diff --git a/translating-amun/.gitignore b/translating-amun/.gitignore
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+en-de
+data
+*.yml
diff --git a/translating-amun/README.md b/translating-amun/README.md
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+Example for translating with Amun
+=================================
+
+The example demonstrates how to translate with Amun using Edinburgh's
+German-English WMT2016 single model and ensemble.
+
+To execute the complete example type:
+
+```
+./run-me.sh
+```
+
+which downloads Edinburgh's WMT16 English-Germain pretrained models from
+<http://data.statmt.org/rsennrich/wmt16_systems>, and next translates the WMT15
+test set with the single best model and with a 4-model ensemble.
+
+The test set is processed before and after translation (tokenization,
+truecasing, segmentation into subwords units).
+
+To use with a different GPU than device 0 or more GPUs (here 0 1 2 3) type the
+command below.
+
+```
+./run-me.sh 0 1 2 3
+```
+
+## Details
+
+### Translate with a single model
+
+First, we translate the WMT15 test set with a single model using only command
+line options. Here, batched decoding is used with a mini-batch size of 50, i.e.
+50 sentences are being translated at once, while 1000 sentence are being
+preloaded so they can be organized into length-based batches:
+
+```
+# translate test set with single model
+cat data/newstest2015.ende.en | \
+    # preprocess
+    ../tools/moses-scripts/scripts/tokenizer/normalize-punctuation.perl -l en | \
+    ../tools/moses-scripts/scripts/tokenizer/tokenizer.perl -l en -penn | \
+    ../tools/moses-scripts/scripts/recaser/truecase.perl -model en-de/truecase-model.en | \
+    # translate
+    ../../build/amun -m en-de/model.npz -s en-de/vocab.en.json -t en-de/vocab.de.json \
+        --mini-batch 50 --maxi-batch 1000 -b 12 -n --bpe en-de/ende.bpe | \
+    # postprocess
+    ../tools/moses-scripts/scripts/recaser/detruecase.perl | \
+    ../tools/moses-scripts/scripts/tokenizer/detokenizer.perl -l de > data/newstest2015.single.out
+```
+
+### Create a configuration file using command line options
+
+We can use `amun` to create a configuration file for us by providing command line
+parameters and saving them into a YAML file with `--dump-config`:
+
+```
+../../build/amun -m en-de/model-ens?.npz -s en-de/vocab.en.json -t en-de/vocab.de.json \
+    --mini-batch 1 --maxi-batch 1 -b 12 -n --bpe en-de/ende.bpe \
+    --relative-paths --dump-config > ensemble.yml
+```
+
+### Translate with configuration file
+
+Such a configuration file can then be used instead of the command line arguments:
+
+```
+# translate test set with ensemble
+cat data/newstest2015.ende.en | \
+    # preprocess
+    ../tools/moses-scripts/scripts/tokenizer/normalize-punctuation.perl -l en | \
+    ../tools/moses-scripts/scripts/tokenizer/tokenizer.perl -l en -penn | \
+    ../tools/moses-scripts/scripts/recaser/truecase.perl -model en-de/truecase-model.en | \
+    # translate
+    ../../build/amun -c ensemble.yml | \
+    # postprocess
+    ../tools/moses-scripts/scripts/recaser/detruecase.perl | \
+    ../tools/moses-scripts/scripts/tokenizer/detokenizer.perl -l de > data/newstest2015.ensemble.out
+```
diff --git a/translating-amun/run-me.sh b/translating-amun/run-me.sh
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+#!/bin/bash
+
+MARIAN=../..
+
+# set chosen gpus
+GPUS=0
+if [ $# -ne 0 ]
+then
+    GPUS=$@
+fi
+echo Using gpus $GPUS
+
+if [ ! -e $MARIAN/build/amun ]
+then
+    echo "amun is not installed in $MARIAN/build, you need to compile the toolkit first"
+    exit 1
+fi
+
+if [ ! -e ../tools/moses-scripts ] || [ ! -e ../tools/sacreBLEU ]
+then
+    echo "missing tools in ../tools, you need to download them first"
+    exit 1
+fi
+
+if [ ! -e "en-de/model.npz" ];
+then
+    wget -r -l 1 --cut-dirs=2 -e robots=off -nH -np -R index.html* http://data.statmt.org/rsennrich/wmt16_systems/en-de/
+fi
+
+if [ ! -e "data/newstest2015.ende.en" ]
+then
+    mkdir -p data
+    ../tools/sacreBLEU/sacrebleu.py -t wmt15 -l en-de --echo src > data/newstest2015.ende.en
+    ../tools/sacreBLEU/sacrebleu.py -t wmt15 -l en-de --echo ref > data/newstest2015.ende.de
+fi
+
+# translate test set with single model
+cat data/newstest2015.ende.en | \
+    # preprocess
+    ../tools/moses-scripts/scripts/tokenizer/normalize-punctuation.perl -l en | \
+    ../tools/moses-scripts/scripts/tokenizer/tokenizer.perl -l en -penn | \
+    ../tools/moses-scripts/scripts/recaser/truecase.perl -model en-de/truecase-model.en | \
+    # translate
+    $MARIAN/build/amun -m en-de/model.npz -s en-de/vocab.en.json -t en-de/vocab.de.json \
+    --mini-batch 50 --maxi-batch 1000 -d $GPUS --gpu-threads 1 -b 12 -n --bpe en-de/ende.bpe | \
+    # postprocess
+    ../tools/moses-scripts/scripts/recaser/detruecase.perl | \
+    ../tools/moses-scripts/scripts/tokenizer/detokenizer.perl -l de > data/newstest2015.single.out
+
+# create configuration file for model ensemble
+$MARIAN/build/amun -m en-de/model-ens?.npz -s en-de/vocab.en.json -t en-de/vocab.de.json \
+    --mini-batch 1 --maxi-batch 1 -d $GPUS --gpu-threads 1 -b 12 -n --bpe en-de/ende.bpe \
+    --relative-paths --dump-config > ensemble.yml
+
+# translate test set with ensemble
+cat data/newstest2015.ende.en | \
+    # preprocess
+    ../tools/moses-scripts/scripts/tokenizer/normalize-punctuation.perl -l en | \
+    ../tools/moses-scripts/scripts/tokenizer/tokenizer.perl -l en -penn | \
+    ../tools/moses-scripts/scripts/recaser/truecase.perl -model en-de/truecase-model.en | \
+    # translate
+    $MARIAN/build/amun -c ensemble.yml --gpu-threads 1 | \
+    # postprocess
+    ../tools/moses-scripts/scripts/recaser/detruecase.perl | \
+    ../tools/moses-scripts/scripts/tokenizer/detokenizer.perl -l de > data/newstest2015.ensemble.out
+
+../tools/sacreBLEU/sacrebleu.py data/newstest2015.ende.de < data/newstest2015.single.out
+../tools/sacreBLEU/sacrebleu.py data/newstest2015.ende.de < data/newstest2015.ensemble.out