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67 changes: 67 additions & 0 deletions tests/test_TFNetworkRecLayer.py
Original file line number Diff line number Diff line change
Expand Up @@ -5566,6 +5566,73 @@ def test_subnet_deps_search():
print("out:", session.run(out, feed_dict=feed_dict))


def test_RecLayer_loss_subsubnet():
with make_scope() as session:
config = Config()
n_in, n_out = 2, 3
net_dict = {
'output': {
'class': 'rec',
'from': 'data:classes',
'optimize_move_layers_out': False, # just to trigger the potential bug
'unit': {
'output': {
'class': 'subnetwork',
'from': 'prev:tag_embedding',
'subnetwork': {
'hidden': {
'class': 'rnn_cell',
'n_out': 10,
'unit': 'LSTMBlock'
},
'output': {
'class': 'linear',
'from': 'hidden',
'n_out': n_out,
'target': 'classes',
'activation': 'softmax',
'loss': 'ce',
}
},
},
'tag_embedding': {
'activation': None,
'class': 'linear',
'from': 'data:source',
'n_out': 10,
'with_bias': True
},
},
},
}
from returnn.tf.util.basic import DimensionTag
dec_time = DimensionTag(kind=DimensionTag.Types.Spatial, description="combined_time")
config.update({
"debug_print_layer_output_template": True,
"calculate_exp_loss": True,
"extern_data": {
'classes': {
'available_for_inference': True,
'dim': n_out,
'same_dim_tags_as': {'t': dec_time},
'sparse': True,
"batch_dim_axis": 0,
"time_dim_axis": 1,
}
},
"network": net_dict})
from returnn.tf.util.basic import get_global_train_flag_placeholder
train_flag = get_global_train_flag_placeholder()
network = TFNetwork(config=config, train_flag=train_flag)
network.construct_from_dict(config.typed_dict["network"])
loss = network.get_objective()
network.initialize_params(session)
from test_TFNetworkLayer import make_feed_dict
feed_dict = make_feed_dict(network.extern_data)
feed_dict[train_flag] = True
session.run(loss, feed_dict=feed_dict)


def test_untrainable_sublayers():
with make_scope() as session:
config = Config()
Expand Down