diff --git a/README.md b/README.md
index c04d3f3..185fd39 100644
--- a/README.md
+++ b/README.md
@@ -27,7 +27,7 @@ The Loghi framework is designed to streamline the process of Handwritten Text Re
 
 ### Laypa: Layout Analysis and Segmentation
 
-[Laypa][https://github.com/knaw-huc/laypa/] specializes in the segmentation of documents, identifying different regions like paragraphs, page numbers, and most importantly, baselines within the text. Utilizing a sophisticated architecture based on a ResNet backbone and a feature pyramid network, Laypa performs pixel-wise classifications to detect these elements. Built on the [detectron2](https://github.com/facebookresearch/detectron2) framework, its output facilitates further processing by converting the classifications into instances—either as masks or directly into PageXML format. This segmentation is crucial for preparing documents for OCR/HTR processing, ensuring that text regions are accurately recognized and extracted.
+[Laypa](https://github.com/knaw-huc/laypa/) specializes in the segmentation of documents, identifying different regions like paragraphs, page numbers, and most importantly, baselines within the text. Utilizing a sophisticated architecture based on a ResNet backbone and a feature pyramid network, Laypa performs pixel-wise classifications to detect these elements. Built on the [detectron2](https://github.com/facebookresearch/detectron2) framework, its output facilitates further processing by converting the classifications into instances—either as masks or directly into PageXML format. This segmentation is crucial for preparing documents for OCR/HTR processing, ensuring that text regions are accurately recognized and extracted.
 
 ### Loghi Tooling: Pre and Post-Processing Toolkit
 
diff --git a/docker/buildAll.sh b/docker/buildAll.sh
index 0935f9c..b5489e7 100755
--- a/docker/buildAll.sh
+++ b/docker/buildAll.sh
@@ -1,6 +1,7 @@
 #!/bin/bash
-VERSION=2.0.7
+VERSION=2.1.1
 set -e
+set -o pipefail
 
 CURRENT=$(pwd)
 
@@ -42,7 +43,7 @@ cd docker.base
 cd ..
 echo "building docker.loghi-tooling"
 cd docker.loghi-tooling/
-./buildImage.sh $BASE/prima-core-libs/ $BASE/loghi-tooling/
+./buildImage.sh $BASE/prima-core-libs/ $BASE/loghi-tooling $VERSION
 cd ..
 echo "building docker.htr"
 cd docker.htr
diff --git a/docker/docker.base/buildAndInstallOpencv.sh b/docker/docker.base/buildAndInstallOpencv.sh
index 2c2ddd1..5e2a3d4 100755
--- a/docker/docker.base/buildAndInstallOpencv.sh
+++ b/docker/docker.base/buildAndInstallOpencv.sh
@@ -8,6 +8,8 @@ rm -rf $CURRENT/opencv_contrib
 
 set -e
 
+numcores=`nproc`
+
 git clone https://github.com/opencv/opencv_contrib.git
 git clone https://github.com/opencv/opencv.git
 cd $CURRENT/opencv_contrib
@@ -19,7 +21,7 @@ cd $CURRENT/opencv/build
 #cmake -D OPENCV_ENABLE_MEMALIGN=OFF -D CMAKE_BUILD_TYPE=RELEASE -D CMAKE_INSTALL_PREFIX=/usr/local -D INSTALL_C_EXAMPLES=ON -D OPENCV_IO_ENABLE_JASPER=ON -D OPENCV_EXTRA_MODULES_PATH=../../opencv_contrib/modules -D WITH_TBB=ON ..
 #cmake -D CMAKE_BUILD_TYPE=RELEASE -D CMAKE_INSTALL_PREFIX=/usr/local -D INSTALL_C_EXAMPLES=ON -D OPENCV_IO_ENABLE_JASPER=ON -D OPENCV_EXTRA_MODULES_PATH=../../opencv_contrib/modules ..
 cmake -D CMAKE_BUILD_TYPE=RELEASE -D CMAKE_INSTALL_PREFIX=/usr/local -D INSTALL_C_EXAMPLES=ON -D OPENCV_IO_ENABLE_JASPER=ON -D OPENCV_EXTRA_MODULES_PATH=../../opencv_contrib/modules -D WITH_TBB=ON ..
-make -j 24
+make -j $numcores
 sudo make install
 sudo sh -c 'echo "/usr/local/lib" > /etc/ld.so.conf.d/opencv.conf'
 sudo ldconfig
diff --git a/docker/docker.loghi-tooling/Dockerfile b/docker/docker.loghi-tooling/Dockerfile
index 6ad4280..4476685 100644
--- a/docker/docker.loghi-tooling/Dockerfile
+++ b/docker/docker.loghi-tooling/Dockerfile
@@ -3,22 +3,25 @@ FROM docker.base
 EXPOSE 9006
 
 RUN useradd -u 1000 rutger
-#RUN useradd -m builder
+
 RUN apt-get  update && \
   apt-get install -y locales && rm -rf /var/lib/apt
 #  apt-get install -y openjdk-11-jre maven postgresql-client locales
 
 RUN locale-gen en_US.UTF-8
+ARG LOGHI_VERSION=1.0-SNAPSHOT
+
 ENV LANG en_US.UTF-8
 ENV LANGUAGE en_US:en
 ENV LC_ALL en_US.UTF-8
+ENV LOGHI_VERSION=${LOGHI_VERSION}
 
 COPY loghi-tooling /src/loghi-tooling
 COPY prima-core-libs /src/prima-core-libs
 COPY dependency-check-data /root/.m2/repository/org/owasp/dependency-check-data
 
 WORKDIR /src/prima-core-libs/java
-#USER builder
+
 RUN apt-get update && apt-get --no-install-recommends install -y openjdk-11-jre maven postgresql-client libdc1394-22 libavcodec58 libavformat58 libswscale5 libtbb2 git \
   && mvn deploy:deploy-file -Durl=file:///$HOME/repo -Dfile=/usr/local/share/java/opencv4/opencv-490.jar -DgroupId=org.opencv -DartifactId=opencv -Dpackaging=jar -Dversion=4.9.0 \
   && mvn clean package
@@ -29,8 +32,9 @@ RUN cd /src \
   && mvn deploy:deploy-file -Durl=file:///$HOME/repo -Dfile=target/langident-1.0.5-SNAPSHOT.jar -DgroupId=nl.knaw.huygens.pergamon.nlp -DartifactId=langident -Dpackaging=jar -Dversion=1.0.5
 
 #	  && mvn clean package \
+#  && mvn org.owasp:dependency-check-maven:check versions:set -DnewVersion=$LOGHI_VERSION clean package \
 RUN cd /src/loghi-tooling \
-  && mvn clean org.owasp:dependency-check-maven:check package \
+  && mvn versions:set -DnewVersion=$LOGHI_VERSION clean package \
   && find . -name src | xargs rm -rf \
   && find . -name test-classes | xargs rm -rf \
   && rm -rf /src/loghi-tooling/layoutanalyzer/target \
@@ -38,29 +42,3 @@ RUN cd /src/loghi-tooling \
   && rm -rf /var/lib/apt \
   && rm -rf /home/root \
   && rm -rf /root
-
-
-#WORKDIR /src
-#RUN wget https://dl.min.io/client/mc/release/linux-amd64/mcli_20221029100923.0.0_amd64.deb && dpkg -i mcli_20221029100923.0.0_amd64.deb && rm mcli_20221029100923.0.0_amd64.deb
-#RUN mcli alias set myminio/ http://MINIO-SERVER MYUSER MYPASSWORD
-
-
-#FROM docker.base
-#RUN useradd -u 1000 rutger
-#RUN apt-get update \
-#  && apt-get install -y --no-install-recommends openjdk-11-jre libtbb2 \
-#  && apt autoremove -y
-#
-#COPY --from=0 /src/loghi-tooling /src/loghi-tooling
-#
-#USER root
-
-#USER rutger
-#  && apt remove -y git autotools-dev dpkg-dev icu-devtools libaec-dev libavutil-dev libblkid-dev libc-dev-bin libc6-dev libcrypt-dev libdatrie-dev \
-#  libegl-dev libexif-dev libexpat1-dev libffi-dev libfreetype6-dev libfribidi-dev libgcc-9-dev libgl-dev libglib2.0-dev-bin libglu1-mesa-dev libglx-dev \
-#  libgraphite2-dev libice-dev libicu-dev libjbig-dev libjpeg-turbo8-dev liblzma-dev libmount-dev libogg-dev libopenblas-pthread-dev libpcre2-dev libpcre3-dev \
-#  libpixman-1-dev libpthread-stubs0-dev libqt5opengl5-dev libraw1394-dev libselinux1-dev libsepol1-dev libsm-dev libstdc++-9-dev libswresample-dev libthai-dev \
-#  libvulkan-dev libx11-dev libxau-dev libxcb-render0-dev libxcb-shm0-dev libxcb1-dev libxcomposite-dev libxcursor-dev libxdamage-dev libxdmcp-dev libxext-dev \
-#  libxfixes-dev libxi-dev libxinerama-dev libxrandr-dev libxrender-dev libxt-dev linux-libc-dev manpages-dev qtbase5-dev qtbase5-dev-tools uuid-dev \
-#  x11proto-core-dev x11proto-dev x11proto-input-dev x11proto-randr-dev x11proto-xext-dev x11proto-xinerama-dev xtrans-dev zlib1g-dev libllvm10 libllvm12 \
-#  libx265-179 perl-modules-5.30 libperl5.30 humanity-icon-theme \
diff --git a/docker/docker.loghi-tooling/buildImage.sh b/docker/docker.loghi-tooling/buildImage.sh
index 8697be4..f5e4898 100755
--- a/docker/docker.loghi-tooling/buildImage.sh
+++ b/docker/docker.loghi-tooling/buildImage.sh
@@ -6,9 +6,11 @@ set -e
 
 if [ -z $1 ]; then echo "first parameter should be the path of prima-core-libs" && exit 1; fi;
 if [ -z $2 ]; then echo "second parameter should be the path of loghi-tooling" && exit 1; fi;
+if [ -z $3 ]; then echo "third parameter should be version which loghi-tooling will get" && exit 1; fi;
 
 PRIMACORELIBS="$(realpath $1)"
 LOGHITOOLING="$(realpath $2)"
+LOGHI_VERSION=$3
 
 echo "Change to directory of script..."
 DIR_OF_SCRIPT="$( cd "$( dirname "${BASH_SOURCE[0]}" )" >/dev/null 2>&1 && pwd )"
@@ -30,8 +32,7 @@ rm -rf ./loghi-tooling/layoutanalyzer/src/test/resources/in/*.png
 
 echo "Building docker image..."
 
-docker build --no-cache . -t loghi/docker.loghi-tooling
-
+docker build --no-cache -t loghi/docker.loghi-tooling --build-arg LOGHI_VERSION=$LOGHI_VERSION .
 echo "cleaning up!"
 rm -rf prima-core-libs
 rm -rf loghi-tooling
diff --git a/laypa b/laypa
index d53e064..e3e4816 160000
--- a/laypa
+++ b/laypa
@@ -1 +1 @@
-Subproject commit d53e064f4af6c2492c0b3c8166f2976f8e67d8d8
+Subproject commit e3e4816c7a435b9c966ec92191ce1935673aa16d
diff --git a/loghi-htr b/loghi-htr
index 33ab059..67750f3 160000
--- a/loghi-htr
+++ b/loghi-htr
@@ -1 +1 @@
-Subproject commit 33ab05932ee4d9018914621725cbeffed438a54b
+Subproject commit 67750f3d2647068670963322d950b0c3fa12927a
diff --git a/loghi-tooling b/loghi-tooling
index 25b1819..d1fb829 160000
--- a/loghi-tooling
+++ b/loghi-tooling
@@ -1 +1 @@
-Subproject commit 25b181902a08dbfbca48e8c97a6d5a9e6d8a399b
+Subproject commit d1fb829872d95a558b7da1320ca2c6ca207d687c
diff --git a/scripts/create-train-data.sh b/scripts/create-train-data.sh
index 8157e96..2d5a3b5 100755
--- a/scripts/create-train-data.sh
+++ b/scripts/create-train-data.sh
@@ -1,5 +1,5 @@
 #!/bin/bash
-VERSION=2.0.7
+VERSION=2.1.1
 
 # User-configurable parameters
 # Percentage split for training and validation sets
diff --git a/scripts/htr-train-pipeline.sh b/scripts/htr-train-pipeline.sh
index 38071db..e2313fc 100755
--- a/scripts/htr-train-pipeline.sh
+++ b/scripts/htr-train-pipeline.sh
@@ -1,5 +1,5 @@
 #!/bin/bash
-VERSION=2.0.7
+VERSION=2.1.1
 set -e
 
 # User-configurable parameters
diff --git a/scripts/inference-pipeline.sh b/scripts/inference-pipeline.sh
index 5d9c558..14e463f 100755
--- a/scripts/inference-pipeline.sh
+++ b/scripts/inference-pipeline.sh
@@ -1,5 +1,5 @@
 #!/bin/bash
-VERSION=2.0.7
+VERSION=2.1.1
 set -e
 
 # User-configurable parameters