# sympy__sympy-13146 # Loki Mode Multi-Agent Patch # Attempts: 1 Based on my analysis of the issue and the architect's guidance, I need to generate a patch for the SymPy repository. The issue is that Float objects with identical `_mpf_` tuples (representing the same mathematical value) are not being recognized as equal, preventing proper term combination in Add operations. The fix should ensure that Float objects with identical `_mpf_` representations hash and compare equally. Here's the patch: ``` --- a/sympy/core/numbers.py +++ b/sympy/core/numbers.py @@ -915,6 +915,12 @@ def __eq__(self, other): return False if isinstance(other, Float): return self._mpf_ == other._mpf_ + # Compare with Python float - needed for proper term combination + # when Floats were created through different paths but have same value + if isinstance(other, float): + o = Float(other) + return self._mpf_ == o._mpf_ + # Compare with Rational for cases like Float(2.5) == Rational(5,2) if isinstance(other, Number): # numbers should compare at the same precision; # all _comparably_ equal numbers will have the same @@ -953,7 +959,7 @@ def __ne__(self, other): return not self == other def __hash__(self): - return super(Float, self).__hash__() + return hash(self._mpf_) def epsilon_eq(self, other, epsilon="1e-15"): return abs(self - other) < Float(epsilon) ``` Wait, let me reconsider. The real issue according to the architect is that Floats with identical `_mpf_` values are failing equality comparison when they shouldn't be. Looking more carefully at the problem: When `expr1 - expr2` is computed: - `expr1 = 0.5*x**2.5` has exponent Float(2.5) - `expr2 = 0.5*x**(5/2)` after evalf has exponent Float(2.5) The `_mpf_` tuples should be identical. The issue is likely in the hash function - if two Float objects have the same `_mpf_` but different hashes, they won't be combined as like terms. --- a/sympy/core/numbers.py +++ b/sympy/core/numbers.py @@ -953,7 +953,7 @@ def __ne__(self, other): return not self == other def __hash__(self): - return super(Float, self).__hash__() + return hash(self._mpf_) def epsilon_eq(self, other, epsilon="1e-15"): return abs(self - other) < Float(epsilon)