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ALMF
SVLT
Commits
868a87e4
Commit
868a87e4
authored
1 year ago
by
Christopher Randolph Rhodes
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Classifier modification test is now obsolete, since generation works
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extensions/chaeo/examples/test_modify_object_classifier.py
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extensions/chaeo/examples/test_modify_object_classifier.py
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extensions/chaeo/examples/test_modify_object_classifier.py
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f6efd5db
from
pathlib
import
Path
import
shutil
import
h5py
import
numpy
as
np
from
extensions.chaeo.accessors
import
MonoPatchStack
,
MonoPatchStackFromFile
from
extensions.chaeo.models
import
PatchStackObjectClassifier
def
modify_ilastik_object_classifier
(
template_ilp
:
Path
,
lane
:
int
=
0
):
proj_dir
=
template_ilp
.
parent
proj_name
=
template_ilp
.
stem
proj_new_ilp
=
shutil
.
copy
(
template_ilp
,
proj_dir
/
(
'
mod_
'
+
proj_name
+
'
.ilp
'
))
with
h5py
.
File
(
proj_dir
/
proj_new_ilp
,
'
r+
'
)
as
h5
:
# delete ObjectExtraction / RegionFeatures / 0000
# delete ObjectClassification/ClassifierForests
keys_to_delete
=
[
f
'
ObjectExtraction/RegionFeatures/
{
lane
:
04
d
}
'
,
'
ObjectClassification/ClassifierForests
'
]
for
key
in
keys_to_delete
:
if
key
in
h5
.
keys
():
del
h5
[
key
]
assert
key
not
in
h5
.
keys
()
# make links to input data relative
for
gk
in
[
'
Raw Data
'
,
'
Segmentation Image
'
]:
key
=
f
'
Input Data/infos/lane
{
lane
:
04
d
}
/
{
gk
}
'
assert
h5
[
f
'
{
key
}
/location
'
][()]
==
'
FileSystem
'
.
encode
()
pa
=
Path
(
h5
[
f
'
{
key
}
/filePath
'
][()].
decode
())
# assert pa.is_absolute()
rel_pa
=
pa
.
name
assert
(
proj_dir
/
rel_pa
).
exists
()
del
h5
[
f
'
{
key
}
/filePath
'
]
h5
[
f
'
{
key
}
/filePath
'
]
=
rel_pa
assert
h5
[
f
'
{
key
}
/filePath
'
][()]
==
rel_pa
.
encode
()
return
proj_new_ilp
if
__name__
==
'
__main__
'
:
where
=
Path
(
'
c:/Users/rhodes/projects/proj0011-plankton-seg/exp0009/output/labeled_patches-20231030-0001
'
)
where_ilp
=
where
/
'
auto_obj_before.ilp
'
new_ilp
=
modify_ilastik_object_classifier
(
where_ilp
)
# new_ilp = 'mod_auto_obj_before.ilp'
model
=
PatchStackObjectClassifier
({
'
project_file
'
:
where
/
new_ilp
})
raw
=
MonoPatchStackFromFile
(
where
/
'
zstack_train_raw.tif
'
)
mask
=
MonoPatchStackFromFile
(
where
/
'
zstack_train_mask.tif
'
)
labels
=
MonoPatchStackFromFile
(
where
/
f
'
zstack_train_label.tif
'
)
result
,
_
=
model
.
infer
(
raw
,
mask
)
assert
isinstance
(
result
,
MonoPatchStack
)
print
(
f
'
Unique labels in truth set:
{
np
.
unique
(
labels
.
data
)
}
'
)
print
(
f
'
Unique labels in inferred set:
{
np
.
unique
(
result
.
data
)
}
'
)
\ No newline at end of file
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