
"""simple docstring"""







from ...configuration_utils import PretrainedConfig
from ...utils import logging


lowercase_         =       logging.get_logger(__name__)

lowercase_         =       {
    "RWKV/rwkv-4-169m-pile": "https://huggingface.co/RWKV/rwkv-4-169m-pile/resolve/main/config.json",
    "RWKV/rwkv-4-430m-pile": "https://huggingface.co/RWKV/rwkv-4-430m-pile/resolve/main/config.json",
    "RWKV/rwkv-4-1b5-pile": "https://huggingface.co/RWKV/rwkv-4-1b5-pile/resolve/main/config.json",
    "RWKV/rwkv-4-3b-pile": "https://huggingface.co/RWKV/rwkv-4-3b-pile/resolve/main/config.json",
    "RWKV/rwkv-4-7b-pile": "https://huggingface.co/RWKV/rwkv-4-7b-pile/resolve/main/config.json",
    "RWKV/rwkv-4-14b-pile": "https://huggingface.co/RWKV/rwkv-4-14b-pile/resolve/main/config.json",
    "RWKV/rwkv-raven-1b5": "https://huggingface.co/RWKV/rwkv-raven-1b5/resolve/main/config.json",
    "RWKV/rwkv-raven-3b": "https://huggingface.co/RWKV/rwkv-raven-3b/resolve/main/config.json",
    "RWKV/rwkv-raven-7b": "https://huggingface.co/RWKV/rwkv-raven-7b/resolve/main/config.json",
    "RWKV/rwkv-raven-14b": "https://huggingface.co/RWKV/rwkv-raven-14b/resolve/main/config.json",
}



class 		UpperCAmelCase_						(lowerCamelCase_    ):
 """simple docstring"""




 UpperCamelCase_    :  Union[str, Any]					 =     """rwkv"""
 UpperCamelCase_    :  List[str]					 =     {"""max_position_embeddings""": """context_length"""}




 def __init__(			self							:			str  , a_							:			str=5_02_77  , a_							:			Optional[Any]=10_24  , a_							:			int=40_96  , a_							:			List[Any]=32  , a_							:			Optional[int]=None  , a_							:			Union[str, Any]=None  , a_							:			str=1E-5  , a_							:			int=0  , a_							:			Optional[int]=0  , a_							:			Union[str, Any]=6  , a_							:			int=False  , a_							:			Union[str, Any]=True  , **a_							:			Optional[Any]  , )->       int:



      """simple docstring"""

      UpperCAmelCase_    :     Dict            =	vocab_size
      UpperCAmelCase_    :     int            =	context_length
      UpperCAmelCase_    :     Optional[Any]            =	hidden_size
      UpperCAmelCase_    :     int            =	num_hidden_layers
      UpperCAmelCase_    :     Any            =	attention_hidden_size if attention_hidden_size is not None else hidden_size
      UpperCAmelCase_    :     Any            =	intermediate_size if intermediate_size is not None else 4 * hidden_size
      UpperCAmelCase_    :     int            =	layer_norm_epsilon
      UpperCAmelCase_    :     List[str]            =	rescale_every
      UpperCAmelCase_    :     int            =	use_cache

      UpperCAmelCase_    :     str            =	bos_token_id
      UpperCAmelCase_    :     str            =	eos_token_id

      super().__init__(
          tie_word_embeddings=a_  , bos_token_id=a_  , eos_token_id=a_  , **a_			)



"""simple docstring"""







import tempfile
import unittest

from make_student import create_student_by_copying_alternating_layers

from transformers import AutoConfig
from transformers.file_utils import cached_property
from transformers.testing_utils import require_torch


lowercase_         =       "sshleifer/bart-tiny-random"
lowercase_         =       "patrickvonplaten/t5-tiny-random"



@require_torch
class 		UpperCAmelCase_						(unittest.TestCase    ):
 """simple docstring"""




 @cached_property
 def 	a   (			self							:			Dict			)->       List[Any]:



      """simple docstring"""

      return AutoConfig.from_pretrained(a_			)




 def 	a   (			self							:			List[str]			)->       Dict:



      """simple docstring"""

      UpperCAmelCase_       ,*UpperCAmelCase_    :     Tuple            =	create_student_by_copying_alternating_layers(a_  , tempfile.mkdtemp()  , e=1  , d=1			)
      self.assertEqual(student.config.num_hidden_layers  , 1			)




 def 	a   (			self							:			List[str]			)->       str:



      """simple docstring"""

      UpperCAmelCase_       ,*UpperCAmelCase_    :     Dict            =	create_student_by_copying_alternating_layers(a_  , tempfile.mkdtemp()  , e=1  , d=a_			)




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



      """simple docstring"""

      UpperCAmelCase_       ,*UpperCAmelCase_    :     Union[str, Any]            =	create_student_by_copying_alternating_layers(a_  , tempfile.mkdtemp()  , e=1  , d=a_			)
      self.assertEqual(student.config.encoder_layers  , 1			)
      self.assertEqual(student.config.decoder_layers  , self.teacher_config.encoder_layers			)




 def 	a   (			self							:			Tuple			)->       str:



      """simple docstring"""

      UpperCAmelCase_       ,*UpperCAmelCase_    :     str            =	create_student_by_copying_alternating_layers(a_  , tempfile.mkdtemp()  , e=1  , d=1			)
      self.assertEqual(student.config.encoder_layers  , 1			)
      self.assertEqual(student.config.decoder_layers  , 1			)






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



      """simple docstring"""

      with self.assertRaises(a_			):
           create_student_by_copying_alternating_layers(a_  , tempfile.mkdtemp()  , e=a_  , d=a_			)

