diff --git a/.DS_Store b/.DS_Store
deleted file mode 100644
index 2aa41d9..0000000
Binary files a/.DS_Store and /dev/null differ
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..c62cd28
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,3 @@
+.idea
+.DS_Store
+ansible/rke/outputs/
diff --git a/ansible/cert-manager.yml b/ansible/cert-manager.yml
new file mode 100644
index 0000000..05cf34a
--- /dev/null
+++ b/ansible/cert-manager.yml
@@ -0,0 +1,62 @@
+---
+- hosts: controllers[0]
+  collections:
+    - kubernetes.core
+  tasks:
+    - name: Create cert-manager namespace
+      k8s:
+        kind: Namespace
+        name: cert-manager
+        state: present
+#      command: >
+#        /usr/local/bin/kubectl create namespace cert-manager
+#      ignore_errors: true
+
+    - name: Create cert manager CRDs
+      include_tasks: tasks/k8s-apply.yml
+      vars:
+        url: https://raw.githubusercontent.com/jetstack/cert-manager/release-0.11/deploy/manifests/00-crds.yaml
+#      shell: /usr/local/bin/kubectl apply --validate=false -f https://raw.githubusercontent.com/jetstack/cert-manager/release-0.11/deploy/manifests/00-crds.yaml
+
+    - name: Add cert manager helm repo
+      helm_repository:
+        name: jetstack
+        url: https://charts.jetstack.io
+#      shell: /usr/local/bin/helm repo add jetstack https://charts.jetstack.io
+#      ignore_errors: true
+
+#    - name: Update Helm repos
+#      shell: /usr/local/bin/helm repo update
+
+    - name: Render cluster issuer template
+      k8s:
+        template: templates/clusterissuer.yaml.j2
+        state: present
+
+#      template:
+#        src: clusterissuer.yaml.j2
+#        dest: /tmp/clusterissuer.yaml
+#
+#    - name: Create cert manager cluster issuer
+#      shell: /usr/local/bin/kubectl apply -f /tmp/clusterissuer.yaml
+
+    - name: Helm install cert-manager
+      helm:
+        name: cert-manager
+        namespace: cert-manager
+        chart_ref: jetstack/cert-manager
+        chart_version: "0.11.0"
+        values:
+          ingressShim:
+            defaultIssuerName: letsencrypt-prod
+            defaultIssuerKind: ClusterIssuer
+          webhook:
+            enabled: false
+#      command: >
+#        /usr/local/bin/helm upgrade --install cert-manager jetstack/cert-manager
+#        --namespace "cert-manager"
+#        --version "0.11.0"
+#        --set ingressShim.defaultIssuerName="letsencrypt-prod"
+#        --set ingressShim.defaultIssuerKind="ClusterIssuer"
+#        --set webhook.enabled=false
+#      ignore_errors: true
diff --git a/ansible/rke/defaults/main.yml b/ansible/rke/defaults/main.yml
new file mode 100644
index 0000000..275b516
--- /dev/null
+++ b/ansible/rke/defaults/main.yml
@@ -0,0 +1,5 @@
+#rke_version: "v1.20.4+rke2r1"
+rke_version: "v1.19.9+rke2r1"
+rke_container_image: "rancher/rke2-runtime:v1.20.4-rke2r1"
+token: /var/lib/rancher/rke2/server/node-token
+kubeconfig: /etc/rancher/rke2/rke2.yaml
\ No newline at end of file
diff --git a/ansible/rke/main.yml b/ansible/rke/main.yml
new file mode 100644
index 0000000..cc1eb20
--- /dev/null
+++ b/ansible/rke/main.yml
@@ -0,0 +1,48 @@
+---
+- name: Configure a Kubernetes cluster using RKE2
+  hosts: controllers[0]
+  become: yes
+  tags: leader
+  vars_files:
+    - defaults/main.yml
+  tasks:
+    - name: Setup the leader
+      include_tasks: tasks/leader.yml
+    - name: Fetch the kubeconfig file.
+      fetch:
+        src: "{{ kubeconfig }}"
+        dest: outputs/{{ ansible_hostname }}.kube.config
+        flat: yes
+
+- name: Load the join token needed by the controllers and agents
+  hosts: controllers[0]
+  become: yes
+  tags: always
+  vars_files:
+    - defaults/main.yml
+  tasks:
+    - name: Copy the token nodes will need to join the cluster.
+      slurp:
+        src: "{{ token }}"
+      register: join_token
+    - name: Display the join token
+      debug:
+        msg: "Token {{ join_token.content | b64decode}}"
+
+- name: Configure the rest of the controllers
+  hosts: controllers[1:]
+  become: yes
+  tags: controllers
+  vars_files:
+    - defaults/main.yml
+  tasks:
+    - include_tasks: tasks/controllers.yml
+
+- name: Configure the agent nodes
+  hosts: agents
+  become: yes
+  tags: agents
+  vars:
+    rke_version: "v1.20.4+rke2r1"
+  tasks:
+    - include_tasks: tasks/agents.yml
\ No newline at end of file
diff --git a/ansible/rke/tasks/agents.yml b/ansible/rke/tasks/agents.yml
new file mode 100644
index 0000000..10c114a
--- /dev/null
+++ b/ansible/rke/tasks/agents.yml
@@ -0,0 +1,16 @@
+---
+- name: Ensure the RKE2 config directory exists
+  file:
+    path: /etc/rancher/rke2
+    state: directory
+- name: Generate the config
+  vars:
+    node_token: "{{ hostvars[groups['controllers'][0]].join_token.content | b64decode }}"
+    server: "{{ hostvars[groups['controllers'][0]]['ansible_ssh_host'] }}"
+  template:
+    src: templates/rke2_agent.yml.j2
+    dest: /etc/rancher/rke2/config.yaml
+- name: Install the RKE2 binary
+  include_tasks: tasks/install-rke2.yml
+  vars:
+    type: agent
diff --git a/ansible/rke/tasks/controllers.yml b/ansible/rke/tasks/controllers.yml
new file mode 100644
index 0000000..560e3ce
--- /dev/null
+++ b/ansible/rke/tasks/controllers.yml
@@ -0,0 +1,19 @@
+---
+- name: Ensure the RKE2 config directory exists
+  file:
+    path: /etc/rancher/rke2
+    state: directory
+- name: Generate the config
+  vars:
+    node_token: "{{ hostvars[groups['controllers'][0]].join_token.content | b64decode }}"
+    server: "{{ hostvars[groups['controllers'][0]]['ansible_ssh_host'] }}"
+    leader: false
+  template:
+    src: templates/rke2_server.yml.j2
+    dest: /etc/rancher/rke2/config.yaml
+    mode: 0600
+- name: Install the RKE2 binary
+  include_tasks: tasks/install-rke2.yml
+  vars:
+    type: server
+
diff --git a/ansible/rke/tasks/install-rke2.yml b/ansible/rke/tasks/install-rke2.yml
new file mode 100644
index 0000000..372bcc9
--- /dev/null
+++ b/ansible/rke/tasks/install-rke2.yml
@@ -0,0 +1,9 @@
+- name: Install the rke2 binary
+  shell:
+    cmd: curl -sfL https://get.rke2.io | INSTALL_RKE2_VERSION="{{ rke_version }}" INSTALL_RKE2_TYPE="{{ type }}" sh -
+    creates: /usr/local/bin/rke2
+- name: Enable and start the rke2-{{ type }}.service
+  systemd:
+    name: rke2-{{ type }}.service
+    enabled: true
+    state: started
diff --git a/ansible/rke/tasks/leader.yml b/ansible/rke/tasks/leader.yml
new file mode 100644
index 0000000..cf9bd20
--- /dev/null
+++ b/ansible/rke/tasks/leader.yml
@@ -0,0 +1,76 @@
+---
+- name: Ensure the /etc/rancher/rke2 director exists.
+  become: yes
+  file:
+    path: /etc/rancher/rke2
+    state: directory
+    recurse: yes
+- name: Generate the config
+  vars:
+    node_token: unused
+    server: unused
+    leader: true
+  template:
+    src: templates/rke2_server.yml.j2
+    dest: /etc/rancher/rke2/config.yaml
+    mode: 0600
+- name: Install the rke2 binary
+  include_tasks: install-rke2.yml
+  vars:
+    type: server
+- name: Wait for the token to be created
+  wait_for:
+    path: /var/lib/rancher/rke2/server/node-token
+    state: present
+
+- name: Check if kubectl exists in /usr/local/bin
+  stat:
+    path: /usr/local/bin/kubectl
+  register: kubectl_test
+
+- name: Link kubectl into /usr/local/bin
+  become: yes
+  file:
+    src: /var/lib/rancher/rke2/bin/kubectl
+    path: /usr/local/bin/kubectl
+    state: link
+  when: not kubectl_test.stat.exists
+
+- name: Create the .kube directory for root and ubuntu users
+  become: yes
+  file:
+    path: "{{ item.path }}"
+    owner: "{{ item.owner }}"
+    state: directory
+  loop:
+    - path: /root/.kube
+      owner: root
+    - path: /home/ubuntu/.kube
+      owner: ubuntu
+
+- name: Copy kubeconfig files for root and ubuntu users
+  become: yes
+  copy:
+    src: "{{ kubeconfig }}"
+    dest: "{{ item.path }}/config"
+    owner: "{{ item.owner }}"
+    mode: 0600
+    remote_src: yes
+  loop:
+    - path: /root/.kube
+      owner: root
+    - path: /home/ubuntu/.kube
+      owner: ubuntu
+
+- name: Patch the server address in the original kubeconfig
+  become: yes
+  lineinfile:
+    path: "{{ kubeconfig }}"
+    regexp: 'server: https://127\.0\.0\.1:6443'
+    line: "    server: https://{{ ansible_ssh_host }}:6443"
+
+- name: Download the kubeconfig
+  fetch:
+    src: "{{ kubeconfig }}"
+    dest: outputs/{{ ansible_hostname }}.kube.config
+    flat: yes
\ No newline at end of file
diff --git a/ansible/rke/templates/rke2_agent.yml.j2 b/ansible/rke/templates/rke2_agent.yml.j2
new file mode 100644
index 0000000..99fc626
--- /dev/null
+++ b/ansible/rke/templates/rke2_agent.yml.j2
@@ -0,0 +1,4 @@
+node-name: {{ ansible_fqdn }}
+token: {{ node_token }}
+server: https://{{ server }}:9345
+
diff --git a/ansible/rke/templates/rke2_server.yml.j2 b/ansible/rke/templates/rke2_server.yml.j2
new file mode 100644
index 0000000..8b2c676
--- /dev/null
+++ b/ansible/rke/templates/rke2_server.yml.j2
@@ -0,0 +1,12 @@
+node-name: {{ ansible_fqdn }}
+{% if not leader %}
+token: {{ node_token }}
+server: https://{{ server }}:9345
+{% endif %}
+
+write-kubeconfig-mode: "0600"
+disable: rke2-ingress-nginx
+tls-san:
+  - {{ ansible_fqdn }}
+  - {{ ansible_hostname }}
+  - {{ ansible_ssh_host }}
diff --git a/ansible/rke/uninstall.yml b/ansible/rke/uninstall.yml
new file mode 100644
index 0000000..d52debc
--- /dev/null
+++ b/ansible/rke/uninstall.yml
@@ -0,0 +1,12 @@
+---
+- hosts: nodes
+  become: yes
+  tasks:
+    - name: kill all
+      shell: /usr/local/bin/rke2-killall.sh
+    - name: uninstall
+      shell: /usr/local/bin/rke2-uninstall.sh
+    - name: Reboot
+      reboot:
+    - name: Reboot
+      reboot:
diff --git a/ansible/setup.yml b/ansible/setup.yml
new file mode 100644
index 0000000..02b7b6c
--- /dev/null
+++ b/ansible/setup.yml
@@ -0,0 +1,137 @@
+---
+# This playbook is a combination of the helm.yml, ingress.yml, and storage.yml
+# playbooks and is used to configure a cluster for Galaxy in place of the
+# cloudman-boot playbook
+- name: Common tasks for all nodes in the cluster.
+  hosts: nodes
+  tasks:
+    - name: Install nfs-common (needed for csi mount)
+      apt: pkg=nfs-common state=latest
+      become: yes
+
+
+- hosts: controllers[0]
+  collections:
+    - kubernetes.core
+  vars:
+    helm_version: 3.5.2
+    nfs_storage_class: ebs
+    nginx_version: 3.34.0
+  tasks:
+    # From storage.yml, but needs to come first
+    - name: Install Python3 and pip
+      apt:
+        name: "{{ item }}"
+        state: present
+      become: true
+      loop:
+        - python3
+        - python3-pip
+
+    - name: Install openshift
+      pip:
+        name: openshift
+        state: present
+
+    # helm.yml
+    - name: Install Helm version {{ helm_version }}
+      shell:
+        cmd: "curl https://raw.githubusercontent.com/helm/helm/master/scripts/get-helm-3 | bash -s"
+        creates: /usr/local/bin/helm
+      become: yes
+
+    - name: Remove existing stable Helm repo
+      helm_repository:
+        name: stable
+        state: absent
+
+    - name: Add stable Helm repo
+      helm_repository:
+        name: stable
+        repo_url: https://charts.helm.sh/stable
+        state: present
+
+    - name: Add the cloudve Helm repository
+      helm_repository:
+        name: cloudve
+        repo_url: https://raw.githubusercontent.com/CloudVE/helm-charts/master/
+
+    # ingress.yml
+    - name: Create namespace for nginx ingress
+      k8s:
+        kind: Namespace
+        name: ingress-nginx
+        state: present
+      #tags: [ never, nginx ]
+
+    - name: Add helm repo for nginx ingress
+      helm_repository:
+        name: ingress-nginx
+        state: present
+        repo_url: https://kubernetes.github.io/ingress-nginx
+
+    - name: Helm install nginx ingress controller
+      helm:
+        name: ingress-nginx
+        namespace: ingress-nginx
+        chart_ref: ingress-nginx/ingress-nginx
+        chart_version: "{{ nginx_version }}"
+        values:
+          controller:
+            kind: DaemonSet
+            hostNetwork: true
+            daemonset:
+              useHostPort: true
+
+    - name: Fix for issue https://github.com/kubernetes/ingress-nginx/issues/5401
+      k8s:
+        name: ingress-nginx-admission
+#        namespace: ingress-nginx
+        kind: ValidatingWebhookConfiguration
+        state: absent
+
+    # storage.yml
+    - name: Render the hostpath storage class template
+      k8s:
+        template:
+          path: templates/hostpath_storage_class.yaml.j2
+        state: present
+
+    - name: Render the ebs storage class
+      k8s:
+        template:
+          path: ebs_storage_class.yml.j2
+        state: present
+
+    - name: Create CSI driver namespace
+      k8s:
+        kind: Namespace
+        name: csi-drivers
+        state: present
+
+    - name: Helm install nfs-provisioner
+      helm:
+        name: nfs-provisioner
+        namespace: csi-drivers
+        chart_ref: stable/nfs-server-provisioner
+        values:
+          persistence:
+            enabled: true
+            storageClass: "{{ nfs_storage_class }}"
+            size: 100Gi
+          storageClass:
+            create: true
+            reclaimPolicy: Delete
+            allowVolumeExpansion: true
+
+    - name:
+      helm_repository:
+        url: https://raw.githubusercontent.com/CloudVE/helm-charts/master/
+        name: galaxy
+        state: present
+
+#    - name: Helm install galaxy-cvmfs-csi
+#      helm:
+#        name: gxy-cvmfs
+#        namespace: csi-drivers
+#        chart_ref: galaxy/galaxy-cvmfs-csi
diff --git a/ansible/tasks/k8s-apply.yml b/ansible/tasks/k8s-apply.yml
new file mode 100644
index 0000000..5ecbdec
--- /dev/null
+++ b/ansible/tasks/k8s-apply.yml
@@ -0,0 +1,23 @@
+- debug:
+    msg: Downloading and applying {{ url }}
+- name: Create a temporary file
+  tempfile:
+    state: file
+    suffix: yml
+  register: temp_file
+
+- name: Download the URL
+  get_url:
+    url: "{{ url }}"
+    dest: "{{ temp_file.path }}"
+
+- name: kubectl apply it
+  k8s:
+    src: "{{ temp_file.path }}"
+    state: present
+
+- name: Clean up the temp file
+  file:
+    path: "{{ temp_file.path }}"
+    state: absent
+
diff --git a/ansible/templates/clusterissuer.yaml.j2 b/ansible/templates/clusterissuer.yaml.j2
new file mode 100644
index 0000000..f3e7632
--- /dev/null
+++ b/ansible/templates/clusterissuer.yaml.j2
@@ -0,0 +1,26 @@
+apiVersion: cert-manager.io/v1alpha2
+kind: ClusterIssuer
+metadata:
+  name: letsencrypt-prod
+  labels:
+    app: cert-manager
+    chart: cert-manager
+    release: cert-manager
+    heritage: cert-manager
+spec:
+  acme:
+    # You must replace this email address with your own.
+    # Let's Encrypt will use this to contact you about expiring
+    # certificates, and issues related to your account.
+    email: "suderman@jhu.edu"
+    http01: {}
+    server: https://acme-v02.api.letsencrypt.org/directory
+    privateKeySecretRef:
+      # Secret resource used to store the account's private key.
+      name: letsencrypt-prod-account-key
+    # Add a single challenge solver, HTTP01 using nginx
+    solvers:
+    - http01:
+        ingress:
+          class: nginx
+      selector: {}
diff --git a/ansible/templates/ebs_storage_class.yml.j2 b/ansible/templates/ebs_storage_class.yml.j2
new file mode 100644
index 0000000..d7fca1b
--- /dev/null
+++ b/ansible/templates/ebs_storage_class.yml.j2
@@ -0,0 +1,8 @@
+apiVersion: storage.k8s.io/v1
+kind: StorageClass
+metadata:
+  name: ebs
+provisioner: rancher.io/local-path
+reclaimPolicy: Delete
+allowVolumeExpansion: true
+volumeBindingMode: WaitForFirstConsumer
diff --git a/ansible/templates/hostpath_storage_class.yaml.j2 b/ansible/templates/hostpath_storage_class.yaml.j2
new file mode 100644
index 0000000..2122470
--- /dev/null
+++ b/ansible/templates/hostpath_storage_class.yaml.j2
@@ -0,0 +1,150 @@
+apiVersion: v1
+kind: Namespace
+metadata:
+  name: local-path-storage
+---
+apiVersion: v1
+kind: ServiceAccount
+metadata:
+  name: local-path-provisioner-service-account
+  namespace: local-path-storage
+---
+apiVersion: rbac.authorization.k8s.io/v1
+kind: ClusterRole
+metadata:
+  name: local-path-provisioner-role
+rules:
+- apiGroups: [""]
+  resources: ["nodes", "persistentvolumeclaims", "configmaps"]
+  verbs: ["get", "list", "watch"]
+- apiGroups: [""]
+  resources: ["endpoints", "persistentvolumes", "pods"]
+  verbs: ["*"]
+- apiGroups: [""]
+  resources: ["events"]
+  verbs: ["create", "patch"]
+- apiGroups: ["storage.k8s.io"]
+  resources: ["storageclasses"]
+  verbs: ["get", "list", "watch"]
+---
+apiVersion: rbac.authorization.k8s.io/v1
+kind: ClusterRoleBinding
+metadata:
+  name: local-path-provisioner-bind
+roleRef:
+  apiGroup: rbac.authorization.k8s.io
+  kind: ClusterRole
+  name: local-path-provisioner-role
+subjects:
+- kind: ServiceAccount
+  name: local-path-provisioner-service-account
+  namespace: local-path-storage
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: local-path-provisioner
+  namespace: local-path-storage
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: local-path-provisioner
+  template:
+    metadata:
+      labels:
+        app: local-path-provisioner
+    spec:
+      serviceAccountName: local-path-provisioner-service-account
+      containers:
+      - name: local-path-provisioner
+        image: rancher/local-path-provisioner:v0.0.19
+        imagePullPolicy: IfNotPresent
+        command:
+        - local-path-provisioner
+        - --debug
+        - start
+        - --config
+        - /etc/config/config.json
+        volumeMounts:
+        - name: config-volume
+          mountPath: /etc/config/
+        env:
+        - name: POD_NAMESPACE
+          valueFrom:
+            fieldRef:
+              fieldPath: metadata.namespace
+      volumes:
+        - name: config-volume
+          configMap:
+            name: local-path-config
+---
+apiVersion: storage.k8s.io/v1
+kind: StorageClass
+metadata:
+  name: local-path
+provisioner: rancher.io/local-path
+volumeBindingMode: WaitForFirstConsumer
+reclaimPolicy: Delete
+---
+kind: ConfigMap
+apiVersion: v1
+metadata:
+  name: local-path-config
+  namespace: local-path-storage
+data:
+  config.json: |-
+        {
+                "nodePathMap":[
+                {
+                        "node":"DEFAULT_PATH_FOR_NON_LISTED_NODES",
+                        "paths":["/opt/local-path-provisioner"]
+                }
+                ]
+        }
+  setup: |-
+        #!/bin/sh
+        while getopts "m:s:p:" opt
+        do
+            case $opt in
+                p)
+                absolutePath=$OPTARG
+                ;;
+                s)
+                sizeInBytes=$OPTARG
+                ;;
+                m)
+                volMode=$OPTARG
+                ;;
+            esac
+        done
+
+        mkdir -m 0777 -p ${absolutePath}
+  teardown: |-
+        #!/bin/sh
+        while getopts "m:s:p:" opt
+        do
+            case $opt in
+                p)
+                absolutePath=$OPTARG
+                ;;
+                s)
+                sizeInBytes=$OPTARG
+                ;;
+                m)
+                volMode=$OPTARG
+                ;;
+            esac
+        done
+
+        rm -rf ${absolutePath}
+  helperPod.yaml: |-
+        apiVersion: v1
+        kind: Pod
+        metadata:
+          name: helper-pod
+        spec:
+          containers:
+          - name: helper-pod
+            image: busybox
+
diff --git a/ansible/templates/iu1.yml b/ansible/templates/iu1.yml
new file mode 100644
index 0000000..e69de29
diff --git a/ansible/templates/nginx.conf.j2 b/ansible/templates/nginx.conf.j2
new file mode 100644
index 0000000..7259b3f
--- /dev/null
+++ b/ansible/templates/nginx.conf.j2
@@ -0,0 +1,32 @@
+load_module /usr/lib/nginx/modules/ngx_stream_module.so;
+worker_processes 4;
+worker_rlimit_nofile 40000;
+
+events {
+    worker_connections 8192;
+}
+
+stream {
+    upstream rancher_servers_http {
+        least_conn;
+{% for ip in addr %}
+        server {{ ip }}:80 max_fails=3 fail_timeout=5s;
+{% endfor %}
+    }
+    server {
+        listen 80;
+        proxy_pass rancher_servers_http;
+    }
+
+    upstream rancher_servers_https {
+        least_conn;
+{% for ip in addr %}
+        server {{ ip }}:443 max_fails=3 fail_timeout=5s;
+{% endfor %}
+    }
+    server {
+        listen     443;
+        proxy_pass rancher_servers_https;
+    }
+
+}
\ No newline at end of file
diff --git a/ansible/templates/rke2.ini.j2 b/ansible/templates/rke2.ini.j2
new file mode 100644
index 0000000..5713d25
--- /dev/null
+++ b/ansible/templates/rke2.ini.j2
@@ -0,0 +1,30 @@
+# The file is automatically generated by Ansible by running the
+# cluster.yml playbook.
+[localhost]
+127.0.0.1 ansible_connection=local ansible_python_interpreter="/usr/bin/python"
+
+[controllers]
+{% for item in os_controllers.results %}
+{{ item.server.name }} ansible_ssh_host={{ item.server.interface_ip }}
+{% endfor %}
+
+[agents]
+{% for item in os_agents.results %}
+{{ item.server.name }} ansible_ssh_host={{ item.server.interface_ip }}
+{% endfor %}
+
+[nodes:children]
+controllers
+agents
+
+[rke_cluster:children]
+controllers
+agents
+
+[all:vars]
+ansible_ssh_port=22
+ansible_user='ubuntu'
+ansible_ssh_extra_args='-o StrictHostKeyChecking=no'
+ansible_ssh_private_key_file=~/.ssh/{{ keypair }}.pem
+ansible_python_interpreter="/usr/bin/python3"
+
diff --git a/ansible/update.yml b/ansible/update.yml
new file mode 100644
index 0000000..3be2740
--- /dev/null
+++ b/ansible/update.yml
@@ -0,0 +1,41 @@
+---
+- hosts: nodes
+  become: yes
+  tasks:
+  - name: Wait for the auto-update Ubuntu does on first boot.
+    shell: while sudo fuser /var/lib/dpkg/{{ item }} >/dev/null 2>&1 ; do sleep 1 ; done
+    loop:
+      - lock
+      - lock-frontend
+  - name: Wait for the auto-update Ubuntu does on first boot.
+    shell: while sudo fuser /var/lib/apt/lists/{{ item }} >/dev/null 2>&1 ; do sleep 1 ; done
+    loop:
+      - lock
+      - lock-frontend
+  - name: apt-get update
+    apt:
+      update_cache: yes 
+      force_apt_get: yes 
+      cache_valid_time: 3600
+  - name: apt-get upgrade
+    apt:
+      upgrade: dist 
+      force_apt_get: yes
+  - name: install nfs-common (needed for csi mount)
+    apt: pkg=nfs-common state=latest
+  - name: Install Python3
+    apt:
+      name: "{{ item }}"
+      state: present
+    loop:
+      - python3
+      - python3-pip
+  - name: Check if the instance needs a reboot.
+    stat: 
+      path: /var/run/reboot-required
+    register: f
+  - name: Reboot if needed
+    reboot:
+    when: f.stat.exists
+
+  
\ No newline at end of file
diff --git a/aws.sh b/aws.sh
new file mode 100644
index 0000000..ca20901
--- /dev/null
+++ b/aws.sh
@@ -0,0 +1,3 @@
+export NAMESPACE=galaxy
+export POD=galaxy-galaxy-galaxy-postgres-0
+export KUBECONFIG=~/.kube/configs/aws
diff --git a/experiments/google/benchmarks/dna-test-run.yml b/experiments/google/benchmarks/dna-test-run.yml
new file mode 100644
index 0000000..9f91b38
--- /dev/null
+++ b/experiments/google/benchmarks/dna-test-run.yml
@@ -0,0 +1,8 @@
+- output_history_base_name: DNA Test Run
+  runs:
+  - history_name: HG00599
+    inputs:
+    - dataset_id: SRR592109_2.fastq.gz
+      name: FASTQ Dataset
+  workflow_id: Benchmarking DNA Cloud Costs
+
diff --git a/experiments/google/cleanup.sh b/experiments/google/cleanup.sh
new file mode 100755
index 0000000..e45062a
--- /dev/null
+++ b/experiments/google/cleanup.sh
@@ -0,0 +1,9 @@
+#!/usr/bin/env bash
+
+INSTANCES="n1 n2 c2 e2"
+
+for i in $INSTANCES ; do
+	echo "Cleaning up $i"
+	(source settings/$i && ./provision.sh cleanup)
+done
+echo "Done"
\ No newline at end of file
diff --git a/experiments/google/experiment.yml b/experiments/google/experiment.yml
new file mode 100644
index 0000000..a073efe
--- /dev/null
+++ b/experiments/google/experiment.yml
@@ -0,0 +1,26 @@
+# Run the simple experiment on four GCP instances with all the job conf files.
+name: Google Benchmarking DNA
+# The number of times each benchmark will be executed.
+runs: 2
+# The benchmarks that will be run as part of the experiment. Each benchmark
+# configuration defines the Galaxy workflow and input datasets to be used.
+benchmark_confs:
+  - benchmarks/dna-test-run.yml
+# The cloud instances, as defined in the $HOME/.abm/profile.yml file.
+cloud:
+  - n1
+  - n2
+  - c2
+  - e2
+# The Galaxy container_mapper_rules.yml files that defined the CPU and memory
+# resources allocated to tools. List the file names without the .yml extension.
+# These files are expected to be found in the rules directory.
+job_configs:
+  - default
+  - 4x8
+  - 8x16
+  - 16x32
+# TODO Discuss if this belongs here...
+galaxy:
+  namespace: galaxy
+  chart: anvil/galaxykubeman
diff --git a/experiments/google/job_metrics_conf.yml b/experiments/google/job_metrics_conf.yml
new file mode 100644
index 0000000..5c2efd5
--- /dev/null
+++ b/experiments/google/job_metrics_conf.yml
@@ -0,0 +1,5 @@
+- type: core
+- type: cgroup
+- type: cpuinfo
+- type: meminfo
+- type: uname
diff --git a/experiments/google/jobconf.sh b/experiments/google/jobconf.sh
new file mode 100755
index 0000000..5776fdd
--- /dev/null
+++ b/experiments/google/jobconf.sh
@@ -0,0 +1,7 @@
+#!/usr/bin/env bash
+
+for i in n1 n2 c2 e2 ; do
+	echo "Updating $i"
+	KUBECONFIG=~/.kube/configs/$i helm upgrade -n galaxy galaxy anvil/galaxykubeman --reuse-values -f values.yml
+done
+echo "Done"
\ No newline at end of file
diff --git a/experiments/google/provision.sh b/experiments/google/provision.sh
new file mode 100755
index 0000000..f45f212
--- /dev/null
+++ b/experiments/google/provision.sh
@@ -0,0 +1,210 @@
+#!/usr/bin/env bash
+
+set -eu
+
+YEAR=$(($(date +%Y)-2000))
+
+export IMAGE=${IMAGE:-galaxy/galaxy-min}
+export TAG=${TAG:-21.05}
+export GKE_VERSION=${GKE_VERSION:-1.19}
+export ZONE=${ZONE:-us-east1-b}
+export CHART=${CHART:-anvil/galaxykubeman}
+export GKM_VERSION=${GKM_VERSION:-1.1.0}
+export PASSWORD=${PASSWORD:-galaxypassword}
+export EMAIL=${EMAIL:-alex@fake.org}
+export DISK=${DISK:-250}
+export MACHINE_FAMILY=${MACHINE_FAMILY:-n2}
+export MACHINE_TYPE=${MACHINE_TYPE:-standard}
+export MACHINE_CPU=${MACHINE_CPU:-32}
+export MACHINE_DEFINITION=$MACHINE_FAMILY-$MACHINE_TYPE-$MACHINE_CPU
+export NAMESPACE=${NAMESPACE:-galaxy}
+export NAME=${NAME:-galaxy}
+export CLUSTER_NAME=${CLUSTER_NAME:-ks-$MACHINE_DEFINITION-$(date +%d%m)$YEAR}
+export KUBE=${KUBE:-$MACHINE_FAMILY}
+
+GXY_TMP=/tmp/anvil-output.txt
+VALUES=/tmp/anvil-values.yml
+
+# ANSI color codes for the console.
+reset="\033[0m"
+bold="\033[1m"
+ital="\033[3m" # does not work on OS X
+
+# Function used to highlight text.
+function hi() {
+    echo -e "$bold$@$reset"
+}
+
+function help() {
+    cat | less -R << EOF 
+    
+$(hi USAGE)
+   $0 [cluster|disks|galaxy|cleanup]
+
+$(hi SYNOPSIS)
+    Provisions an Galaxy clusters on GCP using the Galaxy Kubeman Helm chart.
+
+$(hi COMMANDS)
+    $(hi cluster)  
+        provision a GKE cluster on GCP
+    $(hi disk)|$(hi disks)    
+        provision two peristent disks for Postgres and NFS
+    $(hi galaxy)    
+        deploy Galaxy to the cluster using the Kubeman helm chart
+    $(hi cleanup)  
+        destroy the cluster and disks
+    $(hi -h)|$(hi --help)|$(hi help)
+        print this help message and exit
+
+Press $(hi Q) (twice) to exit help.
+EOF
+}
+
+if [[ $# = 0 ]] ; then
+    help
+    exit
+fi
+
+function cleanup() {
+    echo "Cleaning up"
+    gcloud container clusters delete -q $CLUSTER_NAME --zone $ZONE;
+    gcloud compute disks delete -q "$CLUSTER_NAME-postgres-pd" --zone $ZONE;
+    gcloud compute disks delete -q "$CLUSTER_NAME-nfs-pd" --zone $ZONE;
+}
+
+function cluster() {
+    echo "Creating the cluster"
+    gcloud container clusters create "$CLUSTER_NAME" --cluster-version="$GKE_VERSION" --disk-size=100 --num-nodes=1 --machine-type=$MACHINE_DEFINITION --zone "$ZONE"
+    cp ~/.kube/config ~/.kube/configs/$KUBE
+}
+
+function disks() {
+    echo "Provisioning persistent storage"
+    gcloud compute disks create "$CLUSTER_NAME-postgres-pd" --size 10Gi --zone "$ZONE" 
+    gcloud compute disks create "$CLUSTER_NAME-nfs-pd" --size "$DISK""Gi" --zone "$ZONE"
+}
+
+function galaxy() {
+    echo "Deploying Galaxy with the Galaxy Kubeman helm chart"
+helm install $NAME -n $NAMESPACE $CHART\
+ --create-namespace\
+ --wait\
+ --timeout 2800s\
+ --version $GKM_VERSION\
+ --set galaxy.image.repository="$IMAGE"\
+ --set galaxy.image.tag="$TAG"\
+ --set nfs.storageClass.name="nfs-$CLUSTER_NAME"\
+ --set cvmfs.repositories.cvmfs-gxy-data-$CLUSTER_NAME="data.galaxyproject.org"\
+ --set cvmfs.cache.alienCache.storageClass="nfs-$CLUSTER_NAME"\
+ --set galaxy.persistence.storageClass="nfs-$CLUSTER_NAME"\
+ --set galaxy.cvmfs.galaxyPersistentVolumeClaims.data.storageClassName=cvmfs-gxy-data-$CLUSTER_NAME\
+ --set galaxy.service.type=LoadBalancer\
+ --set galaxy.service.port=8000\
+ --set rbac.enabled=false\
+ --set galaxy.configs."file_sources_conf\.yml"=""\
+ --set galaxy.terra.launch.workspace="De novo transcriptome reconstruction with RNA-Seq"\
+ --set galaxy.terra.launch.namespace="galaxy-anvil-edge"\
+ --set cvmfs.cache.preload.enabled=false\
+ --set galaxy.configs."galaxy\.yml".galaxy.master_api_key=$PASSWORD\
+ --set galaxy.configs."galaxy\.yml".galaxy.single_user="$EMAIL"\
+ --set galaxy.configs."galaxy\.yml".galaxy.admin_users="$EMAIL"\
+ --set galaxy.configs."galaxy\.yml".galaxy.job_metrics_config_file=job_metrics_conf.yml\
+ --set-file galaxy.configs."job_metrics_conf\.yml"=job_metrics_conf.yml \
+ --set persistence.nfs.name="$CLUSTER_NAME-nfs-disk"\
+ --set persistence.nfs.persistentVolume.extraSpec.gcePersistentDisk.pdName="$CLUSTER_NAME-nfs-pd"\
+ --set persistence.nfs.size="$DISK""Gi"\
+ --set persistence.postgres.name="$CLUSTER_NAME-postgres-disk"\
+ --set persistence.postgres.persistentVolume.extraSpec.gcePersistentDisk.pdName="$CLUSTER_NAME-postgres-pd"\
+ --set persistence.postgres.size="10Gi"\
+ --set nfs.persistence.existingClaim="$CLUSTER_NAME-nfs-disk-pvc"\
+ --set nfs.persistence.size="$DISK""Gi"\
+ --set galaxy.postgresql.persistence.existingClaim="$CLUSTER_NAME-postgres-disk-pvc"\
+ --set galaxy.persistence.size="200Gi"\
+ --set galaxy.postgresql.galaxyDatabasePassword=$PASSWORD\
+ --set galaxy.postgresql.master.nodeSelector."cloud\.google\.com\/gke-nodepool"="default-pool"\
+ --set galaxy.nodeSelector."cloud\.google\.com\/gke-nodepool"="default-pool"\
+ --set cvmfs.nodeSelector."cloud\.google\.com\/gke-nodepool"="default-pool"\
+ --set nfs.nodeSelector."cloud\.google\.com\/gke-nodepool"="default-pool"\
+ --set galaxy.postgresql.master.nodeSelector."cloud\.google\.com\/gke-nodepool"="default-pool"\
+ --set galaxy.configs."job_conf\.yml".runners.k8s.k8s_node_selector="cloud.google.com/gke-nodepool: default-pool"\
+ --set galaxy.webHandlers.startupDelay=10\
+ --set galaxy.jobHandlers.startupDelay=5\
+ --set galaxy.workflowHandlers.startupDelay=0\
+ --set nfs.nodeSelector."cloud\.google\.com\/gke-nodepool"="default-pool" 
+
+    echo "http://$(kubectl get svc -n $NAMESPACE $NAME-nginx -o jsonpath='{.status.loadBalancer.ingress[0].ip}' | sed -e 's/"//g'):$(kubectl get svc -n $NAMESPACE $NAME-nginx -o jsonpath='{.spec.ports[0].port}')$(kubectl get ingress -n $NAMESPACE $NAME -o jsonpath='{.spec.rules[0].http.paths[0].path}')/"
+}
+
+function url() {
+    echo "http://$(kubectl get svc -n $NAMESPACE $NAME-nginx -o jsonpath='{.status.loadBalancer.ingress[0].ip}' | sed -e 's/"//g'):$(kubectl get svc -n $NAMESPACE $NAME-nginx -o jsonpath='{.spec.ports[0].port}')$(kubectl get ingress -n $NAMESPACE $NAME -o jsonpath='{.spec.rules[0].http.paths[0].path}')/"
+}
+
+function show() {
+    cat << __EOF__
+export NAMESPACE=$NAMESPACE
+export NAME=$NAME
+export GKE_VERSION=$GKE_VERSION
+export ZONE=$ZONE
+export CHART=$CHART
+export GKM_VERSION=$GKM_VERSION
+export CLUSTER_NAME=$CLUSTER_NAME
+export IMAGE=$IMAGE
+export TAG=$TAG
+export PASSWORD=$PASSWORD
+export EMAIL=$EMAIL
+export DISK=$DISK
+export MACHINE_FAMILY=$MACHINE_FAMILY
+export MACHINE_TYPE=$MACHINE_TYPE
+export MACHINE_CPU=$MACHINE_CPU 
+export KUBE=$KUBE
+__EOF__
+}
+
+function clear() {
+    cat << __EOF__
+unset NAMESPACE
+unset NAME
+unset CLUSTER_NAME
+unset IMAGE
+unset TAG
+unset PASSWORD
+unset EMAIL
+unset DISK
+unset ZONE
+unset GKM_VERSION
+unset CHART
+unset GKE_VERSION
+unset MACHINE_FAMILY
+unset MACHINE_TYPE
+unset MACHINE_CPU
+unset KUBE
+__EOF__
+}
+
+
+# Save command line arguments so we can shift through them twice; once to check
+# that all commands are valid, and a second time to run the commands.
+saved=$@
+
+while [[ $# > 0 ]] ; do
+    case $1 in
+        cluster|disks|galaxy|cleanup|show|clear) 
+            $1 
+            ;;
+        -h|--help|help)
+            help
+            exit
+            ;;
+        disk) 
+            disks 
+            ;;
+        *)
+            echo "$(hi ERROR): Invalid option $1"
+            echo
+            echo "Run $(hi $0 help) for usage instructions." 
+            exit
+            ;;
+    esac
+    shift
+done
+
diff --git a/experiments/google/results/google.csv b/experiments/google/results/google.csv
new file mode 100644
index 0000000..aa22e98
--- /dev/null
+++ b/experiments/google/results/google.csv
@@ -0,0 +1,161 @@
+Run,Cloud,Job Conf,Workflow,History,Server,Tool,Tool Version,State,Slots,Memory,Runtime (Sec),CPU,Memory Limit (Bytes),Memory Max usage (Bytes),Memory Soft Limit
+0,n2,default,79e052a475e6668b,8ab117b2e503c4d5,http://34.75.249.162:8000/galaxy/,hisat2,2.1.0+galaxy7,ok,2.0000000,4000.0000000,460.0000000,142222611611.0000000,9999998976.0000000,7176110080.0000000,9223372036854771712.0000000
+1,n2,4x8,8cd9256b535acf7f,4a1ebc34e1cd6d4c,http://34.75.249.162:8000/galaxy/,bwa_mem,0.7.17.1,ok,4.0000000,8000.0000000,199.0000000,781632096675.0000000,16000000000.0000000,12614754304.0000000,9223372036854771712.0000000
+1,n1,16x32,9a97e21eece60c70,af8549dd761318d1,http://35.231.186.105:8000/galaxy/,bwa_mem,0.7.17.1,ok,4.0000000,8000.0000000,253.0000000,994158669715.0000000,16000000000.0000000,11202265088.0000000,9223372036854771712.0000000
+0,n2,16x32,00cc7bba7f14f031,ce1c45353da0d182,http://34.75.249.162:8000/galaxy/,hisat2,2.1.0+galaxy7,ok,2.0000000,4000.0000000,71.0000000,142235712208.0000000,9999998976.0000000,9334652928.0000000,9223372036854771712.0000000
+0,n2,8x16,5e16d22a8a32baa9,12c3019192244338,http://34.75.249.162:8000/galaxy/,bwa,0.7.17.4,ok,4.0000000,8000.0000000,399.0000000,1353300453266.0000000,16000000000.0000000,11304157184.0000000,9223372036854771712.0000000
+0,c2,4x8,2b1f44c39c87bcca,f6c8332a500f294b,http://34.73.40.159:8000/galaxy/,stringtie,2.1.1,ok,1.0000000,2000.0000000,29.0000000,42538283986.0000000,4999999488.0000000,16490496.0000000,9223372036854771712.0000000
+0,c2,default,fd2664cbb575fdf5,9f37a3acc430f989,http://34.73.40.159:8000/galaxy/,hisat2,2.1.0+galaxy7,ok,2.0000000,4000.0000000,463.0000000,129491755931.0000000,9999998976.0000000,7416340480.0000000,9223372036854771712.0000000
+1,n1,default,95a587c8ab73103e,e8924317936df9d4,http://35.231.186.105:8000/galaxy/,hisat2,2.1.0+galaxy7,ok,2.0000000,4000.0000000,90.0000000,175792446927.0000000,9999998976.0000000,8994099200.0000000,9223372036854771712.0000000
+1,e2,8x16,6891a40878670c62,99259a3f5197e938,http://34.138.22.88:8000/galaxy/,bowtie2,2.4.2+galaxy0,ok,2.0000000,4000.0000000,389.0000000,774686147061.0000000,9999998976.0000000,7379140608.0000000,9223372036854771712.0000000
+0,c2,4x8,2b1f44c39c87bcca,f6c8332a500f294b,http://34.73.40.159:8000/galaxy/,bwa_mem,0.7.17.1,ok,4.0000000,8000.0000000,188.0000000,739368096949.0000000,16000000000.0000000,12498710528.0000000,9223372036854771712.0000000
+1,c2,16x32,4563a60c7ce8a92f,a2ee00cea955e8b1,http://34.73.40.159:8000/galaxy/,hisat2,2.1.0+galaxy7,ok,2.0000000,4000.0000000,66.0000000,130932802941.0000000,9999998976.0000000,8993792000.0000000,9223372036854771712.0000000
+1,c2,16x32,4563a60c7ce8a92f,a2ee00cea955e8b1,http://34.73.40.159:8000/galaxy/,stringtie,2.1.1,ok,1.0000000,2000.0000000,29.0000000,42745402145.0000000,4999999488.0000000,16191488.0000000,9223372036854771712.0000000
+0,e2,default,f3571de78c266585,859ae213ae73bac7,http://34.138.22.88:8000/galaxy/,hisat2,2.1.0+galaxy7,ok,2.0000000,4000.0000000,472.0000000,184317393594.0000000,9999998976.0000000,7153799168.0000000,9223372036854771712.0000000
+0,n1,16x32,9a97e21eece60c70,1ddf2c69353cf6a4,http://35.231.186.105:8000/galaxy/,bwa_mem,0.7.17.1,ok,4.0000000,8000.0000000,263.0000000,1036160969637.0000000,16000000000.0000000,11036213248.0000000,9223372036854771712.0000000
+1,n2,default,79e052a475e6668b,79e2b3bcad4c7e04,http://34.75.249.162:8000/galaxy/,bwa,0.7.17.4,ok,4.0000000,8000.0000000,402.0000000,1361383436271.0000000,16000000000.0000000,11304296448.0000000,9223372036854771712.0000000
+0,e2,8x16,6891a40878670c62,579102256baf50ea,http://34.138.22.88:8000/galaxy/,bwa,0.7.17.4,ok,4.0000000,8000.0000000,625.0000000,2063883551125.0000000,16000000000.0000000,11355951104.0000000,9223372036854771712.0000000
+1,e2,default,f3571de78c266585,16298b6a83391817,http://34.138.22.88:8000/galaxy/,stringtie,2.1.1,ok,1.0000000,2000.0000000,34.0000000,44386024366.0000000,4999999488.0000000,16728064.0000000,9223372036854771712.0000000
+1,c2,8x16,a53cc1dd7d2490b0,7eaff4edbfdd89ac,http://34.73.40.159:8000/galaxy/,hisat2,2.1.0+galaxy7,ok,2.0000000,4000.0000000,66.0000000,131008470479.0000000,9999998976.0000000,8439164928.0000000,9223372036854771712.0000000
+1,n1,8x16,68b77645c1492f6d,3eaebb45f34866e9,http://35.231.186.105:8000/galaxy/,bwa_mem,0.7.17.1,ok,4.0000000,8000.0000000,257.0000000,1010183861381.0000000,16000000000.0000000,12614213632.0000000,9223372036854771712.0000000
+0,c2,default,fd2664cbb575fdf5,9f37a3acc430f989,http://34.73.40.159:8000/galaxy/,bowtie2,2.4.2+galaxy0,ok,2.0000000,4000.0000000,599.0000000,629526867210.0000000,9999998976.0000000,5973454848.0000000,9223372036854771712.0000000
+0,n2,16x32,00cc7bba7f14f031,ce1c45353da0d182,http://34.75.249.162:8000/galaxy/,bowtie2,2.4.2+galaxy0,ok,2.0000000,4000.0000000,345.0000000,690935243543.0000000,9999998976.0000000,7293698048.0000000,9223372036854771712.0000000
+1,c2,default,fd2664cbb575fdf5,7e899c7ccc67d55c,http://34.73.40.159:8000/galaxy/,hisat2,2.1.0+galaxy7,ok,2.0000000,4000.0000000,66.0000000,128259089415.0000000,9999998976.0000000,8992608256.0000000,9223372036854771712.0000000
+1,e2,16x32,2138d9e23370493f,2eca279e52bdb3d0,http://34.138.22.88:8000/galaxy/,bowtie2,2.4.2+galaxy0,ok,2.0000000,4000.0000000,416.0000000,809490290879.0000000,9999998976.0000000,7521275904.0000000,9223372036854771712.0000000
+0,c2,16x32,4563a60c7ce8a92f,62eef8c4fba7155d,http://34.73.40.159:8000/galaxy/,hisat2,2.1.0+galaxy7,ok,2.0000000,4000.0000000,66.0000000,130662671737.0000000,9999998976.0000000,8734031872.0000000,9223372036854771712.0000000
+0,n1,4x8,91d4a3e115d9cda2,7da77d15fc0191ed,http://35.231.186.105:8000/galaxy/,hisat2,2.1.0+galaxy7,ok,2.0000000,4000.0000000,87.0000000,174854023624.0000000,9999998976.0000000,9313976320.0000000,9223372036854771712.0000000
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diff --git a/experiments/google/rules/16x32.yml b/experiments/google/rules/16x32.yml
new file mode 100644
index 0000000..6c1c7cb
--- /dev/null
+++ b/experiments/google/rules/16x32.yml
@@ -0,0 +1,106 @@
+mappings:
+  summary_stats:
+    tool_ids:
+      - Summary_Statistics1
+    docker_container_id_override: cloudve/gsummary:latest
+    resource_set: small
+  sam_fasta_dm:
+    tool_ids:
+      - toolshed.g2.bx.psu.edu/repos/devteam/data_manager_sam_fasta_index_builder/sam_fasta_index_builder/.*
+    docker_container_id_override: cloudve/sam-fasta-dm:latest
+    resource_set: small
+  bwa_dm:
+    tool_ids:
+      - toolshed.g2.bx.psu.edu/repos/devteam/data_manager_bwa_mem_index_builder/bwa_mem_index_builder_data_manager/.*
+    docker_container_id_override: cloudve/bwa-dm:latest
+    resource_set: small
+  prokka:
+    tool_ids:
+      - toolshed.g2.bx.psu.edu/repos/crs4/prokka/prokka/1.14.5
+    docker_container_id_override: cloudve/prokka:1.14.5
+  jbrowse:
+    tool_ids:
+      - toolshed.g2.bx.psu.edu/repos/iuc/jbrowse/jbrowse/1.16.5+galaxy6
+    docker_container_id_override: cloudve/jbrowse:1.16.5
+  lib_galaxy:
+    tool_ids:
+      - sort1
+      - Grouping1
+    docker_container_id_override: {{ .Values.image.repository }}:{{ .Values.image.tag }}
+    resource_set: small
+  set_medium:
+    tool_ids:
+      - toolshed.g2.bx.psu.edu/repos/devteam/bowtie2/bowtie2/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/bwameth/bwameth/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/featurecounts/featurecounts/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/hisat2/hisat2/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/valet/valet/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/varscan_somatic/varscan_somatic/.*
+      - toolshed.g2.bx.psu.edu/repos/nilesh/rseqc/rseqc_bam2wig/.*
+    resource_set: medium
+  set_large:
+    tool_ids:
+      - toolshed.g2.bx.psu.edu/repos/devteam/bwa/bwa_mem/.*
+      - toolshed.g2.bx.psu.edu/repos/devteam/bwa/bwa/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_compare/deeptools_bam_compare/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_coverage/deeptools_bam_coverage/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_pe_fragmentsize/deeptools_bam_pe_fragmentsize/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bigwig_compare/deeptools_bigwig_compare/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_compute_gc_bias/deeptools_compute_gc_bias/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_compute_matrix/deeptools_compute_matrix/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_correct_gc_bias/deeptools_correct_gc_bias/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_multi_bam_summary/deeptools_multi_bam_summary/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_multi_bigwig_summary/deeptools_multi_bigwig_summary/.*
+      - toolshed.g2.bx.psu.edu/repos/devteam/freebayes/freebayes/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/rgrnastar/rna_star/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/rnaspades/rnaspades/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/sra_tools/fasterq_dump/.*
+    resource_set: large
+  set_2xlarge:
+    tool_ids:
+      - toolshed.g2.bx.psu.edu/repos/iuc/unicycler/unicycler/.*
+      - toolshed.g2.bx.psu.edu/repos/nml/spades/spades/.*
+    resource_set: 2xlarge
+  set_mlarge:
+    tool_ids:
+      - toolshed.g2.bx.psu.edu/repos/iuc/minimap2/minimap2/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/plink/plink/.*
+    resource_set: mlarge
+resources:
+  resource_sets:
+    small:
+      requests:
+        cpu: 16
+        memory: 32G
+      limits:
+        cpu: 16
+        memory: 32G
+    medium:
+      requests:
+        cpu: 16
+        memory: 32G
+      limits:
+        cpu: 16
+        memory: 32G
+    large:
+      requests:
+        cpu: 16
+        memory: 32G
+      limits:
+        cpu: 16
+        memory: 32G
+    2xlarge:
+      requests:
+        cpu: 16
+        memory: 32G
+      limits:
+        cpu: 16
+        memory: 32G
+    mlarge:
+      requests:
+        cpu: 16
+        memory: 32G
+      limits:
+        cpu: 16
+        memory: 32G
+  default_resource_set: small
diff --git a/experiments/google/rules/4x8.yml b/experiments/google/rules/4x8.yml
new file mode 100644
index 0000000..d806f0e
--- /dev/null
+++ b/experiments/google/rules/4x8.yml
@@ -0,0 +1,106 @@
+mappings:
+  summary_stats:
+    tool_ids:
+      - Summary_Statistics1
+    docker_container_id_override: cloudve/gsummary:latest
+    resource_set: small
+  sam_fasta_dm:
+    tool_ids:
+      - toolshed.g2.bx.psu.edu/repos/devteam/data_manager_sam_fasta_index_builder/sam_fasta_index_builder/.*
+    docker_container_id_override: cloudve/sam-fasta-dm:latest
+    resource_set: small
+  bwa_dm:
+    tool_ids:
+      - toolshed.g2.bx.psu.edu/repos/devteam/data_manager_bwa_mem_index_builder/bwa_mem_index_builder_data_manager/.*
+    docker_container_id_override: cloudve/bwa-dm:latest
+    resource_set: small
+  prokka:
+    tool_ids:
+      - toolshed.g2.bx.psu.edu/repos/crs4/prokka/prokka/1.14.5
+    docker_container_id_override: cloudve/prokka:1.14.5
+  jbrowse:
+    tool_ids:
+      - toolshed.g2.bx.psu.edu/repos/iuc/jbrowse/jbrowse/1.16.5+galaxy6
+    docker_container_id_override: cloudve/jbrowse:1.16.5
+  lib_galaxy:
+    tool_ids:
+      - sort1
+      - Grouping1
+    docker_container_id_override: {{ .Values.image.repository }}:{{ .Values.image.tag }}
+    resource_set: small
+  set_medium:
+    tool_ids:
+      - toolshed.g2.bx.psu.edu/repos/devteam/bowtie2/bowtie2/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/bwameth/bwameth/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/featurecounts/featurecounts/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/hisat2/hisat2/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/valet/valet/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/varscan_somatic/varscan_somatic/.*
+      - toolshed.g2.bx.psu.edu/repos/nilesh/rseqc/rseqc_bam2wig/.*
+    resource_set: medium
+  set_large:
+    tool_ids:
+      - toolshed.g2.bx.psu.edu/repos/devteam/bwa/bwa_mem/.*
+      - toolshed.g2.bx.psu.edu/repos/devteam/bwa/bwa/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_compare/deeptools_bam_compare/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_coverage/deeptools_bam_coverage/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_pe_fragmentsize/deeptools_bam_pe_fragmentsize/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bigwig_compare/deeptools_bigwig_compare/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_compute_gc_bias/deeptools_compute_gc_bias/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_compute_matrix/deeptools_compute_matrix/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_correct_gc_bias/deeptools_correct_gc_bias/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_multi_bam_summary/deeptools_multi_bam_summary/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_multi_bigwig_summary/deeptools_multi_bigwig_summary/.*
+      - toolshed.g2.bx.psu.edu/repos/devteam/freebayes/freebayes/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/rgrnastar/rna_star/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/rnaspades/rnaspades/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/sra_tools/fasterq_dump/.*
+    resource_set: large
+  set_2xlarge:
+    tool_ids:
+      - toolshed.g2.bx.psu.edu/repos/iuc/unicycler/unicycler/.*
+      - toolshed.g2.bx.psu.edu/repos/nml/spades/spades/.*
+    resource_set: 2xlarge
+  set_mlarge:
+    tool_ids:
+      - toolshed.g2.bx.psu.edu/repos/iuc/minimap2/minimap2/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/plink/plink/.*
+    resource_set: mlarge
+resources:
+  resource_sets:
+    small:
+      requests:
+        cpu: 4
+        memory: 8G
+      limits:
+        cpu: 4
+        memory: 8G
+    medium:
+      requests:
+        cpu: 4
+        memory: 8G
+      limits:
+        cpu: 4
+        memory: 8G
+    large:
+      requests:
+        cpu: 4
+        memory: 8G
+      limits:
+        cpu: 4
+        memory: 8G
+    2xlarge:
+      requests:
+        cpu: 4
+        memory: 8G
+      limits:
+        cpu: 4
+        memory: 8G
+    mlarge:
+      requests:
+        cpu: 4
+        memory: 8G
+      limits:
+        cpu: 4
+        memory: 8G
+  default_resource_set: small
diff --git a/experiments/google/rules/8x16.yml b/experiments/google/rules/8x16.yml
new file mode 100644
index 0000000..88c7b50
--- /dev/null
+++ b/experiments/google/rules/8x16.yml
@@ -0,0 +1,106 @@
+mappings:
+  summary_stats:
+    tool_ids:
+      - Summary_Statistics1
+    docker_container_id_override: cloudve/gsummary:latest
+    resource_set: small
+  sam_fasta_dm:
+    tool_ids:
+      - toolshed.g2.bx.psu.edu/repos/devteam/data_manager_sam_fasta_index_builder/sam_fasta_index_builder/.*
+    docker_container_id_override: cloudve/sam-fasta-dm:latest
+    resource_set: small
+  bwa_dm:
+    tool_ids:
+      - toolshed.g2.bx.psu.edu/repos/devteam/data_manager_bwa_mem_index_builder/bwa_mem_index_builder_data_manager/.*
+    docker_container_id_override: cloudve/bwa-dm:latest
+    resource_set: small
+  prokka:
+    tool_ids:
+      - toolshed.g2.bx.psu.edu/repos/crs4/prokka/prokka/1.14.5
+    docker_container_id_override: cloudve/prokka:1.14.5
+  jbrowse:
+    tool_ids:
+      - toolshed.g2.bx.psu.edu/repos/iuc/jbrowse/jbrowse/1.16.5+galaxy6
+    docker_container_id_override: cloudve/jbrowse:1.16.5
+  lib_galaxy:
+    tool_ids:
+      - sort1
+      - Grouping1
+    docker_container_id_override: {{ .Values.image.repository }}:{{ .Values.image.tag }}
+    resource_set: small
+  set_medium:
+    tool_ids:
+      - toolshed.g2.bx.psu.edu/repos/devteam/bowtie2/bowtie2/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/bwameth/bwameth/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/featurecounts/featurecounts/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/hisat2/hisat2/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/valet/valet/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/varscan_somatic/varscan_somatic/.*
+      - toolshed.g2.bx.psu.edu/repos/nilesh/rseqc/rseqc_bam2wig/.*
+    resource_set: medium
+  set_large:
+    tool_ids:
+      - toolshed.g2.bx.psu.edu/repos/devteam/bwa/bwa_mem/.*
+      - toolshed.g2.bx.psu.edu/repos/devteam/bwa/bwa/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_compare/deeptools_bam_compare/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_coverage/deeptools_bam_coverage/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_pe_fragmentsize/deeptools_bam_pe_fragmentsize/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bigwig_compare/deeptools_bigwig_compare/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_compute_gc_bias/deeptools_compute_gc_bias/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_compute_matrix/deeptools_compute_matrix/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_correct_gc_bias/deeptools_correct_gc_bias/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_multi_bam_summary/deeptools_multi_bam_summary/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_multi_bigwig_summary/deeptools_multi_bigwig_summary/.*
+      - toolshed.g2.bx.psu.edu/repos/devteam/freebayes/freebayes/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/rgrnastar/rna_star/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/rnaspades/rnaspades/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/sra_tools/fasterq_dump/.*
+    resource_set: large
+  set_2xlarge:
+    tool_ids:
+      - toolshed.g2.bx.psu.edu/repos/iuc/unicycler/unicycler/.*
+      - toolshed.g2.bx.psu.edu/repos/nml/spades/spades/.*
+    resource_set: 2xlarge
+  set_mlarge:
+    tool_ids:
+      - toolshed.g2.bx.psu.edu/repos/iuc/minimap2/minimap2/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/plink/plink/.*
+    resource_set: mlarge
+resources:
+  resource_sets:
+    small:
+      requests:
+        cpu: 8
+        memory: 16G
+      limits:
+        cpu: 8
+        memory: 16G
+    medium:
+      requests:
+        cpu: 8
+        memory: 16G
+      limits:
+        cpu: 8
+        memory: 16G
+    large:
+      requests:
+        cpu: 8
+        memory: 16G
+      limits:
+        cpu: 8
+        memory: 16G
+    2xlarge:
+      requests:
+        cpu: 8
+        memory: 16G
+      limits:
+        cpu: 8
+        memory: 16G
+    mlarge:
+      requests:
+        cpu: 8
+        memory: 16G
+      limits:
+        cpu: 8
+        memory: 16G
+  default_resource_set: small
diff --git a/experiments/google/rules/default.yml b/experiments/google/rules/default.yml
new file mode 100644
index 0000000..c12ead7
--- /dev/null
+++ b/experiments/google/rules/default.yml
@@ -0,0 +1,106 @@
+mappings:
+  summary_stats:
+    tool_ids:
+      - Summary_Statistics1
+    docker_container_id_override: cloudve/gsummary:latest
+    resource_set: small
+  sam_fasta_dm:
+    tool_ids:
+      - toolshed.g2.bx.psu.edu/repos/devteam/data_manager_sam_fasta_index_builder/sam_fasta_index_builder/.*
+    docker_container_id_override: cloudve/sam-fasta-dm:latest
+    resource_set: small
+  bwa_dm:
+    tool_ids:
+      - toolshed.g2.bx.psu.edu/repos/devteam/data_manager_bwa_mem_index_builder/bwa_mem_index_builder_data_manager/.*
+    docker_container_id_override: cloudve/bwa-dm:latest
+    resource_set: small
+  prokka:
+    tool_ids:
+      - toolshed.g2.bx.psu.edu/repos/crs4/prokka/prokka/1.14.5
+    docker_container_id_override: cloudve/prokka:1.14.5
+  jbrowse:
+    tool_ids:
+      - toolshed.g2.bx.psu.edu/repos/iuc/jbrowse/jbrowse/1.16.5+galaxy6
+    docker_container_id_override: cloudve/jbrowse:1.16.5
+  lib_galaxy:
+    tool_ids:
+      - sort1
+      - Grouping1
+    docker_container_id_override: galaxy/galaxy-min:21.05
+    resource_set: small
+  set_medium:
+    tool_ids:
+      - toolshed.g2.bx.psu.edu/repos/devteam/bowtie2/bowtie2/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/bwameth/bwameth/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/featurecounts/featurecounts/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/hisat2/hisat2/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/valet/valet/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/varscan_somatic/varscan_somatic/.*
+      - toolshed.g2.bx.psu.edu/repos/nilesh/rseqc/rseqc_bam2wig/.*
+    resource_set: medium
+  set_large:
+    tool_ids:
+      - toolshed.g2.bx.psu.edu/repos/devteam/bwa/bwa_mem/.*
+      - toolshed.g2.bx.psu.edu/repos/devteam/bwa/bwa/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_compare/deeptools_bam_compare/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_coverage/deeptools_bam_coverage/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bam_pe_fragmentsize/deeptools_bam_pe_fragmentsize/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_bigwig_compare/deeptools_bigwig_compare/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_compute_gc_bias/deeptools_compute_gc_bias/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_compute_matrix/deeptools_compute_matrix/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_correct_gc_bias/deeptools_correct_gc_bias/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_multi_bam_summary/deeptools_multi_bam_summary/.*
+      - toolshed.g2.bx.psu.edu/repos/bgruening/deeptools_multi_bigwig_summary/deeptools_multi_bigwig_summary/.*
+      - toolshed.g2.bx.psu.edu/repos/devteam/freebayes/freebayes/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/rgrnastar/rna_star/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/rnaspades/rnaspades/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/sra_tools/fasterq_dump/.*
+    resource_set: large
+  set_2xlarge:
+    tool_ids:
+      - toolshed.g2.bx.psu.edu/repos/iuc/unicycler/unicycler/.*
+      - toolshed.g2.bx.psu.edu/repos/nml/spades/spades/.*
+    resource_set: 2xlarge
+  set_mlarge:
+    tool_ids:
+      - toolshed.g2.bx.psu.edu/repos/iuc/minimap2/minimap2/.*
+      - toolshed.g2.bx.psu.edu/repos/iuc/plink/plink/.*
+    resource_set: mlarge
+resources:
+  resource_sets:
+    small:
+      requests:
+        cpu: 1
+        memory: 2G
+      limits:
+        cpu: 2
+        memory: 5G
+    medium:
+      requests:
+        cpu: 2
+        memory: 4G
+      limits:
+        cpu: 4
+        memory: 10G
+    large:
+      requests:
+        cpu: 4
+        memory: 8G
+      limits:
+        cpu: 8
+        memory: 16G
+    2xlarge:
+      requests:
+        cpu: 12
+        memory: 20G
+      limits:
+        cpu: 12
+        memory: 24G
+    mlarge:
+      requests:
+        cpu: 2
+        memory: 16G
+      limits:
+        cpu: 4
+        memory: 20G
+  default_resource_set: small
diff --git a/experiments/google/settings/c2 b/experiments/google/settings/c2
new file mode 100644
index 0000000..4c78d2f
--- /dev/null
+++ b/experiments/google/settings/c2
@@ -0,0 +1,5 @@
+export MACHINE_FAMILY=c2
+export MACHINE_CPU=30
+export IMAGE=galaxyproject/galaxy-min
+export TAG=dev
+export CLUSTER_NAME=ks-c2-230122
\ No newline at end of file
diff --git a/experiments/google/settings/e2 b/experiments/google/settings/e2
new file mode 100644
index 0000000..966e96d
--- /dev/null
+++ b/experiments/google/settings/e2
@@ -0,0 +1,5 @@
+export MACHINE_FAMILY=e2
+export MACHINE_CPU=32
+export IMAGE=galaxyproject/galaxy-min
+export TAG=dev
+export CLUSTER_NAME=ks-e2-230122
\ No newline at end of file
diff --git a/experiments/google/settings/n1 b/experiments/google/settings/n1
new file mode 100644
index 0000000..dee8ec0
--- /dev/null
+++ b/experiments/google/settings/n1
@@ -0,0 +1,5 @@
+export MACHINE_FAMILY=n1
+export MACHINE_CPU=32
+export IMAGE=galaxyproject/galaxy-min
+export TAG=dev
+export CLUSTER_NAME=ks-n1-230122
\ No newline at end of file
diff --git a/experiments/google/settings/n2 b/experiments/google/settings/n2
new file mode 100644
index 0000000..38addf4
--- /dev/null
+++ b/experiments/google/settings/n2
@@ -0,0 +1,5 @@
+export MACHINE_FAMILY=n2
+export MACHINE_CPU=32
+export IMAGE=galaxyproject/galaxy-min
+export TAG=dev
+export CLUSTER_NAME=ks-n2-230122
\ No newline at end of file
diff --git a/experiments/google/settings/test b/experiments/google/settings/test
new file mode 100644
index 0000000..135b3ad
--- /dev/null
+++ b/experiments/google/settings/test
@@ -0,0 +1,5 @@
+export MACHINE_FAMILY=n1
+export MACHINE_CPU=16
+export IMAGE=galaxyproject/galaxy-min
+export TAG=dev
+export CLUSTER_NAME=ks-n1-250122
\ No newline at end of file
diff --git a/experiments/google/setup.sh b/experiments/google/setup.sh
new file mode 100755
index 0000000..97ba8db
--- /dev/null
+++ b/experiments/google/setup.sh
@@ -0,0 +1,35 @@
+#!/usr/bin/env bash
+set -eu
+
+INSTANCES=${INSTANCES:-n1 n2 c2 e2}
+PROFILE=~/.abm/profile.yml
+
+function rewrite() {
+    cat $PROFILE | sed "s|$1|$2|" > /tmp/profile.yml
+    rm $PROFILE
+    mv /tmp/profile.yml $PROFILE
+}
+
+for i in $INSTANCES ; do
+    echo "Provisioning $i"
+    (source settings/$i && ./provision.sh disk cluster galaxy)
+    cat >> $PROFILE << EOF
+$i:
+  url: __URL__
+  key: __KEY__
+  kube: ~/.kube/configs/$i 
+EOF
+    url=$(abm $i kube url)
+    rewrite "__URL__" $url
+    curl $url
+    key=$(abm $i user key alex@fake.org)
+    rewrite "__KEY__" $key
+    echo "Bootstrapping $i"
+    abm $i workflow upload workflows/dna-cloud-costs.ga
+    abm $i history import dna
+    #abm $i history import rna
+done
+
+#abm experiment run experiment.yml
+
+# TODO Cleanup instances
\ No newline at end of file
diff --git a/experiments/google/test-experiment.yml b/experiments/google/test-experiment.yml
new file mode 100644
index 0000000..5646526
--- /dev/null
+++ b/experiments/google/test-experiment.yml
@@ -0,0 +1,20 @@
+# Run the simple experiment on four GCP instances with all the job conf files.
+name: Google Benchmarking DNA
+# The number of times each benchmark will be executed.
+runs: 1
+# The benchmarks that will be run as part of the experiment. Each benchmark
+# configuration defines the Galaxy workflow and input datasets to be used.
+benchmark_confs:
+  - benchmarks/dna-test-run.yml
+# The cloud instances, as defined in the $HOME/.abm/profile.yml file.
+cloud:
+  - test
+# The Galaxy container_mapper_rules.yml files that defined the CPU and memory
+# resources allocated to tools. List the file names without the .yml extension.
+# These files are expected to be found in the rules directory.
+job_configs:
+  - default
+# TODO Discuss if this belongs here...
+galaxy:
+  namespace: galaxy
+  chart: anvil/galaxykubeman
diff --git a/experiments/google/test.sh b/experiments/google/test.sh
new file mode 100755
index 0000000..0fc351d
--- /dev/null
+++ b/experiments/google/test.sh
@@ -0,0 +1,21 @@
+#!/usr/bin/env bash
+set -eu
+
+INSTANCES="n1"
+ROOT=/Users/suderman/Workspaces/JHU
+ANVIL=$ROOT/anvil
+PROFILE=~/.abm/profile.yml
+
+function rewrite() {
+    cat $PROFILE | sed "s|$1|$2|" > /tmp/profile.yml
+    rm $PROFILE
+    mv /tmp/profile.yml $PROFILE
+}
+
+for i in $INSTANCES ; do
+    key=$(abm $i user key alex@fake.org)
+    rewrite "__KEY__" $key
+    abm $i workflow upload workflows/dna-cloud-costs.ga
+    abm $i history import dna
+    abm $i history import rna
+done
\ No newline at end of file
diff --git a/experiments/google/tools.yml b/experiments/google/tools.yml
new file mode 100644
index 0000000..ba90818
--- /dev/null
+++ b/experiments/google/tools.yml
@@ -0,0 +1,29 @@
+install_tool_dependencies: True
+install_repository_dependencies: True
+install_resolver_dependencies: True
+
+tools:
+- name: bowtie2
+  owner: devteam
+  revisions:
+  - 09b2cdb7ace5
+  tool_panel_section_label: Tools from workflows
+  tool_shed_url: https://toolshed.g2.bx.psu.edu/
+- name: bwa
+  owner: devteam
+  revisions:
+  - 3fe632431b68
+  tool_panel_section_label: Tools from workflows
+  tool_shed_url: https://toolshed.g2.bx.psu.edu/
+- name: hisat2
+  owner: iuc
+  revisions:
+  - 26371a1df031
+  tool_panel_section_label: Tools from workflows
+  tool_shed_url: https://toolshed.g2.bx.psu.edu/
+- name: stringtie
+  owner: iuc
+  revisions:
+  - 1ebd14235b92
+  tool_panel_section_label: Tools from workflows
+  tool_shed_url: https://toolshed.g2.bx.psu.edu/
diff --git a/experiments/google/values.yml b/experiments/google/values.yml
new file mode 100644
index 0000000..7d25756
--- /dev/null
+++ b/experiments/google/values.yml
@@ -0,0 +1,10 @@
+configs:
+  galaxy.yml:
+    galaxy:
+      job_metrics_config_file: job_metrics_conf.yml
+  job_metrics_conf.yml: 
+    - type: core
+    - type: cgroup
+    - type: cpuinfo
+    - type: meminfo
+    - type: uname
diff --git a/experiments/google/workflows/dna-cloud-costs.ga b/experiments/google/workflows/dna-cloud-costs.ga
new file mode 100644
index 0000000..f5176f3
--- /dev/null
+++ b/experiments/google/workflows/dna-cloud-costs.ga
@@ -0,0 +1,293 @@
+{
+    "a_galaxy_workflow": "true",
+    "annotation": "",
+    "format-version": "0.1",
+    "name": "Benchmarking DNA Cloud Costs",
+    "steps": {
+        "0": {
+            "annotation": "",
+            "content_id": null,
+            "errors": null,
+            "id": 0,
+            "input_connections": {},
+            "inputs": [
+                {
+                    "description": "",
+                    "name": "FASTQ Dataset"
+                }
+            ],
+            "label": "FASTQ Dataset",
+            "name": "Input dataset",
+            "outputs": [],
+            "position": {
+                "bottom": 291.0815869231722,
+                "height": 40.73332214355469,
+                "left": 456.7164179104477,
+                "right": 590.7164179104477,
+                "top": 250.34826477961752,
+                "width": 134,
+                "x": 456.7164179104477,
+                "y": 250.34826477961752
+            },
+            "tool_id": null,
+            "tool_state": "{\"optional\": false}",
+            "tool_version": null,
+            "type": "data_input",
+            "uuid": "f253e8a8-4744-4a1a-911e-d2637ae80e34",
+            "workflow_outputs": []
+        },
+        "1": {
+            "annotation": "",
+            "content_id": "toolshed.g2.bx.psu.edu/repos/devteam/bowtie2/bowtie2/2.4.2+galaxy0",
+            "errors": null,
+            "id": 1,
+            "input_connections": {
+                "library|input_1": {
+                    "id": 0,
+                    "output_name": "output"
+                }
+            },
+            "inputs": [],
+            "label": null,
+            "name": "Bowtie2",
+            "outputs": [
+                {
+                    "name": "output",
+                    "type": "bam"
+                }
+            ],
+            "position": {
+                "bottom": 235.6096954345703,
+                "height": 102.55000305175781,
+                "left": 753.9054756733908,
+                "right": 887.9054756733908,
+                "top": 133.0596923828125,
+                "width": 134,
+                "x": 753.9054756733908,
+                "y": 133.0596923828125
+            },
+            "post_job_actions": {},
+            "tool_id": "toolshed.g2.bx.psu.edu/repos/devteam/bowtie2/bowtie2/2.4.2+galaxy0",
+            "tool_shed_repository": {
+                "changeset_revision": "09b2cdb7ace5",
+                "name": "bowtie2",
+                "owner": "devteam",
+                "tool_shed": "toolshed.g2.bx.psu.edu"
+            },
+            "tool_state": "{\"analysis_type\": {\"analysis_type_selector\": \"simple\", \"__current_case__\": 0, \"presets\": \"no_presets\"}, \"library\": {\"type\": \"single\", \"__current_case__\": 0, \"input_1\": {\"__class__\": \"ConnectedValue\"}, \"unaligned_file\": \"false\", \"aligned_file\": \"false\"}, \"reference_genome\": {\"source\": \"indexed\", \"__current_case__\": 0, \"index\": \"hg38\"}, \"rg\": {\"rg_selector\": \"do_not_set\", \"__current_case__\": 3}, \"sam_options\": {\"sam_options_selector\": \"no\", \"__current_case__\": 1}, \"save_mapping_stats\": \"false\", \"__page__\": null, \"__rerun_remap_job_id__\": null}",
+            "tool_version": "2.4.2+galaxy0",
+            "type": "tool",
+            "uuid": "783f490d-0258-4731-bc86-31a767497c10",
+            "workflow_outputs": [
+                {
+                    "label": "Bowtie2 on input dataset(s): alignments",
+                    "output_name": "output",
+                    "uuid": "24b7f2fb-14f4-42c5-b436-e119427457cb"
+                }
+            ]
+        },
+        "2": {
+            "annotation": "",
+            "content_id": "toolshed.g2.bx.psu.edu/repos/devteam/bwa/bwa_mem/0.7.17.1",
+            "errors": null,
+            "id": 2,
+            "input_connections": {
+                "fastq_input|fastq_input1": {
+                    "id": 0,
+                    "output_name": "output"
+                }
+            },
+            "inputs": [],
+            "label": null,
+            "name": "Map with BWA-MEM",
+            "outputs": [
+                {
+                    "name": "bam_output",
+                    "type": "bam"
+                }
+            ],
+            "position": {
+                "bottom": 394.11716108179803,
+                "height": 102.54998779296875,
+                "left": 754.4030032940765,
+                "right": 888.4030032940765,
+                "top": 291.5671732888293,
+                "width": 134,
+                "x": 754.4030032940765,
+                "y": 291.5671732888293
+            },
+            "post_job_actions": {},
+            "tool_id": "toolshed.g2.bx.psu.edu/repos/devteam/bwa/bwa_mem/0.7.17.1",
+            "tool_shed_repository": {
+                "changeset_revision": "3fe632431b68",
+                "name": "bwa",
+                "owner": "devteam",
+                "tool_shed": "toolshed.g2.bx.psu.edu"
+            },
+            "tool_state": "{\"analysis_type\": {\"analysis_type_selector\": \"illumina\", \"__current_case__\": 0}, \"fastq_input\": {\"fastq_input_selector\": \"single\", \"__current_case__\": 1, \"fastq_input1\": {\"__class__\": \"ConnectedValue\"}}, \"reference_source\": {\"reference_source_selector\": \"cached\", \"__current_case__\": 0, \"ref_file\": \"hg38\"}, \"rg\": {\"rg_selector\": \"do_not_set\", \"__current_case__\": 3}, \"__page__\": null, \"__rerun_remap_job_id__\": null}",
+            "tool_version": "0.7.17.1",
+            "type": "tool",
+            "uuid": "f0376439-fdc2-4c24-b5ca-4586d5e3f884",
+            "workflow_outputs": [
+                {
+                    "label": "Map with BWA-MEM on input dataset(s) (mapped reads in BAM format)",
+                    "output_name": "bam_output",
+                    "uuid": "a5fbcc16-ce4c-4d98-8457-b327a3a93525"
+                }
+            ]
+        },
+        "3": {
+            "annotation": "",
+            "content_id": "toolshed.g2.bx.psu.edu/repos/devteam/bwa/bwa/0.7.17.4",
+            "errors": null,
+            "id": 3,
+            "input_connections": {
+                "input_type|fastq_input1": {
+                    "id": 0,
+                    "output_name": "output"
+                }
+            },
+            "inputs": [],
+            "label": null,
+            "name": "Map with BWA",
+            "outputs": [
+                {
+                    "name": "bam_output",
+                    "type": "bam"
+                }
+            ],
+            "position": {
+                "bottom": 535.8982566719624,
+                "height": 88.88333129882812,
+                "left": 752.6368098472481,
+                "right": 886.6368098472481,
+                "top": 447.0149253731343,
+                "width": 134,
+                "x": 752.6368098472481,
+                "y": 447.0149253731343
+            },
+            "post_job_actions": {},
+            "tool_id": "toolshed.g2.bx.psu.edu/repos/devteam/bwa/bwa/0.7.17.4",
+            "tool_shed_repository": {
+                "changeset_revision": "3fe632431b68",
+                "name": "bwa",
+                "owner": "devteam",
+                "tool_shed": "toolshed.g2.bx.psu.edu"
+            },
+            "tool_state": "{\"analysis_type\": {\"analysis_type_selector\": \"illumina\", \"__current_case__\": 0}, \"input_type\": {\"input_type_selector\": \"single\", \"__current_case__\": 2, \"fastq_input1\": {\"__class__\": \"ConnectedValue\"}, \"adv_se_options\": {\"adv_se_options_selector\": \"do_not_set\", \"__current_case__\": 1}}, \"reference_source\": {\"reference_source_selector\": \"cached\", \"__current_case__\": 0, \"ref_file\": \"hg38\"}, \"rg\": {\"rg_selector\": \"do_not_set\", \"__current_case__\": 3}, \"__page__\": null, \"__rerun_remap_job_id__\": null}",
+            "tool_version": "0.7.17.4",
+            "type": "tool",
+            "uuid": "db0f1bae-7b0f-4ff6-803c-1d68ae0b0704",
+            "workflow_outputs": [
+                {
+                    "label": "Map with BWA on input dataset(s) (mapped reads in BAM format)",
+                    "output_name": "bam_output",
+                    "uuid": "fc807a53-d803-422f-9694-174a5ca36523"
+                }
+            ]
+        },
+        "4": {
+            "annotation": "",
+            "content_id": "toolshed.g2.bx.psu.edu/repos/iuc/hisat2/hisat2/2.1.0+galaxy7",
+            "errors": null,
+            "id": 4,
+            "input_connections": {
+                "library|input_1": {
+                    "id": 0,
+                    "output_name": "output"
+                }
+            },
+            "inputs": [],
+            "label": null,
+            "name": "HISAT2",
+            "outputs": [
+                {
+                    "name": "output_alignments",
+                    "type": "bam"
+                }
+            ],
+            "position": {
+                "bottom": 673.4355762538625,
+                "height": 88.88334655761719,
+                "left": 753.6318650886194,
+                "right": 887.6318650886194,
+                "top": 584.5522296962453,
+                "width": 134,
+                "x": 753.6318650886194,
+                "y": 584.5522296962453
+            },
+            "post_job_actions": {},
+            "tool_id": "toolshed.g2.bx.psu.edu/repos/iuc/hisat2/hisat2/2.1.0+galaxy7",
+            "tool_shed_repository": {
+                "changeset_revision": "26371a1df031",
+                "name": "hisat2",
+                "owner": "iuc",
+                "tool_shed": "toolshed.g2.bx.psu.edu"
+            },
+            "tool_state": "{\"adv\": {\"input_options\": {\"input_options_selector\": \"defaults\", \"__current_case__\": 0}, \"alignment_options\": {\"alignment_options_selector\": \"defaults\", \"__current_case__\": 0}, \"scoring_options\": {\"scoring_options_selector\": \"defaults\", \"__current_case__\": 0}, \"spliced_options\": {\"spliced_options_selector\": \"defaults\", \"__current_case__\": 0}, \"reporting_options\": {\"reporting_options_selector\": \"defaults\", \"__current_case__\": 0}, \"output_options\": {\"output_options_selector\": \"defaults\", \"__current_case__\": 0}, \"sam_options\": {\"sam_options_selector\": \"defaults\", \"__current_case__\": 0}, \"other_options\": {\"other_options_selector\": \"defaults\", \"__current_case__\": 0}}, \"library\": {\"type\": \"single\", \"__current_case__\": 0, \"input_1\": {\"__class__\": \"ConnectedValue\"}, \"rna_strandness\": \"\"}, \"reference_genome\": {\"source\": \"indexed\", \"__current_case__\": 0, \"index\": \"hg38\"}, \"sum\": {\"new_summary\": \"false\", \"summary_file\": \"false\"}, \"__page__\": null, \"__rerun_remap_job_id__\": null}",
+            "tool_version": "2.1.0+galaxy7",
+            "type": "tool",
+            "uuid": "92fa568d-0ce5-450b-bfee-34ad271f936b",
+            "workflow_outputs": [
+                {
+                    "label": "HISAT2 on input dataset(s): aligned reads (BAM)",
+                    "output_name": "output_alignments",
+                    "uuid": "e55094e5-090b-4d58-9b98-3957d2256bad"
+                }
+            ]
+        },
+        "5": {
+            "annotation": "",
+            "content_id": "toolshed.g2.bx.psu.edu/repos/iuc/stringtie/stringtie/2.1.1",
+            "errors": null,
+            "id": 5,
+            "input_connections": {
+                "input_bam": {
+                    "id": 4,
+                    "output_name": "output_alignments"
+                }
+            },
+            "inputs": [],
+            "label": null,
+            "name": "StringTie",
+            "outputs": [
+                {
+                    "name": "output_gtf",
+                    "type": "gtf"
+                }
+            ],
+            "position": {
+                "bottom": 677.7141709968225,
+                "height": 88.88333129882812,
+                "left": 1092.363135494403,
+                "right": 1226.363135494403,
+                "top": 588.8308396979944,
+                "width": 134,
+                "x": 1092.363135494403,
+                "y": 588.8308396979944
+            },
+            "post_job_actions": {},
+            "tool_id": "toolshed.g2.bx.psu.edu/repos/iuc/stringtie/stringtie/2.1.1",
+            "tool_shed_repository": {
+                "changeset_revision": "1ebd14235b92",
+                "name": "stringtie",
+                "owner": "iuc",
+                "tool_shed": "toolshed.g2.bx.psu.edu"
+            },
+            "tool_state": "{\"adv\": {\"abundance_estimation\": \"false\", \"omit_sequences\": \"\", \"name_prefix\": \"\", \"fraction\": \"0.15\", \"min_tlen\": \"200\", \"min_anchor_len\": \"10\", \"min_anchor_cov\": \"1\", \"min_bundle_cov\": \"2\", \"bdist\": \"50\", \"bundle_fraction\": \"0.95\", \"disable_trimming\": \"false\", \"multi_mapping\": \"false\"}, \"guide\": {\"use_guide\": \"no\", \"__current_case__\": 0}, \"input_bam\": {\"__class__\": \"ConnectedValue\"}, \"long_reads\": \"false\", \"rna_strandness\": \"\", \"__page__\": null, \"__rerun_remap_job_id__\": null}",
+            "tool_version": "2.1.1",
+            "type": "tool",
+            "uuid": "81d506eb-915d-4c6b-81dd-87bb1ddae188",
+            "workflow_outputs": [
+                {
+                    "label": null,
+                    "output_name": "output_gtf",
+                    "uuid": "eb25e217-a8b3-407a-a38a-6382707919fd"
+                }
+            ]
+        }
+    },
+    "tags": [],
+    "uuid": "a3b920e7-ac96-45b1-8283-67119cd6ef1e",
+    "version": 9
+}
\ No newline at end of file
diff --git a/gcp.sh b/gcp.sh
new file mode 100644
index 0000000..3d81dc2
--- /dev/null
+++ b/gcp.sh
@@ -0,0 +1,3 @@
+export NAMESPACE=ks-benchmark
+export POD=galaxy-galaxy-galaxy-postgres-0
+export KUBECONFIG=~/.kube/configs/gcp
diff --git a/helm/cloudcosts-common.yml b/helm/cloudcosts-common.yml
new file mode 100644
index 0000000..c0c6edd
--- /dev/null
+++ b/helm/cloudcosts-common.yml
@@ -0,0 +1,44 @@
+image:
+  repository: galaxyproject/galaxy-min
+  tag: dev
+configs:
+  galaxy.yml:
+    galaxy:
+      admin_users: suderman@jhu.edu,bcarr15@jhu.edu,vwen2@jhu.edu,enis.afgan@gmail.com,admin@galaxyproject.org
+      job_metrics_config_file: job_metrics_conf.yml
+  job_metrics_conf.yml: 
+    - type: core
+    - type: cgroup
+    - type: cpuinfo
+    - type: meminfo
+    - type: uname
+  job_conf.yml:
+    runners:
+      k8s:
+        k8s_unschedulable_walltime_limit: 604800
+        k8s_walltime_limit: 604800
+cvmfs:
+  enabled: true
+  deploy: true
+initJob:
+  downloadToolConfs:
+    enabled: true
+persistence:
+  accessMode: ReadWriteMany
+  size: '50Gi'
+  storageClass: "nfs"
+postgresql:
+  deploy: true
+  galaxyDatabasePassword: galaxydbpassword
+  persistence:
+    storageClass: nfs
+ingress:
+  enabled: true
+  canary:
+    enabled: true
+  annotations:
+    cert-manager.io/cluster-issuer: letsencrypt-prod
+    nginx.ingress.kubernetes.io/proxy-body-size: "10G"
+    nginx.ingress.kubernetes.io/proxy-read-timeout: "600"
+
+
diff --git a/helm/cloudcosts-template.yml b/helm/cloudcosts-template.yml
new file mode 100644
index 0000000..7884911
--- /dev/null
+++ b/helm/cloudcosts-template.yml
@@ -0,0 +1,74 @@
+ingress:
+  enabled: true
+  canary:
+    enabled: true
+  annotations:
+    cert-manager.io/cluster-issuer: letsencrypt-prod
+    nginx.ingress.kubernetes.io/proxy-body-size: "10G"
+    nginx.ingress.kubernetes.io/proxy-read-timeout: "600"    
+  hosts:
+  - host: ~
+    paths:
+    - path: /galaxy
+  path: /galaxy
+  tls:
+    - secretName: {{ name }}-{{ domain }}-{{ tld }}
+      hosts:
+      - {{ name }}.{{ domain }}.{{ tld }}
+extraFileMappings:
+  /galaxy/server/static/welcome.html:
+    useSecret: false
+    applyToWeb: true
+    applyToNginx: true
+    tpl: true
+    content: |
+        <!DOCTYPE html>
+        <html lang="en">
+            <head>
+                <meta charset="utf-8">
+                <link rel="stylesheet" href="style/base.css" type="text/css" />
+            </head>
+            <body class="m-0">
+                <div class="py-4">
+                  <div class="container">
+                      <h1>Galaxy Cloud Costs</h1>
+                      <h2>{{ title }}</h2>
+                      <p>Welcome to the Galaxy Cloud Cost Benchmarking instance hosted on {{ location }}.
+                      This is a development instance used for testing and the node configuration will likely evolve over time.</p>
+                      <p>Please create an account using your JHU email address to be granted admin access to this server.</p>
+                      <h3>Resources</h3>
+                      <ul>
+                        <li><a href="https://docs.google.com/spreadsheets/d/1Vw9USjZ510joMGlIGEiT0x8FXRb2XspAeRiLAXpYVvM/edit#gid=0">Galaxy Benchmark History</a></li>
+                        <li>Observable worksheets</li>
+                        <li>Anything else we can think of</li>
+                      </ul>
+                  </div>
+              </div>
+                <div class="py-4">
+                    <div class="container">
+                        <p>Take an interactive tour:
+                            <a target="_parent" href="../tours/core.galaxy_ui" class="btn btn-secondary btn-sm">Galaxy UI</a>
+                            <a target="_parent" href="../tours/core.history" class="btn btn-secondary btn-sm">History</a>
+                            <a target="_parent" href="../tours/core.scratchbook" class="btn btn-secondary btn-sm">Scratchbook</a>
+                        </p>
+                    </div>
+                </div>
+                <div class="container">
+                    <p>
+                        <a target="_blank" class="reference" href="http://galaxyproject.org/">
+                        Galaxy</a> is an open platform for supporting data intensive
+                        research. Galaxy is developed by <a target="_blank" class="reference" href="https://galaxyproject.org/galaxy-team/">The Galaxy Team</a>
+                        with the support of  <a target="_blank" class="reference" href="https://github.com/galaxyproject/galaxy/blob/dev/CONTRIBUTORS.md">many contributors</a>.
+                    </p>
+                    <footer>
+                        The <a target="_blank" class="reference" href="http://galaxyproject.org/">Galaxy Project</a>
+                        is supported in part by <a target="_blank" class="reference" href="http://www.genome.gov">NHGRI</a>,
+                        <a target="_blank" class="reference" href="http://www.nsf.gov">NSF</a>,
+                        <a target="_blank" class="reference" href="http://www.huck.psu.edu">The Huck Institutes of the Life Sciences</a>,
+                        <a target="_blank" class="reference" href="http://www.ics.psu.edu">The Institute for CyberScience at Penn State</a>,
+                        and <a target="_blank" class="reference" href="http://www.jhu.edu/">Johns Hopkins University</a>.
+                    </footer>
+                </div>
+            </body>
+        </html>
+    
diff --git a/js.sh b/js.sh
new file mode 100644
index 0000000..52aec4a
--- /dev/null
+++ b/js.sh
@@ -0,0 +1,3 @@
+export NAMESPACE=initial
+export POD=galaxy-galaxy-1626291120-galaxy-postgres-0
+export KUBECONFIG=~/.kube/configs/js
diff --git a/query-all.sh b/query-all.sh
new file mode 100755
index 0000000..5633a55
--- /dev/null
+++ b/query-all.sh
@@ -0,0 +1,17 @@
+#!/usr/bin/env bash
+
+#QUERIES="numjobs history_runtimes"
+QUERIES="all_history_runtimes"
+
+if [[ ! -e results ]] ; then
+	echo "Making output directory"
+	mkdir results
+fi
+
+for cloud in js aws gcp ; do
+  source ./$cloud.sh
+  for query in $@ ; do
+    echo "Running $query on $cloud"
+	  kubectl exec -in $NAMESPACE $POD -- sudo -u postgres psql -d galaxy --csv < sql/$query.sql > results/$cloud-$query.csv
+	done
+done
diff --git a/results/aws-all_history_runtimes.csv b/results/aws-all_history_runtimes.csv
new file mode 100644
index 0000000..e69de29
diff --git a/results/aws-history_runtimes.csv b/results/aws-history_runtimes.csv
new file mode 100644
index 0000000..e394e03
--- /dev/null
+++ b/results/aws-history_runtimes.csv
@@ -0,0 +1,7 @@
+history_id,create_time,tool_id,job_memory_gb,cpu_count,total_runtime_sec
+20,2021-08-12 22:41:40.563219,toolshed.g2.bx.psu.edu/repos/bgruening/salmon/salmon/1.5.1+galaxy0,0.00000000000000000000,1,1
+20,2021-08-12 22:41:40.423673,toolshed.g2.bx.psu.edu/repos/devteam/bowtie2/bowtie2/2.4.2+galaxy0,0.00000000000000000000,1,1
+20,2021-08-12 22:41:40.613855,toolshed.g2.bx.psu.edu/repos/iuc/stringtie/stringtie/2.1.1,0.00000000000000000000,1,1
+20,2021-08-12 22:41:40.492723,toolshed.g2.bx.psu.edu/repos/iuc/kallisto_quant/kallisto_quant/0.46.2+galaxy0,0.00000000000000000000,1,1
+20,2021-08-12 22:41:40.304246,toolshed.g2.bx.psu.edu/repos/devteam/fastq_paired_end_deinterlacer/fastq_paired_end_deinterlacer/1.1.5,0.00000000000000000000,1,1
+20,2021-08-12 22:41:40.366969,toolshed.g2.bx.psu.edu/repos/devteam/bwa/bwa_mem/0.7.17.1,0.00000000000000000000,1,1
diff --git a/results/aws-numjobs.csv b/results/aws-numjobs.csv
new file mode 100644
index 0000000..ae1ae4c
--- /dev/null
+++ b/results/aws-numjobs.csv
@@ -0,0 +1,12 @@
+date,tool_id,num_jobs
+2021-08,toolshed.g2.bx.psu.edu/repos/iuc/stringtie/stringtie/2.1.1,71
+2021-08,toolshed.g2.bx.psu.edu/repos/devteam/bwa/bwa_mem/0.7.17.1,71
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diff --git a/results/gcp-all_history_runtimes.csv b/results/gcp-all_history_runtimes.csv
new file mode 100644
index 0000000..e69de29
diff --git a/results/gcp-history_runtimes.csv b/results/gcp-history_runtimes.csv
new file mode 100644
index 0000000..2a35c3f
--- /dev/null
+++ b/results/gcp-history_runtimes.csv
@@ -0,0 +1,6 @@
+history_id,create_time,tool_id,job_memory_gb,cpu_count,total_runtime_sec
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diff --git a/results/gcp-numjobs.csv b/results/gcp-numjobs.csv
new file mode 100644
index 0000000..3b763f3
--- /dev/null
+++ b/results/gcp-numjobs.csv
@@ -0,0 +1,12 @@
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diff --git a/results/js-all_history_runtimes.csv b/results/js-all_history_runtimes.csv
new file mode 100644
index 0000000..e69de29
diff --git a/results/js-history_runtimes.csv b/results/js-history_runtimes.csv
new file mode 100644
index 0000000..b423b82
--- /dev/null
+++ b/results/js-history_runtimes.csv
@@ -0,0 +1,24 @@
+history_id,create_time,tool_id,job_memory_gb,cpu_count,total_runtime_sec
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diff --git a/results/js-numjobs.csv b/results/js-numjobs.csv
new file mode 100644
index 0000000..f72e6f5
--- /dev/null
+++ b/results/js-numjobs.csv
@@ -0,0 +1,45 @@
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diff --git a/sql/.gitignore b/sql/.gitignore
new file mode 100644
index 0000000..e4d2245
--- /dev/null
+++ b/sql/.gitignore
@@ -0,0 +1,3 @@
+.DS_Store
+.idea/
+.venv/
diff --git a/sql/all_history_runtimes.sql b/sql/all_history_runtimes.sql
new file mode 100644
index 0000000..4f183bf
--- /dev/null
+++ b/sql/all_history_runtimes.sql
@@ -0,0 +1,70 @@
+-- Calculate runtime of each job in a history, reporting tool id, real runtime,
+-- system runtime, allocated amount of memory, and number of CPUs.
+SELECT
+    j.history_id,
+    j.create_time,
+    j.tool_id,
+    ROUND(job_memory_gb, 1) AS job_memory_gb,
+    cpu_count :: int,
+    (cpu_count * runtime_seconds) :: int AS system_runtime_sec,
+    runtime_seconds :: int AS real_runtime_sec
+FROM
+    (
+        SELECT
+            id,
+            user_id,
+            history_id,
+            history_name,
+            create_time,
+            tool_id,
+            COALESCE(
+                (
+                    SELECT
+                        metric_value
+                    FROM
+                        job_metric_numeric
+                    WHERE
+                        metric_name = 'galaxy_memory_mb'
+                        AND job_metric_numeric.job_id = job.id
+                ),
+                0
+            ) / 1000.00 AS job_memory_gb,
+            COALESCE(
+                (
+                    SELECT
+                        metric_value
+                    FROM
+                        job_metric_numeric
+                    WHERE
+                        metric_name = 'galaxy_slots'
+                        AND job_metric_numeric.job_id = job.id
+                ),
+                1
+            ) AS cpu_count,
+            COALESCE(
+                (
+                    SELECT
+                        metric_value
+                    FROM
+                        job_metric_numeric
+                    WHERE
+                        metric_name = 'runtime_seconds'
+                        AND job_metric_numeric.job_id = job.id
+                ),
+                1
+            ) AS runtime_seconds
+        FROM
+            job
+        WHERE
+            job.id IN (
+                SELECT
+                    job_id
+                FROM
+                    dataset
+                    INNER JOIN history_dataset_association ON history_dataset_association.dataset_id = dataset.id
+                WHERE
+                    history_dataset_association.deleted = false
+            )
+    ) AS j
+ORDER BY
+    j.create_time DESC;