mirror of https://github.com/grpc/grpc.git
The C based gRPC (C++, Python, Ruby, Objective-C, PHP, C#)
https://grpc.io/
You can not select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
144 lines
7.0 KiB
144 lines
7.0 KiB
Load Balancing in gRPC |
|
======================= |
|
|
|
# Objective |
|
|
|
To design a load balancing API between a gRPC client and a Load Balancer to |
|
instruct the client how to send load to multiple backend servers. |
|
|
|
# Background |
|
|
|
Prior to any gRPC specifics, we explore some usual ways to approach load |
|
balancing. |
|
|
|
### Proxy Model |
|
|
|
Using a proxy provides a solid trustable client that can report load to the load |
|
balancing system. Proxies typically require more resources to operate since they |
|
have temporary copies of the RPC request and response. This model also increases |
|
latency to the RPCs. |
|
|
|
The proxy model was deemed inefficient when considering request heavy services |
|
like storage. |
|
|
|
### Balancing-aware Client |
|
|
|
This thicker client places more of the load balancing logic in the client. For |
|
example, the client could contain many load balancing policies (Round Robin, |
|
Random, etc) used to select servers from a list. In this model, a list of |
|
servers would be either statically configured in the client, provided by the |
|
name resolution system, an external load balancer, etc. In any case, the client |
|
is responsible for choosing the preferred server from the list. |
|
|
|
One of the drawbacks of this approach is writing and maintaining the load |
|
balancing policies in multiple languages and/or versions of the clients. These |
|
policies can be fairly complicated. Some of the algorithms also require client |
|
to server communication so the client would need to get thicker to support |
|
additional RPCs to get health or load information in addition to sending RPCs |
|
for user requests. |
|
|
|
It would also significantly complicate the client's code: the new design hides |
|
the load balancing complexity of multiple layers and presents it as a simple |
|
list of servers to the client. |
|
|
|
### External Load Balancing Service |
|
|
|
The client load balancing code is kept simple and portable, implementing |
|
well-known algorithms (ie, Round Robin) for server selection. |
|
Complex load balancing algorithms are instead provided by the load balancer. The |
|
client relies on the load balancer to provide _load balancing configuration_ and |
|
_the list of servers_ to which the client should send requests. The balancer |
|
updates the server list as needed to balance the load as well as handle server |
|
unavailability or health issues. The load balancer will make any necessary |
|
complex decisions and inform the client. The load balancer may communicate with |
|
the backend servers to collect load and health information. |
|
|
|
|
|
## Requirements |
|
|
|
#### Simple API and client |
|
|
|
The gRPC client load balancing code must be simple and portable. The client |
|
should only contain simple algorithms (ie Round Robin) for server selection. For |
|
complex algorithms, the client should rely on a load balancer to provide load |
|
balancing configuration and the list of servers to which the client should send |
|
requests. The balancer will update the server list as needed to balance the load |
|
as well as handle server unavailability or health issues. The load balancer will |
|
make any necessary complex decisions and inform the client. The load balancer |
|
may communicate with the backend servers to collect load and health information. |
|
|
|
#### Security |
|
|
|
The load balancer may be separate from the actual server backends and a |
|
compromise of the load balancer should only lead to a compromise of the |
|
loadbalancing functionality. In other words, a compromised load balancer should |
|
not be able to cause a client to trust a (potentially malicious) backend server |
|
any more than in a comparable situation without loadbalancing. |
|
|
|
# Proposed Architecture |
|
|
|
The gRPC load balancing implements the external load balancing server approach: |
|
an external load balancer provides simple clients with an up-to-date list of |
|
servers. |
|
|
|
![image](images/load_balancing_design.png) |
|
|
|
1. On startup, the gRPC client issues a name resolution request for the service. |
|
The name will resolve to one or more IP addresses to gRPC servers, a hint on |
|
whether the IP address(es) point to a load balancer or not, and also return a |
|
client config. |
|
2. The gRPC client connects to a gRPC Server. |
|
1. If the name resolution has hinted that the endpoint is a load balancer, |
|
the client's gRPC LB policy will attempt to open a stream to the load |
|
balancer service. The server may respond in only one of the following |
|
ways. |
|
1. `status::UNIMPLEMENTED`. There is no loadbalancing in use. The client |
|
call will fail. |
|
2. "I am a Load Balancer and here is the server list." (Goto Step 4.) |
|
3. "Please contact Load Balancer X" (See Step 3.) The client will close |
|
this connection and cancel the stream. |
|
4. If the server fails to respond, the client will wait for some timeout |
|
and then re-resolve the name (process to Step 1 above). |
|
2. If the name resolution has not hinted that the endpoint is a load |
|
balancer, the client connects directly to the service it wants to talk to. |
|
3. The gRPC client's gRPC LB policy opens a separate connection to the Load |
|
Balancer. If this fails, it will go back to step 1 and try another address. |
|
1. During channel initialization to the Load Balancer, the client will |
|
attempt to open a stream to the Load Balancer service. |
|
2. The Load Balancer will return a server list to the gRPC client. If the |
|
server list is empty, the call will wait until a non-empty one is |
|
received. Optional: The Load Balancer will also open channels to the gRPC |
|
servers if load reporting is needed. |
|
4. The gRPC client will send RPCs to the gRPC servers contained in the server |
|
list from the Load Balancer. |
|
5. Optional: The gRPC servers may periodically report load to the Load Balancer. |
|
|
|
## Client |
|
|
|
When establishing a gRPC _stream_ to the balancer, the client will send an initial |
|
request to the load balancer (via a regular gRPC message). The load balancer |
|
will respond with client config (including, for example, settings for flow |
|
control, RPC deadlines, etc.) or a redirect to another load balancer. If the |
|
balancer did not redirect the client, it will then send a list of servers to the |
|
client. The client will contain simple load balancing logic for choosing the |
|
next server when it needs to send a request. |
|
|
|
## Load Balancer |
|
|
|
The Load Balancer is responsible for providing the client with a list of servers |
|
and client RPC parameters. The balancer chooses when to update the list of |
|
servers and can decide whether to provide a complete list, a subset, or a |
|
specific list of “picked” servers in a particular order. The balancer can |
|
optionally provide an expiration interval after which the server list should no |
|
longer be trusted and should be updated by the balancer. |
|
|
|
The load balancer may open reporting streams to each server contained in the |
|
server list. These streams are primarily used for load reporting. For example, |
|
Weighted Round Robin requires that the servers report utilization to the load |
|
balancer in order to compute the next list of servers. |
|
|
|
## Server |
|
|
|
The gRPC Server is responsible for answering RPC requests and providing |
|
responses to the client. The server will also report load to the load balancer |
|
if a reporting stream was opened for this purpose.
|
|
|