updated tokeparser machines

UD_any/tokeparser_base/machine.rm

+Name : Tokenizer, Tagger, Morpho and Parser Machine
+Classifier : tokeparser
+{
+  Transitions :             {data/tokenizer.ts data/tagger.ts data/morpho_parts.ts data/parser.ts}
+  Network type :            LSTM
+  Unknown value threshold : 1
+  Buffer context :          {-3 -2 -1}
+  Stack context :           {2 1 0}
+  Columns :                 {FORM UPOS}
+  Focused buffer :          {-1 0}
+  Focused stack :           {2 1 0}
+  Focused columns :         {ID EOS FORM FEATS DEPREL}
+  Max nb elements :         {1 1 10 10 1}
+  Raw input left window :   5
+  Raw input right window :  5
+  Embeddings size :         128
+  MLP :                     {2048 0.3}
+  Context LSTM size :       512
+  Focused LSTM size :       256
+  Rawinput LSTM size :      32
+  Split trans LSTM size :   256
+  Num layers :              3
+  BiLSTM :                  true
+  LSTM dropout :            0.1
+  Total input dropout :     0.3
+  Embeddings dropout :      0.3
+  Dropout 2d :              false
+  Tree embedding columns :  {DEPREL}
+  Tree embedding buffer :   {-1}
+  Tree embedding stack :    {0 1 2}
+  Tree embedding nb :       {6}
+  Tree embedding size :     128
+  Optimizer :               Adam {0.0005 0.9 0.999 0.00000001 0.00001 true}
+}
+Splitwords : data/splitwords.ts
+Predictions : ID FORM UPOS FEATS HEAD DEPREL EOS
+Strategy : sequential
+  tokenizer tagger ENDWORD 1
+  tokenizer tagger SPLIT 1
+  tokenizer tagger 0
+  tagger morpho 1
+  morpho parser NOTHING 1
+  morpho parser 0
+  parser tokenizer SHIFT 1
+  parser tokenizer RIGHT 1
+  parser tokenizer 0

UD_any/tokeparser_incr/machine.rm

-Name : Tokenizer, Tagger and Morpho Machine
-Classifier : tokemorpho
+Name : Tokenizer, Tagger, Morpho and Parser Machine
+Classifier : tokeparser
 {
   Transitions :             {data/tokenizer.ts data/tagger.ts data/morpho_parts.ts data/parser.ts}
   Network type :            LSTM
-  Unknown value threshold : -1
-  Buffer context :          {-5 -4 -3 -2 -1}
-  Stack context :           {3 2 1 0}
+  Unknown value threshold : 1
+  Buffer context :          {-3 -2 -1}
+  Stack context :           {2 1 0}
   Columns :                 {FORM UPOS}
   Focused buffer :          {-1 0}
-  Focused stack :           {1 0}
-  Focused columns :         {ID EOS FORM FEATS}
-  Max nb elements :         {1 1 10 10}
+  Focused stack :           {2 1 0}
+  Focused columns :         {ID EOS FORM FEATS DEPREL}
+  Max nb elements :         {1 1 10 10 1}
   Raw input left window :   5
   Raw input right window :  5
-  Embeddings size :         256
-  MLP :                     {2048 0.3 2048 0.3}
+  Embeddings size :         128
+  MLP :                     {2048 0.3}
   Context LSTM size :       512
   Focused LSTM size :       256
-  Rawinput LSTM size :      64
+  Rawinput LSTM size :      32
   Split trans LSTM size :   256
   Num layers :              3
   BiLSTM :                  true
-  LSTM dropout :            0.3
-  Tree embedding columns :  {FORM POS DEPREL}
+  LSTM dropout :            0.1
+  Total input dropout :     0.3
+  Embeddings dropout :      0.3
+  Dropout 2d :              false
+  Tree embedding columns :  {DEPREL}
   Tree embedding buffer :   {-1}
-  Tree embedding stack :    {0 1}
-  Tree embedding nb :       {6 10}
+  Tree embedding stack :    {0 1 2}
+  Tree embedding nb :       {6}
   Tree embedding size :     128
+  Optimizer :               Adam {0.0005 0.9 0.999 0.00000001 0.00001 true}
 }
 Splitwords : data/splitwords.ts
 Predictions : ID FORM UPOS FEATS HEAD DEPREL EOS

UD_any/tokeparser_seq/machine.rm

-Name : Tokenizer, Tagger and Morpho Machine
-Classifier : tokemorpho
+Name : Tokenizer, Tagger, Morpho and Parser Machine
+Classifier : tokeparser
 {
   Transitions :             {data/tokenizer.ts data/tagger.ts data/morpho_parts.ts data/parser.ts}
   Network type :            LSTM
-  Unknown value threshold : -1
-  Buffer context :          {-5 -4 -3 -2 -1 1 2}
-  Stack context :           {3 2 1 0}
+  Unknown value threshold : 1
+  Buffer context :          {-3 -2 -1 1 2 3}
+  Stack context :           {2 1 0}
   Columns :                 {FORM UPOS}
-  Focused buffer :          {-1 0}
-  Focused stack :           {1 0}
-  Focused columns :         {ID EOS FORM FEATS}
-  Max nb elements :         {1 1 10 10}
+  Focused buffer :          {-1 0 1 2}
+  Focused stack :           {2 1 0}
+  Focused columns :         {ID EOS FORM FEATS DEPREL}
+  Max nb elements :         {1 1 10 10 1}
   Raw input left window :   5
   Raw input right window :  5
-  Embeddings size :         256
-  MLP :                     {2048 0.3 2048 0.3}
+  Embeddings size :         128
+  MLP :                     {2048 0.3}
   Context LSTM size :       512
   Focused LSTM size :       256
-  Rawinput LSTM size :      64
+  Rawinput LSTM size :      32
   Split trans LSTM size :   256
   Num layers :              3
   BiLSTM :                  true
-  LSTM dropout :            0.3
-  Tree embedding columns :  {FORM POS DEPREL}
+  LSTM dropout :            0.1
+  Total input dropout :     0.3
+  Embeddings dropout :      0.3
+  Dropout 2d :              false
+  Tree embedding columns :  {DEPREL}
   Tree embedding buffer :   {-1}
-  Tree embedding stack :    {0 1}
-  Tree embedding nb :       {6 10}
+  Tree embedding stack :    {0 1 2}
+  Tree embedding nb :       {6}
   Tree embedding size :     128
+  Optimizer :               Adam {0.0005 0.9 0.999 0.00000001 0.00001 true}
 }
 Splitwords : data/splitwords.ts
 Predictions : ID FORM UPOS FEATS HEAD DEPREL EOS