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ift
NIFTy
Commits
b5f2473f
Commit
b5f2473f
authored
Jul 14, 2017
by
Martin Reinecke
Browse files
temporary
parent
d27bca16
Changes
2
Hide whitespace changes
Inline
Side-by-side
nifty/library/critical_filter/critical_power_energy.py
View file @
b5f2473f
...
...
@@ -68,7 +68,7 @@ class CriticalPowerEnergy(Energy):
self
.
rho
=
self
.
position
.
domain
[
0
].
rho
self
.
_w
=
w
if
w
is
not
None
else
None
def
at
(
self
,
position
):
def
at
(
self
,
position
):
#MR what about logarithmic?
return
self
.
__class__
(
position
,
self
.
m
,
D
=
self
.
D
,
alpha
=
self
.
alpha
,
q
=
self
.
q
,
smoothness_prior
=
self
.
smoothness_prior
,
w
=
self
.
w
,
samples
=
self
.
samples
)
...
...
nifty/minimization/line_searching/line_search_strong_wolfe.py
View file @
b5f2473f
...
...
@@ -63,7 +63,7 @@ class LineSearchStrongWolfe(LineSearch):
def
__init__
(
self
,
c1
=
1e-4
,
c2
=
0.9
,
max_step_size
=
1000000000
,
max_iterations
=
100
,
max_zoom_iterations
=
10
0
):
max_zoom_iterations
=
3
0
):
super
(
LineSearchStrongWolfe
,
self
).
__init__
()
...
...
@@ -141,6 +141,7 @@ class LineSearchStrongWolfe(LineSearch):
if
(
phi_alpha1
>
phi_0
+
self
.
c1
*
alpha1
*
phiprime_0
)
or
\
((
phi_alpha1
>=
phi_alpha0
)
and
(
i
>
0
)):
print
"zoom1:"
,
i
(
alpha_star
,
phi_star
,
le_star
)
=
self
.
_zoom
(
alpha0
,
alpha1
,
phi_0
,
phiprime_0
,
...
...
@@ -157,6 +158,7 @@ class LineSearchStrongWolfe(LineSearch):
break
if
phiprime_alpha1
>=
0
:
print
"zoom2:"
,
i
(
alpha_star
,
phi_star
,
le_star
)
=
self
.
_zoom
(
alpha1
,
alpha0
,
phi_0
,
phiprime_0
,
...
...
@@ -233,34 +235,19 @@ class LineSearchStrongWolfe(LineSearch):
# define the cubic and quadratic interpolant checks
cubic_delta
=
0.2
# cubic
quad_delta
=
0.1
# quadratic
phiprime_alphaj
=
0.
# initialize the most recent versions (j-1) of phi and alpha
alpha_recent
=
None
phi_recent
=
None
#alpha_recent = None
#phi_recent = None
assert
phi_lo
<=
phi_0
+
self
.
c1
*
alpha_lo
*
phiprime_0
assert
phiprime_lo
*
(
alpha_hi
-
alpha_lo
)
<
0.
print
"enter:"
for
i
in
xrange
(
max_iterations
):
#assert phi_lo <= phi_0 + self.c1*alpha_lo*phiprime_0
#assert phiprime_lo*(alpha_hi-alpha_lo)<0.
# print alpha_lo, alpha_hi
delta_alpha
=
alpha_hi
-
alpha_lo
if
delta_alpha
<
0
:
a
,
b
=
alpha_hi
,
alpha_lo
else
:
a
,
b
=
alpha_lo
,
alpha_hi
# Try cubic interpolation
if
i
>
0
:
cubic_check
=
cubic_delta
*
delta_alpha
alpha_j
=
self
.
_cubicmin
(
alpha_lo
,
phi_lo
,
phiprime_lo
,
alpha_hi
,
phi_hi
,
alpha_recent
,
phi_recent
)
# If cubic was not successful or not available, try quadratic
if
(
i
==
0
)
or
(
alpha_j
is
None
)
or
(
alpha_j
>
b
-
cubic_check
)
or
\
(
alpha_j
<
a
+
cubic_check
):
quad_check
=
quad_delta
*
delta_alpha
alpha_j
=
self
.
_quadmin
(
alpha_lo
,
phi_lo
,
phiprime_lo
,
alpha_hi
,
phi_hi
)
# If quadratic was not successful, try bisection
if
(
alpha_j
is
None
)
or
(
alpha_j
>
b
-
quad_check
)
or
\
(
alpha_j
<
a
+
quad_check
):
alpha_j
=
alpha_lo
+
0.5
*
delta_alpha
alpha_j
=
alpha_lo
+
0.5
*
delta_alpha
# Check if the current value of alpha_j is already sufficient
le_alphaj
=
self
.
line_energy
.
at
(
alpha_j
)
...
...
@@ -268,11 +255,17 @@ class LineSearchStrongWolfe(LineSearch):
# If the first Wolfe condition is not met replace alpha_hi
# by alpha_j
# print "W1:", phi_alphaj, phi_0 + self.c1*alpha_j*phiprime_0
print
alpha_lo
,
phi_lo
print
alpha_hi
,
phi_hi
# print phi_lo, phi_hi, phi_alphaj
# print phiprime_lo, phiprime_alphaj
if
(
phi_alphaj
>
phi_0
+
self
.
c1
*
alpha_j
*
phiprime_0
)
or
\
(
phi_alphaj
>=
phi_lo
):
alpha_recent
,
phi_recent
=
alpha_hi
,
phi_hi
#
print "beep"
alpha_hi
,
phi_hi
=
alpha_j
,
phi_alphaj
else
:
# print "boop"
phiprime_alphaj
=
le_alphaj
.
dd
# If the second Wolfe condition is met, return the result
if
abs
(
phiprime_alphaj
)
<=
-
self
.
c2
*
phiprime_0
:
...
...
@@ -282,10 +275,7 @@ class LineSearchStrongWolfe(LineSearch):
break
# If not, check the sign of the slope
if
phiprime_alphaj
*
delta_alpha
>=
0
:
alpha_recent
,
phi_recent
=
alpha_hi
,
phi_hi
alpha_hi
,
phi_hi
=
alpha_lo
,
phi_lo
else
:
alpha_recent
,
phi_recent
=
alpha_lo
,
phi_lo
# Replace alpha_lo by alpha_j
(
alpha_lo
,
phi_lo
,
phiprime_lo
)
=
(
alpha_j
,
phi_alphaj
,
phiprime_alphaj
)
...
...
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