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-rw-r--r--backend/microservice/api/controller.py1
-rw-r--r--backend/microservice/api/ml_service.py12
-rw-r--r--backend/microservice/api/ml_socket.py2
3 files changed, 8 insertions, 7 deletions
diff --git a/backend/microservice/api/controller.py b/backend/microservice/api/controller.py
index ceed02ad..059af317 100644
--- a/backend/microservice/api/controller.py
+++ b/backend/microservice/api/controller.py
@@ -16,6 +16,7 @@ class train_callback(tf.keras.callbacks.Callback):
#
def on_epoch_end(self, epoch, logs=None):
print(epoch)
+ ml_socket.send(epoch)
#print('Evaluation: ', self.model.evaluate(self.x_test,self.y_test),"\n") #broj parametara zavisi od izabranih metrika loss je default
@app.route('/train', methods = ['POST'])
diff --git a/backend/microservice/api/ml_service.py b/backend/microservice/api/ml_service.py
index 68595a89..ea562212 100644
--- a/backend/microservice/api/ml_service.py
+++ b/backend/microservice/api/ml_service.py
@@ -124,17 +124,15 @@ def train(dataset, params, callback):
#
# Test
#
+ model_name = params['_id']
+ y_pred=classifier.predict(x_test)
if(problem_type == "regresioni"):
classifier.evaluate(x_test, y_test)
- classifier.save("temp/"+model_name, save_format='h5')
elif(problem_type == "binarni-klasifikacioni"):
- y_pred=classifier.predict(x_test)
y_pred=(y_pred>=0.5).astype('int')
- #y_pred=(y_pred * 100).astype('int')
- y_pred=y_pred.flatten()
- result=pd.DataFrame({"Actual":y_test,"Predicted":y_pred})
- model_name = params['_id']
- classifier.save("temp/"+model_name, save_format='h5')
+ y_pred=y_pred.flatten()
+ result=pd.DataFrame({"Actual":y_test,"Predicted":y_pred})
+ classifier.save("temp/"+model_name, save_format='h5')
#
# Metrike
#
diff --git a/backend/microservice/api/ml_socket.py b/backend/microservice/api/ml_socket.py
index 65dd7321..cab157eb 100644
--- a/backend/microservice/api/ml_socket.py
+++ b/backend/microservice/api/ml_socket.py
@@ -25,4 +25,6 @@ async def start():
get_or_create_eventloop().run_forever()
async def send(msg):
+ print("WS sending message:")
+ print(msg)
await websocket.send(msg) \ No newline at end of file