





# 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 			__A(    __UpperCAmelCase			):
     pass






def      SCREAMING_SNAKE_CASE      (   lowerCAmelCase     ,							lowerCAmelCase     ,							lowerCAmelCase=None     ,							lowerCAmelCase=False       ):
       try:
              _UpperCamelCase														=    ast.parse(lowerCAmelCase       )
       except SyntaxError as e:
              print('''The code generated by the agent is not valid.\n'''     ,							lowerCAmelCase       )
              return
       if state is None:
              _UpperCamelCase														=    {}
       _UpperCamelCase														=    None
       for idx, node in enumerate(expression.body       ):
              try:
                     _UpperCamelCase														=    evaluate_ast(lowerCAmelCase     ,							lowerCAmelCase     ,							lowerCAmelCase       )
              except InterpretorError as e:
                     _UpperCamelCase														=    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:
                     _UpperCamelCase														=    line_result

       return result


def      SCREAMING_SNAKE_CASE      (   lowerCAmelCase     ,							lowerCAmelCase     ,							lowerCAmelCase       ):
       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
              _UpperCamelCase														=    [evaluate_ast(lowerCAmelCase     ,							lowerCAmelCase     ,							lowerCAmelCase       ) for k in expression.keys]
              _UpperCamelCase														=    [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      SCREAMING_SNAKE_CASE      (   lowerCAmelCase     ,							lowerCAmelCase     ,							lowerCAmelCase       ):
       _UpperCamelCase														=    assign.targets
       _UpperCamelCase														=    evaluate_ast(assign.value     ,							lowerCAmelCase     ,							lowerCAmelCase       )

       if len(lowerCAmelCase       ) == 1:
              _UpperCamelCase														=    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       ):
                     _UpperCamelCase														=    r
       return result


def      SCREAMING_SNAKE_CASE      (   lowerCAmelCase     ,							lowerCAmelCase     ,							lowerCAmelCase       ):
       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       )}.'''       )
       _UpperCamelCase														=    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}).'''       )

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


def      SCREAMING_SNAKE_CASE      (   lowerCAmelCase     ,							lowerCAmelCase     ,							lowerCAmelCase       ):
       _UpperCamelCase														=    evaluate_ast(subscript.slice     ,							lowerCAmelCase     ,							lowerCAmelCase       )
       _UpperCamelCase														=    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       ):
              _UpperCamelCase														=    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      SCREAMING_SNAKE_CASE      (   lowerCAmelCase     ,							lowerCAmelCase     ,							lowerCAmelCase       ):
       if name.id in state:
              return state[name.id]
       _UpperCamelCase														=    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      SCREAMING_SNAKE_CASE      (   lowerCAmelCase     ,							lowerCAmelCase     ,							lowerCAmelCase       ):
       if len(condition.ops       ) > 1:
              raise InterpretorError('''Cannot evaluate conditions with multiple operators'''       )

       _UpperCamelCase														=    evaluate_ast(condition.left     ,							lowerCAmelCase     ,							lowerCAmelCase       )
       _UpperCamelCase														=    condition.ops[0]
       _UpperCamelCase														=    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      SCREAMING_SNAKE_CASE      (   lowerCAmelCase     ,							lowerCAmelCase     ,							lowerCAmelCase       ):
       _UpperCamelCase														=    None
       if evaluate_condition(if_statement.test     ,							lowerCAmelCase     ,							lowerCAmelCase       ):
              for line in if_statement.body:
                     _UpperCamelCase														=    evaluate_ast(lowerCAmelCase     ,							lowerCAmelCase     ,							lowerCAmelCase       )
                     if line_result is not None:
                            _UpperCamelCase														=    line_result
       else:
              for line in if_statement.orelse:
                     _UpperCamelCase														=    evaluate_ast(lowerCAmelCase     ,							lowerCAmelCase     ,							lowerCAmelCase       )
                     if line_result is not None:
                            _UpperCamelCase														=    line_result
       return result


def      SCREAMING_SNAKE_CASE      (   lowerCAmelCase     ,							lowerCAmelCase     ,							lowerCAmelCase       ):
       _UpperCamelCase														=    None
       _UpperCamelCase														=    evaluate_ast(for_loop.iter     ,							lowerCAmelCase     ,							lowerCAmelCase       )
       for counter in iterator:
              _UpperCamelCase														=    counter
              for expression in for_loop.body:
                     _UpperCamelCase														=    evaluate_ast(lowerCAmelCase     ,							lowerCAmelCase     ,							lowerCAmelCase       )
                     if line_result is not None:
                            _UpperCamelCase														=    line_result
       return result













import numpy as np
import requests


def      SCREAMING_SNAKE_CASE      (   ):
       _UpperCamelCase														=    requests.get(
           '''https://raw.githubusercontent.com/yashLadha/The_Math_of_Intelligence/'''
           '''master/Week1/ADRvsRating.csv'''       )
       _UpperCamelCase														=    response.text.splitlines()
       _UpperCamelCase														=    []
       for item in lines:
              _UpperCamelCase														=    item.split(''','''       )
              data.append(lowerCAmelCase       )
       data.pop(0       )  # This is for removing the labels from the list
       _UpperCamelCase														=    np.matrix(lowerCAmelCase       )
       return dataset


def      SCREAMING_SNAKE_CASE      (   lowerCAmelCase     ,							lowerCAmelCase     ,							lowerCAmelCase     ,							lowerCAmelCase     ,							lowerCAmelCase       ):
       _UpperCamelCase														=    len_data

       _UpperCamelCase														=    np.dot(lowerCAmelCase     ,							data_x.transpose()       )
       prod -= data_y.transpose()
       _UpperCamelCase														=    np.dot(lowerCAmelCase     ,							lowerCAmelCase       )
       _UpperCamelCase														=    theta - (alpha / n) * sum_grad
       return theta


def      SCREAMING_SNAKE_CASE      (   lowerCAmelCase     ,							lowerCAmelCase     ,							lowerCAmelCase     ,							lowerCAmelCase       ):
       _UpperCamelCase														=    np.dot(lowerCAmelCase     ,							data_x.transpose()       )
       prod -= data_y.transpose()
       _UpperCamelCase														=    np.sum(np.square(lowerCAmelCase       )       )
       _UpperCamelCase														=    sum_elem / (2 * len_data)
       return error


def      SCREAMING_SNAKE_CASE      (   lowerCAmelCase     ,							lowerCAmelCase       ):
       _UpperCamelCase														=    100_000
       _UpperCamelCase														=    0.0_0_0_1_5_5_0

       _UpperCamelCase														=    data_x.shape[1]
       _UpperCamelCase														=    data_x.shape[0] - 1

       _UpperCamelCase														=    np.zeros((1, no_features)       )

       for i in range(0     ,							lowerCAmelCase       ):
              _UpperCamelCase														=    run_steep_gradient_descent(lowerCAmelCase     ,							lowerCAmelCase     ,							lowerCAmelCase     ,							lowerCAmelCase     ,							lowerCAmelCase       )
              _UpperCamelCase														=    sum_of_square_error(lowerCAmelCase     ,							lowerCAmelCase     ,							lowerCAmelCase     ,							lowerCAmelCase       )
              print(f'''At Iteration {i + 1} - Error is {error:.5f}'''       )

       return theta


def      SCREAMING_SNAKE_CASE      (   lowerCAmelCase     ,							lowerCAmelCase       ):
       _UpperCamelCase														=    sum(abs(y - predicted_y[i]       ) for i, y in enumerate(lowerCAmelCase       )       )
       return total / len(lowerCAmelCase       )


def      SCREAMING_SNAKE_CASE      (   ):
       _UpperCamelCase														=    collect_dataset()

       _UpperCamelCase														=    data.shape[0]
       _UpperCamelCase														=    np.c_[np.ones(lowerCAmelCase       ), data[:, :-1]].astype(lowerCAmelCase       )
       _UpperCamelCase														=    data[:, -1].astype(lowerCAmelCase       )

       _UpperCamelCase														=    run_linear_regression(lowerCAmelCase     ,							lowerCAmelCase       )
       _UpperCamelCase														=    theta.shape[1]
       print('''Resultant Feature vector : '''       )
       for i in range(0     ,							lowerCAmelCase       ):
              print(f'''{theta[0, i]:.5f}'''       )


if __name__ == "__main__":
       main()






