|  | 
|  | 1 | +# License: MIT | 
|  | 2 | +# Copyright © 2023 Frequenz Energy-as-a-Service GmbH | 
|  | 3 | + | 
|  | 4 | +"""Formatter for the formula.""" | 
|  | 5 | + | 
|  | 6 | +from __future__ import annotations | 
|  | 7 | + | 
|  | 8 | +import enum | 
|  | 9 | + | 
|  | 10 | +from ._formula_steps import ( | 
|  | 11 | +    Adder, | 
|  | 12 | +    Averager, | 
|  | 13 | +    Clipper, | 
|  | 14 | +    ConstantValue, | 
|  | 15 | +    Divider, | 
|  | 16 | +    FormulaStep, | 
|  | 17 | +    Maximizer, | 
|  | 18 | +    MetricFetcher, | 
|  | 19 | +    Minimizer, | 
|  | 20 | +    Multiplier, | 
|  | 21 | +    OpenParen, | 
|  | 22 | +    Subtractor, | 
|  | 23 | +) | 
|  | 24 | + | 
|  | 25 | + | 
|  | 26 | +class OperatorPrecedence(enum.Enum): | 
|  | 27 | +    """The precedence of an operator.""" | 
|  | 28 | + | 
|  | 29 | +    ADDITION = 1 | 
|  | 30 | +    SUBTRACTION = 1 | 
|  | 31 | +    MULTIPLICATION = 2 | 
|  | 32 | +    DIVISION = 2 | 
|  | 33 | +    PRIMARY = 9 | 
|  | 34 | + | 
|  | 35 | +    def __lt__(self, other: OperatorPrecedence) -> bool: | 
|  | 36 | +        """Test the precedence of this operator is less than the precedence of the other operator. | 
|  | 37 | +
 | 
|  | 38 | +        Args: | 
|  | 39 | +            other: The other operator (on the right-hand side). | 
|  | 40 | +
 | 
|  | 41 | +        Returns: | 
|  | 42 | +            Whether the precedence of this operator is less than the other operator. | 
|  | 43 | +        """ | 
|  | 44 | +        return self.value < other.value | 
|  | 45 | + | 
|  | 46 | +    def __le__(self, other: OperatorPrecedence) -> bool: | 
|  | 47 | +        """Test the precedence of this operator is less than or equal to the other operator. | 
|  | 48 | +
 | 
|  | 49 | +        Args: | 
|  | 50 | +            other: The other operator (on the right-hand side). | 
|  | 51 | +
 | 
|  | 52 | +        Returns: | 
|  | 53 | +            Whether the precedence of this operator is less than or equal to the other operator. | 
|  | 54 | +        """ | 
|  | 55 | +        return self.value <= other.value | 
|  | 56 | + | 
|  | 57 | + | 
|  | 58 | +class Operator(enum.Enum): | 
|  | 59 | +    """The precedence of an operator.""" | 
|  | 60 | + | 
|  | 61 | +    ADDITION = "+" | 
|  | 62 | +    SUBTRACTION = "-" | 
|  | 63 | +    MULTIPLICATION = "*" | 
|  | 64 | +    DIVISION = "/" | 
|  | 65 | + | 
|  | 66 | +    @property | 
|  | 67 | +    def precedence(self) -> OperatorPrecedence: | 
|  | 68 | +        """Return the precedence of this operator. | 
|  | 69 | +
 | 
|  | 70 | +        Returns: | 
|  | 71 | +            The precedence of this operator. | 
|  | 72 | +        """ | 
|  | 73 | +        match self: | 
|  | 74 | +            case Operator.SUBTRACTION: | 
|  | 75 | +                return OperatorPrecedence.SUBTRACTION | 
|  | 76 | +            case Operator.ADDITION: | 
|  | 77 | +                return OperatorPrecedence.ADDITION | 
|  | 78 | +            case Operator.DIVISION: | 
|  | 79 | +                return OperatorPrecedence.DIVISION | 
|  | 80 | +            case Operator.MULTIPLICATION: | 
|  | 81 | +                return OperatorPrecedence.MULTIPLICATION | 
|  | 82 | + | 
|  | 83 | +    def __str__(self) -> str: | 
|  | 84 | +        """Return the string representation of the operator precedence. | 
|  | 85 | +
 | 
|  | 86 | +        Returns: | 
|  | 87 | +            The string representation of the operator precedence. | 
|  | 88 | +        """ | 
|  | 89 | +        return str(self.value) | 
|  | 90 | + | 
|  | 91 | + | 
|  | 92 | +class StackItem: | 
|  | 93 | +    """Stack item for the formula formatter.""" | 
|  | 94 | + | 
|  | 95 | +    def __init__(self, value: str, precedence: OperatorPrecedence, num_steps: int): | 
|  | 96 | +        """Initialize the StackItem. | 
|  | 97 | +
 | 
|  | 98 | +        Args: | 
|  | 99 | +            value: The value of the stack item. | 
|  | 100 | +            precedence: The precedence of the stack item. | 
|  | 101 | +            num_steps: The number of steps of the stack item. | 
|  | 102 | +        """ | 
|  | 103 | +        self.value = value | 
|  | 104 | +        self.precedence = precedence | 
|  | 105 | +        self.num_steps = num_steps | 
|  | 106 | + | 
|  | 107 | +    def __str__(self) -> str: | 
|  | 108 | +        """Return the string representation of the stack item. | 
|  | 109 | +
 | 
|  | 110 | +        This is used for debugging purposes. | 
|  | 111 | +
 | 
|  | 112 | +        Returns: | 
|  | 113 | +            str: The string representation of the stack item. | 
|  | 114 | +        """ | 
|  | 115 | +        return f'("{self.value}", {self.precedence}, {self.num_steps})' | 
|  | 116 | + | 
|  | 117 | +    def as_left_value(self, outer_precedence: OperatorPrecedence) -> str: | 
|  | 118 | +        """Return the value of the stack item with parentheses if necessary. | 
|  | 119 | +
 | 
|  | 120 | +        Args: | 
|  | 121 | +            outer_precedence: The precedence of the outer stack item. | 
|  | 122 | +
 | 
|  | 123 | +        Returns: | 
|  | 124 | +            str: The value of the stack item with parentheses if necessary. | 
|  | 125 | +        """ | 
|  | 126 | +        return f"({self.value})" if self.precedence < outer_precedence else self.value | 
|  | 127 | + | 
|  | 128 | +    def as_right_value(self, outer_precedence: OperatorPrecedence) -> str: | 
|  | 129 | +        """Return the value of the stack item with parentheses if necessary. | 
|  | 130 | +
 | 
|  | 131 | +        Args: | 
|  | 132 | +            outer_precedence: The precedence of the outer stack item. | 
|  | 133 | +
 | 
|  | 134 | +        Returns: | 
|  | 135 | +            str: The value of the stack item with parentheses if necessary. | 
|  | 136 | +        """ | 
|  | 137 | +        if self.num_steps > 1: | 
|  | 138 | +            return ( | 
|  | 139 | +                f"({self.value})" if self.precedence <= outer_precedence else self.value | 
|  | 140 | +            ) | 
|  | 141 | +        return f"({self.value})" if self.precedence < outer_precedence else self.value | 
|  | 142 | + | 
|  | 143 | +    @staticmethod | 
|  | 144 | +    def create_binary(lhs: StackItem, operator: Operator, rhs: StackItem) -> StackItem: | 
|  | 145 | +        """Create a binary stack item. | 
|  | 146 | +
 | 
|  | 147 | +        Args: | 
|  | 148 | +            lhs: The left-hand side of the binary operation. | 
|  | 149 | +            operator: The operator of the binary operation. | 
|  | 150 | +            rhs: The right-hand side of the binary operation. | 
|  | 151 | +
 | 
|  | 152 | +        Returns: | 
|  | 153 | +            StackItem: The binary stack item. | 
|  | 154 | +        """ | 
|  | 155 | +        pred = OperatorPrecedence(operator.precedence) | 
|  | 156 | +        return StackItem( | 
|  | 157 | +            f"{lhs.as_left_value(pred)} {operator} {rhs.as_right_value(pred)}", | 
|  | 158 | +            pred, | 
|  | 159 | +            lhs.num_steps + 1 + rhs.num_steps, | 
|  | 160 | +        ) | 
|  | 161 | + | 
|  | 162 | +    @staticmethod | 
|  | 163 | +    def create_primary(value: float) -> StackItem: | 
|  | 164 | +        """Create a stack item for literal values or function calls (primary expressions). | 
|  | 165 | +
 | 
|  | 166 | +        Args: | 
|  | 167 | +            value: The value of the literal. | 
|  | 168 | +
 | 
|  | 169 | +        Returns: | 
|  | 170 | +            StackItem: The literal stack item. | 
|  | 171 | +        """ | 
|  | 172 | +        return StackItem(str(value), OperatorPrecedence.PRIMARY, 1) | 
|  | 173 | + | 
|  | 174 | + | 
|  | 175 | +class FormulaFormatter: | 
|  | 176 | +    """Formats a formula into a human readable string in infix-notation.""" | 
|  | 177 | + | 
|  | 178 | +    def __init__(self) -> None: | 
|  | 179 | +        """Initialize the FormulaFormatter.""" | 
|  | 180 | +        self._stack = list[StackItem]() | 
|  | 181 | + | 
|  | 182 | +    def format(self, postfix_expr: list[FormulaStep]) -> str: | 
|  | 183 | +        """Format the postfix expression to infix notation. | 
|  | 184 | +
 | 
|  | 185 | +        Args: | 
|  | 186 | +            postfix_expr: The steps of the formula in postfix notation order. | 
|  | 187 | +
 | 
|  | 188 | +        Returns: | 
|  | 189 | +            str: The formula in infix notation. | 
|  | 190 | +        """ | 
|  | 191 | +        for step in postfix_expr: | 
|  | 192 | +            match step: | 
|  | 193 | +                case ConstantValue(): | 
|  | 194 | +                    self._stack.append(StackItem.create_primary(step.value)) | 
|  | 195 | +                case Adder(): | 
|  | 196 | +                    self._format_binary(Operator.ADDITION) | 
|  | 197 | +                case Subtractor(): | 
|  | 198 | +                    self._format_binary(Operator.SUBTRACTION) | 
|  | 199 | +                case Multiplier(): | 
|  | 200 | +                    self._format_binary(Operator.MULTIPLICATION) | 
|  | 201 | +                case Divider(): | 
|  | 202 | +                    self._format_binary(Operator.DIVISION) | 
|  | 203 | +                case Averager(): | 
|  | 204 | +                    value = ( | 
|  | 205 | +                        # pylint: disable=protected-access | 
|  | 206 | +                        f"avg({', '.join(self.format([f]) for f in step.fetchers)})" | 
|  | 207 | +                    ) | 
|  | 208 | +                    self._stack.append(StackItem(value, OperatorPrecedence.PRIMARY, 1)) | 
|  | 209 | +                case Clipper(): | 
|  | 210 | +                    the_value = self._stack.pop() | 
|  | 211 | +                    min_value = step.min_value if step.min_value is not None else "-inf" | 
|  | 212 | +                    max_value = step.max_value if step.max_value is not None else "inf" | 
|  | 213 | +                    value = f"clip({min_value}, {the_value.value}, {max_value})" | 
|  | 214 | +                    self._stack.append(StackItem(value, OperatorPrecedence.PRIMARY, 1)) | 
|  | 215 | +                case Maximizer(): | 
|  | 216 | +                    left, right = self._pop_two_from_stack() | 
|  | 217 | +                    value = f"max({left.value}, {right.value})" | 
|  | 218 | +                    self._stack.append(StackItem(value, OperatorPrecedence.PRIMARY, 1)) | 
|  | 219 | +                case Minimizer(): | 
|  | 220 | +                    left, right = self._pop_two_from_stack() | 
|  | 221 | +                    value = f"min({left.value}, {right.value})" | 
|  | 222 | +                    self._stack.append(StackItem(value, OperatorPrecedence.PRIMARY, 1)) | 
|  | 223 | +                case MetricFetcher(): | 
|  | 224 | +                    metric_fetcher = step | 
|  | 225 | +                    value = metric_fetcher._name  # pylint: disable=protected-access | 
|  | 226 | +                    if engine_reference := getattr( | 
|  | 227 | +                        metric_fetcher.stream, "_engine_reference", None | 
|  | 228 | +                    ): | 
|  | 229 | +                        value = f"[{value}]({str(engine_reference)})" | 
|  | 230 | +                    self._stack.append(StackItem(value, OperatorPrecedence.PRIMARY, 1)) | 
|  | 231 | +                case OpenParen(): | 
|  | 232 | +                    pass  # We gently ignore this one. | 
|  | 233 | + | 
|  | 234 | +        assert ( | 
|  | 235 | +            len(self._stack) == 1 | 
|  | 236 | +        ), f"The formula {postfix_expr} is not valid. Evaluation stack left-over: {self._stack}" | 
|  | 237 | +        return self._stack[0].value | 
|  | 238 | + | 
|  | 239 | +    def _format_binary(self, operator: Operator) -> None: | 
|  | 240 | +        """Format a binary operation. | 
|  | 241 | +
 | 
|  | 242 | +        Pops the arguments of the binary expression from the stack | 
|  | 243 | +        and pushes the string representation of the binary operation to the stack. | 
|  | 244 | +
 | 
|  | 245 | +        Args: | 
|  | 246 | +            operator: The operator of the binary operation. | 
|  | 247 | +        """ | 
|  | 248 | +        left, right = self._pop_two_from_stack() | 
|  | 249 | +        self._stack.append(StackItem.create_binary(left, operator, right)) | 
|  | 250 | + | 
|  | 251 | +    def _pop_two_from_stack(self) -> tuple[StackItem, StackItem]: | 
|  | 252 | +        """Pop two items from the stack. | 
|  | 253 | +
 | 
|  | 254 | +        Returns: | 
|  | 255 | +            The two items popped from the stack. | 
|  | 256 | +        """ | 
|  | 257 | +        right = self._stack.pop() | 
|  | 258 | +        left = self._stack.pop() | 
|  | 259 | +        return left, right | 
|  | 260 | + | 
|  | 261 | + | 
|  | 262 | +def format_formula(postfix_expr: list[FormulaStep]) -> str: | 
|  | 263 | +    """Return the formula as a string in infix notation. | 
|  | 264 | +
 | 
|  | 265 | +    Args: | 
|  | 266 | +        postfix_expr: The steps of the formula in postfix notation order. | 
|  | 267 | +
 | 
|  | 268 | +    Returns: | 
|  | 269 | +        str: The formula in infix notation. | 
|  | 270 | +    """ | 
|  | 271 | +    formatter = FormulaFormatter() | 
|  | 272 | +    return formatter.format(postfix_expr) | 
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