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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):
...
@@ -64,10 +64,12 @@ def check_gpu(device):
gpu_constants
()
gpu_constants
()
),
f
"
Device set to
'
{
device
}
'
, but nvidia-smi is not installed
"
),
f
"
Device set to
'
{
device
}
'
, but nvidia-smi is not installed
"
def
initialize_lowest_validation_loss
(
logfile_name
,
arguments
):
def
initialize_lowest_validation_loss
(
logfile_name
,
arguments
):
"""
Initialize the lowest validation loss from the logfile if it exists and if the training
"""
Initialize the lowest validation loss from the logfile if it exists and
does not start from epoch 0, which means that a previous training session is resumed.
if the training does not start from epoch 0, which means that a previous
training session is resumed.
Parameters
Parameters
----------
----------
...
@@ -80,10 +82,10 @@ def initialize_lowest_validation_loss(logfile_name, arguments):
...
@@ -80,10 +82,10 @@ def initialize_lowest_validation_loss(logfile_name, arguments):
if
arguments
[
"
epoch
"
]
!=
0
and
os
.
path
.
exists
(
logfile_name
):
if
arguments
[
"
epoch
"
]
!=
0
and
os
.
path
.
exists
(
logfile_name
):
# Open the CSV file
# Open the CSV file
with
open
(
logfile_name
,
'
r
'
)
as
file
:
with
open
(
logfile_name
)
as
file
:
reader
=
csv
.
DictReader
(
file
)
reader
=
csv
.
DictReader
(
file
)
column_name
=
"
validation_loss
"
column_name
=
"
validation_loss
"
if
column_name
not
in
reader
.
fieldnames
:
if
column_name
not
in
reader
.
fieldnames
:
return
sys
.
float_info
.
max
return
sys
.
float_info
.
max
...
@@ -91,11 +93,14 @@ def initialize_lowest_validation_loss(logfile_name, arguments):
...
@@ -91,11 +93,14 @@ def initialize_lowest_validation_loss(logfile_name, arguments):
values
=
[
float
(
row
[
column_name
])
for
row
in
reader
]
values
=
[
float
(
row
[
column_name
])
for
row
in
reader
]
lowest_value
=
min
(
values
)
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
lowest_value
return
sys
.
float_info
.
max
return
sys
.
float_info
.
max
def
save_model_summary
(
output_folder
,
model
):
def
save_model_summary
(
output_folder
,
model
):
"""
Save a little summary of the model in a txt file.
"""
Save a little summary of the model in a txt file.
...
...
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