LookupBGDSigmoid

/usr/bin/python3.5 /home/awok/Documents/sapienza/s1/nlp/hw2/src/homework2.py model ../ ../resources
Using Theano backend.
WARNING (theano.sandbox.cuda): The cuda backend is deprecated and will be removed in the next release (v0.10).  Please switch to the gpuarray backend. You can get more information about how to switch at this URL:
 https://github.com/Theano/Theano/wiki/Converting-to-the-new-gpu-back-end%28gpuarray%29

ERROR (theano.sandbox.cuda): nvcc compiler not found on $PATH. Check your nvcc installation and try again.
model_output_path model
homework_dir: ../

model output: model
homework dir: ../
src dir: ../src/
data dir: ../data/
resource dir: ../resources

BORG INITD
BORG INITD
BORG: model load
train ../data/en-ud-train.conllu
Loading data...
load_data ../data/en-ud-train.conllu
cached model for ../data/en-ud-train.conllu failed
add_context 12543
204586 train sequences
load_data ../data/en-ud-dev.conllu
cached model for ../data/en-ud-dev.conllu failed
add_context 2002
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
bidirectional_1 (Bidirection (None, 128)               140160    
_________________________________________________________________
dense_1 (Dense)              (None, 17)                2193      
=================================================================
Total params: 142,353
Trainable params: 142,353
Non-trainable params: 0
_________________________________________________________________
None
Train...
Train on 204586 samples, validate on 25148 samples
Epoch 1/10
204586/204586 [==============================] - 99s - loss: 0.7975 - acc: 0.7504 - val_loss: 0.4403 - val_acc: 0.8616
Epoch 2/10
204586/204586 [==============================] - 99s - loss: 0.4092 - acc: 0.8708 - val_loss: 0.3848 - val_acc: 0.8795
Epoch 3/10
204586/204586 [==============================] - 99s - loss: 0.3589 - acc: 0.8851 - val_loss: 0.3618 - val_acc: 0.8858
Epoch 4/10
204586/204586 [==============================] - 98s - loss: 0.3298 - acc: 0.8937 - val_loss: 0.3510 - val_acc: 0.8903
Epoch 5/10
204586/204586 [==============================] - 100s - loss: 0.3126 - acc: 0.8988 - val_loss: 0.3404 - val_acc: 0.8936
Epoch 6/10
204586/204586 [==============================] - 99s - loss: 0.2970 - acc: 0.9036 - val_loss: 0.3329 - val_acc: 0.8972
Epoch 7/10
204586/204586 [==============================] - 99s - loss: 0.2855 - acc: 0.9070 - val_loss: 0.3370 - val_acc: 0.8966
Epoch 8/10
204586/204586 [==============================] - 99s - loss: 0.2765 - acc: 0.9101 - val_loss: 0.3272 - val_acc: 0.8984
Epoch 9/10
204586/204586 [==============================] - 100s - loss: 0.2662 - acc: 0.9132 - val_loss: 0.3226 - val_acc: 0.8992
Epoch 10/10
204586/204586 [==============================] - 100s - loss: 0.2599 - acc: 0.9150 - val_loss: 0.3250 - val_acc: 0.8992
dict_keys(['acc', 'val_acc', 'val_loss', 'loss'])
TEST 0		PASSED
TEST 1		PASSED
BORG INITD
results {'f1': 0.8428834766276005, 'precision': 0.8525968524840005, 'coverage': 1.0, 'recall': 0.8333889307639964}
TEST 2		PASSED
predicted ['PRON', 'VERB', 'DET', 'ADJ', 'NOUN', 'PUNCT']
TEST 3		PASSED
{'f1': 0.8428834766276005, 'precision': 0.8525968524840005, 'coverage': 1.0, 'recall': 0.8333889307639964}
. PASSED
/usr/local/lib/python3.5/dist-packages/matplotlib/backends/backend_gtk3.py:219: Warning: Source ID 8 was not found when attempting to remove it
  GLib.source_remove(self._idle_draw_id)

Process finished with exit code 0