From 97c8e73386b106b2e363009112d5417dd0d80454 Mon Sep 17 00:00:00 2001 From: Sergey Matyukevich Date: Wed, 10 Apr 2024 15:41:29 -0600 Subject: [PATCH 01/17] Random subsetting with rendezvous hashing LB policy --- A68-graphics/subsetting100-10-5.png | Bin 0 -> 45735 bytes A68-graphics/subsetting2000-10-5.png | Bin 0 -> 47480 bytes A68-graphics/subsetting500-10-5.png | Bin 0 -> 60122 bytes A68-random-subsetting.md | 117 +++++++++++++++++++++++++++ 4 files changed, 117 insertions(+) create mode 100644 A68-graphics/subsetting100-10-5.png create mode 100644 A68-graphics/subsetting2000-10-5.png create mode 100644 A68-graphics/subsetting500-10-5.png create mode 100644 A68-random-subsetting.md diff --git a/A68-graphics/subsetting100-10-5.png b/A68-graphics/subsetting100-10-5.png new file mode 100644 index 0000000000000000000000000000000000000000..9ffd4a1df2e477095a72a449e40b30f1f22779a6 GIT binary patch literal 45735 zcmeFYWmr^Q_Xi9Js30NIEr@hTN`o{gDP1bvF+(>f-Q6G|IUq5>FqEQnNK2!1cMSO+ 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review suggestion --- A68-random-subsetting.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/A68-random-subsetting.md b/A68-random-subsetting.md index 4560b89c9..d8bc6482c 100644 --- a/A68-random-subsetting.md +++ b/A68-random-subsetting.md @@ -29,7 +29,7 @@ Introduce a new LB policy, `random_subsetting`. This policy selects a subset of * The policy receives a single configuration parameter: `subset_size`, which must be configured by the user. * When the lb policy is initialized it also creates a random 32-byte long `salt` string. * After every resolver update the policy picks a new subset. It does this by implementing `rendezvous hashing` algorithm: - * Concatenate string representation of every address in the list with `salt`. + * Concatenate `salt` to each address in the list. * For every resulting entity compute [MurmurHash3](https://en.wikipedia.org/wiki/MurmurHash) hash, which produces 128-byte output. * Sort all entities by hash. * Pick first `subset_size` values from the list. From d58f609f6b7b0c647dfe7f0943a229a1668428b7 Mon Sep 17 00:00:00 2001 From: Sergey Matyukevich Date: Thu, 11 Apr 2024 14:04:37 -0600 Subject: [PATCH 07/17] review comments --- A68-random-subsetting.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/A68-random-subsetting.md b/A68-random-subsetting.md index d8bc6482c..07d2580fa 100644 --- a/A68-random-subsetting.md +++ b/A68-random-subsetting.md @@ -55,7 +55,7 @@ Though it could be done, we don't provide any mathematical guaranties about the #### Low connection churn during server rollouts -The graphs provided in the previous section prove this is the case in practice (we rollout all servers in the middle of every test) Low connection churn during server rollouts is the primary motivation why rendezvous hashing was used as the subsetting algorithm: it guaranties that if a single server is either added or removed to the IP address list, every client will update at most 1 entry in its subset. This is because the hashes for all unaffected servers remain stable, which guarantees that the order of the servers after sorting also remains stable. +The graphs provided in the previous section prove this is the case in practice (we rollout all servers in the middle of every test, and there is no visible increase in the number of connections per server) Low connection churn during server rollouts is the primary motivation why rendezvous hashing was used as the subsetting algorithm: it guaranties that if a single server is either added or removed to the IP address list, every client will update at most 1 entry in its subset. This is because the hashes for all unaffected servers remain the same, which guarantees that the order of the servers after sorting also remains stable. The same logic applies to the situation when multiple servers got updated. ### LB Policy Config and Parameters From 5ce1497668130399e93f19aec431b1b47514be78 Mon Sep 17 00:00:00 2001 From: Sergey Matyukevich Date: Thu, 11 Apr 2024 15:53:29 -0600 Subject: [PATCH 08/17] Add discussion link --- A68-random-subsetting.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/A68-random-subsetting.md b/A68-random-subsetting.md index 07d2580fa..0ac6d157c 100644 --- a/A68-random-subsetting.md +++ b/A68-random-subsetting.md @@ -3,9 +3,9 @@ A68: Random subsetting with rendezvous hashing LB policy. * Author(s): @s-matyukevich * Approver: * Status: Draft -* Implemented in: Go, Java +* Implemented in: PoC in Go * Last updated: [Date] -* Discussion at: +* Discussion at: https://groups.google.com/g/grpc-io/c/oxNJT1GgjEg ## Abstract From 802fde113bb8f05f4d61631ace659915340e6a94 Mon Sep 17 00:00:00 2001 From: Sergey Matyukevich Date: Mon, 15 Apr 2024 08:02:21 -0600 Subject: [PATCH 09/17] Update A68-random-subsetting.md Co-authored-by: Antoine Tollenaere --- A68-random-subsetting.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/A68-random-subsetting.md b/A68-random-subsetting.md index 0ac6d157c..50a5b5641 100644 --- a/A68-random-subsetting.md +++ b/A68-random-subsetting.md @@ -4,7 +4,7 @@ A68: Random subsetting with rendezvous hashing LB policy. * Approver: * Status: Draft * Implemented in: PoC in Go -* Last updated: [Date] +* Last updated: 2024-04-15 * Discussion at: https://groups.google.com/g/grpc-io/c/oxNJT1GgjEg ## Abstract From 31cdd68e28e06c1db8c6e02d08f50d5b0d7152d9 Mon Sep 17 00:00:00 2001 From: Sergey Matyukevich Date: Mon, 15 Apr 2024 08:02:47 -0600 Subject: [PATCH 10/17] Update A68-random-subsetting.md Co-authored-by: Antoine Tollenaere --- A68-random-subsetting.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/A68-random-subsetting.md b/A68-random-subsetting.md index 50a5b5641..835baf249 100644 --- a/A68-random-subsetting.md +++ b/A68-random-subsetting.md @@ -61,7 +61,7 @@ The graphs provided in the previous section prove this is the case in practice ( The `random_subsetting` LB policy config will be as follows. -``` +```proto message LoadBalancingConfig { oneof policy { RandomSubsettingLbConfig random_subsetting = 21 [json_name = "random_subsetting"]; From bcd293c4721346b09867285e303cef67521b025a Mon Sep 17 00:00:00 2001 From: Sergey Matyukevich Date: Mon, 15 Apr 2024 08:03:12 -0600 Subject: [PATCH 11/17] Update A68-random-subsetting.md Co-authored-by: Antoine Tollenaere --- A68-random-subsetting.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/A68-random-subsetting.md b/A68-random-subsetting.md index 835baf249..aec248664 100644 --- a/A68-random-subsetting.md +++ b/A68-random-subsetting.md @@ -94,7 +94,7 @@ Random subsetting LB won't depend on xDS in any way. People may choose to initia `random_subsetting` will be added as a new LB policy. -```textproto +```proto package envoy.extensions.load_balancing_policies.random_subsetting.v3; message RandomSubsetting { google.protobuf.UInt32Value subset_size = 1; From 5c859cad29eab3864eaaefb0bb85dcb9242a6908 Mon Sep 17 00:00:00 2001 From: Sergey Matyukevich Date: Mon, 15 Apr 2024 09:16:27 -0600 Subject: [PATCH 12/17] replace addresses with endpoints --- A68-random-subsetting.md | 16 ++++++++-------- 1 file changed, 8 insertions(+), 8 deletions(-) diff --git a/A68-random-subsetting.md b/A68-random-subsetting.md index 0ac6d157c..319dbcb51 100644 --- a/A68-random-subsetting.md +++ b/A68-random-subsetting.md @@ -20,21 +20,21 @@ Currently, gRPC is lacking a way to select a subset of endpoints available from ## Proposal -Introduce a new LB policy, `random_subsetting`. This policy selects a subset of addresses and passes them to the child LB policy. It maintains 2 important properties: +Introduce a new LB policy, `random_subsetting`. This policy selects a subset of endpoints and passes them to the child LB policy. It maintains 2 important properties: * The policy tries to distribute connections among servers as equally as possible. The higher `(N_clients*subset_size)/N_servers` ratio is, the closer the resulting server connection distribution is to uniform. * The policy minimizes the amount of connection churn generated during server scale-ups by using [rendezvous hashing](https://en.wikipedia.org/wiki/Rendezvous_hashing) ### Subsetting algorithm * The policy receives a single configuration parameter: `subset_size`, which must be configured by the user. -* When the lb policy is initialized it also creates a random 32-byte long `salt` string. +* When the lb policy is initialized it also creates a random integer `seed`. * After every resolver update the policy picks a new subset. It does this by implementing `rendezvous hashing` algorithm: - * Concatenate `salt` to each address in the list. - * For every resulting entity compute [MurmurHash3](https://en.wikipedia.org/wiki/MurmurHash) hash, which produces 128-byte output. - * Sort all entities by hash. + * For every endpoint in the list compute 64-bit hash using `XXH64` function as deined in https://github.com/Cyan4973/xxHash with previosly generated seed. + * If an endpoint defines multiple addresses - use the first one. + * Sort all endpoints by hash. * Pick first `subset_size` values from the list. * Pass the resulting subset to the child LB policy. -* If the number of addresses is less than `subset_size` always use all available addresses. +* If the number of endpoints is less than `subset_size` always use all available endpoints. ### Characteristics of the selected algorithm @@ -55,7 +55,7 @@ Though it could be done, we don't provide any mathematical guaranties about the #### Low connection churn during server rollouts -The graphs provided in the previous section prove this is the case in practice (we rollout all servers in the middle of every test, and there is no visible increase in the number of connections per server) Low connection churn during server rollouts is the primary motivation why rendezvous hashing was used as the subsetting algorithm: it guaranties that if a single server is either added or removed to the IP address list, every client will update at most 1 entry in its subset. This is because the hashes for all unaffected servers remain the same, which guarantees that the order of the servers after sorting also remains stable. The same logic applies to the situation when multiple servers got updated. +The graphs provided in the previous section prove this is the case in practice (we rollout all servers in the middle of every test, and there is no visible increase in the number of connections per server) Low connection churn during server rollouts is the primary motivation why rendezvous hashing was used as the subsetting algorithm: it guaranties that if a single server is either added or removed to the endpoints list, every client will update at most 1 entry in its subset. This is because the hashes for all unaffected servers remain the same, which guarantees that the order of the servers after sorting also remains stable. The same logic applies to the situation when multiple servers got updated. ### LB Policy Config and Parameters @@ -80,7 +80,7 @@ message RandomSubsettingLbConfig { ### Handling Parent/Resolver Updates -When the resolver updates the list of addresses, or the LB config changes, Random subsetting LB will run the subsetting algorithm, described above, to filter the endpoint list. Then it will create a new resolver state with the filtered list of the addresses and pass it to the child LB. Attributes and service config from the old resolver state will be copied to the new one. +When the resolver updates the list of endpoints, or the LB config changes, Random subsetting LB will run the subsetting algorithm, described above, to filter the endpoint list. Then it will create a new resolver state with the filtered list of the endpoints and pass it to the child LB. Attributes and service config from the old resolver state will be copied to the new one. ### Handling Subchannel Connectivity State Notifications From 8796292bc5bc5f8e3d69e925a4f2650fe809523b Mon Sep 17 00:00:00 2001 From: Sergey Matyukevich Date: Mon, 15 Apr 2024 09:50:26 -0600 Subject: [PATCH 13/17] add pseudocode --- A68-random-subsetting.md | 26 +++++++++++++++++++++++++- 1 file changed, 25 insertions(+), 1 deletion(-) diff --git a/A68-random-subsetting.md b/A68-random-subsetting.md index 7de414032..9eb931edb 100644 --- a/A68-random-subsetting.md +++ b/A68-random-subsetting.md @@ -30,12 +30,36 @@ Introduce a new LB policy, `random_subsetting`. This policy selects a subset of * When the lb policy is initialized it also creates a random integer `seed`. * After every resolver update the policy picks a new subset. It does this by implementing `rendezvous hashing` algorithm: * For every endpoint in the list compute 64-bit hash using `XXH64` function as deined in https://github.com/Cyan4973/xxHash with previosly generated seed. - * If an endpoint defines multiple addresses - use the first one. + * If an endpoint defines multiple addresses - use the first one as input to the hash function. * Sort all endpoints by hash. * Pick first `subset_size` values from the list. * Pass the resulting subset to the child LB policy. * If the number of endpoints is less than `subset_size` always use all available endpoints. +Here is the implementation of this algorithm in pseudocode. + +``` +func filter_endpoints(endpoints, subset_size, seed) + endpoints_with_hash = [] + foreach endpoint in endpoints { + // Use XXH64 function to compute hash for every endpoint. + hash = XXH64(endpoint.addresses[0], seed) + endpoints_with_hash.append({ + hash: hash, + endpoint: endpoint, + }) + } + + // Sort by hash. + endpoints_with_hash.sort(func(a, b) { return a.hash < b.hash }) + + // Convert endpoints_with_hash list back to the list of endpoints. + sorted_endpoints = endpoints_with_hash.map(func(a) { return a.endpoint }) + + // Select first subset_size elements. + return sorted_endpoints[:subset_size] +``` + ### Characteristics of the selected algorithm #### Uniform connection distribution on high scale From c8a28d4ad9df2d8d210a0921cd2f5b24d24b9a22 Mon Sep 17 00:00:00 2001 From: Sergey Matyukevich Date: Fri, 12 Jul 2024 13:07:50 -0600 Subject: [PATCH 14/17] adress markdroth review comments --- A68-random-subsetting.md | 56 ++++++++++++++++++++++------------------ 1 file changed, 31 insertions(+), 25 deletions(-) diff --git a/A68-random-subsetting.md b/A68-random-subsetting.md index 9eb931edb..d7f314d58 100644 --- a/A68-random-subsetting.md +++ b/A68-random-subsetting.md @@ -1,7 +1,7 @@ A68: Random subsetting with rendezvous hashing LB policy. ---- * Author(s): @s-matyukevich -* Approver: +* Approver: @markdroth * Status: Draft * Implemented in: PoC in Go * Last updated: 2024-04-15 @@ -16,7 +16,7 @@ Add support for the `random_subsetting` load balancing policy. Currently, gRPC is lacking a way to select a subset of endpoints available from the resolver and load-balance requests between them. Out of the box, users have the choice between two extremes: `pick_first` which sends all requests to one random backend, and `round_robin` which sends requests to all available backends. `pick_first` has poor connection balancing when the number of client is not much higher than the number of servers. The problem is exacerbated during rollouts because `pick_first` does not change endpoint on resolver updates if the current subchannel remains `READY`. `round_robin` results in every server having as many connections open as there are clients, which is unnecessarily costly when there are many clients, and makes local load balancing decisions (such as outlier detection) less precise. ### Related Proposals: -* [gRFC A27: A52: gRPC xDS Custom Load Balancer Configuration](https://github.com/grpc/proposal/blob/master/A52-xds-custom-lb-policies.md) +* [gRFC A52: gRPC xDS Custom Load Balancer Configuration](https://github.com/grpc/proposal/blob/master/A52-xds-custom-lb-policies.md) ## Proposal @@ -24,6 +24,27 @@ Introduce a new LB policy, `random_subsetting`. This policy selects a subset of * The policy tries to distribute connections among servers as equally as possible. The higher `(N_clients*subset_size)/N_servers` ratio is, the closer the resulting server connection distribution is to uniform. * The policy minimizes the amount of connection churn generated during server scale-ups by using [rendezvous hashing](https://en.wikipedia.org/wiki/Rendezvous_hashing) +### LB Policy Config and Parameters + +The `random_subsetting` LB policy config will be as follows. + +```proto +message LoadBalancingConfig { + oneof policy { + RandomSubsettingLbConfig random_subsetting = 21 [json_name = "random_subsetting"]; + } +} +message RandomSubsettingLbConfig { + // subset_size indicates how many backends every client will be connected to. + // The value is required and must be greater than 0. + uint32 subset_size = 1; + + // The config for the child policy. + // The value is required. + LoadBalancingConfig child_policy = 2; +} +``` + ### Subsetting algorithm * The policy receives a single configuration parameter: `subset_size`, which must be configured by the user. @@ -81,30 +102,10 @@ Though it could be done, we don't provide any mathematical guaranties about the The graphs provided in the previous section prove this is the case in practice (we rollout all servers in the middle of every test, and there is no visible increase in the number of connections per server) Low connection churn during server rollouts is the primary motivation why rendezvous hashing was used as the subsetting algorithm: it guaranties that if a single server is either added or removed to the endpoints list, every client will update at most 1 entry in its subset. This is because the hashes for all unaffected servers remain the same, which guarantees that the order of the servers after sorting also remains stable. The same logic applies to the situation when multiple servers got updated. -### LB Policy Config and Parameters - -The `random_subsetting` LB policy config will be as follows. - -```proto -message LoadBalancingConfig { - oneof policy { - RandomSubsettingLbConfig random_subsetting = 21 [json_name = "random_subsetting"]; - } -} -message RandomSubsettingLbConfig { - // subset_size indicates how many backends every client will be connected to. - // Default is 20. - google.protobuf.UInt32Value subset_size = 1; - - // The config for the child policy. - repeated LoadBalancingConfig child_policy = 2; -} -``` - ### Handling Parent/Resolver Updates -When the resolver updates the list of endpoints, or the LB config changes, Random subsetting LB will run the subsetting algorithm, described above, to filter the endpoint list. Then it will create a new resolver state with the filtered list of the endpoints and pass it to the child LB. Attributes and service config from the old resolver state will be copied to the new one. +When the resolver updates the list of endpoints, or the LB config changes, Random subsetting LB will run the subsetting algorithm, described above, to filter the endpoint list. Then it will create a new resolver state with the filtered list of the endpoints and pass it to the child LB. Attributes and service config from the parent resolver state will be passed down with each resolver update. ### Handling Subchannel Connectivity State Notifications @@ -121,8 +122,13 @@ Random subsetting LB won't depend on xDS in any way. People may choose to initia ```proto package envoy.extensions.load_balancing_policies.random_subsetting.v3; message RandomSubsetting { - google.protobuf.UInt32Value subset_size = 1; - repeated LoadBalancingConfig child_policy = 2; + // subset_size indicates how many backends every client will be connected to. + // The value must be greater than 0. + uint32 subset_size = 1; + + // The config for the child policy. + // The value is required. + config.cluster.v3.LoadBalancingPolicy child_policy = 2; } ``` From e90c2ebde5993d6e2880a917390fd4d8fe04f941 Mon Sep 17 00:00:00 2001 From: Sergey Matyukevich Date: Wed, 17 Jul 2024 14:58:00 -0600 Subject: [PATCH 15/17] adress review comments --- A68-random-subsetting.md | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/A68-random-subsetting.md b/A68-random-subsetting.md index d7f314d58..81d163730 100644 --- a/A68-random-subsetting.md +++ b/A68-random-subsetting.md @@ -13,10 +13,11 @@ Add support for the `random_subsetting` load balancing policy. ## Background -Currently, gRPC is lacking a way to select a subset of endpoints available from the resolver and load-balance requests between them. Out of the box, users have the choice between two extremes: `pick_first` which sends all requests to one random backend, and `round_robin` which sends requests to all available backends. `pick_first` has poor connection balancing when the number of client is not much higher than the number of servers. The problem is exacerbated during rollouts because `pick_first` does not change endpoint on resolver updates if the current subchannel remains `READY`. `round_robin` results in every server having as many connections open as there are clients, which is unnecessarily costly when there are many clients, and makes local load balancing decisions (such as outlier detection) less precise. +Currently, gRPC is lacking a way to select a subset of endpoints available from the resolver and load-balance requests between them. Out of the box, users have the choice between two extremes: `pick_first` which sends all requests to one random backend, and `round_robin` which sends requests to all available backends. `pick_first` has poor connection balancing when the number of client is not much higher than the number of servers. `round_robin` results in every server having as many connections open as there are clients, which is unnecessarily costly when there are many clients, and makes local load balancing decisions (such as outlier detection) less precise. ### Related Proposals: * [gRFC A52: gRPC xDS Custom Load Balancer Configuration](https://github.com/grpc/proposal/blob/master/A52-xds-custom-lb-policies.md) +* [gRFC A42: xDS Ring Hash LB Policy](https://github.com/grpc/proposal/blob/master/A42-xds-ring-hash-lb-policy.md) ## Proposal @@ -41,7 +42,7 @@ message RandomSubsettingLbConfig { // The config for the child policy. // The value is required. - LoadBalancingConfig child_policy = 2; + repeated LoadBalancingConfig child_policy = 2; } ``` @@ -50,7 +51,7 @@ message RandomSubsettingLbConfig { * The policy receives a single configuration parameter: `subset_size`, which must be configured by the user. * When the lb policy is initialized it also creates a random integer `seed`. * After every resolver update the policy picks a new subset. It does this by implementing `rendezvous hashing` algorithm: - * For every endpoint in the list compute 64-bit hash using `XXH64` function as deined in https://github.com/Cyan4973/xxHash with previosly generated seed. + * For every endpoint in the list compute a hash with previosly generated seed. Any uniform hash function should work, but we suggest using `XXH64` function as deined in https://github.com/Cyan4973/xxHash since it is already used in [gRFC A42](https://github.com/grpc/proposal/blob/master/A42-xds-ring-hash-lb-policy.md). * If an endpoint defines multiple addresses - use the first one as input to the hash function. * Sort all endpoints by hash. * Pick first `subset_size` values from the list. From 29290f162741fdf05eeb92be196bebf3a62bce7a Mon Sep 17 00:00:00 2001 From: Sergey Matyukevich Date: Wed, 17 Jul 2024 15:19:59 -0600 Subject: [PATCH 16/17] fix typo --- A68-random-subsetting.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/A68-random-subsetting.md b/A68-random-subsetting.md index 81d163730..79652d1fd 100644 --- a/A68-random-subsetting.md +++ b/A68-random-subsetting.md @@ -51,7 +51,7 @@ message RandomSubsettingLbConfig { * The policy receives a single configuration parameter: `subset_size`, which must be configured by the user. * When the lb policy is initialized it also creates a random integer `seed`. * After every resolver update the policy picks a new subset. It does this by implementing `rendezvous hashing` algorithm: - * For every endpoint in the list compute a hash with previosly generated seed. Any uniform hash function should work, but we suggest using `XXH64` function as deined in https://github.com/Cyan4973/xxHash since it is already used in [gRFC A42](https://github.com/grpc/proposal/blob/master/A42-xds-ring-hash-lb-policy.md). + * For every endpoint in the list, compute a hash with previously generated seed. Any uniform hash function should work, but we suggest using `XXH64` function as deined in https://github.com/Cyan4973/xxHash since it is already used in [gRFC A42](https://github.com/grpc/proposal/blob/master/A42-xds-ring-hash-lb-policy.md). * If an endpoint defines multiple addresses - use the first one as input to the hash function. * Sort all endpoints by hash. * Pick first `subset_size` values from the list. From 439768dca291511b759399f59053763b3f813307 Mon Sep 17 00:00:00 2001 From: Sergey Matyukevich Date: Mon, 29 Jul 2024 09:40:27 -0600 Subject: [PATCH 17/17] Add early return condition to filter_endpoints --- A68-random-subsetting.md | 3 +++ 1 file changed, 3 insertions(+) diff --git a/A68-random-subsetting.md b/A68-random-subsetting.md index 79652d1fd..6144dc009 100644 --- a/A68-random-subsetting.md +++ b/A68-random-subsetting.md @@ -62,6 +62,9 @@ Here is the implementation of this algorithm in pseudocode. ``` func filter_endpoints(endpoints, subset_size, seed) + if subset_size >= len(endpoints) { + return endpoints + } endpoints_with_hash = [] foreach endpoint in endpoints { // Use XXH64 function to compute hash for every endpoint.