From c3ad4183964e2f0c59573412fea18251a96ab3fb Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?R=C3=A9mi?= <remi.cresson@inrae.fr>
Date: Wed, 27 Dec 2023 16:30:09 +0100
Subject: [PATCH 1/7] WIP: TF2.14, OTB9
---
Dockerfile | 19 +++----------------
tools/docker/build-deps-gui.txt | 13 -------------
tools/docker/build-env-tf.sh | 1 +
3 files changed, 4 insertions(+), 29 deletions(-)
delete mode 100644 tools/docker/build-deps-gui.txt
diff --git a/Dockerfile b/Dockerfile
index 8d1ee2ab..04aea0b8 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -26,7 +26,7 @@ RUN ln -s /usr/bin/python3 /usr/local/bin/python && ln -s /usr/bin/pip3 /usr/loc
# Upgrade pip
RUN pip install --no-cache-dir pip --upgrade
# NumPy version is conflicting with system's gdal dep and may require venv
-ARG NUMPY_SPEC="==1.22.*"
+#ARG NUMPY_SPEC="==1.22.*"
# This is to avoid https://github.com/tensorflow/tensorflow/issues/61551
ARG PROTO_SPEC="==4.23.*"
RUN pip install --no-cache-dir -U wheel mock six future tqdm deprecated "numpy$NUMPY_SPEC" "protobuf$PROTO_SPEC" packaging requests \
@@ -45,7 +45,7 @@ RUN git config --global advice.detachedHead false
### TF
-ARG TF=v2.12.0
+ARG TF=v2.14.0
ARG TENSORRT
# Install bazelisk (will read .bazelversion and download the right bazel binary - latest by default)
@@ -98,7 +98,7 @@ RUN cd tensorflow \
### OTB
ARG GUI=false
-ARG OTB=d74ab47d4308591db4ed5a5ea3b820cef73a39fe
+ARG OTB=release-9.0
ARG OTBTESTS=false
RUN mkdir /src/otb
@@ -111,18 +111,6 @@ RUN apt-get update -y \
&& update-ca-certificates \
&& git clone https://gitlab.orfeo-toolbox.org/orfeotoolbox/otb.git \
&& cd otb && git checkout $OTB \
-# <---------------------------------------- Begin dirty hack
-# This is a dirty hack for release 4.0.0alpha
-# We have to wait that OTB moves from C++14 to C++17
-# See https://gitlab.orfeo-toolbox.org/orfeotoolbox/otb/-/issues/2338
- && sed -i 's/CMAKE_CXX_STANDARD 14/CMAKE_CXX_STANDARD 17/g' CMakeLists.txt \
- && echo "" > Modules/Filtering/ImageManipulation/test/CMakeLists.txt \
- && echo "" > Modules/Segmentation/Conversion/test/CMakeLists.txt \
- && echo "" > Modules/Radiometry/Indices/test/CMakeLists.txt \
- && echo "" > Modules/Learning/DempsterShafer/test/CMakeLists.txt \
- && echo "" > Modules/Feature/Edge/test/CMakeLists.txt \
- && echo "" > Modules/Core/ImageBase/test/CMakeLists.txt \
-# <---------------------------------------- End dirty hack
&& cd .. \
&& mkdir -p build \
&& cd build \
@@ -206,4 +194,3 @@ RUN python -c "import tensorflow"
RUN python -c "import otbtf, tricks"
RUN python -c "import otbApplication as otb; otb.Registry.CreateApplication('ImageClassifierFromDeepFeatures')"
RUN python -c "from osgeo import gdal"
-
diff --git a/tools/docker/build-deps-gui.txt b/tools/docker/build-deps-gui.txt
deleted file mode 100644
index 1f1f6cf9..00000000
--- a/tools/docker/build-deps-gui.txt
+++ /dev/null
@@ -1,13 +0,0 @@
-freeglut3-dev
-libglew-dev
-libglfw3-dev
-libqt5opengl5-dev
-libqwt-qt5-dev
-libx11-dev
-libgl-dev
-libxmu-dev
-libxi-dev
-qtbase5-dev
-qttools5-dev
-qttools5-dev-tools
-xvfb
diff --git a/tools/docker/build-env-tf.sh b/tools/docker/build-env-tf.sh
index 4eb7c7ff..94546bfe 100644
--- a/tools/docker/build-env-tf.sh
+++ b/tools/docker/build-env-tf.sh
@@ -20,6 +20,7 @@ export TF_NEED_OPENCL=0
export TF_NEED_OPENCL_SYCL=0
export TF_NEED_VERBS=0
export TF_SET_ANDROID_WORKSPACE=0
+export TF_NEED_CLANG=0
# For MKL support BZL_CONFIGS+=" --config=mkl"
#export TF_DOWNLOAD_MKL=1
#export TF_NEED_MKL=0
--
GitLab
From 74b6f51b46d1b70e5c3cb5d9edba33a7bebcf72a Mon Sep 17 00:00:00 2001
From: Remi Cresson <remi.cresson@inrae.fr>
Date: Tue, 2 Jan 2024 19:29:42 +0100
Subject: [PATCH 2/7] COMP: remove gui completely from dockerfile
---
Dockerfile | 38 +++++++++++++++++++-------------------
1 file changed, 19 insertions(+), 19 deletions(-)
diff --git a/Dockerfile b/Dockerfile
index 04aea0b8..904431e3 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -10,23 +10,15 @@ WORKDIR /tmp
### System packages
COPY tools/docker/build-deps-*.txt ./
ARG DEBIAN_FRONTEND=noninteractive
-# CLI
RUN apt-get update -y && apt-get upgrade -y \
&& cat build-deps-cli.txt | xargs apt-get install --no-install-recommends -y \
&& apt-get clean && rm -rf /var/lib/apt/lists/*
-# Optional GUI
-ARG GUI=false
-RUN if $GUI; then \
- apt-get update -y \
- && cat build-deps-gui.txt | xargs apt-get install --no-install-recommends -y \
- && apt-get clean && rm -rf /var/lib/apt/lists/* ; fi
-
### Python3 links and pip packages
RUN ln -s /usr/bin/python3 /usr/local/bin/python && ln -s /usr/bin/pip3 /usr/local/bin/pip
# Upgrade pip
RUN pip install --no-cache-dir pip --upgrade
-# NumPy version is conflicting with system's gdal dep and may require venv
-#ARG NUMPY_SPEC="==1.22.*"
+# In case NumPy version is conflicting with system's gdal dep and may require venv
+ARG NUMPY_SPEC=""
# This is to avoid https://github.com/tensorflow/tensorflow/issues/61551
ARG PROTO_SPEC="==4.23.*"
RUN pip install --no-cache-dir -U wheel mock six future tqdm deprecated "numpy$NUMPY_SPEC" "protobuf$PROTO_SPEC" packaging requests \
@@ -35,7 +27,7 @@ RUN pip install --no-cache-dir -U wheel mock six future tqdm deprecated "numpy$N
# ----------------------------------------------------------------------------
# Tmp builder stage - dangling cache should persist until "docker builder prune"
FROM otbtf-base AS builder
-# A smaller value may be required to avoid OOM errors when building OTB GUI
+# A smaller value may be required to avoid OOM errors when building OTB
ARG CPU_RATIO=1
RUN mkdir -p /src/tf /opt/otbtf/bin /opt/otbtf/include /opt/otbtf/lib/python3
@@ -79,6 +71,7 @@ RUN cd tensorflow \
&& bazel $BZL_CMD --jobs="HOST_CPUS*$CPU_RATIO" '
# Installation
+RUN apt update && apt install -y patchelf
RUN cd tensorflow \
&& ./bazel-bin/tensorflow/tools/pip_package/build_pip_package /tmp/tensorflow_pkg \
&& pip3 install --no-cache-dir --prefix=/opt/otbtf /tmp/tensorflow_pkg/tensorflow*.whl \
@@ -97,7 +90,6 @@ RUN cd tensorflow \
### OTB
-ARG GUI=false
ARG OTB=release-9.0
ARG OTBTESTS=false
@@ -110,15 +102,26 @@ RUN apt-get update -y \
&& apt-get install --reinstall ca-certificates -y \
&& update-ca-certificates \
&& git clone https://gitlab.orfeo-toolbox.org/orfeotoolbox/otb.git \
- && cd otb && git checkout $OTB \
+ && cd otb && git checkout $OTB
+
+# <---------------------------------------- Begin dirty hack
+# This is a dirty hack for release 4.0.0alpha
+# We have to wait that OTB moves from C++14 to C++17
+# See https://gitlab.orfeo-toolbox.org/orfeotoolbox/otb/-/issues/2338
+RUN cd /src/otb/otb \
+ && sed -i 's/CMAKE_CXX_STANDARD 14/CMAKE_CXX_STANDARD 17/g' CMakeLists.txt \
+ && echo "" > Modules/Core/ImageManipulation/test/CMakeLists.txt \
+ && echo "" > Modules/Core/Conversion/test/CMakeLists.txt \
+ && echo "" > Modules/Core/Indices/test/CMakeLists.txt \
+ && echo "" > Modules/Core/Edge/test/CMakeLists.txt \
+ && echo "" > Modules/Core/ImageBase/test/CMakeLists.txt \
+ && echo "" > Modules/Learning/DempsterShafer/test/CMakeLists.txt \
+# <---------------------------------------- End dirty hack
&& cd .. \
&& mkdir -p build \
&& cd build \
&& if $OTBTESTS; then \
echo "-DBUILD_TESTING=ON" >> ../build-flags-otb.txt; fi \
- # Set GL/Qt build flags
- && if $GUI; then \
- sed -i -r "s/-DOTB_USE_(QT|OPENGL|GL[UFE][WT])=OFF/-DOTB_USE_\1=ON/" ../build-flags-otb.txt; fi \
# Possible ENH: superbuild-all-dependencies switch, with separated build-deps-minimal.txt and build-deps-otbcli.txt)
#&& if $OTB_SUPERBUILD_ALL; then sed -i -r "s/-DUSE_SYSTEM_([A-Z0-9]*)=ON/-DUSE_SYSTEM_\1=OFF/ " ../build-flags-otb.txt; fi \
&& OTB_FLAGS=$(cat "../build-flags-otb.txt") \
@@ -127,7 +130,6 @@ RUN apt-get update -y \
### OTBTF - copy (without .git/) or clone repository
COPY . /src/otbtf
-#RUN git clone https://github.com/remicres/otbtf.git /src/otbtf
RUN ln -s /src/otbtf /src/otb/otb/Modules/Remote/otbtf
# Rebuild OTB with module
@@ -140,12 +142,10 @@ RUN cd /src/otb/build/OTB/build \
-DOTB_WRAP_PYTHON=ON -DPYTHON_EXECUTABLE=/usr/bin/python3 \
-DOTB_USE_TENSORFLOW=ON -DModule_OTBTensorflow=ON \
-Dtensorflow_include_dir=/opt/otbtf/include/tf \
- # Forcing TF>=2, this Dockerfile hasn't been tested with v1 + missing link for libtensorflow_framework.so in the wheel
-DTENSORFLOW_CC_LIB=/opt/otbtf/local/lib/python3.10/dist-packages/tensorflow/libtensorflow_cc.so.2 \
-DTENSORFLOW_FRAMEWORK_LIB=/opt/otbtf/local/lib/python3.10/dist-packages/tensorflow/libtensorflow_framework.so.2 \
&& make install -j $(python -c "import os; print(round( os.cpu_count() * $CPU_RATIO ))") \
# Cleaning
- && ( $GUI || rm -rf /opt/otbtf/bin/otbgui* ) \
&& ( $KEEP_SRC_OTB || rm -rf /src/otb ) \
&& rm -rf /root/.cache /tmp/*
--
GitLab
From 42a9da9902ae9756dd5b6928daadd1e063661fca Mon Sep 17 00:00:00 2001
From: Remi Cresson <remi.cresson@inrae.fr>
Date: Tue, 2 Jan 2024 19:30:03 +0100
Subject: [PATCH 3/7] COMP: update OTB build flags wrt version 9.0.0
---
tools/docker/build-flags-otb.txt | 27 ++++++++-------------------
1 file changed, 8 insertions(+), 19 deletions(-)
diff --git a/tools/docker/build-flags-otb.txt b/tools/docker/build-flags-otb.txt
index 95b8462c..8c9b0123 100644
--- a/tools/docker/build-flags-otb.txt
+++ b/tools/docker/build-flags-otb.txt
@@ -1,19 +1,8 @@
--DUSE_SYSTEM_BOOST=ON
--DUSE_SYSTEM_CURL=ON
--DUSE_SYSTEM_EXPAT=ON
--DUSE_SYSTEM_FFTW=ON
--DUSE_SYSTEM_FREETYPE=ON
--DUSE_SYSTEM_GDAL=OFF
--DUSE_SYSTEM_GEOS=ON
--DUSE_SYSTEM_GEOTIFF=OFF
--DUSE_SYSTEM_GSL=ON
--DUSE_SYSTEM_ITK=ON
--DUSE_SYSTEM_LIBKML=ON
--DUSE_SYSTEM_LIBSVM=ON
--DUSE_SYSTEM_MUPARSER=ON
--DUSE_SYSTEM_MUPARSERX=ON
--DUSE_SYSTEM_OPENCV=ON
--DUSE_SYSTEM_PNG=ON
--DUSE_SYSTEM_TINYXML=ON
--DUSE_SYSTEM_ZLIB=ON
--DUSE_SYSTEM_SWIG=ON
+-DOTB_BUILD_FeaturesExtraction=ON
+-DOTB_BUILD_Hyperspectral=ON
+-DOTB_BUILD_Learning=ON
+-DOTB_BUILD_Miscellaneous=ON
+-DOTB_BUILD_RemoteModules=ON
+-DOTB_BUILD_SAR=ON
+-DOTB_BUILD_Segmentation=ON
+-DOTB_BUILD_StereoProcessing=ON
--
GitLab
From a3c5c1ba3bdce3cf51b0970d04ba285f29bda3c5 Mon Sep 17 00:00:00 2001
From: Cresson Remi <remi.cresson@irstea.fr>
Date: Tue, 2 Jan 2024 20:40:14 +0100
Subject: [PATCH 4/7] COMP: OTB==9.0.0, TF=2.14.0
---
.gitlab-ci.yml | 2 +-
RELEASE_NOTES.txt | 5 +++++
doc/docker_use.md | 19 ++++++++++++-------
setup.py | 2 +-
4 files changed, 19 insertions(+), 9 deletions(-)
diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml
index 3295b83f..1ea0beeb 100644
--- a/.gitlab-ci.yml
+++ b/.gitlab-ci.yml
@@ -1,5 +1,5 @@
variables:
- OTBTF_VERSION: 4.2.2
+ OTBTF_VERSION: 4.3.0
OTB_BUILD: /src/otb/build/OTB/build # Local OTB build directory
OTBTF_SRC: /src/otbtf # Local OTBTF source directory
OTB_TEST_DIR: $OTB_BUILD/Testing/Temporary # OTB testing directory
diff --git a/RELEASE_NOTES.txt b/RELEASE_NOTES.txt
index 8a63b56f..ce7b6cf8 100644
--- a/RELEASE_NOTES.txt
+++ b/RELEASE_NOTES.txt
@@ -1,3 +1,8 @@
+Version 4.3.0 (02 jan 2024)
+----------------------------------------------------------------
+* Move OTB to version 9.0.0
+* Move TensorFlow to version 2.14
+
Version 4.2.2 (19 oct 2023)
----------------------------------------------------------------
* Add a test to ensure that planetary computer works in the OTBTF docker image
diff --git a/doc/docker_use.md b/doc/docker_use.md
index b5032057..836bc134 100644
--- a/doc/docker_use.md
+++ b/doc/docker_use.md
@@ -25,12 +25,12 @@ Since OTBTF >= 3.2.1 you can find the latest docker images on
| Name | Os | TF | OTB | Description | Dev files | Compute capability |
|------------------------------------------------------------------------------------| ------------- |-------|-------| ---------------------- | --------- | ------------------ |
-| **mdl4eo/otbtf:4.2.2-cpu** | Ubuntu Jammy | r2.12 | d74ab | CPU, no optimization | no | 5.2,6.1,7.0,7.5,8.6|
-| **mdl4eo/otbtf:4.2.2-cpu-dev** | Ubuntu Jammy | r2.12 | d74ab | CPU, no optimization (dev) | yes | 5.2,6.1,7.0,7.5,8.6|
-| **mdl4eo/otbtf:4.2.2-gpu** | Ubuntu Jammy | r2.12 | d74ab | GPU, no optimization | no | 5.2,6.1,7.0,7.5,8.6|
-| **mdl4eo/otbtf:4.2.2-gpu-dev** | Ubuntu Jammy | r2.12 | d74ab | GPU, no optimization (dev) | yes | 5.2,6.1,7.0,7.5,8.6|
-| **gitlab.irstea.fr/remi.cresson/otbtf/container_registry/otbtf:4.2.2-gpu-opt** | Ubuntu Jammy | r2.12 | d74ab | GPU with opt. | no | 5.2,6.1,7.0,7.5,8.6|
-| **gitlab.irstea.fr/remi.cresson/otbtf/container_registry/otbtf:4.2.2-gpu-opt-dev** | Ubuntu Jammy | r2.12 | d74ab | GPU with opt. (dev) | yes | 5.2,6.1,7.0,7.5,8.6|
+| **mdl4eo/otbtf:4.3.0-cpu** | Ubuntu Jammy | r2.14 | 9.0.0 | CPU, no optimization | no | 5.2,6.1,7.0,7.5,8.6|
+| **mdl4eo/otbtf:4.3.0-cpu-dev** | Ubuntu Jammy | r2.14 | 9.0.0 | CPU, no optimization (dev) | yes | 5.2,6.1,7.0,7.5,8.6|
+| **mdl4eo/otbtf:4.3.0-gpu** | Ubuntu Jammy | r2.14 | 9.0.0 | GPU, no optimization | no | 5.2,6.1,7.0,7.5,8.6|
+| **mdl4eo/otbtf:4.3.0-gpu-dev** | Ubuntu Jammy | r2.14 | 9.0.0 | GPU, no optimization (dev) | yes | 5.2,6.1,7.0,7.5,8.6|
+| **gitlab.irstea.fr/remi.cresson/otbtf/container_registry/otbtf:4.3.0-gpu-opt** | Ubuntu Jammy | r2.14 | 9.0.0 | GPU with opt. | no | 5.2,6.1,7.0,7.5,8.6|
+| **gitlab.irstea.fr/remi.cresson/otbtf/container_registry/otbtf:4.3.0-gpu-opt-dev** | Ubuntu Jammy | r2.14 | 9.0.0 | GPU with opt. (dev) | yes | 5.2,6.1,7.0,7.5,8.6|
The list of older releases is available [here](#older-images).
@@ -184,4 +184,9 @@ Here you can find the list of older releases of OTBTF:
| **mdl4eo/otbtf:4.2.1-gpu-dev** | Ubuntu Jammy | r2.12 | 8.1.2 | GPU, no optimization (dev) | yes | 5.2,6.1,7.0,7.5,8.6|
| **gitlab.irstea.fr/remi.cresson/otbtf/container_registry/otbtf:4.2.1-gpu-opt** | Ubuntu Jammy | r2.12 | 8.1.2 | GPU with opt. | no | 5.2,6.1,7.0,7.5,8.6|
| **gitlab.irstea.fr/remi.cresson/otbtf/container_registry/otbtf:4.2.1-gpu-opt-dev** | Ubuntu Jammy | r2.12 | 8.1.2 | GPU with opt. (dev) | yes | 5.2,6.1,7.0,7.5,8.6|
-
+| **mdl4eo/otbtf:4.2.2-cpu** | Ubuntu Jammy | r2.12 | d74ab | CPU, no optimization | no | 5.2,6.1,7.0,7.5,8.6|
+| **mdl4eo/otbtf:4.2.2-cpu-dev** | Ubuntu Jammy | r2.12 | d74ab | CPU, no optimization (dev) | yes | 5.2,6.1,7.0,7.5,8.6|
+| **mdl4eo/otbtf:4.2.2-gpu** | Ubuntu Jammy | r2.12 | d74ab | GPU, no optimization | no | 5.2,6.1,7.0,7.5,8.6|
+| **mdl4eo/otbtf:4.2.2-gpu-dev** | Ubuntu Jammy | r2.12 | d74ab | GPU, no optimization (dev) | yes | 5.2,6.1,7.0,7.5,8.6|
+| **gitlab.irstea.fr/remi.cresson/otbtf/container_registry/otbtf:4.2.2-gpu-opt** | Ubuntu Jammy | r2.12 | d74ab | GPU with opt. | no | 5.2,6.1,7.0,7.5,8.6|
+| **gitlab.irstea.fr/remi.cresson/otbtf/container_registry/otbtf:4.2.2-gpu-opt-dev** | Ubuntu Jammy | r2.12 | d74ab | GPU with opt. (dev) | yes | 5.2,6.1,7.0,7.5,8.6|
diff --git a/setup.py b/setup.py
index 6c985eb0..c4d7d67d 100644
--- a/setup.py
+++ b/setup.py
@@ -6,7 +6,7 @@ with open("README.md", "r", encoding="utf-8") as fh:
setuptools.setup(
name="otbtf",
- version="4.2.2",
+ version="4.3.0",
author="Remi Cresson",
author_email="remi.cresson@inrae.fr",
description="OTBTF: Orfeo ToolBox meets TensorFlow",
--
GitLab
From 691bab56d6429958d88a9fe4135fe2d3eb0d286f Mon Sep 17 00:00:00 2001
From: Cresson Remi <remi.cresson@irstea.fr>
Date: Tue, 2 Jan 2024 20:41:59 +0100
Subject: [PATCH 5/7] DOC: update release notes for v4.3.0
---
RELEASE_NOTES.txt | 1 +
1 file changed, 1 insertion(+)
diff --git a/RELEASE_NOTES.txt b/RELEASE_NOTES.txt
index ce7b6cf8..17df4445 100644
--- a/RELEASE_NOTES.txt
+++ b/RELEASE_NOTES.txt
@@ -1,5 +1,6 @@
Version 4.3.0 (02 jan 2024)
----------------------------------------------------------------
+* Remove OTB GUI dependencies
* Move OTB to version 9.0.0
* Move TensorFlow to version 2.14
--
GitLab
From 9d4207616115b2a57d516d6f71df79619883c7dc Mon Sep 17 00:00:00 2001
From: Cresson Remi <remi.cresson@irstea.fr>
Date: Tue, 2 Jan 2024 21:14:00 +0100
Subject: [PATCH 6/7] COMP: update compute capability
---
tools/docker/build-env-tf.sh | 2 +-
1 file changed, 1 insertion(+), 1 deletion(-)
diff --git a/tools/docker/build-env-tf.sh b/tools/docker/build-env-tf.sh
index 94546bfe..e7703f01 100644
--- a/tools/docker/build-env-tf.sh
+++ b/tools/docker/build-env-tf.sh
@@ -47,7 +47,7 @@ if [ ! -z $CUDA_TOOLKIT_PATH ] ; then
fi
export LD_LIBRARY_PATH="$LD_LIBRARY_PATH:$CUDA_TOOLKIT_PATH/lib64:$CUDA_TOOLKIT_PATH/lib64/stubs"
export TF_CUDA_VERSION=$(echo $CUDA_TOOLKIT_PATH | sed -r 's/.*\/cuda-(.*)/\1/')
- export TF_CUDA_COMPUTE_CAPABILITIES="5.2,6.1,7.0,7.5,8.6"
+ export TF_CUDA_COMPUTE_CAPABILITIES="5.2,6.1,7.0,7.5,8.0,8.6,9.0"
export TF_NEED_CUDA=1
export TF_CUDA_CLANG=0
export TF_NEED_TENSORRT=0
--
GitLab
From e294d6de7aabae3254dd3efb8d8ec150a1f1a179 Mon Sep 17 00:00:00 2001
From: Cresson Remi <remi.cresson@irstea.fr>
Date: Tue, 2 Jan 2024 21:31:20 +0100
Subject: [PATCH 7/7] DOC: update releade notes
---
RELEASE_NOTES.txt | 1 +
1 file changed, 1 insertion(+)
diff --git a/RELEASE_NOTES.txt b/RELEASE_NOTES.txt
index 17df4445..28cda335 100644
--- a/RELEASE_NOTES.txt
+++ b/RELEASE_NOTES.txt
@@ -1,5 +1,6 @@
Version 4.3.0 (02 jan 2024)
----------------------------------------------------------------
+* Add compute capability 8.0 and 9.0
* Remove OTB GUI dependencies
* Move OTB to version 9.0.0
* Move TensorFlow to version 2.14
--
GitLab