diff --git a/UD_any/.gitignore b/UD_any/.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..f9f8e822fe2956395078574906738904b4c9daa4
--- /dev/null
+++ b/UD_any/.gitignore
@@ -0,0 +1,9 @@
+data/fP
+data/fplm
+data/maca_trans_lemmatizer_exceptions.fplm
+data/*\.mcf
+data/*\.txt
+data/*\.as
+data/*conll*
+eval/UD_any-GSD.res
+eval/stderr.log
diff --git a/UD_any/data/Makefile b/UD_any/data/Makefile
new file mode 100644
index 0000000000000000000000000000000000000000..574ebf8b1ea5d4d07fa7aac7971403e587a721dc
--- /dev/null
+++ b/UD_any/data/Makefile
@@ -0,0 +1,55 @@
+TOOLS=../../tools
+UD_ROOT=~/Downloads/ud/ud-treebanks-all/
+CONLL2TXT=$(TOOLS)/conll2text.py
+MCD=conllu.mcd
+
+#This part is for lemmatizer rules and excpetions computation
+THRESHOLD=10
+STRICT=-s
+FPLM_FILENAME=fplm
+FP_FILENAME=fP
+RULES_FILENAME=lemmatizer_rules.as
+EXCEPTIONS_FPLM_FILENAME=maca_trans_lemmatizer_exceptions.fplm
+
+all: tokenizer.as texts all.conllu columns $(FPLM_FILENAME) $(FP_FILENAME) $(RULES_FILENAME)
+ rm col_*\.txt
+ rm all.conllu
+
+all.conllu:
+ cat $(UD_ROOT)*/*\.conllu > $@
+
+tokenizer.as: all.conllu $(MCD)
+ echo "Default : IGNORECHAR" > $@
+ $(TOOLS)/conllu2splits.py $< $(MCD) >> $@ 2> ambiguities.txt
+ echo "ENDWORD" >> $@
+ echo "ADDCHARTOWORD" >> $@
+
+columns: all.conllu $(MCD)
+ for number in 1 2 3 4 5 6 7 8 9 10 ; do \
+ cat all.conllu | sed '/^#/ d' | cut -f$$number | sort --unique > col_$$number.txt ; \
+ done
+ ./getActionSets.py $(MCD) col_*\.txt
+
+texts:
+ ./getRawText.py $(CONLL2TXT) $(UD_ROOT)*/*\.conllu
+
+$(FPLM_FILENAME): all.conllu $(MCD)
+ $(TOOLS)/conllu2fplm.py $< $(MCD) > $@
+
+$(FP_FILENAME): $(FPLM_FILENAME)
+ $(TOOLS)/fplm2fP.py $< > $@
+
+$(RULES_FILENAME): $(FPLM_FILENAME)
+ macaon_compute_l_rules -f $(FPLM_FILENAME) -e $(EXCEPTIONS_FPLM_FILENAME) -r tmp.txt $(STRICT) -t $(THRESHOLD)
+ cat tmp.txt | sed s/^/RULE\ LEMMA\ ON\ FORM\ /g | sed s/RULE\ LEMMA\ ON\ FORM\ @@/Default\ :\ \ RULE\ LEMMA\ ON\ FORM\ @@/g > $@
+ rm tmp.txt
+
+clean:
+ - rm *\.txt
+ - rm *\.conll*
+ - rm *\.as
+ - rm $(RULES_FILENAME)
+ - rm $(EXCEPTIONS_FPLM_FILENAME)
+ - rm $(FP_FILENAME)
+ - rm $(FPLM_FILENAME)
+
diff --git a/UD_any/data/getActionSets.py b/UD_any/data/getActionSets.py
new file mode 100755
index 0000000000000000000000000000000000000000..23396d828dce5861657a18ca79940101847a5346
--- /dev/null
+++ b/UD_any/data/getActionSets.py
@@ -0,0 +1,69 @@
+#! /usr/bin/python3
+
+import sys
+
+def printUsageAndExit() :
+ print("USAGE : %s mcd column_1.txt columns_2.txt..."%sys.argv[0], file=sys.stderr)
+ exit(1)
+
+def readMCD(mcdFilename) :
+ mcd = {}
+ for line in open(mcdFilename, "r", encoding="utf8") :
+ clean = line.strip()
+ if len(line) < 2 or line[0] == '#' :
+ continue
+ splited = line.split(' ')
+ if len(splited) != 2 :
+ print("ERROR : invalid mcd line \'%s\'. Aborting"%line, file=sys.stderr)
+ exit(1)
+ mcd[splited[0].strip()] = splited[1].strip()
+
+ return mcd
+
+if __name__ == "__main__" :
+
+ sys.stdout = open(1, 'w', encoding='utf-8', closefd=False)
+
+ if len(sys.argv) < 3 :
+ printUsageAndExit()
+
+ conllMCD = readMCD(sys.argv[1])
+ conllMCDr = {v: k for k, v in conllMCD.items()}
+
+ for colFile in sys.argv[2:] :
+ numCol = int(colFile.split('.')[0].split('_')[-1]) - 1
+ if not str(numCol) in conllMCD :
+ continue
+ nameCol = conllMCD[str(numCol)]
+
+ if nameCol == "POS" :
+ output = open("tagger.as", 'w', encoding='utf-8')
+ for line in open(colFile, "r", encoding='utf-8') :
+ striped = line.strip()
+ if len(striped) == 0 :
+ continue
+ print("WRITE b.0 " + striped, file=output)
+ output.close()
+
+ elif nameCol == "MORPHO" :
+ output = open("morpho.as", 'w', encoding='utf-8')
+ for line in open(colFile, "r", encoding='utf-8') :
+ striped = line.strip()
+ if len(striped) == 0 :
+ continue
+ print("WRITE b.0 " + striped, file=output)
+ output.close()
+
+ elif nameCol == "LABEL" :
+ output = open("parser.as", 'w', encoding='utf-8')
+ print("REDUCE", file=output)
+ for line in open(colFile, "r", encoding='utf-8') :
+ striped = line.strip()
+ if len(striped) == 0 or striped == "root" or striped == "_" :
+ continue
+ print("LEFT " + striped, file=output)
+ print("RIGHT " + striped, file=output)
+ print("EOS", file=output)
+ print("Default : SHIFT", file=output)
+ output.close()
+
diff --git a/UD_any/data/getRawText.py b/UD_any/data/getRawText.py
new file mode 100755
index 0000000000000000000000000000000000000000..313e8d9268f4bbffbd767763482bfdc15bce604a
--- /dev/null
+++ b/UD_any/data/getRawText.py
@@ -0,0 +1,22 @@
+#! /usr/bin/python3
+
+import sys
+import os
+import subprocess
+
+def printUsageAndExit() :
+ print("USAGE : %s conll2text.py file1.conllu file2.conllu..."%sys.argv[0], file=sys.stderr)
+ exit(1)
+
+if __name__ == "__main__" :
+ if len(sys.argv) < 3 :
+ printUsageAndExit()
+
+ for pathToFile in sys.argv[2:] :
+ splited = os.path.splitext(pathToFile)
+ target = splited[0] + ".txt"
+
+ targetFile = open(target, "w")
+ command = sys.argv[1] + " " + pathToFile
+ p = subprocess.Popen(command, stdout=targetFile, stderr=sys.stderr, shell=True)
+ p.wait()
diff --git a/UD_any/train.sh b/UD_any/train.sh
new file mode 100755
index 0000000000000000000000000000000000000000..de8f519d62230a016e731760f91883446e08fd43
--- /dev/null
+++ b/UD_any/train.sh
@@ -0,0 +1,71 @@
+#! /bin/bash
+
+function has_space {
+ [[ "$1" != "${1%[[:space:]]*}" ]] && return 0 || return 1
+}
+
+function print_usage_and_exit {
+ >&2 echo "USAGE : language_keyword templateName expName [arguments]"
+ exit 1
+}
+
+LANG=UD_any
+LANGPATH=$MACAON_DIR/$LANG
+UD_ROOT=~/Downloads/ud/ud-treebanks-all/
+MCD=$LANGPATH/data/conllu.mcd
+KEYWORD=$1
+TEMPLATENAME=$2
+EXPNAME=$3
+
+if [ -z "$KEYWORD" ];
+then
+ >&2 echo "ERROR : missing argument 1 (keyword)"
+ print_usage_and_exit
+fi
+
+if [ -z "$TEMPLATENAME" ];
+then
+ >&2 echo "ERROR : missing argument 2 (templateName)"
+ print_usage_and_exit
+fi
+
+if [ -z "$EXPNAME" ];
+then
+ >&2 echo "ERROR : missing argument 3 (expName)"
+ print_usage_and_exit
+fi
+
+shift
+shift
+shift
+
+TRAIN=$(echo $UD_ROOT*$KEYWORD*/*train*\.conllu)
+DEV=$(echo $UD_ROOT*$KEYWORD*/*dev*\.conllu)
+TEST=$(echo $UD_ROOT*$KEYWORD*/*test*\.conllu)
+
+if has_space "$TRAIN" || has_space "$DEV" || has_space "$TEST";
+then
+ >&2 echo "ERROR : more than 1 match with keyword" $KEYWORD
+ >&2 echo "TRAIN : " $TRAIN
+ >&2 echo "DEV : " $DEV
+ >&2 echo "TEST : " $TEST
+ print_usage_and_exit
+fi
+
+if test ! -f $TRAIN;
+then
+ >&2 echo "ERROR : no train file found with keyword" $KEYWORD
+ >&2 echo "$TRAIN"
+ print_usage_and_exit
+fi
+
+TEMPLATEPATH=$LANGPATH/$TEMPLATENAME
+mkdir -p $LANGPATH/bin
+
+if [ ! -d "$TEMPLATEPATH" ]; then
+ >&2 echo "ERROR : directory $TEMPLATEPATH doesn't exist"
+ print_usage_and_exit
+fi
+
+macaon_train --tm machine.tm --bd train.bd --mcd $MCD -T $TRAIN --dev $DEV --expName $EXPNAME --lang $LANG --templateName $TEMPLATENAME $@
+