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+This is a simple (and parallelizable) tuning method for cdec
+which is able to train the weights of very many (sparse) features.
+It was used here:
+  "Joint Feature Selection in Distributed Stochastic
+   Learning for Large-Scale Discriminative Training in
+   SMT"
+(Simianer, Riezler, Dyer; ACL 2012)
+
+
+Building
+--------
+Builds when building cdec, see ../BUILDING .
+To build only parts needed for dtrain do
+```
+  autoreconf -ifv
+  ./configure [--disable-gtest]
+  cd dtrain/; make
+```
+
+Running
+-------
+To run this on a dev set locally:
+```
+    #define DTRAIN_LOCAL
+```
+otherwise remove that line or undef, then recompile. You need a single
+grammar file or input annotated with per-sentence grammars (psg) as you
+would use with cdec. Additionally you need to give dtrain a file with
+references (--refs) when running locally.
+
+The input for use with hadoop streaming looks like this:
+```
+    <sid>\t<source>\t<ref>\t<grammar rules separated by \t>
+```
+To convert a psg to this format you need to replace all "\n"
+by "\t". Make sure there are no tabs in your data.
+
+For an example of local usage (with the 'distributed' format)
+the see test/example/ . This expects dtrain to be built without
+DTRAIN_LOCAL.
+
+Legal
+-----
+Copyright (c) 2012 by Patrick Simianer <p@simianer.de>
+
+See the file ../LICENSE.txt for the licensing terms that this software is
+released under.
+