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147 lines
6.9 KiB
147 lines
6.9 KiB
Load Balancing in gRPC |
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====================== |
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# Scope |
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This document explains the design for load balancing within gRPC. |
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# Background |
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## Per-Call Load Balancing |
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It is worth noting that load-balancing within gRPC happens on a per-call |
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basis, not a per-connection basis. In other words, even if all requests |
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come from a single client, we still want them to be load-balanced across |
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all servers. |
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## Approaches to Load Balancing |
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Prior to any gRPC specifics, we explore some usual ways to approach load |
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balancing. |
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### Proxy Model |
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Using a proxy provides a solid trustable client that can report load to the load |
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balancing system. Proxies typically require more resources to operate since they |
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have temporary copies of the RPC request and response. This model also increases |
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latency to the RPCs. |
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The proxy model was deemed inefficient when considering request heavy services |
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like storage. |
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### Balancing-aware Client |
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This thicker client places more of the load balancing logic in the client. For |
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example, the client could contain many load balancing policies (Round Robin, |
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Random, etc) used to select servers from a list. In this model, a list of |
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servers would be either statically configured in the client, provided by the |
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name resolution system, an external load balancer, etc. In any case, the client |
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is responsible for choosing the preferred server from the list. |
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One of the drawbacks of this approach is writing and maintaining the load |
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balancing policies in multiple languages and/or versions of the clients. These |
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policies can be fairly complicated. Some of the algorithms also require client |
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to server communication so the client would need to get thicker to support |
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additional RPCs to get health or load information in addition to sending RPCs |
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for user requests. |
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It would also significantly complicate the client's code: the new design hides |
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the load balancing complexity of multiple layers and presents it as a simple |
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list of servers to the client. |
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### External Load Balancing Service |
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The client load balancing code is kept simple and portable, implementing |
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well-known algorithms (e.g., Round Robin) for server selection. |
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Complex load balancing algorithms are instead provided by the load |
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balancer. The client relies on the load balancer to provide _load |
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balancing configuration_ and _the list of servers_ to which the client |
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should send requests. The balancer updates the server list as needed |
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to balance the load as well as handle server unavailability or health |
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issues. The load balancer will make any necessary complex decisions and |
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inform the client. The load balancer may communicate with the backend |
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servers to collect load and health information. |
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# Requirements |
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## Simple API and client |
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The gRPC client load balancing code must be simple and portable. The |
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client should only contain simple algorithms (e.g., Round Robin) for |
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server selection. For complex algorithms, the client should rely on |
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a load balancer to provide load balancing configuration and the list of |
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servers to which the client should send requests. The balancer will update |
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the server list as needed to balance the load as well as handle server |
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unavailability or health issues. The load balancer will make any necessary |
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complex decisions and inform the client. The load balancer may communicate |
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with the backend servers to collect load and health information. |
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## Security |
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The load balancer may be separate from the actual server backends and a |
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compromise of the load balancer should only lead to a compromise of the |
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loadbalancing functionality. In other words, a compromised load balancer should |
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not be able to cause a client to trust a (potentially malicious) backend server |
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any more than in a comparable situation without loadbalancing. |
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# Architecture |
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## Overview |
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The primary mechanism for load-balancing in gRPC is external |
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load-balancing, where an external load balancer provides simple clients |
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with an up-to-date list of servers. |
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The gRPC client does support an API for built-in load balancing policies. |
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However, there are only a small number of these (one of which is the |
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`grpclb` policy, which implements external load balancing), and users |
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are discouraged from trying to extend gRPC by adding more. Instead, new |
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load balancing policies should be implemented in external load balancers. |
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## Workflow |
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Load-balancing policies fit into the gRPC client workflow in between |
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name resolution and the connection to the server. Here's how it all |
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works: |
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![image](images/load-balancing.png) |
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1. On startup, the gRPC client issues a [name resolution](naming.md) request |
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for the server name. The name will resolve to one or more IP addresses, |
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each of which will indicate whether it is a server address or |
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a load balancer address, and a [service config](service_config.md) |
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that indicates which client-side load-balancing policy to use (e.g., |
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`round_robin` or `grpclb`). |
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2. The client instantiates the load balancing policy. |
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- Note: If any one of the addresses returned by the resolver is a balancer |
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address, then the client will use the `grpclb` policy, regardless |
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of what load-balancing policy was requested by the service config. |
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Otherwise, the client will use the load-balancing policy requested |
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by the service config. If no load-balancing policy is requested |
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by the service config, then the client will default to a policy |
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that picks the first available server address. |
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3. The load balancing policy creates a subchannel to each server address. |
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- For all policies *except* `grpclb`, this means one subchannel for each |
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address returned by the resolver. Note that these policies |
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ignore any balancer addresses returned by the resolver. |
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- In the case of the `grpclb` policy, the workflow is as follows: |
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1. The policy opens a stream to one of the balancer addresses returned |
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by the resolver. It asks the balancer for the server addresses to |
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use for the server name originally requested by the client (i.e., |
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the same one originally passed to the name resolver). |
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- Note: The `grpclb` policy currently ignores any non-balancer |
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addresses returned by the resolver. However, in the future, it |
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may be changed to use these addresses as a fallback in case no |
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balancers can be contacted. |
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2. The gRPC servers to which the load balancer is directing the client |
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may report load to the load balancers, if that information is needed |
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by the load balancer's configuration. |
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3. The load balancer returns a server list to the gRPC client's `grpclb` |
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policy. The `grpclb` policy will then create a subchannel to each of |
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server in the list. |
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4. For each RPC sent, the load balancing policy decides which |
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subchannel (i.e., which server) the RPC should be sent to. |
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- In the case of the `grpclb` policy, the client will send requests |
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to the servers in the order in which they were returned by the load |
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balancer. If the server list is empty, the call will block until a |
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non-empty one is received.
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