diff --git a/.dockerignore b/.dockerignore
new file mode 100644
index 0000000..7b7073f
--- /dev/null
+++ b/.dockerignore
@@ -0,0 +1,7 @@
+.idea
+*.pyc
+__pycache__
+resources
+out
+logs
+.git
diff --git a/.gitignore b/.gitignore
index 02eb4f9..1b4fc3c 100644
--- a/.gitignore
+++ b/.gitignore
@@ -3,3 +3,4 @@
 __pycache__
 resources
 out
+logs
diff --git a/README.md b/README.md
index 75005a1..bfb131c 100644
--- a/README.md
+++ b/README.md
@@ -1007,4 +1007,59 @@ Presence of `entities` and `relations` keys is controlled via respective query p
     ```
 1. Build image with command `docker build . -t derek-container-name`
 1. Run container `docker run -p 80:5000 -d derek-container-name`. This command binds host's port 80 to container's port 5000, change it if you wish.
-1. Now you can send requests for server available on 80'th port. 
\ No newline at end of file
+1. Now you can send requests for server available on 80'th port.
+
+#### How to run experiments on remote host using Ansible and Docker
+
+We provide some Ansible scripts and Dockerfiles for easy experiment deployment on remote or local host.
+
+Expected experiment pipeline:
+1. Prepare `<src_directory>/resources` folder with experiment required resources on your local machine
+1. Upload code and resources to host machine
+1. Build docker image and run container with experiment on host machine
+1. Wait until experiment is over...
+1. Fetch results to local machine
+
+To run scripts your host must support Docker and your localhost must support Ansible. Also your host user must be in sudoers (required by Docker).
+To use GPUs for experiments your host platform must be supported by [NVIDIA](https://nvidia.github.io/nvidia-docker/) and has CUDA 10 supported driver (>= 410.48) installed.
+
+Firstly you have to prepare [Inventory ansible hosts file](https://docs.ansible.com/ansible/latest/user_guide/intro_inventory.html) to use scripts.
+
+All scripts are executed by following template from src path:
+```bash
+ansible-playbook -i <path-to-inventory> ansible/<script> {-e 'option1=1 option2=2'}
+```
+
+If you don't have Docker installed on host:
+1. Run install_docker.yml
+1. (only for GPU support) Run install_nvidia_extensions.yml
+
+Experiment required resources (embedding models, `props.json`, `lst.json`, segmentation models, dataset etc.) have to be located in `resources` localhost directory inside src directory.
+It's recommended to provide `resources/run.sh` with bash command to start experiment -- prepare dataset, run `param_search.py` (notice: it will run from src directory and PYTHONPATH will be already set), don't forget to set execution flag on localhost (`chmod +x resources/run.sh`).
+Your experiment script must work with `resources`, `out` and `logs` directories because provided scripts connect them to the same containers directories as volumes (it's done in default shell scripts like `holdout.sh` and `cross-validation.sh` automatically).
+Source code and resources will be uploaded to host machine.
+
+Now you are prepared to start experiment:
+1. Upload code and resources with `upload_code_resources.yml`. You can specify directory to store files in with ansible option `src_destination` (default=`~/derek`)
+1. Build and run experiment container with `build_run_container.yml`. 
+If you specified directory on previous step, you must specify it here too.
+Also you need to specify `command_to_run` option with bash command to run.
+If you prepared `resources/run.sh` provide `command_to_run=". resources/run.sh"`.
+If you want to use GPUs provide `use_gpu=true` option. You can specify [NVIDIA Docker options](https://github.com/NVIDIA/nvidia-docker/wiki/Installation-(Native-GPU-Support)#usage) with `gpu_options` (default is `all`).
+
+    Your final command be like:
+    ```bash
+    ansible-playbook -i <path-to-inventory> ansible/build_run_container.yml -e 'command_to_run=". resources/run.sh" use_gpu=true src_destination=~/derek-gpu'
+    ```
+
+Now you can login on host and check if container is running with `sudo docker ps`.
+You can check command logs with `sudo docker logs <container_name>`. It is useful when something went wrong and container is not running.
+You can check volume directories (`resources`, `logs`, `out`) too.
+
+When container is stopped and experiment is over you can download `out` remote host directory contents with `fetch_results.yml`.
+You can specify `fetch_directory_name` option for localhost directory name (default is `out`).
+You need to specify `src_destination` if it was present on previous steps.
+
+To start new experiments you have to remove `resources` and `out` directory on host. You can do it with `remove_resources.yml` and `remove_results.yml` scripts respectively.
+`src_destination` must be set according to previous steps.
+ 
\ No newline at end of file
diff --git a/ansible/build_run_container.yml b/ansible/build_run_container.yml
new file mode 100644
index 0000000..adad903
--- /dev/null
+++ b/ansible/build_run_container.yml
@@ -0,0 +1,38 @@
+#!/usr/bin/env ansible-playbook
+- hosts: all
+  vars:
+    src_destination: ~/derek
+    use_gpu: "false"
+    gpu_options: "all"
+    command_to_run:
+    postfix: "{{ 'gpu' if (use_gpu == 'true') else 'cpu' }}"
+  tasks:
+  - name: Get absolute path
+    command: echo "{{ src_destination }}"
+    register: abs_path
+  - name: Set absolute path
+    set_fact:
+      src_abs_destination: "{{ abs_path.stdout }}"
+  - name: Build container
+    command: docker build . -f "dockerfiles/Dockerfile.{{ postfix }}" -t "derek-{{ postfix }}"
+    become: true
+    args:
+      chdir: "{{ src_abs_destination }}"
+  - name: Run cpu container
+    command: >
+      docker run -d -v "{{ src_abs_destination }}/resources":/derek/resources
+      -v "{{ src_abs_destination }}/out":/derek/out -v "{{ src_abs_destination }}/logs":/derek/logs
+      derek-cpu /bin/bash -c "cd /derek; {{ command_to_run }}"
+    become: true
+    args:
+      chdir: "{{ src_abs_destination }}"
+    when: use_gpu != 'true'
+  - name: Run gpu container
+    command: >
+      docker run --gpus "{{ gpu_options }}" -d -v "{{ src_abs_destination }}/resources":/derek/resources
+      -v "{{ src_abs_destination }}/out":/derek/out -v "{{ src_abs_destination }}/logs":/derek/logs
+      derek-gpu /bin/bash -c "cd /derek; {{ command_to_run }}"
+    become: true
+    args:
+      chdir: "{{ src_abs_destination }}"
+    when: use_gpu == 'true'
diff --git a/ansible/fetch_results.yml b/ansible/fetch_results.yml
new file mode 100644
index 0000000..a6e2a63
--- /dev/null
+++ b/ansible/fetch_results.yml
@@ -0,0 +1,11 @@
+#!/usr/bin/env ansible-playbook
+- hosts: all
+  vars:
+    src_destination: ~/derek
+    fetch_directory_name: out
+  tasks:
+  - name: Fetch results
+    synchronize:
+      src: "{{ src_destination }}/out/"
+      dest: "../{{ fetch_directory_name }}"
+      mode: pull
diff --git a/ansible/install_docker.yml b/ansible/install_docker.yml
new file mode 100644
index 0000000..6c85767
--- /dev/null
+++ b/ansible/install_docker.yml
@@ -0,0 +1,21 @@
+#!/usr/bin/env ansible-playbook
+- hosts: all
+  become: true
+  tasks:
+  - name: Add Docker GPG key
+    apt_key: url=https://download.docker.com/linux/ubuntu/gpg
+
+  - name: Install basic list of packages
+    apt:
+      name: ['apt-transport-https','ca-certificates','curl','gnupg2','software-properties-common']
+      state: present
+      update_cache: yes
+
+  - name: Add Docker APT repository
+    apt_repository:
+      repo: deb [arch=amd64] https://download.docker.com/linux/{{ansible_distribution|lower}} {{ansible_distribution_release}} stable
+
+  - name: Install Docker packages
+    apt:
+      name: ['docker-ce','docker-ce-cli','containerd.io']
+      state: present
diff --git a/ansible/install_nvidia_extensions.yml b/ansible/install_nvidia_extensions.yml
new file mode 100644
index 0000000..8b9d696
--- /dev/null
+++ b/ansible/install_nvidia_extensions.yml
@@ -0,0 +1,23 @@
+#!/usr/bin/env ansible-playbook
+- hosts: all
+  become: true
+  tasks:
+  - name: Add nvidia-docker GPG key
+    apt_key: url=https://nvidia.github.io/nvidia-docker/gpgkey
+
+  - name: Get nvidia-docker list
+    get_url:
+      url: "https://nvidia.github.io/nvidia-docker/{{ hostvars[inventory_hostname].ansible_distribution|lower}}\
+        {{ hostvars[inventory_hostname].ansible_distribution_version }}/nvidia-docker.list"
+      dest: "/etc/apt/sources.list.d/nvidia-docker.list"
+
+  - name: Install nvidia-container-toolkit
+    apt:
+      name: ['nvidia-container-toolkit']
+      state: present
+      update_cache: yes
+
+  - name: Restart docker
+    systemd:
+      name: docker
+      state: restarted
diff --git a/ansible/remove_resources.yml b/ansible/remove_resources.yml
new file mode 100644
index 0000000..ec30baf
--- /dev/null
+++ b/ansible/remove_resources.yml
@@ -0,0 +1,17 @@
+#!/usr/bin/env ansible-playbook
+- hosts: all
+  vars:
+    src_destination: ~/derek
+  tasks:
+  - name: Get absolute path
+    command: echo "{{ src_destination }}"
+    register: abs_path
+  - name: Set absolute path
+    set_fact:
+      src_abs_destination: "{{ abs_path.stdout }}"
+
+  - name: Delete resources directory
+    file:
+      path: "{{ src_abs_destination }}/resources/"
+      state: absent
+    become: true
diff --git a/ansible/remove_results.yml b/ansible/remove_results.yml
new file mode 100644
index 0000000..a56466c
--- /dev/null
+++ b/ansible/remove_results.yml
@@ -0,0 +1,17 @@
+#!/usr/bin/env ansible-playbook
+- hosts: all
+  vars:
+    src_destination: ~/derek
+  tasks:
+  - name: Get absolute path
+    command: echo "{{ src_destination }}"
+    register: abs_path
+  - name: Set absolute path
+    set_fact:
+      src_abs_destination: "{{ abs_path.stdout }}"
+
+  - name: Delete out directory
+    file:
+      path: "{{ src_abs_destination }}/out/"
+      state: absent
+    become: true
diff --git a/ansible/upload_code_resources.yml b/ansible/upload_code_resources.yml
new file mode 100644
index 0000000..ce9de75
--- /dev/null
+++ b/ansible/upload_code_resources.yml
@@ -0,0 +1,45 @@
+#!/usr/bin/env ansible-playbook
+- hosts: all
+  vars:
+    src_destination: ~/derek
+  tasks:
+    - name: Create directory
+      file:
+        path: "{{ src_destination }}"
+        state: directory
+
+    - name: Upload main srcs
+      synchronize:
+        src: ../derek/
+        dest: "{{ src_destination }}/derek"
+        delete: yes
+    
+    - name: Upload tools srcs
+      synchronize:
+        src: ../tools/
+        dest: "{{ src_destination }}/tools"
+        delete: yes
+    
+    - name: Upload digger srcs
+      synchronize:
+        src: ../babylondigger/
+        dest: "{{ src_destination }}/babylondigger"
+        delete: yes
+
+    - name: Upload dockerfiles
+      synchronize:
+        src: ../dockerfiles/
+        dest: "{{ src_destination }}/dockerfiles"
+        delete: yes
+
+    - name: Upload resources
+      synchronize:
+        src: ../resources/
+        dest: "{{ src_destination }}/resources"
+        delete: yes
+
+    - name: Upload requirements.txt
+      synchronize:
+        src: ../requirements.txt
+        dest: "{{ src_destination }}/requirements.txt"
+        delete: yes
diff --git a/dockerfiles/Dockerfile.cpu b/dockerfiles/Dockerfile.cpu
new file mode 100644
index 0000000..66e9269
--- /dev/null
+++ b/dockerfiles/Dockerfile.cpu
@@ -0,0 +1,24 @@
+FROM ubuntu:18.04
+MAINTAINER Trifonov Vladislav <trifonov@ispras.ru>
+
+RUN apt-get update \
+    && DEBIAN_FRONTEND=noninteractive apt-get install -y locales \
+    && sed -i -e 's/# en_US.UTF-8 UTF-8/en_US.UTF-8 UTF-8/' /etc/locale.gen \
+    && dpkg-reconfigure --frontend=noninteractive locales \
+    && update-locale LANG=en_US.UTF-8
+ENV LANG en_US.UTF-8
+ENV LANGUAGE en_US:en  
+ENV LC_ALL en_US.UTF-8
+
+RUN apt-get update && apt-get install -qq -y python3 python3-pip
+ENV PYTHONPATH $PYTHONPATH:/derek:/derek/babylondigger:/derek/babylondigger/tdozat-parser-v3
+WORKDIR /derek
+COPY requirements.txt .
+RUN pip3 install -r ./requirements.txt
+COPY tools/requirements.txt ./tools/
+RUN pip3 install -r ./tools/requirements.txt
+RUN python3 -c "import nltk;nltk.download('punkt')"
+
+COPY babylondigger ./babylondigger
+COPY tools ./tools
+COPY derek ./derek
diff --git a/dockerfiles/Dockerfile.gpu b/dockerfiles/Dockerfile.gpu
new file mode 100644
index 0000000..1f2ec57
--- /dev/null
+++ b/dockerfiles/Dockerfile.gpu
@@ -0,0 +1,25 @@
+FROM nvidia/cuda:10.0-cudnn7-devel-ubuntu18.04
+MAINTAINER Trifonov Vladislav <trifonov@ispras.ru>
+
+RUN apt-get update \
+    && DEBIAN_FRONTEND=noninteractive apt-get install -y locales \
+    && sed -i -e 's/# en_US.UTF-8 UTF-8/en_US.UTF-8 UTF-8/' /etc/locale.gen \
+    && dpkg-reconfigure --frontend=noninteractive locales \
+    && update-locale LANG=en_US.UTF-8
+ENV LANG en_US.UTF-8
+ENV LANGUAGE en_US:en
+ENV LC_ALL en_US.UTF-8
+
+RUN apt-get update && apt-get install -qq -y python3 python3-pip
+ENV PYTHONPATH $PYTHONPATH:/derek:/derek/babylondigger:/derek/babylondigger/tdozat-parser-v3
+WORKDIR /derek
+COPY requirements.txt .
+RUN sed -i "s/tensorflow/tensorflow-gpu/g" requirements.txt
+RUN pip3 install -r ./requirements.txt
+COPY tools/requirements.txt ./tools/
+RUN pip3 install -r ./tools/requirements.txt
+RUN python3 -c "import nltk;nltk.download('punkt')"
+
+COPY babylondigger ./babylondigger
+COPY tools ./tools
+COPY derek ./derek
diff --git a/tools/cross-validation.sh b/tools/cross-validation.sh
index 4be193b..5839ab9 100755
--- a/tools/cross-validation.sh
+++ b/tools/cross-validation.sh
@@ -20,9 +20,12 @@ then
     unlabeled="-unlabeled $5"
 fi
 
+logs_path=logs
+mkdir -p ${logs_path}
+
 current_time=$(date +%Y-%m-%d--%H-%M-%S)
 
 python3 -u tools/param_search.py -task $3 -props resources/prop.json -lst resources/lst.json \
     -seeds $4 -out ${out_path} ${unlabeled} \
     cross_validation -traindev ${input_path} -folds $2 \
-    2>> err--${current_time}.log | tee out--${current_time}.log
+    2>${logs_path}/err--${current_time}.log | tee ${logs_path}/out--${current_time}.log
diff --git a/tools/holdout.sh b/tools/holdout.sh
index cec66d2..2ecb485 100755
--- a/tools/holdout.sh
+++ b/tools/holdout.sh
@@ -33,9 +33,12 @@ then
     unlabeled="-unlabeled $5"
 fi
 
+logs_path=logs
+mkdir -p ${logs_path}
+
 current_time=$(date +%Y-%m-%d--%H-%M-%S)
 
 python3 -u tools/param_search.py -task $3 -props resources/prop.json -lst resources/lst.json \
     -seeds $4 -out ${out_path} ${unlabeled} \
     holdout -train ${train_path} -dev ${dev_path} \
-    2>> err--${current_time}.log | tee out--${current_time}.log
+    2>${logs_path}/err--${current_time}.log | tee ${logs_path}/out--${current_time}.log