This guide describes how to set up an N-node vHive serverless cluster with Firecracker MicroVMs. See here to learn where to find table of contents.
To see how to setup a single node cluster with stock-only or gVisor, see Developer's guide.
- Two x64 servers in the same network.
- vHive is now compatible with arm64 Ubuntu 18.04 servers for multi-node clusters using the
stock-only
setting. Other configurations and OS versions have not been tested at this time.
- vHive is now compatible with arm64 Ubuntu 18.04 servers for multi-node clusters using the
- Hardware support for virtualization and KVM.
- Nested virtualization is supported provided that KVM is available.
- The root partition of the host filesystem should be mounted on an SSD. That is critical for snapshot-based cold-starts.
- We expect vHive to work on machines that use HDDs but there could be timeout-related issues with large Docker images (>1GB).
- Ubuntu/Debian with sudo access and
apt
package manager on the host (tested on Ubuntu 20.04).- Other OS-es require changes in our setup scripts, but should work in principle.
- Passwordless SSH. Copy the SSH keys that you use to authenticate on GitHub to all the nodes and
type
eval "$(ssh-agent -s)" && ssh-add
to allow ssh authentication in the background.
We suggest renting nodes on CloudLab as their service is available to researchers world-wide.
Please make sure that you are using a "bash" shell whenever you connect via ssh to your cluster nodes, otherwise running some of the following commands will prompt a "Missing name for redirect" error. If you chose to use CloudLab, this can be done by selecting the current user's profile (upper left corner on any CloudLab page once logged in) --> Manage account --> Default Shell --> select "bash" from the drop down menu --> Save. Sometimes the default shell preference gets overwritten therefore, once you connect to a cluster node, check what type of shell you have opened by running the following command:
echo $SHELL
The expected output should be:
/bin/bash
If the opened shell is not a "bash" one, you can just type "bash" in the terminal and it will change the current shell to "bash".
You can use our CloudLab profile ntu-cloud/vhive-ubuntu20.
It is recommended to use a base Ubuntu 20.04 image for each node and connect the nodes in a LAN.
We tested the following instructions by setting up a 2-node cluster on Cloudlab, using all of the following SSD-equipped machines: xl170
on Utah, rs440
on Mass, m400
on OneLab. xl170
are normally less occupied than the other two, and users can consider other SSD-based machines too.
SSD-equipped nodes are highly recommended. Full list of CloudLab nodes can be found here.
If you intend to build the setup scripts from source, you need to install go by running: (This will install version 1.21.1
. You can configure the version to install in configs/setup/system.json
as GoVersion
)
./scripts/install_go.sh; source /etc/profile
Another option is to install using official instructions: https://golang.org/doc/install. Note that the version should be at least 1.21
.
- Confirm the installation:
go version
On each node (both master and workers), make sure you have Go (version 1.19 at least) installed on your system and added to PATH
if you want to build the setup scripts from source, execute the following instructions below as a non-root user with sudo rights using bash:
-
Clone the vHive repository
git clone --depth=1 https://github.com/vhive-serverless/vhive.git
-
Create a directory for vHive logs:
mkdir -p /tmp/vhive-logs/
-
Change your working directory to the root of the repository:
cd vhive
-
Get the setup scripts:
pushd scripts && go build -o setup_tool && popd && mv scripts/setup_tool .
Note: All setup logs will be generated and saved to your current working directory.
-
Run the node setup script:
Note - stargz deployments:
eStargz is a lazily-pullable image format developed to improve the performance of container boot-ups by making better usage of the layering structure of container images. The image format is compatible to OCI/Docker images, therefore it allows pushing images to standard container registries. To enable runs with
stargz
images, setup kubelet by adding thestock-only
anduse-stargz
flags as follows:./setup_tool setup_node stock-only use-stargz
IMPORTANT Currently
stargz
is only supported in native kubelet contexts without firecracker. Therefore, the following steps from this guide must not be executed:2.3 - Start firecracker-containerd in a background terminal named firecracker
,2.4 - Build vHive host orchestrator
,2.5 - Start vHive in a background terminal named vhive
.
For the standard setup, run the following script:
./setup_tool setup_node firecracker
BEWARE:
This script can generate some error logs when creating the devmapper at the end. This can be safely ignored.
On each worker node, execute the following instructions below as a non-root user with sudo rights using bash:
-
Run the script that setups kubelet:
IMPORTANT: If step
1.4 - Run the node setup script
was executed with thestock-only
flag, execute the following instead:./setup_tool setup_worker_kubelet stock-only
For the standard kubelet setup, run the following script:
./setup_tool setup_worker_kubelet firecracker
-
Start
containerd
in a background terminal namedcontainerd
:sudo screen -dmS containerd bash -c "containerd > >(tee -a /tmp/vhive-logs/containerd.stdout) 2> >(tee -a /tmp/vhive-logs/containerd.stderr >&2)"
Note:
screen
is a terminal multiplexer similar totmux
but widely available by default.Starting long-running daemons in the background using
screen
allows you to use a single terminal (an SSH session most likely) by keeping it unoccupied and ensures that daemons will not be terminated when you logout (voluntarily, or because of connection issues).- To (re-)attach a background terminal:
sudo screen -rd <name>
- To detach (from an attached terminal):
Ctrl+A then D - To kill a background terminal:
sudo screen -XS <name> quit
- To list all the sessions:
sudo screen -ls
- To (re-)attach a background terminal:
-
Start
firecracker-containerd
in a background terminal namedfirecracker
:sudo PATH=$PATH screen -dmS firecracker bash -c "/usr/local/bin/firecracker-containerd --config /etc/firecracker-containerd/config.toml > >(tee -a /tmp/vhive-logs/firecracker.stdout) 2> >(tee -a /tmp/vhive-logs/firecracker.stderr >&2)"
-
Build vHive host orchestrator:
source /etc/profile && go build
-
Start
vHive
in a background terminal namedvhive
:# EITHER sudo screen -dmS vhive bash -c "./vhive > >(tee -a /tmp/vhive-logs/vhive.stdout) 2> >(tee -a /tmp/vhive-logs/vhive.stderr >&2)" # OR sudo screen -dmS vhive bash -c "./vhive -snapshots > >(tee -a /tmp/vhive-logs/vhive.stdout) 2> >(tee -a /tmp/vhive-logs/vhive.stderr >&2)"
Note:
By default, the microVMs are booted,
-snapshots
enables snapshots after the 2nd invocation of each function.If
-snapshots
and-upf
are specified, the snapshots are accelerated with the Record-and-Prefetch (REAP) technique that we described in our ASPLOS'21 paper (extended abstract, full paper). This feature is currently disabled due to the Firecracker version upgrade but WIP (see GH-807). It is available in the
legacy branch.
On the master node, execute the following instructions below as a non-root user with sudo rights using bash:
-
Start
containerd
in a background terminal namedcontainerd
:sudo screen -dmS containerd bash -c "containerd > >(tee -a /tmp/vhive-logs/containerd.stdout) 2> >(tee -a /tmp/vhive-logs/containerd.stderr >&2)"
-
Run the script that creates the multinode cluster (without
stargz
):./setup_tool create_multinode_cluster firecracker
BEWARE:
The script will ask you the following:
All nodes need to be joined in the cluster. Have you joined all nodes? (y/n)
Leave this hanging in the terminal as we will go back to this later.
This step will print the command to join the cluster, run it on each worker node.
IMPORTANT: If you built the cluster using the
stock-only
flag, execute the following script instead:./setup_tool create_multinode_cluster stock-only
On each worker node, execute the following instructions below as a non-root user with sudo rights using bash:
-
Add the current worker to the Kubernetes cluster, by executing the command you have copied in step (3.2) using sudo:
sudo kubeadm join IP:PORT --token <Token> --discovery-token-ca-cert-hash <Token Hash> > >(tee -a /tmp/vhive-logs/kubeadm_join.stdout) 2> >(tee -a /tmp/vhive-logs/kubeadm_join.stderr >&2)
Note:
On success, you should see the following message:
This node has joined the cluster: * Certificate signing request was sent to apiserver and a response was received. * The Kubelet was informed of the new secure connection details.
Note:
In case of failure
error execution phase preflight: couldn't validate the identity of the API Server: Get "https://10.0.0.1:6443/api/v1/namespaces/kube-public/configmaps/cluster-info?timeout=10s": dial tcp 10.0.0.1:6443: connect: connection refused
Check the configuration of the firewall and make sure that traffic for the port
6443
is allowed.
On the master node, execute the following instructions below as a non-root user with sudo rights using bash:
- As all worker nodes have been joined, and answer with
y
to the prompt we have left hanging in the terminal. - As the cluster is setting up now, wait until all pods show as
Running
orCompleted
:watch kubectl get pods --all-namespaces
Congrats, your Knative cluster is ready!
In essence, you will execute the same commands for master and worker setups but on a single node.
5 seconds delay has been added between the commands to ensure that components have enough time to initialize.
Execute the following below as a non-root user with sudo rights using bash:
- Run the node setup script:
./setup_tool setup_node firecracker
Note: To enable runs with
stargz
images, setup kubelet by adding thestock-only
anduse-stargz
flags as follows:./setup_tool setup_node stock-only use-stargz
IMPORTANT Currently
stargz
is only supported in native kubelet contexts without firecracker. Therefore, the following steps from this guide must not be executed:1.3 - Start firecracker-containerd in a background terminal named firecracker
,1.5 - Start vHive in a background terminal named vhive
.
- Start
containerd
in a background terminal namedcontainerd
:sudo screen -dmS containerd containerd; sleep 5;
Note:
Regarding
screen
and starting daemons in background terminals, see the note in step 2 of subsection II.2 Setup Worker Nodes. - Start
firecracker-containerd
in a background namedfirecracker
:sudo PATH=$PATH screen -dmS firecracker /usr/local/bin/firecracker-containerd --config /etc/firecracker-containerd/config.toml; sleep 5;
- Build vHive host orchestrator:
source /etc/profile && go build;
- Start
vHive
in a background terminal namedvhive
:sudo screen -dmS vhive ./vhive; sleep 5;
- Run the single node cluster setup script:
./setup_tool create_one_node_cluster firecracker
IMPORTANT: If you setup the node using the
stock-only
flag, execute the following script instead:./setup_tool create_one_node_cluster stock-only
./scripts/github_runner/clean_cri_runner.sh
This script stops the existing cluster if any, cleans up and then starts a fresh single-node cluster.
# specify if to enable debug logs; cold starts: snapshots, REAP snapshots
export GITHUB_VHIVE_ARGS="[-dbg] [-snapshots]"
./setup_tool start_onenode_vhive_cluster firecracker
Note:
See note in II.2.5 for details about snapshots.
This section is only for synchronous (i.e., Knative Serving) functions. Please refer to Adding Benchmarks to vHive/Knative and Stock Knative for benchmarking asynchronous (i.e., Knative Eventing) case and more details about both.
On the master node, execute the following instructions below using bash:
-
Clone vSwarm repo:
git clone --depth=1 --branch=v1.0 https://github.com/vhive-serverless/vSwarm ~/vswarm cd ~/vswarm
Note: all the following commands in this section should be executed from the
vswarm
directory. To return to thevhive
directory, runcd -
. -
Optionally, configure the types and the number of functions to deploy in
tools/deployer/functions.json
. -
Run the deployer client:
source /etc/profile && pushd ./tools/deployer && go build && popd && ./tools/deployer/deployer -funcPath ~/vhive/configs/knative_workloads
BEWARE:
Deployer cannot be used for Knative eventing (i.e., asynchronous) workflows. You need to deploy them manually instead.
Deployer uses YAML files defined in configs/knative-workload that are specific to firecracker. Please refer to the Developer's Guide for deploying functions in the container or gVisor based environment.
Note:
There are runtime arguments that you can specify if necessary.
The script writes the deployed functions' endpoints in a file (
endpoints.json
by default).
On any node, execute the following instructions below using bash:
-
Run the invoker client:
pushd ./tools/invoker && go mod tidy && go build && popd && ./tools/invoker/invoker
Note:
In order to run the invoker client on another node, copy the
endpoints.json
file to the target node and run the invoker, specifying the path to the file as-endpointsFile path/to/endpoints.json
.There are runtime arguments (e.g., RPS or requests-per-second target, experiment duration) that you can specify if necessary.
After invoking the functions from the input file (
endpoints.json
by default), the script writes the measured latencies to an output file (rps<RPS>_lat.csv
by default, where<RPS>
is the observed requests-per-sec value) for further analysis.
On the master node, execute the following instructions below using bash:
- Delete all deployed functions:
kn service delete --all
This section provides an example function run using a nodejs
base image that has been converted to the stargz
format. To create other images supported by stargz
, please refer to the creating-estargz-images-using-ctr-remote section of the official stargz
repository or follow the instructions below.
If all installation steps have been followed accordingly, the ctr-remote
CLI tool will be available on your node(s).
To start, pull the image by replacing the path in the following command:
ctr-remote image pull <registry/image:tag>
Next, convert the image to the eStargz expected format by replacing the old path and new path in the following:
ctr-remote image optimize --oci <registry/image:tag> <registry/image:new_tag>
Finally, push the image to your repository by replacing the new path in the following:
ctr-remote image push <registry/image:new_tag>
Note
If prompted for authentication, add the following flag to the previous command:
-u name:auth_token
Our example deployment configuration can be found in /configs/knative_workloads/stargz-node.yaml and can be run with:
kn service apply stargz-test -f configs/knative_workloads/stargz-node.yaml --concurrency-target 1
To create your own deployment, replace the marked fields as needed:
apiVersion: serving.knative.dev/v1
kind: Pod
metadata:
// required
name: <deployment_name>
spec:
template:
spec:
containers:
// required
- name: <container_name>
// required
image: <stargz_image_registry_path>
// optional
command: [<command>]
// optional
args: <args>
// optional
ports:
- containerPort: <port_number>
On the master node, execute the following using bash:
kn service apply <name> -f <yaml_config_path> --concurrency-target 1
Interact with the deployed function from any node using the exposed interface of the deployed function. Considering our example deployment running exposing port 80
we can run:
curl http://stargz-test.default.<deployment_ip>.sslip.io
On the master node, execute the following using to delete all deployed functions:
kn service delete --all