feat: adds fast method for calculating multiple dipole calculations
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2022-04-30 14:51:11 -05:00
parent b670bc3fa4
commit 1bad2f743a
2 changed files with 56 additions and 0 deletions

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@@ -10,6 +10,7 @@ def fast_vs_for_dipoles(
) -> numpy.ndarray:
"""
No error correction here baby.
Expects dot_inputs to be numpy array of [rx, ry, rz, f] entries, so a n by 4 where n is number of measurement points.
"""
ps = dipoles[:, 0:3]
ss = dipoles[:, 3:6]
@@ -35,6 +36,39 @@ def fast_vs_for_dipoles(
return ases * bses
def fast_vs_for_dipoleses(
dot_inputs: numpy.ndarray, dipoleses: numpy.ndarray
) -> numpy.ndarray:
"""
No error correction here baby.
Expects dot_inputs to be numpy array of [rx, ry, rz, f] entries, so a n by 4 where n is number of measurement points.
Dipoleses are expected to be array of arrays of arrays: list of sets of dipoles which are part of a single arrangement to be added together.
"""
ps = dipoleses[:, :, 0:3]
ss = dipoleses[:, :, 3:6]
ws = dipoleses[:, :, 6]
_logger.debug(f"ps: {ps}")
_logger.debug(f"ss: {ss}")
_logger.debug(f"ws: {ws}")
rs = dot_inputs[:, 0:3]
fs = dot_inputs[:, 3]
diffses = rs[:, None] - ss[:, None, :]
_logger.debug(f"diffses: {diffses}")
norms = numpy.linalg.norm(diffses, axis=3) ** 3
_logger.debug(f"norms: {norms}")
ases = (numpy.einsum("abcd,acd->abc", diffses, ps) / norms) ** 2
_logger.debug(f"ases: {ases}")
bses = (1 / numpy.pi) * (ws[:, None, :] / (fs[:, None]**2 + ws[:, None, :] ** 2))
_logger.debug(f"bses: {bses}")
return numpy.einsum("...j->...", ases * bses)
def between(a: numpy.ndarray, low: numpy.ndarray, high: numpy.ndarray) -> numpy.ndarray:
"""
Intended specifically for the case where a is a list of arrays, and each array must be between the single array low and high, but without error checking.