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medai
software
mednet
Commits
69f3c2bd
Commit
69f3c2bd
authored
2 years ago
by
ogueler@idiap.ch
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fixed formatting
parent
03c6aa09
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1 merge request
!3
Lowest validation loss
Changes
1
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1 changed file
src/ptbench/engine/trainer.py
+11
-6
11 additions, 6 deletions
src/ptbench/engine/trainer.py
with
11 additions
and
6 deletions
src/ptbench/engine/trainer.py
+
11
−
6
View file @
69f3c2bd
...
...
@@ -64,10 +64,12 @@ def check_gpu(device):
gpu_constants
()
),
f
"
Device set to
'
{
device
}
'
, but nvidia-smi is not installed
"
def
initialize_lowest_validation_loss
(
logfile_name
,
arguments
):
"""
Initialize the lowest validation loss from the logfile if it exists and if the training
does not start from epoch 0, which means that a previous training session is resumed.
"""
Initialize the lowest validation loss from the logfile if it exists and
if the training does not start from epoch 0, which means that a previous
training session is resumed.
Parameters
----------
...
...
@@ -80,10 +82,10 @@ def initialize_lowest_validation_loss(logfile_name, arguments):
if
arguments
[
"
epoch
"
]
!=
0
and
os
.
path
.
exists
(
logfile_name
):
# Open the CSV file
with
open
(
logfile_name
,
'
r
'
)
as
file
:
with
open
(
logfile_name
)
as
file
:
reader
=
csv
.
DictReader
(
file
)
column_name
=
"
validation_loss
"
if
column_name
not
in
reader
.
fieldnames
:
return
sys
.
float_info
.
max
...
...
@@ -91,11 +93,14 @@ def initialize_lowest_validation_loss(logfile_name, arguments):
values
=
[
float
(
row
[
column_name
])
for
row
in
reader
]
lowest_value
=
min
(
values
)
logger
.
info
(
f
"
Found lowest validation error from previous session:
{
lowest_value
}
"
)
logger
.
info
(
f
"
Found lowest validation error from previous session:
{
lowest_value
}
"
)
return
lowest_value
return
sys
.
float_info
.
max
def
save_model_summary
(
output_folder
,
model
):
"""
Save a little summary of the model in a txt file.
...
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