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Make adjoint and gram get auto set separately (#414)
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* Add test

* Have adjoint and gram get set separately

* Bump test threshold to avoid CI test failure on OSX

---------

Co-authored-by: Brendt Wohlberg <[email protected]>
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Michael-T-McCann and bwohlberg authored May 9, 2023
1 parent ffac558 commit e129468
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Showing 4 changed files with 22 additions and 7 deletions.
14 changes: 10 additions & 4 deletions scico/linop/_linop.py
Original file line number Diff line number Diff line change
Expand Up @@ -154,18 +154,24 @@ def __init__(
self.jit()

def _set_adjoint(self):
"""Automatically create adjoint and gram methods."""
"""Automatically create adjoint method."""
adj_fun = linear_adjoint(self.__call__, snp.zeros(self.input_shape, dtype=self.input_dtype))
self._adj = lambda x: adj_fun(x)[0]

def _set_gram(self):
"""Automatically create gram method."""
self._gram = lambda x: self.adj(self(x))

def jit(self):
"""Replace the private functions :meth:`._eval`, :meth:`_adj`, :meth:`._gram`
with jitted versions.
"""
if (self._adj is None) or (self._gram is None):
if self._adj is None:
self._set_adjoint()

if self._gram is None:
self._set_gram()

self._eval = jax.jit(self._eval)
self._adj = jax.jit(self._adj)
self._gram = jax.jit(self._gram)
Expand Down Expand Up @@ -374,7 +380,7 @@ def gram_op(self) -> LinearOperator:
`G(x) = A.adj(A(x)))`.
"""
if self._gram is None:
self._set_adjoint()
self._set_gram()

return LinearOperator(
input_shape=self.input_shape,
Expand All @@ -401,7 +407,7 @@ def gram(
Result of `A.adj(A(x))`.
"""
if self._gram is None:
self._set_adjoint()
self._set_gram()
assert self._gram is not None
return self._gram(x)

Expand Down
4 changes: 2 additions & 2 deletions scico/linop/radon_astra.py
Original file line number Diff line number Diff line change
Expand Up @@ -86,10 +86,10 @@ def __init__(
# Set up all the ASTRA config
self.detector_spacing: float = detector_spacing
self.det_count: int = det_count
self.angles: np.ndarray = angles
self.angles: np.ndarray = np.array(angles)

self.proj_geom: dict = astra.create_proj_geom(
"parallel", detector_spacing, det_count, angles
"parallel", detector_spacing, det_count, self.angles
)
self.proj_id: int
self.input_shape: tuple = input_shape
Expand Down
9 changes: 9 additions & 0 deletions scico/test/linop/test_radon_astra.py
Original file line number Diff line number Diff line change
Expand Up @@ -5,6 +5,8 @@
import pytest

import scico
import scico.numpy as snp
from scico.linop import DiagonalStack
from scico.test.linop.test_linop import adjoint_test
from scico.test.linop.test_radon_svmbir import make_im

Expand Down Expand Up @@ -118,3 +120,10 @@ def test_adjoint_typical_input(testobj):
x = make_im(A.input_shape[0], A.input_shape[1], is_3d=False)

adjoint_test(A, x=x, rtol=get_tol())


def test_jit_in_DiagonalStack():
"""See https://github.com/lanl/scico/issues/331"""
N = 10
H = DiagonalStack([TomographicProjector((N, N), 1.0, N, snp.linspace(0, snp.pi, N))])
H.T @ snp.zeros(H.output_shape, dtype=snp.float32)
2 changes: 1 addition & 1 deletion scico/test/linop/test_radon_svmbir.py
Original file line number Diff line number Diff line change
Expand Up @@ -374,4 +374,4 @@ def test_approx_prox(

xprox_approx = snp.array(f_approx.prox(v, lam=λ, v0=xprox))

assert snp.linalg.norm(xprox - xprox_approx) / snp.linalg.norm(xprox) < 4e-6
assert snp.linalg.norm(xprox - xprox_approx) / snp.linalg.norm(xprox) < 5e-5

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