def results_view():
if not engine_interface.is_experiment_active():
return redirect(url_for('dashboard_view'))
return render_template(
'view/results_view.html',
is_experiment_active=engine_interface.is_experiment_active())
def add_blocks_view():
if not engine_interface.is_experiment_active():
return redirect(url_for('dashboard_view'))
form = HyperparameterSettingForm()
if form.validate_on_submit():
PARAMETERS_DICT = dict(optimizer=form.optimizer.getData(),
init_mode=form.init_mode.getData(),
batch_size=form.batch.getData(),
epochs=form.epoch.getData(),
learn_rate=form.learn_rate.getData(),
momentum=form.momentum.getData(),
n_neurons_per_layer=[[12, 8, 8, 8, 8, 8]])
engine_interface.add_blocks_to_queue(PARAMETERS_DICT,
split_size=form.split_size.data,
batchMode=form.batchMode())
if form.batchMode():
flash("Batch of blocks added")
else:
flash("Sigle block added")
return redirect(url_for('execution_queue_view'))
return render_template(
'view/add_blocks_view.html',
form=form,
is_experiment_active=engine_interface.is_experiment_active())
def block_queue(experiment_id=None):
if not engine_interface.is_experiment_active():
return jsonify({"status": "error"})
queue = engine_interface.get_queue_data_as_table()
if queue is not None:
d = queue
else:
d = {}
return jsonify(d)
def block_results(experiment_id=None):
if not engine_interface.is_experiment_active():
return jsonify({"status": "error"})
results = engine_interface.get_blocks_results()
if results is not None:
d = results
else:
d = {}
return jsonify(d)
def internal_error(error):
# db.session.rollback()
return render_template(
'500.html',
is_experiment_active=engine_interface.is_experiment_active()), 500
def not_found_error(error):
return render_template(
'404.html',
is_experiment_active=engine_interface.is_experiment_active()), 404
def dashboard_view():
return render_template(
'view/dashboard_view.html',
is_experiment_active=engine_interface.is_experiment_active())
def remove_block(experiment_id=None, block_id=None):
if not engine_interface.is_experiment_active():
return jsonify({"status": "error"})
engine_interface.remove_block(block_id)
return jsonify({"status": "success"})