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Multivector.py
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163 lines (127 loc) · 5.69 KB
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"""
creation: November 6, 2021
Requires Python 3.10
This allows you to do simple operations with multivectors!
There's one function: Multivector(n)
- Takes in a dimension (e.g. 2, 3) and gives you n basis vectors in a tuple
- example: `e1, e2, e3 = Multivector(3)`
- You can do algebra with those basis vectors!
Supported operations:
- Addition, subtraction
- Geometric product (a * b)
- Exterior product (a ^ b)
- Scalar division
If you'd like to experiment, `python3 -i Multivector.py` gives you 3 basis vectors (e1, e2, e3)
You can also just import as a module (`from Multivector import *`)
or... use a good GA library like clifford.
"""
__all__ = ("Multivector",)
class _Blade:
def __init__(self, ind: int, scale: int | float = 1):
self.basis = ind
self.scale = scale
def __repr__(self):
s, b = self.scale, self.basis
buf = []
if s == 0: return str(0)
if b == 0: return str(s)
if s == -1: buf.append("-")
elif s != 1: buf.append(str(s))
for i in range(b.bit_length()):
if (b >> i) & 0b1:
buf.append(f"e{i + 1}")
return "".join(buf)
def __eq__(self, o):
return self.__class__ == o.__class__ and self.basis == o.basis and self.scale == o.scale
def __neg__(self):
return self.__class__(self.basis, -self.scale)
# geometric product
def __mul__(self, ro: "int | float | _Blade"):
if isinstance(ro, int | float): return self.__class__(self.basis, self.scale * ro)
if isinstance(ro, self.__class__):
b1, b2 = self.basis, ro.basis
s1, s2 = self.scale, ro.scale
bf = 0
sf = s1 * s2
for i in range(max(b1.bit_length(), b2.bit_length())):
b1_axis, b1_rest = (b1 >> i) & 0b1, b1 >> (i + 1)
b2_axis = (b2 >> i) & 0b1
bf |= (b1_axis ^ b2_axis) << i
if b2_axis & (b1_rest.bit_count() & 0b1): sf *= -1
return self.__class__(bf, sf)
return NotImplemented
def __rmul__(self, lo: "int | float"):
if isinstance(lo, int | float): return self.__class__(self.basis, self.scale * lo)
return NotImplemented
def Multivector(n: int):
class _MV:
def __init__(self, it = ()):
size = 1 << n
tpl = tuple(it)
self._vals = tpl[:size] + (0,) * (size - len(tpl))
@classmethod
def _from_blade(cls, blade: int | float | _Blade) -> "_MV":
if isinstance(blade, _Blade): return cls((0,) * blade.basis + (blade.scale,))
if isinstance(blade, int | float): return cls((blade,))
if isinstance(blade, cls): return blade
raise TypeError(f"Cannot convert type {blade.__class__.__name__} to {cls.__name__}")
def __repr__(self) -> str:
if not any(self._vals): return str(0)
s = " + ".join(str(_Blade(i, s)) for i, s in enumerate(self._vals) if s != 0)
return s.replace("+ -", "- ")
def __eq__(self, o):
return self.__class__ == o.__class__ and self._vals == o._vals
def __neg__(self):
return self.__class__(-a for a in self._vals)
def __add__(self, ro):
return self.__class__(a + b for a, b in zip(self._vals, self._from_blade(ro)._vals))
def __radd__(self, lo):
return self.__add__(lo)
def __sub__(self, ro):
return self.__add__(-ro)
def __rsub__(self, lo):
return (-self).__add__(lo)
# geometric product
def __mul__(self, ro):
out = [0] * len(self._vals)
for i, s1 in (t for t in enumerate(self._vals) if t[1] != 0):
for j, s2 in (t for t in enumerate(self._from_blade(ro)._vals) if t[1] != 0):
bf = _Blade(i, s1) * _Blade(j, s2)
out[bf.basis] += bf.scale
return self.__class__(out)
def __rmul__(self, lo):
return self._from_blade(lo).__mul__(self)
def __getitem__(self, i):
if not isinstance(i, int): return NotImplemented
return self.__class__(v if b.bit_count() == i else 0 for b, v in enumerate(self._vals))
# dot product
def __matmul__(self, ro):
out = 0
for r in range(len(self._vals).bit_length()):
for s in range(len(self._from_blade(ro)._vals).bit_length()):
out += (self[r] * ro[s])[s - r]
return out
# exterior product
def __xor__(self, ro):
ro = self._from_blade(ro)
out = 0
for r in range(len(self._vals).bit_length()):
for s in range(len(ro._vals).bit_length()):
out += (self[r] * ro[s])[r + s]
return out
def __rxor__(self, lo):
return self._from_blade(lo).__xor__(self)
def __truediv__(self, ro):
if isinstance(ro, _MV):
if not any(ro[1:]): return self / ro._vals[0]
return self.__class__(v / ro for v in self._vals)
def __floordiv__(self, ro):
if isinstance(ro, _MV):
if not any(ro[1:]): return self // ro._vals[0]
return self.__class__(v // ro for v in self._vals)
_MV.__name__ = f"_MV{n}_{hex(id(_MV))}"
return tuple(
_MV._from_blade(_Blade(1 << i)) for i in range(n)
)
if __name__ == "__main__":
e1, e2, e3 = Multivector(3)