





'''simple docstring'''

from dataclasses import asdict, dataclass
from typing import Optional

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


lowercase_					= logging.get_logger(__name__)

# TODO Update this
lowercase_					= {
    """facebook/esm-1b""": """https://huggingface.co/facebook/esm-1b/resolve/main/config.json""",
    # See all ESM models at https://huggingface.co/models?filter=esm
}


class 					a_     (				snake_case_       ):

    '''simple docstring'''
    UpperCamelCase     = '''esm'''


    def __init__(		self ,		A=None ,		A=None ,		A=None ,		A=768 ,		A=12 ,		A=12 ,		A=3072 ,		A=0.1 ,		A=0.1 ,		A=1026 ,		A=0.02 ,		A=1e-12 ,		A="absolute" ,		A=True ,		A=None ,		A=False ,		A=False ,		A=None ,		A=None ,		**A ,		)		->   List[str]:
        super().__init__(pad_token_id=A ,		mask_token_id=A ,		**A       )

        _SCREAMING_SNAKE_CASE									=			vocab_size
        _SCREAMING_SNAKE_CASE									=			hidden_size
        _SCREAMING_SNAKE_CASE									=			num_hidden_layers
        _SCREAMING_SNAKE_CASE									=			num_attention_heads
        _SCREAMING_SNAKE_CASE									=			intermediate_size
        _SCREAMING_SNAKE_CASE									=			hidden_dropout_prob
        _SCREAMING_SNAKE_CASE									=			attention_probs_dropout_prob
        _SCREAMING_SNAKE_CASE									=			max_position_embeddings
        _SCREAMING_SNAKE_CASE									=			initializer_range
        _SCREAMING_SNAKE_CASE									=			layer_norm_eps
        _SCREAMING_SNAKE_CASE									=			position_embedding_type
        _SCREAMING_SNAKE_CASE									=			use_cache
        _SCREAMING_SNAKE_CASE									=			emb_layer_norm_before
        _SCREAMING_SNAKE_CASE									=			token_dropout
        _SCREAMING_SNAKE_CASE									=			is_folding_model
        if is_folding_model:
            if esmfold_config is None:
                logger.info("""No esmfold_config supplied for folding model, using default values."""       )
                _SCREAMING_SNAKE_CASE									=			EsmFoldConfig()
            elif isinstance(A ,		A       ):
                _SCREAMING_SNAKE_CASE									=			EsmFoldConfig(**A       )
            _SCREAMING_SNAKE_CASE									=			esmfold_config
            if vocab_list is None:
                logger.warning("""No vocab_list supplied for folding model, assuming the ESM-2 vocabulary!"""       )
                _SCREAMING_SNAKE_CASE									=			get_default_vocab_list()
            else:
                _SCREAMING_SNAKE_CASE									=			vocab_list
        else:
            _SCREAMING_SNAKE_CASE									=			None
            _SCREAMING_SNAKE_CASE									=			None
        if self.esmfold_config is not None and getattr(self.esmfold_config ,		"""use_esm_attn_map""" ,		A       ):
            raise ValueError("""The HuggingFace port of ESMFold does not support use_esm_attn_map at this time!"""       )





    def 			snake_case_(		self       )		->   Optional[Any]:
        _SCREAMING_SNAKE_CASE									=			super().to_dict()
        if isinstance(self.esmfold_config ,		A       ):
            _SCREAMING_SNAKE_CASE									=			self.esmfold_config.to_dict()
        return output




@dataclass
class 					a_     :

    '''simple docstring'''
    UpperCamelCase     = None
    UpperCamelCase     = True
    UpperCamelCase     = False
    UpperCamelCase     = False
    UpperCamelCase     = False
    UpperCamelCase     = 0

    UpperCamelCase     = True
    UpperCamelCase     = False

    UpperCamelCase     = 1_28
    UpperCamelCase     = None


    def 			snake_case_(		self       )		->   Any:
        if self.trunk is None:
            _SCREAMING_SNAKE_CASE									=			TrunkConfig()
        elif isinstance(self.trunk ,		A       ):
            _SCREAMING_SNAKE_CASE									=			TrunkConfig(**self.trunk       )





    def 			snake_case_(		self       )		->   Optional[Any]:
        _SCREAMING_SNAKE_CASE									=			asdict(self       )
        _SCREAMING_SNAKE_CASE									=			self.trunk.to_dict()
        return output




@dataclass
class 					a_     :

    '''simple docstring'''
    UpperCamelCase     = 48
    UpperCamelCase     = 10_24
    UpperCamelCase     = 1_28
    UpperCamelCase     = 32
    UpperCamelCase     = 32
    UpperCamelCase     = 32
    UpperCamelCase     = 0
    UpperCamelCase     = 0
    UpperCamelCase     = False
    UpperCamelCase     = 4
    UpperCamelCase     = 1_28
    UpperCamelCase     = None


    def 			snake_case_(		self       )		->   int:
        if self.structure_module is None:
            _SCREAMING_SNAKE_CASE									=			StructureModuleConfig()
        elif isinstance(self.structure_module ,		A       ):
            _SCREAMING_SNAKE_CASE									=			StructureModuleConfig(**self.structure_module       )

        if self.max_recycles <= 0:
            raise ValueError(f'`max_recycles` should be positive, got {self.max_recycles}.'       )
        if self.sequence_state_dim % self.sequence_state_dim != 0:
            raise ValueError(
                """`sequence_state_dim` should be a round multiple of `sequence_state_dim`, got"""
                f' {self.sequence_state_dim} and {self.sequence_state_dim}.'       )
        if self.pairwise_state_dim % self.pairwise_state_dim != 0:
            raise ValueError(
                """`pairwise_state_dim` should be a round multiple of `pairwise_state_dim`, got"""
                f' {self.pairwise_state_dim} and {self.pairwise_state_dim}.'       )

        _SCREAMING_SNAKE_CASE									=			self.sequence_state_dim // self.sequence_head_width
        _SCREAMING_SNAKE_CASE									=			self.pairwise_state_dim // self.pairwise_head_width

        if self.sequence_state_dim != sequence_num_heads * self.sequence_head_width:
            raise ValueError(
                """`sequence_state_dim` should be equal to `sequence_num_heads * sequence_head_width, got"""
                f' {self.sequence_state_dim} != {sequence_num_heads} * {self.sequence_head_width}.'       )
        if self.pairwise_state_dim != pairwise_num_heads * self.pairwise_head_width:
            raise ValueError(
                """`pairwise_state_dim` should be equal to `pairwise_num_heads * pairwise_head_width, got"""
                f' {self.pairwise_state_dim} != {pairwise_num_heads} * {self.pairwise_head_width}.'       )
        if self.pairwise_state_dim % 2 != 0:
            raise ValueError(f'`pairwise_state_dim` should be even, got {self.pairwise_state_dim}.'       )

        if self.dropout >= 0.4:
            raise ValueError(f'`dropout` should not be greater than 0.4, got {self.dropout}.'       )





    def 			snake_case_(		self       )		->   int:
        _SCREAMING_SNAKE_CASE									=			asdict(self       )
        _SCREAMING_SNAKE_CASE									=			self.structure_module.to_dict()
        return output




@dataclass
class 					a_     :

    '''simple docstring'''
    UpperCamelCase     = 3_84
    UpperCamelCase     = 1_28
    UpperCamelCase     = 16
    UpperCamelCase     = 1_28
    UpperCamelCase     = 12
    UpperCamelCase     = 4
    UpperCamelCase     = 8
    UpperCamelCase     = 0.1
    UpperCamelCase     = 8
    UpperCamelCase     = 1
    UpperCamelCase     = 2
    UpperCamelCase     = 7
    UpperCamelCase     = 10
    UpperCamelCase     = 1E-8
    UpperCamelCase     = 1E5


    def 			snake_case_(		self       )		->   int:
        return asdict(self       )





def lowerCamelCase						(     )						->Optional[int]:
    return (
        "<cls>",
        "<pad>",
        "<eos>",
        "<unk>",
        "L",
        "A",
        "G",
        "V",
        "S",
        "E",
        "R",
        "T",
        "I",
        "D",
        "P",
        "K",
        "Q",
        "N",
        "F",
        "Y",
        "M",
        "H",
        "W",
        "C",
        "X",
        "B",
        "U",
        "Z",
        "O",
        ".",
        "-",
        "<null_1>",
        "<mask>",
    )










'''simple docstring'''

import importlib.metadata
import operator
import re
import sys
from typing import Optional

from packaging import version


lowercase_					= {
    """<""": operator.lt,
    """<=""": operator.le,
    """==""": operator.eq,
    """!=""": operator.ne,
    """>=""": operator.ge,
    """>""": operator.gt,
}





def lowerCamelCase						(     __lowerCamelCase :    Tuple					,       __lowerCamelCase :    Optional[Any]					,       __lowerCamelCase :    Dict					,       __lowerCamelCase :    List[Any]					,       __lowerCamelCase :    Optional[int]					,       __lowerCamelCase :    Optional[Any]    )						->Tuple:
    if got_ver is None or want_ver is None:
        raise ValueError(
            F'Unable to compare versions for {requirement}: need={want_ver} found={got_ver}. This is unusual. Consider'
            F' reinstalling {pkg}.'    )
    if not ops[op](version.parse(__lowerCamelCase    )					,       version.parse(__lowerCamelCase    )    ):
        raise ImportError(
            F'{requirement} is required for a normal functioning of this module, but found {pkg}=={got_ver}.{hint}'    )





def lowerCamelCase						(     __lowerCamelCase :    str					,       __lowerCamelCase :    Optional[str] = None    )						->None:
    _SCREAMING_SNAKE_CASE									=			F'\n{hint}' if hint is not None else """"""

    # non-versioned check
    if re.match(R"""^[\w_\-\d]+$"""					,       __lowerCamelCase    ):
        _SCREAMING_SNAKE_CASE				,       _SCREAMING_SNAKE_CASE				,       _SCREAMING_SNAKE_CASE									=			requirement, None, None
    else:
        _SCREAMING_SNAKE_CASE									=			re.findall(R"""^([^!=<>\s]+)([\s!=<>]{1,2}.+)"""					,       __lowerCamelCase    )
        if not match:
            raise ValueError(
                """requirement needs to be in the pip package format, .e.g., package_a==1.23, or package_b>=1.23, but"""
                F' got {requirement}'    )
        _SCREAMING_SNAKE_CASE				,       _SCREAMING_SNAKE_CASE									=			match[0]
        _SCREAMING_SNAKE_CASE									=			want_full.split(""","""    )  # there could be multiple requirements
        _SCREAMING_SNAKE_CASE									=			{}
        for w in want_range:
            _SCREAMING_SNAKE_CASE									=			re.findall(R"""^([\s!=<>]{1,2})(.+)"""					,       __lowerCamelCase    )
            if not match:
                raise ValueError(
                    """requirement needs to be in the pip package format, .e.g., package_a==1.23, or package_b>=1.23,"""
                    F' but got {requirement}'    )
            _SCREAMING_SNAKE_CASE				,       _SCREAMING_SNAKE_CASE									=			match[0]
            _SCREAMING_SNAKE_CASE									=			want_ver
            if op not in ops:
                raise ValueError(F'{requirement}: need one of {list(ops.keys()    )}, but got {op}'    )

    # special case
    if pkg == "python":
        _SCREAMING_SNAKE_CASE									=			""".""".join([str(__lowerCamelCase    ) for x in sys.version_info[:3]]    )
        for op, want_ver in wanted.items():
            _compare_versions(__lowerCamelCase					,       __lowerCamelCase					,       __lowerCamelCase					,       __lowerCamelCase					,       __lowerCamelCase					,       __lowerCamelCase    )
        return

    # check if any version is installed
    try:
        _SCREAMING_SNAKE_CASE									=			importlib.metadata.version(__lowerCamelCase    )
    except importlib.metadata.PackageNotFoundError:
        raise importlib.metadata.PackageNotFoundError(
            F'The \'{requirement}\' distribution was not found and is required by this application. {hint}'    )

    # check that the right version is installed if version number or a range was provided
    if want_ver is not None:
        for op, want_ver in wanted.items():
            _compare_versions(__lowerCamelCase					,       __lowerCamelCase					,       __lowerCamelCase					,       __lowerCamelCase					,       __lowerCamelCase					,       __lowerCamelCase    )






def lowerCamelCase						(     __lowerCamelCase :    Union[str, Any]    )						->str:
    _SCREAMING_SNAKE_CASE									=			"""Try: pip install transformers -U or pip install -e '.[dev]' if you're working with git main"""
    return require_version(__lowerCamelCase					,       __lowerCamelCase    )



