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Implemented NumPy backend for Component class #38325
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This PR introduces a new backend for the
Component
class usingNumPy
.The ComponentNumpy class is created keeping the expansion of sage.tensor to multi-dimensional array in mind.
The changes align with the
Python array API
standards.Summary of changes:
The
ComponentNumpy
class has a new added parameterself._shape
.The previous
self._frame
andself._sindex
parameters have been converted to a tuple to house multiple frames and start index in order of dimension.The
self._comp
parameter is initialized to numpy.ndarray with all values as zero.Fixes #30308
#38248
@mkoeppe
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