diff --git a/.gitignore b/.gitignore
index 1d4678f..aaf468c 100644
--- a/.gitignore
+++ b/.gitignore
@@ -118,3 +118,7 @@ dataset/
 corpus/Untitled.ipynb
 gpt2/
 Untitled.ipynb
+tpu/.gcp_credentials.json
+.terraform
+tpu/terraform.tfstate
+tpu/terraform.tfstate.backup
diff --git a/environment.yml b/environment.yml
index 6babc69..cb1af7b 100644
--- a/environment.yml
+++ b/environment.yml
@@ -19,6 +19,7 @@ dependencies:
   - tensorflow>=1.13
   - uvicorn
   - terraform
+  - google-cloud-sdk
   - pip:
     - transformers
     - sentencepiece
diff --git a/tpu/README.md b/tpu/README.md
new file mode 100644
index 0000000..59d3783
--- /dev/null
+++ b/tpu/README.md
@@ -0,0 +1,45 @@
+# WIP
+### Initialize credentials
+```gcloud init```
+### Create a project dedicated to train a NN
+```
+TF_VAR_billing_account=
+gcloud projects create gpt2train
+gcloud config set project gpt2train
+```
+
+Go to the web interface and link billing account to your project. I don't have a script for that.
+
+### Attach gcloud to Terraform
+```
+gcloud iam service-accounts create terraform
+gcloud iam service-accounts keys create ./.gcp_credentials.json \
+  --iam-account terraform@gpt2train.iam.gserviceaccount.com
+gcloud config set project gpt2train
+gcloud services enable cloudbilling.googleapis.com
+gcloud services enable compute.googleapis.com
+
+gcloud projects add-iam-policy-binding gpt2train \
+  --member serviceAccount:terraform@gpt2train.iam.gserviceaccount.com \
+  --role roles/editor
+
+gcloud iam service-accounts get-iam-policy \
+    terraform@gpt2train.iam.gserviceaccount.com
+
+```
+### Create instance with Terraform
+
+```
+terraform init
+terraform plan
+terraform apply
+```
+
+### Setup an instance
+
+```
+IP=35.185.201.94 # your node IP
+scp train_setup.sh ubuntu@$IP:
+ssh ubuntu@$IP bash ./train_setup.sh
+```
+
diff --git a/tpu/main.tf b/tpu/main.tf
new file mode 100644
index 0000000..8c0b76d
--- /dev/null
+++ b/tpu/main.tf
@@ -0,0 +1,63 @@
+provider "google" {
+ credentials = "${file(".gcp_credentials.json")}"
+ project     = "gpt2train"
+ region      = "us-west1"
+}
+
+resource "google_compute_address" "ip_address" {
+  name = "my-address"
+}
+
+// A single Google Cloud Engine instance
+resource "google_compute_instance" "default" {
+ name         = "train-instance"
+ machine_type = "n1-standard-1"
+ zone         = "us-west1-a"
+
+ boot_disk {
+   initialize_params {
+     image = "ubuntu-1804-lts"
+     size = 20
+   }
+ }
+
+ metadata_startup_script = "sudo apt update; sudo apt upgrade -y"
+ 
+ tags = ["train"]
+
+ metadata = {
+    ssh-keys = "ubuntu:${file("~/.ssh/id_rsa.pub")}"
+  }
+
+ network_interface {
+   network = "open-network"
+
+   access_config {
+       nat_ip = "${google_compute_address.ip_address.address}"
+   }
+ }
+}
+
+resource "google_compute_firewall" "default" {
+  name    = "test-firewall"
+  network = "open-network"
+
+  allow {
+    protocol = "icmp"
+  }
+
+  allow {
+    protocol = "tcp"
+    ports    = ["22", "80", "8080", "1000-2000"]
+  }
+
+  target_tags = ["train"]
+}
+
+resource "google_compute_network" "default" {
+  name = "open-network"
+}
+
+output "instance_ips" {
+  value = ["${google_compute_address.ip_address.address}"]
+}
diff --git a/tpu/train_setup.sh b/tpu/train_setup.sh
new file mode 100644
index 0000000..9eee18d
--- /dev/null
+++ b/tpu/train_setup.sh
@@ -0,0 +1,16 @@
+mkdir .install 
+mkdir .conda
+cd .install 
+wget `wget -O - https://www.anaconda.com/distribution/ 2>/dev/null | sed -ne 's@.*\(https:\/\/repo\.anaconda\.com\/archive\/Anaconda3-.*-Linux-x86_64\.sh\)\">64-Bit (x86) Installer.*@\1@p'` -O anaconda.sh
+chmod +x anaconda.sh
+./anaconda.sh -b -p $HOME/.anaconda
+cd
+sed -i '1ieval "$($HOME/.anaconda/bin/conda shell.bash hook)"' .bashrc
+source .bashrc
+
+git clone https://github.com/mgrankin/ru_transformers
+cd ru_transformers
+conda env create -f environment.yml
+
+cd
+rm train_setup.sh
\ No newline at end of file