# Copyright 2023 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import ast
import difflib
from collections.abc import Mapping
from typing import Any, Callable, Dict






class 				_SCREAMING_SNAKE_CASE( snake_case__						):
   pass







def 						UpperCAmelCase							(		lowerCAmelCase_    ,   lowerCAmelCase_    ,   lowerCAmelCase_=None    ,   lowerCAmelCase_=False							)						->						Dict:
     try:
          a	:     Optional[Any]						      =    ast.parse(lowerCAmelCase_							)
     except SyntaxError as e:
          print('''The code generated by the agent is not valid.\n'''    ,   lowerCAmelCase_							)
          return
     if state is None:
          a	:     Any						      =    {}
     a	:     Optional[Any]						      =    None
     for idx, node in enumerate(expression.body							):
          try:
               a	:     Any						      =    evaluate_ast(lowerCAmelCase_    ,   lowerCAmelCase_    ,   lowerCAmelCase_							)
          except InterpretorError as e:
               a	:     Union[str, Any]						      =    f"""Evaluation of the code stopped at line {idx} before the end because of the following error"""
               if chat_mode:
                    msg += (
                        f""". Copy paste the following error message and send it back to the agent:\nI get an error: '{e}'"""
                    )
               else:
                    msg += f""":\n{e}"""
               print(lowerCAmelCase_							)
               break
          if line_result is not None:
               a	:     int						      =    line_result

     return result







def 						UpperCAmelCase							(		lowerCAmelCase_    ,   lowerCAmelCase_    ,   lowerCAmelCase_							)						->						Dict:
     if isinstance(lowerCAmelCase_    ,   ast.Assign							):
          # Assignement -> we evaluate the assignement which should update the state
          # We return the variable assigned as it may be used to determine the final result.
          return evaluate_assign(lowerCAmelCase_    ,   lowerCAmelCase_    ,   lowerCAmelCase_							)
     elif isinstance(lowerCAmelCase_    ,   ast.Call							):
          # Function call -> we return the value of the function call
          return evaluate_call(lowerCAmelCase_    ,   lowerCAmelCase_    ,   lowerCAmelCase_							)
     elif isinstance(lowerCAmelCase_    ,   ast.Constant							):
          # Constant -> just return the value
          return expression.value
     elif isinstance(lowerCAmelCase_    ,   ast.Dict							):
          # Dict -> evaluate all keys and values
          a	:     Tuple						      =    [evaluate_ast(lowerCAmelCase_    ,   lowerCAmelCase_    ,   lowerCAmelCase_							) for k in expression.keys]
          a	:     str						      =    [evaluate_ast(lowerCAmelCase_    ,   lowerCAmelCase_    ,   lowerCAmelCase_							) for v in expression.values]
          return dict(zip(lowerCAmelCase_    ,   lowerCAmelCase_							)							)
     elif isinstance(lowerCAmelCase_    ,   ast.Expr							):
          # Expression -> evaluate the content
          return evaluate_ast(expression.value    ,   lowerCAmelCase_    ,   lowerCAmelCase_							)
     elif isinstance(lowerCAmelCase_    ,   ast.For							):
          # For loop -> execute the loop
          return evaluate_for(lowerCAmelCase_    ,   lowerCAmelCase_    ,   lowerCAmelCase_							)
     elif isinstance(lowerCAmelCase_    ,   ast.FormattedValue							):
          # Formatted value (part of f-string) -> evaluate the content and return
          return evaluate_ast(expression.value    ,   lowerCAmelCase_    ,   lowerCAmelCase_							)
     elif isinstance(lowerCAmelCase_    ,   ast.If							):
          # If -> execute the right branch
          return evaluate_if(lowerCAmelCase_    ,   lowerCAmelCase_    ,   lowerCAmelCase_							)
     elif hasattr(lowerCAmelCase_    ,   '''Index'''							) and isinstance(lowerCAmelCase_    ,   ast.Index							):
          return evaluate_ast(expression.value    ,   lowerCAmelCase_    ,   lowerCAmelCase_							)
     elif isinstance(lowerCAmelCase_    ,   ast.JoinedStr							):
          return "".join([str(evaluate_ast(lowerCAmelCase_    ,   lowerCAmelCase_    ,   lowerCAmelCase_							)							) for v in expression.values]							)
     elif isinstance(lowerCAmelCase_    ,   ast.List							):
          # List -> evaluate all elements
          return [evaluate_ast(lowerCAmelCase_    ,   lowerCAmelCase_    ,   lowerCAmelCase_							) for elt in expression.elts]
     elif isinstance(lowerCAmelCase_    ,   ast.Name							):
          # Name -> pick up the value in the state
          return evaluate_name(lowerCAmelCase_    ,   lowerCAmelCase_    ,   lowerCAmelCase_							)
     elif isinstance(lowerCAmelCase_    ,   ast.Subscript							):
          # Subscript -> return the value of the indexing
          return evaluate_subscript(lowerCAmelCase_    ,   lowerCAmelCase_    ,   lowerCAmelCase_							)
     else:
          # For now we refuse anything else. Let's add things as we need them.
          raise InterpretorError(f"""{expression.__class__.__name__} is not supported."""							)







def 						UpperCAmelCase							(		lowerCAmelCase_    ,   lowerCAmelCase_    ,   lowerCAmelCase_							)						->						List[Any]:
     a	:     Union[str, Any]						      =    assign.targets
     a	:     str						      =    evaluate_ast(assign.value    ,   lowerCAmelCase_    ,   lowerCAmelCase_							)

     if len(lowerCAmelCase_							) == 1:
          a	:     Any						      =    result
     else:
          if len(lowerCAmelCase_							) != len(lowerCAmelCase_							):
               raise InterpretorError(f"""Expected {len(lowerCAmelCase_							)} values but got {len(lowerCAmelCase_							)}."""							)
          for var_name, r in zip(lowerCAmelCase_    ,   lowerCAmelCase_							):
               a	:     Tuple						      =    r
     return result







def 						UpperCAmelCase							(		lowerCAmelCase_    ,   lowerCAmelCase_    ,   lowerCAmelCase_							)						->						Dict:
     if not isinstance(call.func    ,   ast.Name							):
          raise InterpretorError(
              f"""It is not permitted to evaluate other functions than the provided tools (tried to execute {call.func} of """
              f"""type {type(call.func							)}."""							)
     a	:     Dict						      =    call.func.id
     if func_name not in tools:
          raise InterpretorError(
              f"""It is not permitted to evaluate other functions than the provided tools (tried to execute {call.func.id})."""							)

     a	:     Tuple						      =    tools[func_name]
     # Todo deal with args
     a	:     str						      =    [evaluate_ast(lowerCAmelCase_    ,   lowerCAmelCase_    ,   lowerCAmelCase_							) for arg in call.args]
     a	:     Any						      =    {keyword.arg: evaluate_ast(keyword.value    ,   lowerCAmelCase_    ,   lowerCAmelCase_							) for keyword in call.keywords}
     return func(*lowerCAmelCase_    ,   **lowerCAmelCase_							)







def 						UpperCAmelCase							(		lowerCAmelCase_    ,   lowerCAmelCase_    ,   lowerCAmelCase_							)						->						Optional[int]:
     a	:     Optional[int]						      =    evaluate_ast(subscript.slice    ,   lowerCAmelCase_    ,   lowerCAmelCase_							)
     a	:     Any						      =    evaluate_ast(subscript.value    ,   lowerCAmelCase_    ,   lowerCAmelCase_							)
     if isinstance(lowerCAmelCase_    ,   (list, tuple)							):
          return value[int(lowerCAmelCase_							)]
     if index in value:
          return value[index]
     if isinstance(lowerCAmelCase_    ,   lowerCAmelCase_							) and isinstance(lowerCAmelCase_    ,   lowerCAmelCase_							):
          a	:     int						      =    difflib.get_close_matches(lowerCAmelCase_    ,   list(value.keys()							)							)
          if len(lowerCAmelCase_							) > 0:
               return value[close_matches[0]]

     raise InterpretorError(f"""Could not index {value} with '{index}'."""							)







def 						UpperCAmelCase							(		lowerCAmelCase_    ,   lowerCAmelCase_    ,   lowerCAmelCase_							)						->						Tuple:
     if name.id in state:
          return state[name.id]
     a	:     Any						      =    difflib.get_close_matches(name.id    ,   list(state.keys()							)							)
     if len(lowerCAmelCase_							) > 0:
          return state[close_matches[0]]
     raise InterpretorError(f"""The variable `{name.id}` is not defined."""							)







def 						UpperCAmelCase							(		lowerCAmelCase_    ,   lowerCAmelCase_    ,   lowerCAmelCase_							)						->						Optional[int]:
     if len(condition.ops							) > 1:
          raise InterpretorError('''Cannot evaluate conditions with multiple operators'''							)

     a	:     List[str]						      =    evaluate_ast(condition.left    ,   lowerCAmelCase_    ,   lowerCAmelCase_							)
     a	:     str						      =    condition.ops[0]
     a	:     List[str]						      =    evaluate_ast(condition.comparators[0]    ,   lowerCAmelCase_    ,   lowerCAmelCase_							)

     if isinstance(lowerCAmelCase_    ,   ast.Eq							):
          return left == right
     elif isinstance(lowerCAmelCase_    ,   ast.NotEq							):
          return left != right
     elif isinstance(lowerCAmelCase_    ,   ast.Lt							):
          return left < right
     elif isinstance(lowerCAmelCase_    ,   ast.LtE							):
          return left <= right
     elif isinstance(lowerCAmelCase_    ,   ast.Gt							):
          return left > right
     elif isinstance(lowerCAmelCase_    ,   ast.GtE							):
          return left >= right
     elif isinstance(lowerCAmelCase_    ,   ast.Is							):
          return left is right
     elif isinstance(lowerCAmelCase_    ,   ast.IsNot							):
          return left is not right
     elif isinstance(lowerCAmelCase_    ,   ast.In							):
          return left in right
     elif isinstance(lowerCAmelCase_    ,   ast.NotIn							):
          return left not in right
     else:
          raise InterpretorError(f"""Operator not supported: {comparator}"""							)







def 						UpperCAmelCase							(		lowerCAmelCase_    ,   lowerCAmelCase_    ,   lowerCAmelCase_							)						->						Union[str, Any]:
     a	:     str						      =    None
     if evaluate_condition(if_statement.test    ,   lowerCAmelCase_    ,   lowerCAmelCase_							):
          for line in if_statement.body:
               a	:     Tuple						      =    evaluate_ast(lowerCAmelCase_    ,   lowerCAmelCase_    ,   lowerCAmelCase_							)
               if line_result is not None:
                    a	:     Any						      =    line_result
     else:
          for line in if_statement.orelse:
               a	:     Optional[Any]						      =    evaluate_ast(lowerCAmelCase_    ,   lowerCAmelCase_    ,   lowerCAmelCase_							)
               if line_result is not None:
                    a	:     Any						      =    line_result
     return result







def 						UpperCAmelCase							(		lowerCAmelCase_    ,   lowerCAmelCase_    ,   lowerCAmelCase_							)						->						Optional[int]:
     a	:     Any						      =    None
     a	:     Any						      =    evaluate_ast(for_loop.iter    ,   lowerCAmelCase_    ,   lowerCAmelCase_							)
     for counter in iterator:
          a	:     Union[str, Any]						      =    counter
          for expression in for_loop.body:
               a	:     Union[str, Any]						      =    evaluate_ast(lowerCAmelCase_    ,   lowerCAmelCase_    ,   lowerCAmelCase_							)
               if line_result is not None:
                    a	:     Tuple						      =    line_result
     return result
import os
import tempfile
import unittest
from typing import List

from transformers.models.esm.tokenization_esm import VOCAB_FILES_NAMES, EsmTokenizer
from transformers.testing_utils import require_tokenizers
from transformers.tokenization_utils import PreTrainedTokenizer
from transformers.tokenization_utils_base import PreTrainedTokenizerBase






@require_tokenizers
class 				_SCREAMING_SNAKE_CASE( unittest.TestCase						):
   UpperCamelCase_					:    int			      = EsmTokenizer
   def _lowercase(     self     )						->Dict:
        super().setUp()
        a	:     Tuple						      =    tempfile.mkdtemp()
        # fmt: off
        a	:     List[str]						      =    ["<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>"]  # noqa: E501
        # fmt: on
        a	:     Tuple						      =    os.path.join(self.tmpdirname				,  VOCAB_FILES_NAMES['''vocab_file''']     )
        with open(self.vocab_file				,  '''w'''				,  encoding='''utf-8'''     ) as vocab_writer:
             vocab_writer.write(''''''.join([x + '''\n''' for x in vocab_tokens]     )     )
   def _lowercase(     self				,  **lowerCAmelCase_     )						->List[PreTrainedTokenizerBase]:
        return [self.get_tokenizer(**lowerCAmelCase_     )]
   def _lowercase(     self				,  **lowerCAmelCase_     )						->PreTrainedTokenizer:
        return self.tokenizer_class.from_pretrained(self.tmpdirname				,  **lowerCAmelCase_     )
   def _lowercase(     self     )						->List[Any]:
        a	:     Optional[int]						      =    self.tokenizer_class(self.vocab_file     )

        a	:     List[Any]						      =    tokenizer.tokenize('''LAGVS'''     )
        self.assertListEqual(lowerCAmelCase_				,  ['''L''', '''A''', '''G''', '''V''', '''S''']     )
        self.assertListEqual(tokenizer.convert_tokens_to_ids(lowerCAmelCase_     )				,  [4, 5, 6, 7, 8]     )
   def _lowercase(     self     )						->Optional[Any]:
        a	:     Optional[int]						      =    self.tokenizer_class(self.vocab_file     )

        a	:     Optional[Any]						      =    '''LAGVS'''
        self.assertListEqual(tokenizer.encode(lowerCAmelCase_     )				,  [0, 4, 5, 6, 7, 8, 2]     )
   def _lowercase(     self     )						->List[Any]:
        a	:     Any						      =    self.tokenizer_class(self.vocab_file     )

        a	:     Optional[int]						      =    ['''LAGVS''', '''WCB''']
        a	:     Optional[Any]						      =    tokenizer(lowerCAmelCase_				,  padding=lowerCAmelCase_     )['''input_ids''']

        self.assertListEqual(lowerCAmelCase_				,  [[0, 4, 5, 6, 7, 8, 2], [0, 22, 23, 25, 2]]     )
   def _lowercase(     self     )						->List[Any]:
        a	:     Optional[Any]						      =    self.tokenizer_class(self.vocab_file     )

        a	:     str						      =    ['''LAGVS''', '''WCB''']
        a	:     Dict						      =    tokenizer(lowerCAmelCase_				,  padding=lowerCAmelCase_     )['''input_ids''']

        self.assertListEqual(lowerCAmelCase_				,  [[0, 4, 5, 6, 7, 8, 2], [0, 22, 23, 25, 2, 1, 1]]     )


   def _lowercase(     self     )						->List[str]:
        a	:     int						      =    self.get_tokenizers(fast=lowerCAmelCase_     )
        for tokenizer in tokenizers:
             with self.subTest(F"""{tokenizer.__class__.__name__}"""     ):
                  a	:     Union[str, Any]						      =    '''<unk>'''
                  a	:     List[Any]						      =    '''<mask>'''

                  a	:     List[Any]						      =    tokenizer.tokenize(lowerCAmelCase_     )
                  a	:     Tuple						      =    tokenizer.tokenize(lowerCAmelCase_     )

                  self.assertEqual(len(lowerCAmelCase_     )				,  1     )
                  self.assertEqual(len(lowerCAmelCase_     )				,  1     )
                  self.assertEqual(token_a[0]				,  lowerCAmelCase_     )
                  self.assertEqual(token_a[0]				,  lowerCAmelCase_     )