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21_22-J 38
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21_22-J 38
21_22-J 38
Commits
dcece3c3
Commit
dcece3c3
authored
Jan 03, 2022
by
W.D.R.P. Sandeepa
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implemented main function
parent
58997113
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backend/IT18218640/train.py
backend/IT18218640/train.py
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backend/IT18218640/train.py
View file @
dcece3c3
...
@@ -76,3 +76,26 @@ def build_model(input_shape, learning_rate, error="sparse_categorical_crossentro
...
@@ -76,3 +76,26 @@ def build_model(input_shape, learning_rate, error="sparse_categorical_crossentro
model
.
summary
()
model
.
summary
()
return
model
return
model
def
main
():
# load train/validation/test data splits
X_train
,
X_validation
,
X_test
,
y_train
,
y_validation
,
y_test
=
get_data_splits
(
DATA_PATH
)
# build the CNN model
input_shape
=
(
X_train
.
shape
[
1
],
X_train
.
shape
[
2
],
X_train
.
shape
[
3
],)
model
=
build_model
(
input_shape
,
LEARNING_RATE
)
# train the model
model
.
fit
(
X_train
,
y_train
,
epochs
=
EPOCHS
,
batch_size
=
BATCH_SIZE
,
validation_data
=
(
X_validation
,
y_validation
))
# evaluate the model
test_error
,
test_accuracy
=
model
.
evaluate
(
X_test
,
y_test
)
print
(
f
"Test error: {test_error}, test accuracy: {test_accuracy}"
)
# save the model
model
.
save
(
SAVE_MODEL_PATH
)
if
__name__
==
"__main__"
:
main
()
\ No newline at end of file
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