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new 781a034 OPENNLP-1641 Add code comments in ud-train.sh script (#28)
781a034 is described below
commit 781a034eb05d045b66afab0c85985097c152517c
Author: Martin Wiesner <[email protected]>
AuthorDate: Tue Nov 12 19:23:33 2024 +0100
OPENNLP-1641 Add code comments in ud-train.sh script (#28)
---
.../src/main/resources/ud-train.sh | 123 +++++++++++++--------
1 file changed, 76 insertions(+), 47 deletions(-)
diff --git
a/opennlp-models-training/opennlp-models-training-ud/src/main/resources/ud-train.sh
b/opennlp-models-training/opennlp-models-training-ud/src/main/resources/ud-train.sh
index 5155e5b..516eb14 100755
---
a/opennlp-models-training/opennlp-models-training-ud/src/main/resources/ud-train.sh
+++
b/opennlp-models-training/opennlp-models-training-ud/src/main/resources/ud-train.sh
@@ -21,18 +21,41 @@ set -e
# This script facilitates training OpenNLP models on Universal Dependencies
(UD) data.
-# Script configuration
-UD_HOME="./"
-OPENNLP_VERSION="opennlp-2.5.0"
-OPENNLP_VERSION_NUMERIC="2.5.0"
-OPENNLP_MODEL_VERSION="1.1"
+#################################################
+# Essential ud-train script configuration #
+# - directories and file locations #
+# - versioning #
+#################################################
+TRAIN_HOME="./"
+ENCODING="UTF-8"
+# The file to configure the number of compute threads and training iterations
+OPENNLP_CONFIG="ud-train.conf"
+# The directory a stable OpenNLP release is located in
OPENNLP_HOME="./apache-opennlp-2.5.0"
-OPENNLP_CONFIG="ud-train.conf" # the file to configure the number of compute
threads and training iterations
+# The target version for training opennlp-models
+OPENNLP_MODEL_VERSION="1.1"
+# The version of OpenNLP tools to use for training
+OPENNLP_VERSION_NUMERIC="2.5.0"
+# The directory the resulting binary models are written to
OUTPUT_MODELS="./ud-models-2.5.0"
-GPG_PUBLIC_KEY="" # the public key from the OPENNLP KEYS file in short form
+# The directory the ud treebanks are located in
+UD_HOME="./ud-treebanks-v2.14"
+
+#################################################
+# Parameters for training, evaluation & release #
+#################################################
+# Defines which models to train. If 'true', training of that model type is
conducted
+TRAIN_TOKENIZER="true"
+TRAIN_POSTAGGER="true"
+TRAIN_SENTDETECT="true"
+# If 'true', each resulting model is evaluated, 'false' otherwise
EVAL_AFTER_TRAINING="true"
+# If 'true, training of experimental languages will be attempted, otherwise
only stable languages & treebanks are used
+EXPERIMENTAL_LANGUAGES="false"
+# If 'true', all release preparation steps are conducted, 'false' otherwise
CREATE_RELEASE="true"
-ENCODING="UTF-8"
+# The public key from the OPENNLP KEYS file in short form
+GPG_PUBLIC_KEY=""
# Model(s) to train
declare -a MODELS=("English|en|EWT" "Dutch|nl|Alpino" "French|fr|GSD"
"German|de|GSD" "Italian|it|VIT" "Bulgarian|bg|BTB" "Czech|cs|PDT"
"Croatian|hr|SET" "Danish|da|DDT" "Estonian|et|EDT" "Finnish|fi|TDT"
"Latvian|lv|LVTB" "Norwegian|no|Bokmaal" "Polish|pl|PDB" "Portuguese|pt|GSD"
"Romanian|ro|RRT" "Russian|ru|GSD" "Serbian|sr|SET" "Slovenian|sl|SSJ"
"Spanish|es|GSD" "Slovak|sk|SNK" "Swedish|sv|Talbanken" "Ukrainian|uk|IU")
@@ -50,55 +73,61 @@ do
SUBSETLC=`echo ${SUBSET} | tr '[:upper:]' '[:lower:]'`
# Tokenizer model
- echo -e "\nTraining tokenizer model ${SUBSET} ${LANG}..."
- ${OPENNLP_HOME}/bin/opennlp TokenizerTrainer.conllu -params
${UD_HOME}/${OPENNLP_CONFIG} -model
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-tokens-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin
-lang ${LANGCODE} -data
./ud-treebanks-v2.14/UD_${LANG}-${SUBSET}/${LANGCODE}_${SUBSETLC}-ud-train.conllu
-encoding ${ENCODING} >
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-tokens-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.train
-
- if [ ${EVAL_AFTER_TRAINING} == "true" ]; then
- echo -e "\nEvaluating tokenizer model ${SUBSET} ${LANG}..."
- ${OPENNLP_HOME}/bin/opennlp TokenizerMEEvaluator.conllu -model
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-tokens-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin
-data
./ud-treebanks-v2.14/UD_${LANG}-${SUBSET}/${LANGCODE}_${SUBSETLC}-ud-test.conllu
-encoding ${ENCODING} >
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-tokens-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.eval
+ if [ ${TRAIN_TOKENIZER} == "true" ]; then
+ echo -e "\nTraining tokenizer model ${SUBSET} ${LANG}..."
+ ${OPENNLP_HOME}/bin/opennlp TokenizerTrainer.conllu -params
${TRAIN_HOME}/${OPENNLP_CONFIG} -model
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-tokens-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin
-lang ${LANGCODE} -data
${UD_HOME}/UD_${LANG}-${SUBSET}/${LANGCODE}_${SUBSETLC}-ud-train.conllu
-encoding ${ENCODING} >
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-tokens-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.train
+
+ if [ ${EVAL_AFTER_TRAINING} == "true" ]; then
+ echo -e "\nEvaluating tokenizer model ${SUBSET} ${LANG}..."
+ ${OPENNLP_HOME}/bin/opennlp TokenizerMEEvaluator.conllu -model
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-tokens-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin
-data ${UD_HOME}/UD_${LANG}-${SUBSET}/${LANGCODE}_${SUBSETLC}-ud-test.conllu
-encoding ${ENCODING} >
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-tokens-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.eval
+ fi
+ if [ ${CREATE_RELEASE} == "true" ]; then
+ echo -e "\nCreating hashes and ASC signature for tokenizer model
${SUBSET} ${LANG}..."
+ sha512sum
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-tokens-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin
>
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-tokens-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin.sha512
+ sha256sum
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-tokens-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin
>
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-tokens-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin.sha256
+ gpg --default-key $GPG_PUBLIC_KEY --armor --output
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-tokens-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin.asc
--detach-sign
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-tokens-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin
+ fi
fi
- if [ ${CREATE_RELEASE} == "true" ]; then
- echo -e "\nCreating hashes and ASC signature for tokenizer model ${SUBSET}
${LANG}..."
- sha512sum
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-tokens-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin
>
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-tokens-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin.sha512
- sha256sum
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-tokens-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin
>
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-tokens-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin.sha256
- gpg --default-key $GPG_PUBLIC_KEY --armor --output
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-tokens-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin.asc
--detach-sign
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-tokens-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin
- fi
-
# Sentence model
- echo -e "\nTraining sentence model ${SUBSET} ${LANG}..."
- ${OPENNLP_HOME}/bin/opennlp SentenceDetectorTrainer.conllu -params
${UD_HOME}/${OPENNLP_CONFIG} -model
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-sentence-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin
-lang ${LANGCODE} -data
./ud-treebanks-v2.14/UD_${LANG}-${SUBSET}/${LANGCODE}_${SUBSETLC}-ud-train.conllu
-encoding ${ENCODING} -sentencesPerSample 10 >
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-sentence-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.train
-
- if [ ${EVAL_AFTER_TRAINING} == "true" ]; then
- echo -e "\nEvaluating sentence model ${SUBSET} ${LANG}..."
- ${OPENNLP_HOME}/bin/opennlp SentenceDetectorEvaluator.conllu -model
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-sentence-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin
-data
./ud-treebanks-v2.14/UD_${LANG}-${SUBSET}/${LANGCODE}_${SUBSETLC}-ud-test.conllu
-encoding ${ENCODING} -sentencesPerSample 10 >
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-sentence-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.eval
- fi
-
- if [ ${CREATE_RELEASE} == "true" ]; then
- echo -e "\nCreating hashes and ASC signature for sentence model ${SUBSET}
${LANG}..."
- sha512sum
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-sentence-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin
>
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-sentence-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin.sha512
- sha256sum
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-sentence-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin
>
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-sentence-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin.sha256
- gpg --default-key $GPG_PUBLIC_KEY --armor --output
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-sentence-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin.asc
--detach-sign
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-sentence-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin
+ if [ ${TRAIN_SENTDETECT} == "true" ]; then
+ echo -e "\nTraining sentence model ${SUBSET} ${LANG}..."
+ ${OPENNLP_HOME}/bin/opennlp SentenceDetectorTrainer.conllu -params
${TRAIN_HOME}/${OPENNLP_CONFIG} -model
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-sentence-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin
-lang ${LANGCODE} -data
${UD_HOME}/UD_${LANG}-${SUBSET}/${LANGCODE}_${SUBSETLC}-ud-train.conllu
-encoding ${ENCODING} -sentencesPerSample 10 >
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-sentence-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.train
+
+ if [ ${EVAL_AFTER_TRAINING} == "true" ]; then
+ echo -e "\nEvaluating sentence model ${SUBSET} ${LANG}..."
+ ${OPENNLP_HOME}/bin/opennlp SentenceDetectorEvaluator.conllu -model
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-sentence-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin
-data ${UD_HOME}/UD_${LANG}-${SUBSET}/${LANGCODE}_${SUBSETLC}-ud-test.conllu
-encoding ${ENCODING} -sentencesPerSample 10 >
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-sentence-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.eval
+ fi
+
+ if [ ${CREATE_RELEASE} == "true" ]; then
+ echo -e "\nCreating hashes and ASC signature for sentence model
${SUBSET} ${LANG}..."
+ sha512sum
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-sentence-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin
>
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-sentence-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin.sha512
+ sha256sum
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-sentence-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin
>
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-sentence-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin.sha256
+ gpg --default-key $GPG_PUBLIC_KEY --armor --output
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-sentence-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin.asc
--detach-sign
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-sentence-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin
+ fi
fi
# POS model
- echo -e "\nTraining POS model ${SUBSET} ${LANG}..."
- ${OPENNLP_HOME}/bin/opennlp POSTaggerTrainer.conllu -params
${UD_HOME}/${OPENNLP_CONFIG} -model
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-pos-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin
-data
./ud-treebanks-v2.14/UD_${LANG}-${SUBSET}/${LANGCODE}_${SUBSETLC}-ud-train.conllu
-encoding ${ENCODING} -lang ${LANGCODE} >
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-pos-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.eval
> ${OUTPUT_MODELS}/opennlp-${LANGCODE}- [...]
-
- if [ ${EVAL_AFTER_TRAINING} == "true" ]; then
- echo -e "\nEvaluating POS model ${SUBSET} ${LANG}..."
- ${OPENNLP_HOME}/bin/opennlp POSTaggerEvaluator.conllu -model
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-pos-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin
-data
./ud-treebanks-v2.14/UD_${LANG}-${SUBSET}/${LANGCODE}_${SUBSETLC}-ud-test.conllu
-encoding ${ENCODING} >
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-pos-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.eval
- fi
-
- if [ ${CREATE_RELEASE} == "true" ]; then
- echo -e "\nCreating hashes and ASC signature for POS model ${SUBSET}
${LANG}..."
- sha512sum
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-pos-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin
>
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-pos-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin.sha512
- sha256sum
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-pos-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin
>
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-pos-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin.sha256
- gpg --default-key $GPG_PUBLIC_KEY --armor --output
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-pos-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin.asc
--detach-sign
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-pos-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin
+ if [ ${TRAIN_POSTAGGER} == "true" ]; then
+ echo -e "\nTraining POS model ${SUBSET} ${LANG}..."
+ ${OPENNLP_HOME}/bin/opennlp POSTaggerTrainer.conllu -params
${TRAIN_HOME}/${OPENNLP_CONFIG} -model
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-pos-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin
-data ${UD_HOME}/UD_${LANG}-${SUBSET}/${LANGCODE}_${SUBSETLC}-ud-train.conllu
-encoding ${ENCODING} -lang ${LANGCODE} >
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-pos-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.train
+
+ if [ ${EVAL_AFTER_TRAINING} == "true" ]; then
+ echo -e "\nEvaluating POS model ${SUBSET} ${LANG}..."
+ ${OPENNLP_HOME}/bin/opennlp POSTaggerEvaluator.conllu -model
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-pos-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin
-data ${UD_HOME}/UD_${LANG}-${SUBSET}/${LANGCODE}_${SUBSETLC}-ud-test.conllu
-encoding ${ENCODING} >
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-pos-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.eval
+ fi
+
+ if [ ${CREATE_RELEASE} == "true" ]; then
+ echo -e "\nCreating hashes and ASC signature for POS model ${SUBSET}
${LANG}..."
+ sha512sum
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-pos-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin
>
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-pos-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin.sha512
+ sha256sum
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-pos-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin
>
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-pos-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin.sha256
+ gpg --default-key $GPG_PUBLIC_KEY --armor --output
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-pos-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin.asc
--detach-sign
${OUTPUT_MODELS}/opennlp-${LANGCODE}-ud-${SUBSETLC}-pos-${OPENNLP_MODEL_VERSION}-${OPENNLP_VERSION_NUMERIC}.bin
+ fi
fi
done
+# Conducts finalization steps to collect all training (and evaluation) log
files into a zip
if [ ${CREATE_RELEASE} == "true" ]; then
cd ${OUTPUT_MODELS};
echo -e "\nCreating ZIP with eval and training logs..."
