
'''simple docstring'''
from collections import OrderedDict
from typing import Any, List, Mapping, Optional

from ... import PreTrainedTokenizer, TensorType, is_torch_available
from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfigWithPast, PatchingSpec
from ...utils import logging


lowercase__						       =      logging.get_logger(__name__)


lowercase__						       =      {
    """Salesforce/codegen-350M-nl""": """https://huggingface.co/Salesforce/codegen-350M-nl/resolve/main/config.json""",
    """Salesforce/codegen-350M-multi""": """https://huggingface.co/Salesforce/codegen-350M-multi/resolve/main/config.json""",
    """Salesforce/codegen-350M-mono""": """https://huggingface.co/Salesforce/codegen-350M-mono/resolve/main/config.json""",
    """Salesforce/codegen-2B-nl""": """https://huggingface.co/Salesforce/codegen-2B-nl/resolve/main/config.json""",
    """Salesforce/codegen-2B-multi""": """https://huggingface.co/Salesforce/codegen-2B-multi/resolve/main/config.json""",
    """Salesforce/codegen-2B-mono""": """https://huggingface.co/Salesforce/codegen-2B-mono/resolve/main/config.json""",
    """Salesforce/codegen-6B-nl""": """https://huggingface.co/Salesforce/codegen-6B-nl/resolve/main/config.json""",
    """Salesforce/codegen-6B-multi""": """https://huggingface.co/Salesforce/codegen-6B-multi/resolve/main/config.json""",
    """Salesforce/codegen-6B-mono""": """https://huggingface.co/Salesforce/codegen-6B-mono/resolve/main/config.json""",
    """Salesforce/codegen-16B-nl""": """https://huggingface.co/Salesforce/codegen-16B-nl/resolve/main/config.json""",
    """Salesforce/codegen-16B-multi""": """https://huggingface.co/Salesforce/codegen-16B-multi/resolve/main/config.json""",
    """Salesforce/codegen-16B-mono""": """https://huggingface.co/Salesforce/codegen-16B-mono/resolve/main/config.json""",
}






class 	snake_case__       (      __SCREAMING_SNAKE_CASE					):







		"""simple docstring"""

		lowerCamelCase     							=						"""codegen"""
		lowerCamelCase     							=						{
		    """max_position_embeddings""": """n_positions""",
		    """hidden_size""": """n_embd""",
		    """num_attention_heads""": """n_head""",
		    """num_hidden_layers""": """n_layer""",
		}



		def __init__(      self				:			str  ,	UpperCamelCase__				:			Optional[Any]=5_0400  ,	UpperCamelCase__				:			List[Any]=2048  ,	UpperCamelCase__				:			List[str]=2048  ,	UpperCamelCase__				:			Union[str, Any]=4096  ,	UpperCamelCase__				:			Tuple=28  ,	UpperCamelCase__				:			Dict=16  ,	UpperCamelCase__				:			Dict=64  ,	UpperCamelCase__				:			Optional[int]=None  ,	UpperCamelCase__				:			Union[str, Any]="gelu_new"  ,	UpperCamelCase__				:			Tuple=0.0  ,	UpperCamelCase__				:			Any=0.0  ,	UpperCamelCase__				:			str=0.0  ,	UpperCamelCase__				:			Any=1e-5  ,	UpperCamelCase__				:			Dict=0.02  ,	UpperCamelCase__				:			Optional[int]=True  ,	UpperCamelCase__				:			Dict=5_0256  ,	UpperCamelCase__				:			int=5_0256  ,	UpperCamelCase__				:			Dict=False  ,	**UpperCamelCase__				:			List[Any]  ,	)						->			Dict:






				"""simple docstring"""







				snake_case  :       str     			=						vocab_size
				snake_case  :       List[Any]     			=						n_ctx
				snake_case  :       Optional[Any]     			=						n_positions
				snake_case  :       int     			=						n_embd
				snake_case  :       Dict     			=						n_layer
				snake_case  :       List[str]     			=						n_head
				snake_case  :       Optional[Any]     			=						n_inner
				snake_case  :       Tuple     			=						rotary_dim
				snake_case  :       Tuple     			=						activation_function
				snake_case  :       int     			=						resid_pdrop
				snake_case  :       List[str]     			=						embd_pdrop
				snake_case  :       str     			=						attn_pdrop
				snake_case  :       str     			=						layer_norm_epsilon
				snake_case  :       Union[str, Any]     			=						initializer_range
				snake_case  :       List[Any]     			=						use_cache

				snake_case  :       List[str]     			=						bos_token_id
				snake_case  :       str     			=						eos_token_id

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







class 	snake_case__       (      __SCREAMING_SNAKE_CASE					):







		"""simple docstring"""

		def __init__(      self				:			List[Any]  ,	UpperCamelCase__				:			List[str]  ,	UpperCamelCase__				:			Union[str, Any] = "default"  ,	UpperCamelCase__				:			int = None  ,	UpperCamelCase__				:			List[str] = False  ,	)						->			List[Any]:






				"""simple docstring"""







				super().__init__(_lowercase  ,	task=_lowercase  ,	patching_specs=_lowercase  ,	use_past=_lowercase      )
				if not getattr(self._config  ,	'''pad_token_id'''  ,	_lowercase      ):
						# TODO: how to do that better?
						snake_case  :       List[Any]     			=						0



		@property
		def       lowerCAmelCase				(      self				:			int      )						->			Mapping[str, Mapping[int, str]]:






				"""simple docstring"""







				snake_case  :       Any     			=						OrderedDict({'''input_ids''': {0: '''batch''', 1: '''sequence'''}}      )
				if self.use_past:
						self.fill_with_past_key_values_(_lowercase  ,	direction='''inputs'''      )
						snake_case  :       List[str]     			=						{0: '''batch''', 1: '''past_sequence + sequence'''}
				else:
						snake_case  :       Dict     			=						{0: '''batch''', 1: '''sequence'''}

				return common_inputs



		@property
		def       lowerCAmelCase				(      self				:			List[str]      )						->			int:






				"""simple docstring"""







				return self._config.n_layer



		@property
		def       lowerCAmelCase				(      self				:			Union[str, Any]      )						->			int:






				"""simple docstring"""







				return self._config.n_head



		def       lowerCAmelCase				(      self				:			Optional[int]  ,	UpperCamelCase__				:			List[Any]  ,	UpperCamelCase__				:			Any = -1  ,	UpperCamelCase__				:			List[Any] = -1  ,	UpperCamelCase__				:			Any = False  ,	UpperCamelCase__				:			Any = None  ,	)						->			Mapping[str, Any]:






				"""simple docstring"""







				snake_case  :       List[str]     			=						super(_lowercase  ,	self      ).generate_dummy_inputs(
				    _lowercase  ,	batch_size=_lowercase  ,	seq_length=_lowercase  ,	is_pair=_lowercase  ,	framework=_lowercase      )

				# We need to order the input in the way they appears in the forward()
				snake_case  :       Tuple     			=						OrderedDict({'''input_ids''': common_inputs['''input_ids''']}      )

				# Need to add the past_keys
				if self.use_past:
						if not is_torch_available():
								raise ValueError('''Cannot generate dummy past_keys inputs without PyTorch installed.'''      )
						else:
								import torch

								snake_case			,snake_case  :       str     			=						common_inputs['''input_ids'''].shape
								# Not using the same length for past_key_values
								snake_case  :       Any     			=						seqlen + 2
								snake_case  :       List[Any]     			=						(
								    batch,
								    self.num_attention_heads,
								    past_key_values_length,
								    self._config.hidden_size // self.num_attention_heads,
								)
								snake_case  :       Union[str, Any]     			=						[
								    (torch.zeros(_lowercase      ), torch.zeros(_lowercase      )) for _ in range(self.num_layers      )
								]

				snake_case  :       Any     			=						common_inputs['''attention_mask''']
				if self.use_past:
						snake_case  :       Any     			=						ordered_inputs['''attention_mask'''].dtype
						snake_case  :       Any     			=						torch.cat(
						    [ordered_inputs['''attention_mask'''], torch.ones(_lowercase  ,	_lowercase  ,	dtype=_lowercase      )]  ,	dim=1      )

				return ordered_inputs



		@property
		def       lowerCAmelCase				(      self				:			int      )						->			int:






				"""simple docstring"""







				return 13





SCREAMING_SNAKE_CASE		:Dict						=     [
    999,
    800,
    799,
    600,
    599,
    500,
    400,
    399,
    377,
    355,
    333,
    311,
    288,
    266,
    244,
    222,
    200,
    199,
    177,
    155,
    133,
    111,
    88,
    66,
    44,
    22,
    0,
]

SCREAMING_SNAKE_CASE		:Dict						=     [
    999,
    976,
    952,
    928,
    905,
    882,
    858,
    857,
    810,
    762,
    715,
    714,
    572,
    429,
    428,
    286,
    285,
    238,
    190,
    143,
    142,
    118,
    95,
    71,
    47,
    24,
    0,
]

SCREAMING_SNAKE_CASE		:int						=     [
    999,
    988,
    977,
    966,
    955,
    944,
    933,
    922,
    911,
    900,
    899,
    879,
    859,
    840,
    820,
    800,
    799,
    766,
    733,
    700,
    699,
    650,
    600,
    599,
    500,
    499,
    400,
    399,
    350,
    300,
    299,
    266,
    233,
    200,
    199,
    179,
    159,
    140,
    120,
    100,
    99,
    88,
    77,
    66,
    55,
    44,
    33,
    22,
    11,
    0,
]

SCREAMING_SNAKE_CASE		:Optional[Any]						=     [
    999,
    995,
    992,
    989,
    985,
    981,
    978,
    975,
    971,
    967,
    964,
    961,
    957,
    956,
    951,
    947,
    942,
    937,
    933,
    928,
    923,
    919,
    914,
    913,
    908,
    903,
    897,
    892,
    887,
    881,
    876,
    871,
    870,
    864,
    858,
    852,
    846,
    840,
    834,
    828,
    827,
    820,
    813,
    806,
    799,
    792,
    785,
    784,
    777,
    770,
    763,
    756,
    749,
    742,
    741,
    733,
    724,
    716,
    707,
    699,
    698,
    688,
    677,
    666,
    656,
    655,
    645,
    634,
    623,
    613,
    612,
    598,
    584,
    570,
    569,
    555,
    541,
    527,
    526,
    505,
    484,
    483,
    462,
    440,
    439,
    396,
    395,
    352,
    351,
    308,
    307,
    264,
    263,
    220,
    219,
    176,
    132,
    88,
    44,
    0,
]

SCREAMING_SNAKE_CASE		:int						=     [
    999,
    997,
    995,
    992,
    990,
    988,
    986,
    984,
    981,
    979,
    977,
    975,
    972,
    970,
    968,
    966,
    964,
    961,
    959,
    957,
    956,
    954,
    951,
    949,
    946,
    944,
    941,
    939,
    936,
    934,
    931,
    929,
    926,
    924,
    921,
    919,
    916,
    914,
    913,
    910,
    907,
    905,
    902,
    899,
    896,
    893,
    891,
    888,
    885,
    882,
    879,
    877,
    874,
    871,
    870,
    867,
    864,
    861,
    858,
    855,
    852,
    849,
    846,
    843,
    840,
    837,
    834,
    831,
    828,
    827,
    824,
    821,
    817,
    814,
    811,
    808,
    804,
    801,
    798,
    795,
    791,
    788,
    785,
    784,
    780,
    777,
    774,
    770,
    766,
    763,
    760,
    756,
    752,
    749,
    746,
    742,
    741,
    737,
    733,
    730,
    726,
    722,
    718,
    714,
    710,
    707,
    703,
    699,
    698,
    694,
    690,
    685,
    681,
    677,
    673,
    669,
    664,
    660,
    656,
    655,
    650,
    646,
    641,
    636,
    632,
    627,
    622,
    618,
    613,
    612,
    607,
    602,
    596,
    591,
    586,
    580,
    575,
    570,
    569,
    563,
    557,
    551,
    545,
    539,
    533,
    527,
    526,
    519,
    512,
    505,
    498,
    491,
    484,
    483,
    474,
    466,
    457,
    449,
    440,
    439,
    428,
    418,
    407,
    396,
    395,
    381,
    366,
    352,
    351,
    330,
    308,
    307,
    286,
    264,
    263,
    242,
    220,
    219,
    176,
    175,
    132,
    131,
    88,
    44,
    0,
]

SCREAMING_SNAKE_CASE		:Optional[int]						=     [
    999,
    991,
    982,
    974,
    966,
    958,
    950,
    941,
    933,
    925,
    916,
    908,
    900,
    899,
    874,
    850,
    825,
    800,
    799,
    700,
    600,
    500,
    400,
    300,
    200,
    100,
    0,
]

SCREAMING_SNAKE_CASE		:Dict						=     [
    999,
    992,
    985,
    978,
    971,
    964,
    957,
    949,
    942,
    935,
    928,
    921,
    914,
    907,
    900,
    899,
    879,
    859,
    840,
    820,
    800,
    799,
    766,
    733,
    700,
    699,
    650,
    600,
    599,
    500,
    499,
    400,
    399,
    300,
    299,
    200,
    199,
    100,
    99,
    0,
]

SCREAMING_SNAKE_CASE		:int						=     [
    999,
    996,
    992,
    989,
    985,
    982,
    979,
    975,
    972,
    968,
    965,
    961,
    958,
    955,
    951,
    948,
    944,
    941,
    938,
    934,
    931,
    927,
    924,
    920,
    917,
    914,
    910,
    907,
    903,
    900,
    899,
    891,
    884,
    876,
    869,
    861,
    853,
    846,
    838,
    830,
    823,
    815,
    808,
    800,
    799,
    788,
    777,
    766,
    755,
    744,
    733,
    722,
    711,
    700,
    699,
    688,
    677,
    666,
    655,
    644,
    633,
    622,
    611,
    600,
    599,
    585,
    571,
    557,
    542,
    528,
    514,
    500,
    499,
    485,
    471,
    457,
    442,
    428,
    414,
    400,
    399,
    379,
    359,
    340,
    320,
    300,
    299,
    279,
    259,
    240,
    220,
    200,
    199,
    166,
    133,
    100,
    99,
    66,
    33,
    0,
]
