from dataclasses import dataclass import numpy as np @dataclass class FPNumber: """Custom floating point number representation""" sign: int exponent: int mantissa: int exp_bits: int # Number of exponent bits man_bits: int # Number of mantissa bits @classmethod def from_float(cls, value: float, exp_bits: int, man_bits: int) -> "FPNumber": """Convert float to custom floating point format""" if value == 0: return cls(0, 0, 0, exp_bits, man_bits) # Extract sign sign = 0 if value >= 0 else 1 # Extract exponent and mantissa abs_val = abs(value) exp = int(np.floor(np.log2(abs_val))) man = abs_val / (2**exp) - 1 # Subtract 1 to get fractional part # Scale mantissa to have extra bits for rounding extra_bits = 3 # Guard, round, and sticky bits man_scaled = int(man * (1 << (man_bits + extra_bits))) # Extract rounding bits guard_bit = (man_scaled >> (extra_bits - 1)) & 1 round_bit = (man_scaled >> (extra_bits - 2)) & 1 sticky_bit = (man_scaled & ((1 << (extra_bits - 2)) - 1)) != 0 # Perform round to nearest even man_int = man_scaled >> extra_bits round_up = False if guard_bit == 1 and (round_bit or sticky_bit or man_int & 1): round_up = True if round_up: man_int += 1 # Handle mantissa overflow if man_int >= (1 << man_bits): man_int >>= 1 exp += 1 # Normalize to our custom format bias = (1 << (exp_bits - 1)) - 1 exp_biased = exp + bias # Handle overflow/underflow if exp_biased >= (1 << exp_bits): exp_biased = (1 << exp_bits) - 1 man_int = (1 << man_bits) - 1 elif exp_biased < 0: exp_biased = 0 man_int = 0 return cls(sign, exp_biased, man_int, exp_bits, man_bits) def to_float(self) -> float: """Convert back to float""" if self.exponent == 0 and self.mantissa == 0: return 0.0 bias = (1 << (self.exp_bits - 1)) - 1 exp = self.exponent - bias man = 1.0 + (self.mantissa / (1 << self.man_bits)) return man * (2.0**exp) * ((-1) ** self.sign) def to_bits(self) -> int: """Convert to bit representation""" return ( (self.sign << (self.exp_bits + self.man_bits)) | (self.exponent << self.man_bits) | self.mantissa ) @classmethod def from_bits(cls, bits: int, exp_bits: int, man_bits: int) -> "FPNumber": """Create from bit representation""" man_mask = (1 << man_bits) - 1 mantissa = bits & man_mask exponent = (bits >> man_bits) & ((1 << exp_bits) - 1) return cls( bits >> (exp_bits + man_bits), exponent, mantissa, exp_bits, man_bits ) if __name__ == "__main__": # Test conversion value = 16640.0 a = FPNumber.from_float(value, 5, 6) ainv = 1 / a.to_float() ainv_fp = FPNumber.from_float(ainv, 5, 10) print(f"Original : {a.to_bits():012b}") print(f"Inversion: {ainv_fp.to_bits():016b}")