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bob
bob.learn.tensorflow
Commits
12964af5
Commit
12964af5
authored
May 24, 2018
by
Amir MOHAMMADI
Browse files
Handle folder checkpoints
parent
55d973ee
Pipeline
#20493
passed with stage
in 41 minutes and 26 seconds
Changes
1
Pipelines
1
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Inline
Side-by-side
bob/learn/tensorflow/script/predict_bio.py
View file @
12964af5
...
...
@@ -13,6 +13,7 @@ from bob.extension.scripts.click_helper import (
from
multiprocessing
import
Pool
from
collections
import
defaultdict
import
numpy
as
np
import
tensorflow
as
tf
from
bob.io.base
import
create_directories_safe
from
bob.bio.base.utils
import
save
from
bob.bio.base.tools.grid
import
indices
...
...
@@ -121,7 +122,9 @@ def predict_bio(estimator, database, biofiles, bio_predict_input_fn,
`None`, returns all.
checkpoint_path : str, optional
Path of a specific checkpoint to predict. If `None`, the latest
checkpoint in `model_dir` is used.
checkpoint in `model_dir` is used. This can also be a folder which
contains a "checkpoint" file where the latest checkpoint from inside
this file will be used as checkpoint_path.
multiple_samples : bool, optional
If provided, it assumes that the db interface returns several samples
from a biofile. This option can be used when you are working with
...
...
@@ -216,6 +219,11 @@ def predict_bio(estimator, database, biofiles, bio_predict_input_fn,
generator
.
output_shapes
)
if
checkpoint_path
:
if
os
.
path
.
isdir
(
checkpoint_path
):
ckpt
=
tf
.
train
.
get_checkpoint_state
(
estimator
.
model_dir
)
if
ckpt
and
ckpt
.
model_checkpoint_path
:
checkpoint_path
=
ckpt
.
model_checkpoint_path
logger
.
info
(
"Restoring the model from %s"
,
checkpoint_path
)
predictions
=
estimator
.
predict
(
...
...
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