Dockerize the "Remote GPU" service (#224)

* Dockerfile

* add docker support in run.sh and readme

* Update README

* Update TOC

* Update TOC

* Fix headless error

* use GPU as default

* Update README.md

* Create install_docker.sh

* update install for v4l2loopback

Co-authored-by: monsteruser <[email protected]>
Co-authored-by: mintmaker <[email protected]>

Author: 3 people

Dockerfile

@@ -0,0 +1,28 @@
+FROM nvcr.io/nvidia/cuda:10.0-cudnn7-runtime-ubuntu18.04
+
+RUN DEBIAN_FRONTEND=noninteractive apt-get -qq update \
+ && DEBIAN_FRONTEND=noninteractive apt-get -qqy install curl python3-pip python3-tk ffmpeg git less nano libsm6 libxext6 libxrender-dev \
+ && rm -rf /var/lib/apt/lists/*
+
+ARG PYTORCH_WHEEL="https://download.pytorch.org/whl/cu100/torch-1.0.0-cp36-cp36m-linux_x86_64.whl"
+ARG FACE_ALIGNMENT_GIT="git+https://github.com/1adrianb/face-alignment"
+ARG AVATARIFY_COMMIT="01db88c8580b982278ae944b89b3bfab5d98c1dd"
+ARG FOMM_COMMIT="efbe0a6f17b38360ff9a446fddfbb3ce5493534c"
+
+RUN git clone https://github.com/alievk/avatarify.git /app/avatarify && cd /app/avatarify && git checkout ${AVATARIFY_COMMIT} \
+ && git clone https://github.com/alievk/first-order-model.git /app/avatarify/fomm && cd /app/avatarify/fomm && git checkout ${FOMM_COMMIT}
+
+WORKDIR /app/avatarify
+
+RUN bash scripts/download_data.sh
+
+RUN pip3 install ${PYTORCH_WHEEL} ${FACE_ALIGNMENT_GIT} -r requirements.txt \
+ && pip3 install ${PYTORCH_WHEEL} ${FACE_ALIGNMENT_GIT} -r fomm/requirements.txt \
+ && rm -rf /root/.cache/pip
+
+ENV PYTHONPATH="/app/avatarify:/app/avatarify/fomm"
+
+EXPOSE 5557
+EXPOSE 5558
+
+CMD ["python3", "afy/cam_fomm.py", "--config", "fomm/config/vox-adv-256.yaml", "--checkpoint", "vox-adv-cpk.pth.tar", "--virt-cam", "9", "--relative", "--adapt_scale", "--is-worker"]

README.md

@@ -32,6 +32,7 @@ Created by: GitHub community.
     - [Mac](#mac)
     - [Windows](#windows)
     - [Remote GPU](#remote-gpu)
+    - [Docker](#docker)
 - [Setup avatars](#setup-avatars)
 - [Run](#run)
     - [Linux](#linux-1)
@@ -87,6 +88,7 @@ bash scripts/install.sh
 ```
 3. [Download network weights](#download-network-weights) and place `vox-adv-cpk.pth.tar` file in the `avatarify` directory (don't unpack it).
 
+
 #### Mac
 *(!) Note*: we found out that in versions after [v4.6.8 (March 23, 2020)](https://zoom.us/client/4.6.19178.0323/ZoomInstaller.pkg) Zoom disabled support for virtual cameras on Mac. To use Avatarify in Zoom you can choose from 2 options:
 - Install [Zoom v4.6.8](https://zoom.us/client/4.6.19178.0323/ZoomInstaller.pkg) which is the last version that supports virtual cameras
@@ -137,8 +139,23 @@ The steps 10-11 are required only once during setup.
 
 #### Remote GPU
 
-You can offload the heavy work to [Google Colab](https://colab.research.google.com/github/alievk/avatarify/blob/master/avatarify.ipynb) or a [server with a GPU](https://github.com/alievk/avatarify/wiki/Remote-GPU) and use your laptop just to communicate the video stream.
+You can offload the heavy work to [Google Colab](https://colab.research.google.com/github/alievk/avatarify/blob/master/avatarify.ipynb) or a [server with a GPU](https://github.com/alievk/avatarify/wiki/Remote-GPU) and use your laptop just to communicate the video stream. The server and client software are native and dockerized available.
+
+### Docker
+Docker images are only availabe on Linux.
 
+1. Install Docker following the [Documentation](https://docs.docker.com/engine/install/). Then run this [step](https://docs.docker.com/engine/install/linux-postinstall/#manage-docker-as-a-non-root-user) to make docker available for your user.
+2. For using the gpu (hardly recommended): Install nvidia drivers and [nvidia docker](https://github.com/NVIDIA/nvidia-docker#quickstart).
+3. Clone `avatarify` and install its dependencies (v4l2loopback kernel module):
+```bash
+git clone https://github.com/alievk/avatarify.git
+cd avatarify
+bash scripts/install_docker.sh
+```
+4. Build the Dockerfile:
+```bash
+docker build -t avatarify
+```
 ## Setup avatars
 Avatarify comes with a standard set of avatars of famous people, but you can extend this set simply copying your avatars into `avatars` folder.
 
@@ -162,6 +179,7 @@ Run:
 ```bash
 bash run.sh
 ```
+If you haven't installed a GPU add the `--no-gpus` flag. In order to use Docker add the `--docker` flag.
 
 `cam` and `avatarify` windows will pop-up. The `cam` window is for controlling your face position and `avatarify` is for the avatar animation preview. Please follow these [recommendations](#driving-your-avatar) to drive your avatars.
 

run.sh

@@ -5,11 +5,17 @@
 ENABLE_CONDA=1
 ENABLE_VCAM=1
 KILL_PS=1
+USE_DOCKER=0
+IS_WORKER=0
+IS_CLIENT=0
+DOCKER_IS_LOCAL_CLIENT=0
+DOCKER_NO_GPU=0
 
 FOMM_CONFIG=fomm/config/vox-adv-256.yaml
 FOMM_CKPT=vox-adv-cpk.pth.tar
 
 ARGS=""
+DOCKER_ARGS=""
 
 while (( "$#" )); do
     case "$1" in
@@ -26,6 +32,31 @@ while (( "$#" )); do
             KILL_PS=0
             shift
             ;;
+        --docker)
+            USE_DOCKER=1
+            shift
+            ;;
+        --no-gpus)
+            DOCKER_NO_GPU=1
+            shift
+            ;;
+        --is-worker)
+            IS_WORKER=1
+            ARGS="$ARGS $1"
+            DOCKER_ARGS="$DOCKER_ARGS -p 5557:5557 -p 5558:5558"
+            shift
+            ;;
+        --is-client)
+            IS_CLIENT=1
+            ARGS="$ARGS $1"
+            shift
+            ;;
+        --is-local-client)
+            IS_CLIENT=1
+            DOCKER_IS_LOCAL_CLIENT=1
+            ARGS="$ARGS --is-client"
+            shift
+            ;;
         *|-*|--*)
             ARGS="$ARGS $1"
             shift
@@ -35,28 +66,84 @@ done
 
 eval set -- "$ARGS"
 
-if [[ $KILL_PS == 1 ]]; then
-    kill -9 $(ps aux | grep 'afy/cam_fomm.py' | awk '{print $2}') 2> /dev/null
-fi
 
-source scripts/settings.sh
 
-if [[ $ENABLE_VCAM == 1 ]]; then
-    bash scripts/create_virtual_camera.sh
-fi
+if [[ $USE_DOCKER == 0 ]]; then
+    
+    if [[ $KILL_PS == 1 ]]; then
+        kill -9 $(ps aux | grep 'afy/cam_fomm.py' | awk '{print $2}') 2> /dev/null
+    fi
+    
+    source scripts/settings.sh
+    
+    if [[ $ENABLE_VCAM == 1 ]]; then
+        bash scripts/create_virtual_camera.sh
+    fi
+    
+    if [[ $ENABLE_CONDA == 1 ]]; then
+        source $(conda info --base)/etc/profile.d/conda.sh
+        conda activate $CONDA_ENV_NAME
+    fi
+    
+    export PYTHONPATH=$PYTHONPATH:$(pwd):$(pwd)/fomm
+    
+    python afy/cam_fomm.py \
+        --config $FOMM_CONFIG \
+        --checkpoint $FOMM_CKPT \
+        --virt-cam $CAMID_VIRT \
+        --relative \
+        --adapt_scale \
+        $@
+else
 
-if [[ $ENABLE_CONDA == 1 ]]; then
-    source $(conda info --base)/etc/profile.d/conda.sh
-    conda activate $CONDA_ENV_NAME
-fi
+    source scripts/settings.sh
+    
+    if [[ $ENABLE_VCAM == 1 ]]; then
+        bash scripts/create_virtual_camera.sh
+    fi
+    
+    if [[ $DOCKER_NO_GPU == 0 ]]; then
+        DOCKER_ARGS="$DOCKER_ARGS --gpus all"
+    fi
+
+    if [[ $DOCKER_IS_LOCAL_CLIENT == 1 ]]; then
+        DOCKER_ARGS="$DOCKER_ARGS --network=host"
+    elif [[ $IS_CLIENT == 1 ]]; then
+        DOCKER_ARGS="$DOCKER_ARGS -p 5557:5554 -p 5557:5558"
+    fi
 
-export PYTHONPATH=$PYTHONPATH:$(pwd):$(pwd)/fomm
+    
 
-python afy/cam_fomm.py \
-    --config $FOMM_CONFIG \
-    --checkpoint $FOMM_CKPT \
-    --virt-cam $CAMID_VIRT \
-    --relative \
-    --adapt_scale \
-    $@
+    
+    if [[ $IS_WORKER == 0 ]]; then
+        xhost +local:root
+        docker run $DOCKER_ARGS -it --rm --privileged  \
+            -v $PWD:/root/.torch/models \
+            -v $PWD/avatars:/app/avatarify/avatars \
+            --env="DISPLAY" \
+            --env="QT_X11_NO_MITSHM=1" \
+            --volume="/tmp/.X11-unix:/tmp/.X11-unix:rw" \
+            avatarify python3 afy/cam_fomm.py \
+                --config $FOMM_CONFIG \
+                --checkpoint $FOMM_CKPT \
+                --virt-cam $CAMID_VIRT \
+                --relative \
+                --adapt_scale \
+                $@
+        xhost -local:root
 
+    else
+        docker run $DOCKER_ARGS -it --rm --privileged  \
+            -v $PWD:/root/.torch/models \
+            -v $PWD/avatars:/app/avatarify/avatars \
+            avatarify python3 afy/cam_fomm.py \
+                --config $FOMM_CONFIG \
+                --checkpoint $FOMM_CKPT \
+                --virt-cam $CAMID_VIRT \
+                --relative \
+                --adapt_scale \
+                $@
+    fi
+    
+
+fi

scripts/install_docker.sh

@@ -0,0 +1,9 @@
+if [[ ! $@ =~ "no-vcam" ]]; then
+    rm -rf v4l2loopback 2> /dev/null
+    git clone https://github.com/umlaeute/v4l2loopback
+    echo "--- Installing v4l2loopback (sudo privelege required)"
+    cd v4l2loopback
+    make && sudo make install
+    sudo depmod -a
+    cd ..
+fi