From 6b65140c2f23ec3ff739883cc6dcde883ce69574 Mon Sep 17 00:00:00 2001 From: Aviral Takkar <39969667+avtakkar@users.noreply.github.com> Date: Wed, 13 Mar 2024 16:51:01 -0700 Subject: [PATCH] docs: add design (#7) * docs: add design * docs: update --- README.md | 298 ++++++++++++++++++++++----- assets/images/file-system-layout.png | Bin 0 -> 95491 bytes 2 files changed, 251 insertions(+), 47 deletions(-) create mode 100644 assets/images/file-system-layout.png diff --git a/README.md b/README.md index 30ec4d5..5035a43 100644 --- a/README.md +++ b/README.md @@ -1,10 +1,10 @@ # peerd -[![Go Report Card]][go-report-card] [![Build Status]][build-status] [![Kind CI Status]][kind-ci-status] [![Docker Release CI]][release-ci] -![Code Coverage] +[![CodeQL]][code-ql] +[![Go Report Card]][go-report-card] This project implements peer to peer distribution of content (such as files or OCI container images) in a Kubernetes cluster. The source of the content could be another node in the same cluster, an OCI container registry (like Azure @@ -13,7 +13,7 @@ Container Registry) or a remote blob store (such as Azure Blob Storage). #### Important Disclaimer This project is work in progress and can be used for experimental and development purposes. -It is not yet production ready, but we're getting there. +It is not yet production ready, but under active development. ## Quickstart @@ -39,14 +39,16 @@ help Generates help for all targets with a description ### Deploy `peerd` to Your Cluster Using `helm` +`peerd` is a self-contained binary that can be run directly on each node of a cluster, as a systemd service ([peerd.service]). +Alternatively, it can also be deployed as DaemonSet pods using the [helm chart]. + #### Prerequisites * An existing Kubernetes cluster with * containerd as the container runtime. -You can deploy `peerd` to your existing cluster using the included [helm chart]. With containerd, `peerd` leverages the -[hosts configuration][containerd hosts] to act as a mirror for container images. The helm chart deploys a DameonSet to -the `peerd-ns` namespace, and mounts the containerd socket to the `peerd` containers. +With containerd, `peerd` leverages the [hosts configuration][containerd hosts] to act as a mirror for container images. +The [helm chart] deploys a DameonSet to the `peerd-ns` namespace, and mounts the containerd socket to the `peerd` containers. The `peerd` container image is available at `ghcr.io/azure/acr/peerd`. To deploy, run the following. @@ -59,8 +61,8 @@ CLUSTER_CONTEXT= && \ --set peerd.image.ref=ghcr.io/azure/acr/dev/peerd:$TAG ``` -By default, `mcr.microsoft.com` and `ghcr.io` are mirrored, but this is configurable. For example, to `docker.io`, run -the following. +By default, `mcr.microsoft.com` and `ghcr.io` are mirrored, but this is configurable. For example, to mirror `docker.io` +as well, run the following. ```bash CLUSTER_CONTEXT= && \ @@ -114,13 +116,13 @@ $ make kind-delete ### Run a Test Workload -There are two kinds of test workloads avaialbe in this repository: +There are two kinds of test workloads available in this repository: -1. Simple peer to peer sharing of a file, specified by the range of bytes to read. - * This scenario is useful for block level file drivers, such as [Overlaybd]. +1. Simple peer to peer file sharing by specifying the range of bytes to read. + * This enables block level file drivers, such as [Overlaybd], to use `peerd` as the p2p proxy. * This test is run by deploying the `random` test workload to the kind cluster. - * The test deploys a workload to each node, and outputs performance metrics that are observed by the test app, - such as the speed of download aggregated at the 50th, 75th and 90th percentiles, and error rates. + * The workload is deployed to each node, and outputs performance metrics that are observed by it, such as the speed + of downloads and error rates. ```bash $ make build-image tests-random-image && \ @@ -136,11 +138,11 @@ There are two kinds of test workloads avaialbe in this repository: $ make kind-delete ``` -2. Peer to peer sharing of container images that are available in the containerd store of a node. - * This scenario is useful for downloading container images to a cluster. +2. Peer to peer sharing of container images that are available in the containerd content store of a node. + * This enables pulling container images from peers in the cluster, instead of from the registry. * This test is run by deploying the `ctr` test workload to the kind cluster. - * The test deploys a workload to each node, and outputs performance metrics that are observed by the test app, - such as the speed of download aggregated at the 50th, 75th and 90th percentiles, and error rates. + * The workload is deployed to each node, and outputs performance metrics that are observed by it, such as the speed + of downloads and error rates. ```bash $ make build-image tests-scanner-image && \ @@ -170,41 +172,233 @@ The build produces a binary and a systemd service unit file. Additionally, it bi |-- swagger.yml # The swagger file for the REST API ``` -### Throughput Improvements +## Features -An Overlaybd image was created for a simple application that reads an entire file (see [scanner]). The performance is -compared when running this container in p2p vs non-p2p mode on a 3 node AKS cluster with [ACR Artifact Streaming]. +`peerd` allows a Kubenetes node to share its container images (when using containerd) with other nodes in the cluster. +It also allows a node to act as a mirror for files obtained from any HTTP upstream source (such as an [Azure Blob] using +a [SAS URL]), and can discover and serve a specified byte range of the file to/from other nodes in the cluster. -| Mode | File Size (Mb) | Throughput (MB/s) | -| -------------------- | -------------- | ----------------- | -| Non P2P | 200 | 3.5, 3.8, 3.9 | -| P2P (no prefetching) | 600 | 3.8, 3.9, 4.9 | -| P2P with prefetching | 200 | 6.5, 11, 13 | +### Peer-to-Peer File Sharing -## Features +When a range of an HTTP file is requested, `peerd` first attempts to discover if any of its peers already have that exact +range. The file is identified by its SHA256 digest, and only upstream URLs that specify this digest are supported. + +For example, to download the first 100 bytes of a layer of the `mcr.microsoft.com/hello-world:latest` container image, +whose SAS URL can be obtained by querying `GET https://mcr.microsoft.com/v2/hello-world/blobs/sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4`, the following request can be made to `peerd`, +which is assumed to run at `http://localhost:30000`. + +```bash +GET http://localhost:30000/blobs/https://westus2.data.mcr.microsoft.com/01031d61e1024861afee5d512651eb9f-h36fskt2ei//docker/registry/v2/blobs/sha256/a3/a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4/data?se=2024-03-13T21%3A35%3A45Z&sig=mSdsz%2FXkQjze%2Bzhy7pEAlr0WPrUnlhbcgnPfAoxVzuE%3D&sp=r&spr=https&sr=b&sv=2018-03-28&regid=01031d61e1024861afee5d512651eb9f + +Range: bytes=0-100 +``` + +`peerd` will first attempt to discover this range from its peers, and if not found, will download the range from one of +them. If not found, it will download the range from the upstream HTTP source and serve it to the client. Additionally, +the instance will cache the bytes (and optionally, prefetch the entire file) and advertise the cached bytes to its peers, +so that they can serve it in the future without having to download it from the upstream source. + +This approach requires an exact knowledge of parsing the digest from the HTTP URL, and is currently supported for the +following: -`peerd` allows a node to share content with other nodes in a cluster. Specifically: +1. `mcr.microsoft.com` +2. Azure Container Registry -* A `peerd` node can share (parts of) a file with another node. The file itself may have been acquired from an upstream - source by `peerd`, if no other node in the cluster had it to begin with. +With this facility, `peerd` can be used as the [p2p proxy] for [Overlaybd]. + +```json +"p2pConfig": { + "enable": true, + "address": "localhost:30000/blobs" +} +``` -* A `peerd` node can share a container image from the local `containerd` content store with another node. +### Peer-to-Peer Container Image Sharing + +Pulling a container image to a node in Kubernetes is often a time consuming process, especially in scenarios where the +registry becomes a bottleneck, such as deploying a large cluster or scaling out in response to bursty traffic. To increase +throughput, nodes in the cluster which already have the image can be used as an alternate image source. `peerd` subscribes +to events in the containerd content store, and advertises local images to peers. When a node needs an image, it can query +its peers for the image, and download it from them instead of the registry. Containerd has a [mirror][containerd hosts] +facility that can be used to configure `peerd` as the mirror for container images. The APIs are described in the [swagger.yaml]. ## Design and Architecture -`peerd` is a self-contained binary that is designed to run as on each node of a cluster. It can be deployed as a -systemd service (`peerd.service`), or as a container, such as by using a Kubernetes DaemonSet. It relies on accessing -the Kubernetes API to run a leader election, and to discover other `peerd` instances in the cluster. +![cluster-arch] + +The design is inspired from the [Spegel] project, which is a peer to peer proxy for container images that uses libp2p. +In this section, we describe the design and architecture of `peerd`. + +### Background + +An OCI image is composed of multiple layers, where each layer is stored as a blob in the registry. When a container +application is deployed to a cluster such as an AKS or ACI, the container image must first be downloaded to each node +where it’s scheduled to run. If the image is too large, downloading it often becomes the most time-consuming step of +starting the application. This download step most impacts two scenarios: + +a) Where the application needs to scale immediately to handle a burst of requests, such as an e-commerce application + dealing with a sudden increase in shoppers; or + +b) Where the application must be deployed on each node of a large cluster (say 1000+ nodes) and the container image + itself is very large (multiple Gbs), such as training a large language model. + +ACR Teleport addresses scenario a by allowing a container to quickly start up using the registry as a remote filesystem +and downloading only specific parts of files needed for it to serve requests. However, scenario b will continue to be +impacted by increased latencies due to the requirement of downloading entire layers from the registry to all nodes before +the application can run. Here, the registry can become a bottleneck for the downloads. + +To minimize network I/O to the remote registry and improve speed, once an image (or parts of it) has been downloaded by +a node, other nodes in the cluster can leverage this peer and download from it rather than from the remote ACR. This can +reduce network traffic to the registry and improve the average download speed per node. Peers must be able to discover +content already downloaded to the network and share it with others. Such p2p distribution would benefit both scenarios +above, a (Teleport) and b (regular non-Teleport). + +### Design + +There are four main components to the design that together make up the `peerd` binary: + +1. Peer to Peer Router +2. File Cache +3. Containerd Content Store Subscriber +4. P2P Proxy Server + +#### Peer to Peer Router + +The p2p router is the core component responsible for discovering peers in the local network and maintaining a distributed +hash table (DHT) for content lookup. It provides the ability to advertise local content to the network, as well as +discover peers that have specific content. The DHT protocol is called Kademlia, which provides provable consistency and +performance. Please reference the [white paper] for details. + +##### Bootstrap + +When a node is created, it must obtain some basic information to join the p2p network, such as the addresses and public +keys of nodes already in the network to initialize its DHT. One way to do this is to connect to an existing node in the +network and ask it for this information. So, which node should it connect to? To make this process completely automatic, +we leverage leader election in k8s, and connect to the leader to bootstrap. + +Although this introduces a dependency on the k8s runtime APIs and kubelet credentials for leader election and is the +current approach, an alternative would be to use a statically assigned node as a bootstrapper. + +##### Configuration + +The router uses the following configuration to connect to peers: + +| Name | Value | Description | +| -------------- | ----- | --------------------------------------------- | +| ResolveTimeout | 20ms | The time to wait for a peer to resolve | +| ResolveRetries | 3 | The number of times to retry resolving a peer | + +##### Advertisements + +Once the node has completed bootstrapping, it is ready to advertise its content to the network. There are two sources +for this content: -> The commands `make kind-create kind-deploy` can be used as a reference for deployment. +1. Containerd Content Store: this is where images pulled to the node are available, see section + [Containerd Content Store Subscriber]. -### Cluster Operations +2. File cache: this is where files pulled to the node are available, see section [File Cache]. -![cluster-arch] \ +Advertising means adding the content's key to the node's DHT, and optionally, announcing the available content on the +network. The key used is the sha256 digest of the content. + +##### Resolution + +A key is resolved to a node based on the closeness metric discussed in the Kademlia paper. With advertisements, +resolution is very fast (overhead of ~1ms in AKS). + +#### File Cache + +The file cache is a cache of files on the local file system. These files correspond to layers of a teleported image. + +##### Prefetching + +The first time a request for a file is made, the range of requested bytes is served from the remote source (either peer +or upstream). At the same time, multiple prefetch tasks are kicked off, which download fixed size chunks of the file +parallelly (from peer or upstream) and store them in the cache. The default configuration is as follows: + +| Name | Value | Description | +| --------------- | ----- | --------------------------------------------------------------------------------------- | +| ChunkSize | 1 Mib | The size of a single chunk of a file that is downloaded from remote and cached locally. | | +| PrefetchWorkers | 50 | The total number of workers available for downloading file chunks. | + +##### File System Layout + +Below is an example of what the file cache looks like. Here, five files are cached (the folder name of each is its digest, +shortened in the example below), and for each file, some chunks have been downloaded. For example, for the file +095e6bc048, four chunks are available in the cache. The name of each chunk corresponds to an offset in the file. So, +chunk 0 is the portion of 095e6bc048 starting at offset 0 of size ChunkSize. Chunk 1048576 is the portion of 095e6bc048 +starting at offset 1048576 of size ChunkSize. And so on. + +![file-system-layout] + +#### Containerd Content Store Subscriber + +This component is responsible for discovering layers in the local containerd content store and advertising them to the +p2p network using the p2p router component, enabling p2p distribution for regular image pulls. + +#### P2P Proxy Server + +The p2p proxy server (a.k.a. p2p mirror) serves the node’s content from the file cache or containerd content store. +There are two scenarios for accessing the proxy: + +1. Overlaybd TCMU driver: this is the Teleport scenario. + +The driver makes requests like the following to the p2p proxy. + +```bash +GET http://localhost:5000/blobs/https://westus2.data.mcr.microsoft.com/01031d61e1024861afee5d512651eb9f36fskt2ei//docker/registry/v2/blobs/sha256/1b/1b930d010525941c1d56ec53b97bd057a67ae1865eebf042686d2a2d18271ced/data?se=20230920T01%3A14%3A49Z&sig=m4Cr%2BYTZHZQlN5LznY7nrTQ4LCIx2OqnDDM3Dpedbhs%3D&sp=r&spr=https&sr=b&sv=2018-03-28®id=01031d61e1024861afee5d512651eb9f + +Range: bytes=456-990 +``` + +Here, the p2p proxy is listening at `localhost:5000`, and it is passed in the full SAS URL of the layer. The SAS URL was +previously obtained by the driver from the ACR. The proxy will first attempt to locate this content in the p2p network +using the router. If found, the peer will be used to reverse proxy the request. Otherwise, after the configured resolution +timeout, the request will be proxied to the upstream storage account. + +2. Containerd Hosts: this is the non-Teleport scenario. + +Here, containerd is configured to use the p2p mirror using its hosts configuration. The p2p mirror will receive registry +requests to the /v2 API, following the OCI distribution API spec. The mirror will support GET and HEAD requests to `/v2/` +routes. When a request is received, the digest is first looked up in the p2p network, and if a peer has the layer, it is +used to serve the request. Otherwise, the mirror returns a 404, and containerd client falls back to the ACR directly (or +any next configured mirror.) + +### Performance + +The following numbers were gathered from a 3-node AKS cluster. + +#### Peer Discovery + +In broadcast mode, any locally available content is broadcasted to the k closest peers f the content ID. As seen below, +the performance improves significantly, with the tradeoff that network traffic also increases. + +**Broadcast off** + +| Operation | Samples | Min (s) | Mean (s) | Max (s) | Std. Deviation | +| --------- | ------- | ------- | -------- | ------- | -------------- | +| Discovery | 30 | 0.006 | 0.021 | 0.039 | 0.009 | + +**Broadcast on** + +| Operation | Samples | Min (s) | Mean (s) | Max (s) | Std. Deviation | +| --------- | ------- | ------- | -------- | ------- | -------------- | +| Discovery | 416 | 0 | 0.001 | 0.023 | 0.003 | + +#### File Scanner Application Container + +An Overlaybd image was created for a simple application that reads an entire file. The performance is compared between +running this container in p2p vs non-p2p mode on a 3 node AKS cluster with Artifact Streaming. + +| Mode | File Size Read (Mb) | Speed (3 nodes) (Mbps) | +| --------------------------------- | ------------------- | ---------------------- | +| Teleport without p2p | 200 | 3.5, 3.8, 3.9 | +| Teleport with p2p, no prefetching | 600 | 3.8, 3.9, 4.9 | +| Teleport with p2p and prefetching | 200 | 6.5, **11, 13** | +| Teleport with p2p and prefetching | 600 | 5.5, 6.1, 6.8 | -[Work in Progress] ## Contributing @@ -220,15 +414,16 @@ A hat tip to: ## Glossary -| Term | Definition | -| ---- | ------------------------- | -| ACR | Azure Container Registry | -| AKS | Azure Kubernetes Service | -| ACI | Azure Container Instances | -| DHT | Distributed Hash Table | -| OCI | Open Container Initiative | -| P2P | Peer to Peer | -| POC | Proof of Concept | +| Term | Definition | +| ---- | ---------------------------- | +| ACR | Azure Container Registry | +| AKS | Azure Kubernetes Service | +| ACI | Azure Container Instances | +| DHT | Distributed Hash Table | +| OCI | Open Container Initiative | +| P2P | Peer to Peer | +| POC | Proof of Concept | +| TCMU | Target Core Module Userspace | --- @@ -250,8 +445,17 @@ A hat tip to: [ACR Artifact Streaming]: https://learn.microsoft.com/en-us/azure/container-registry/container-registry-artifact-streaming [swagger.yaml]: ./api/swagger.yaml [Spegel]: https://github.com/XenitAB/spegel +[Kraken]: https://github.com/uber/kraken +[Dragonfly]: https://github.com/dragonflyoss/Dragonfly2 [DADI P2P Proxy]: https://github.com/data-accelerator/dadi-p2proxy [containerd hosts]: https://github.com/containerd/containerd/blob/main/docs/hosts.md [containerd-mirror]: ./internal/containerd/mirror.go [helm chart]: ./build/ci/k8s/peerd-helm -``` +[CodeQL]: https://github.com/Azure/peerd/actions/workflows/github-code-scanning/codeql/badge.svg?branch=main +[code-ql]: https://github.com/Azure/peerd/actions/workflows/github-code-scanning/codeql +[Azure Blob]: https://learn.microsoft.com/en-us/azure/storage/blobs/storage-blobs-introduction +[SAS URL]: https://learn.microsoft.com/en-us/azure/storage/common/storage-sas-overview +[p2p proxy]: https://github.com/containerd/overlaybd/blob/main/src/example_config/overlaybd.json#L27C5-L30C7 +[peerd.service]: ./init/systemd/peerd.service +[white paper]: https://pdos.csail.mit.edu/~petar/papers/maymounkov-kademlia-lncs.pdf +[file-system-layout]: ./assets/images/file-system-layout.png diff --git a/assets/images/file-system-layout.png b/assets/images/file-system-layout.png new file mode 100644 index 0000000000000000000000000000000000000000..c705d23c74b3ff97d8abcf4e886b63232970401b GIT binary patch literal 95491 zcmV)NK)1h%P)Px#1ZP1_K>z@;j|==^1poj532;bRa{vGr5dZ)e5dq33^FIIp|D{PpK~#8N?EUq3 z7|F8l3(j9Mzs!2GW@gQOcfEOU?m2Vcg+rUpZf3UKW-&7}*kYDt5ZJOU$&zfzVkV23 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