,       __A			)
      for bbox in img_annos:
        UpperCAmelCase					      =  1 - bbox[1]
        new_annos.append([bbox[0], x_center_new, bbox[2], bbox[3], bbox[4]]			)
    elif flip_type == 0:
      UpperCAmelCase					      =  cva.flip(__A   ,       __A			)
      for bbox in img_annos:
        UpperCAmelCase					      =  1 - bbox[2]
        new_annos.append([bbox[0], bbox[1], y_center_new, bbox[3], bbox[4]]			)
    new_annos_lists.append(__A			)
    new_imgs_list.append(__A			)
  return new_imgs_list, new_annos_lists, path_list
def      _lowerCAmelCase(	__A = 32			):
  assert number_char > 1, "The number of character should greater than 1"
  UpperCAmelCase					      =  ascii_lowercase + digits
  return "".join(random.choice(__A			) for _ in range(__A			)			)


if __name__ == "__main__":
      main()
      print("DONE ✅")



