docs/notebook/kuberay-on-kind.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Clean up existing Kind cluster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Deleting cluster \"kind\" ...\n",
      "No kind clusters found.\n"
     ]
    }
   ],
   "source": [
    "!kind delete cluster\n",
    "!kind get clusters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create new Kind cluster\n",
    "\n",
    "For now, we set port mapping ***port 6379, port 8265 and port 10001*** \n",
    "\n",
    "\n",
    "Here is the port mapping detail:\n",
    "```\n",
    "Host      Node    Ray Headnode\n",
    "6379  -> 30379 ->  6379\n",
    "8265  -> 30265 ->  8265\n",
    "10001 -> 30001 -> 10001\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating cluster \"kind\" ...\n",
      " \u001b[32m✓\u001b[0m Ensuring node image (kindest/node:v1.21.1) 🖼7l\u001b[?7l\u001b[?7l\n",
      " \u001b[32m✓\u001b[0m Preparing nodes 📦 7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\n",
      " \u001b[32m✓\u001b[0m Writing configuration 📜7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\n",
      " \u001b[32m✓\u001b[0m Starting control-plane 🕹️7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b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      " \u001b[32m✓\u001b[0m Installing CNI 🔌7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\n",
      " \u001b[32m✓\u001b[0m Installing StorageClass 💾7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\u001b[?7l\n",
      "Set kubectl context to \"kind-kind\"\n",
      "You can now use your cluster with:\n",
      "\n",
      "kubectl cluster-info --context kind-kind\n",
      "\n",
      "Have a question, bug, or feature request? Let us know! https://kind.sigs.k8s.io/#community 🙂\n",
      "kind\n",
      "NAME                 STATUS     ROLES                  AGE   VERSION   INTERNAL-IP   EXTERNAL-IP   OS-IMAGE       KERNEL-VERSION     CONTAINER-RUNTIME\n",
      "kind-control-plane   NotReady   control-plane,master   28s   v1.21.1   172.18.0.2    <none>        Ubuntu 21.04   5.10.76-linuxkit   containerd://1.5.2\n"
     ]
    }
   ],
   "source": [
    "config = '''kind: Cluster\n",
    "apiVersion: kind.x-k8s.io/v1alpha4\n",
    "nodes:\n",
    "- role: control-plane\n",
    "  kubeadmConfigPatches:\n",
    "  - |\n",
    "    kind: InitConfiguration\n",
    "    nodeRegistration:\n",
    "      kubeletExtraArgs:\n",
    "        node-labels: \"ingress-ready=true\"\n",
    "  extraPortMappings:\n",
    "  - containerPort: 30379\n",
    "    hostPort: 6379\n",
    "    listenAddress: \"0.0.0.0\"\n",
    "    protocol: tcp\n",
    "  - containerPort: 30265\n",
    "    hostPort: 8265\n",
    "    listenAddress: \"0.0.0.0\"\n",
    "    protocol: tcp\n",
    "  - containerPort: 30001\n",
    "    hostPort: 10001\n",
    "    listenAddress: \"0.0.0.0\"\n",
    "    protocol: tcp\n",
    "'''\n",
    "\n",
    "\n",
    "with open('cluster-config.yaml', 'w') as f:\n",
    "    f.write(config)\n",
    "\n",
    "!kind create cluster --config cluster-config.yaml\n",
    "!kind get clusters\n",
    "!kubectl get nodes -o wide"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Apply KubeRay resources"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "namespace/ray-system created\n",
      "customresourcedefinition.apiextensions.k8s.io/rayclusters.ray.io created\n",
      "serviceaccount/kuberay-apiserver created\n",
      "serviceaccount/ray-operator-service-account created\n",
      "role.rbac.authorization.k8s.io/ray-operator-leader-election-role created\n",
      "clusterrole.rbac.authorization.k8s.io/kuberay-apiserver created\n",
      "clusterrole.rbac.authorization.k8s.io/ray-operator-cluster-role created\n",
      "rolebinding.rbac.authorization.k8s.io/ray-operator-leader-election-rolebinding created\n",
      "clusterrolebinding.rbac.authorization.k8s.io/kuberay-apiserver created\n",
      "clusterrolebinding.rbac.authorization.k8s.io/ray-operator-cluster-rolebinding created\n",
      "service/kuberay-apiserver-service created\n",
      "deployment.apps/kuberay-apiserver created\n",
      "deployment.apps/kuberay-operator created\n"
     ]
    }
   ],
   "source": [
    "!kubectl apply -k \"github.com/ray-project/kuberay/manifests/cluster-scope-resources\"\n",
    "!kubectl apply -k \"github.com/ray-project/kuberay/manifests/base\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Check cluster status after setup KubeRay"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NAME                 CREATED AT\n",
      "rayclusters.ray.io   2022-02-11T00:42:25Z\n",
      "NAME                                 READY   STATUS              RESTARTS   AGE\n",
      "kuberay-apiserver-6dcbdccdcf-gzpd5   0/1     ContainerCreating   0          1s\n",
      "kuberay-operator-75dbbf8587-5xbjs    0/1     ContainerCreating   0          1s\n",
      "NAME                        TYPE       CLUSTER-IP     EXTERNAL-IP   PORT(S)                         AGE\n",
      "kuberay-apiserver-service   NodePort   10.96.58.154   <none>        8888:31888/TCP,8887:31887/TCP   2s\n",
      "NAME                 STATUS   ROLES                  AGE   VERSION   INTERNAL-IP   EXTERNAL-IP   OS-IMAGE       KERNEL-VERSION     CONTAINER-RUNTIME\n",
      "kind-control-plane   Ready    control-plane,master   57s   v1.21.1   172.18.0.2    <none>        Ubuntu 21.04   5.10.76-linuxkit   containerd://1.5.2\n"
     ]
    }
   ],
   "source": [
    "!kubectl get crds -A\n",
    "!kubectl get pods --namespace ray-system \n",
    "!kubectl get services --namespace ray-system \n",
    "!kubectl get nodes -o wide"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Apply a sample Ray cluster & wait until all pods are ready\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "raycluster.ray.io/raycluster-mini created\n",
      "NAME              AGE\n",
      "raycluster-mini   0s\n",
      "pod/raycluster-mini-head-9q5mv condition met\n",
      "NAMESPACE            NAME                                         READY   STATUS    RESTARTS   AGE\n",
      "default              raycluster-mini-head-9q5mv                   1/1     Running   0          3m14s\n",
      "kube-system          coredns-558bd4d5db-774wt                     1/1     Running   0          4m12s\n",
      "kube-system          coredns-558bd4d5db-lwpsm                     1/1     Running   0          4m12s\n",
      "kube-system          etcd-kind-control-plane                      1/1     Running   0          4m33s\n",
      "kube-system          kindnet-gmzwx                                1/1     Running   0          4m12s\n",
      "kube-system          kube-apiserver-kind-control-plane            1/1     Running   0          4m19s\n",
      "kube-system          kube-controller-manager-kind-control-plane   1/1     Running   0          4m19s\n",
      "kube-system          kube-proxy-8272z                             1/1     Running   0          4m12s\n",
      "kube-system          kube-scheduler-kind-control-plane            1/1     Running   0          4m19s\n",
      "local-path-storage   local-path-provisioner-547f784dff-cb7ct      1/1     Running   0          4m12s\n",
      "ray-system           kuberay-apiserver-6dcbdccdcf-gzpd5           1/1     Running   0          3m37s\n",
      "ray-system           kuberay-operator-75dbbf8587-5xbjs            1/1     Running   0          3m37s\n"
     ]
    }
   ],
   "source": [
    "!bash -c \"[ ! -d kuberay ] && git clone https://github.com/ray-project/kuberay.git\"\n",
    "!kubectl apply -f \"kuberay/ray-operator/config/samples/ray-cluster.mini.yaml\"\n",
    "!kubectl get rayclusters\n",
    "!sleep 180\n",
    "!kubectl wait --for=condition=ready pod -l rayCluster=raycluster-sample --timeout=3600s\n",
    "!kubectl get pods -A"
   ]
  },
  {
   "attachments": {
    "4WSYeyL.jpeg": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "![4WSYeyL.jpeg](attachment:4WSYeyL.jpeg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Setup Kubernetes nodeport for the new KubeRay cluster we created"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "service/ray-cluster-nodeport created\r\n"
     ]
    }
   ],
   "source": [
    "ingress = '''\n",
    "apiVersion: v1\n",
    "kind: Service\n",
    "metadata:\n",
    "  name: ray-cluster-nodeport\n",
    "spec:\n",
    "  type: NodePort\n",
    "  selector:\n",
    "    rayCluster: raycluster-sample\n",
    "  ports:\n",
    "    - name: redis\n",
    "      port: 6379\n",
    "      targetPort: 6379\n",
    "      nodePort: 30379\n",
    "    - name: dashboard\n",
    "      port: 8265\n",
    "      targetPort: 8265\n",
    "      nodePort: 30265\n",
    "    - name: headnode\n",
    "      port: 10001\n",
    "      targetPort: 10001\n",
    "      nodePort: 30001\n",
    "'''\n",
    "\n",
    "with open('ray-nodeports.yaml', 'w') as f:\n",
    "    f.write(ingress)\n",
    "\n",
    "!kubectl apply -f ray-nodeports.yaml\n"
   ]
  },
  {
   "attachments": {
    "screenshot-20220201-134158.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Open localhost:8265 and start using the Ray Dashboard\n",
    "\n",
    "![screenshot-20220201-134158.png](attachment:screenshot-20220201-134158.png)\n",
    "\n",
    "Also, you can connect to Ray cluster by calling\n",
    "\n",
    "```python\n",
    "import ray\n",
    "\n",
    "ray.init(\"ray://localhost:10001\")\n",
    "```\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}