





import os
import re
import shutil
import sys
import tempfile
import unittest

import black


__UpperCAmelCase	:       List[Any]    	=							os.path.abspath(os.path.dirname(os.path.dirname(os.path.dirname(__file__))))
sys.path.append(os.path.join(git_repo_path, "utils"))

import check_copies  # noqa: E402


# This is the reference code that will be used in the tests.
# If DDPMSchedulerOutput is changed in scheduling_ddpm.py, this code needs to be manually updated.
__UpperCAmelCase	:       Any    	=							"    \"\"\"\n    Output class for the scheduler's step function output.\n\n    Args:\n        prev_sample (`torch.FloatTensor` of shape `(batch_size, num_channels, height, width)` for images):\n            Computed sample (x_{t-1}) of previous timestep. `prev_sample` should be used as next model input in the\n            denoising loop.\n        pred_original_sample (`torch.FloatTensor` of shape `(batch_size, num_channels, height, width)` for images):\n            The predicted denoised sample (x_{0}) based on the model output from the current timestep.\n            `pred_original_sample` can be used to preview progress or for guidance.\n    \"\"\"\n\n    prev_sample: torch.FloatTensor\n    pred_original_sample: Optional[torch.FloatTensor] = None\n"







class    __snake_case	(							unittest.TestCase      ):





       '''simple docstring'''







       def 							UpperCAmelCase__			(  self			:   str		):
         __snake_case:						Tuple			  =						tempfile.mkdtemp()
         os.makedirs(os.path.join(self.diffusers_dir							,    """schedulers/"""		)		)
         __snake_case:						List[Any]			  =						self.diffusers_dir
         shutil.copy(
             os.path.join(A							,    """src/diffusers/schedulers/scheduling_ddpm.py"""		)							,    os.path.join(self.diffusers_dir							,    """schedulers/scheduling_ddpm.py"""		)							,    )




       def 							UpperCAmelCase__			(  self			:   Tuple		):
         __snake_case:						Any			  =						"""src/diffusers"""
         shutil.rmtree(self.diffusers_dir		)




       def 							UpperCAmelCase__			(  self			:   Any							,    A			:   Optional[int]							,    A			:   Any							,    A			:   Dict							,    A			:   Union[str, Any]=None		):
         __snake_case:						Union[str, Any]			  =						comment + f'''\nclass {class_name}(nn.Module):\n''' + class_code
         if overwrite_result is not None:
           __snake_case:						Union[str, Any]			  =						comment + f'''\nclass {class_name}(nn.Module):\n''' + overwrite_result
         __snake_case:						Dict			  =						black.Mode(target_versions={black.TargetVersion.PYaa}							,    line_length=119		)
         __snake_case:						Union[str, Any]			  =						black.format_str(A							,    mode=A		)
         __snake_case:						str			  =						os.path.join(self.diffusers_dir							,    """new_code.py"""		)
         with open(A							,    """w"""							,    newline="""\n"""		) as f:
           f.write(A		)
         if overwrite_result is None:
           self.assertTrue(len(check_copies.is_copy_consistent(A		)		) == 0		)
         else:
           check_copies.is_copy_consistent(f.name							,    overwrite=A		)
           with open(A							,    """r"""		) as f:
             self.assertTrue(f.read()							,    A		)




       def 							UpperCAmelCase__			(  self			:   Any		):
         __snake_case:						Tuple			  =						check_copies.find_code_in_diffusers("""schedulers.scheduling_ddpm.DDPMSchedulerOutput"""		)
         self.assertEqual(A							,    A		)






       def 							UpperCAmelCase__			(  self			:   Optional[int]		):
         # Base copy consistency
         self.check_copy_consistency(
             """# Copied from diffusers.schedulers.scheduling_ddpm.DDPMSchedulerOutput"""							,    """DDPMSchedulerOutput"""							,    REFERENCE_CODE + """\n"""							,    )

         # With no empty line at the end
         self.check_copy_consistency(
             """# Copied from diffusers.schedulers.scheduling_ddpm.DDPMSchedulerOutput"""							,    """DDPMSchedulerOutput"""							,    A							,    )

         # Copy consistency with rename
         self.check_copy_consistency(
             """# Copied from diffusers.schedulers.scheduling_ddpm.DDPMSchedulerOutput with DDPM->Test"""							,    """TestSchedulerOutput"""							,    re.sub("""DDPM"""							,    """Test"""							,    A		)							,    )

         # Copy consistency with a really long name
         __snake_case:						Tuple			  =						"""TestClassWithAReallyLongNameBecauseSomePeopleLikeThatForSomeReason"""
         self.check_copy_consistency(
             f'''# Copied from diffusers.schedulers.scheduling_ddpm.DDPMSchedulerOutput with DDPM->{long_class_name}'''							,    f'''{long_class_name}SchedulerOutput'''							,    re.sub("""Bert"""							,    A							,    A		)							,    )

         # Copy consistency with overwrite
         self.check_copy_consistency(
             """# Copied from diffusers.schedulers.scheduling_ddpm.DDPMSchedulerOutput with DDPM->Test"""							,    """TestSchedulerOutput"""							,    A							,    overwrite_result=re.sub("""DDPM"""							,    """Test"""							,    A		)							,    )













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


__UpperCAmelCase	:       str    	=							logging.get_logger(__name__)

__UpperCAmelCase	:       int    	=							{
    "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    __snake_case	(							__lowerCamelCase      ):





       '''simple docstring'''







       lowerCAmelCase__						=					"""rwkv"""
       lowerCAmelCase__						=					{"""max_position_embeddings""": """context_length"""}




       def __init__(  self			:   Dict							,    A			:   List[Any]=50_277							,    A			:   List[Any]=1_024							,    A			:   Union[str, Any]=4_096							,    A			:   Tuple=32							,    A			:   List[Any]=None							,    A			:   Tuple=None							,    A			:   Tuple=1E-5							,    A			:   int=0							,    A			:   Optional[int]=0							,    A			:   Dict=6							,    A			:   Dict=False							,    A			:   int=True							,    **A			:   List[Any]							,    ):
         __snake_case:						Tuple			  =						vocab_size
         __snake_case:						Any			  =						context_length
         __snake_case:						Dict			  =						hidden_size
         __snake_case:						Dict			  =						num_hidden_layers
         __snake_case:						Union[str, Any]			  =						attention_hidden_size if attention_hidden_size is not None else hidden_size
         __snake_case:						str			  =						intermediate_size if intermediate_size is not None else 4 * hidden_size
         __snake_case:						Any			  =						layer_norm_epsilon
         __snake_case:						int			  =						rescale_every
         __snake_case:						str			  =						use_cache

         __snake_case:						Dict			  =						bos_token_id
         __snake_case:						Union[str, Any]			  =						eos_token_id

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






