Chainer

This API is for communication between the Seldon Scheduler and the Seldon dataflow component which manages pipelines.

Proto Definition

https://github.com/SeldonIO/seldon-core/blob/v2/apis/mlops/chainer/chainer.proto

syntax = "proto3";

package seldon.mlops.chainer;

option go_package = "github.com/seldonio/seldon-core/apis/go/v2/mlops/chainer";
option java_package = "io.seldon.mlops.chainer";

message PipelineSubscriptionRequest {
  string name = 1;
}

message PipelineUpdateMessage {
  enum PipelineOperation {
    Unknown = 0;
    Create = 1;
    Delete = 2;
  }
  PipelineOperation op = 1;
  string pipeline = 2;
  uint32 version = 3;
  string uid = 4;
  repeated PipelineStepUpdate updates = 5;
}

message PipelineStepUpdate {
  enum PipelineJoinType {
    Unknown = 0;
    Inner = 1;
    Outer = 2;
    Any = 3;
  }
  // https://docs.google.com/document/d/1tX-uaOvngx1RpEyWEZ4EbEcU8D0OgYuRWVb2UAi85n4/edit
  // Pipeline Resource example, e.g. transform.outputs.traffic
  //    seldon.<namespace>.<model name>.<inputs|outputs>.<tensor name>
  repeated PipelineTopic sources = 1;
  repeated PipelineTopic triggers = 2;
  PipelineTopic sink = 3;
  PipelineJoinType inputJoinTy = 4;
  PipelineJoinType triggersJoinTy = 5;
  bool passEmptyResponses = 6; // Forward empty response to following steps, default false
  optional uint32 joinWindowMs = 7; // Join window millisecs, some nozero default (TBD)
  repeated PipelineTensorMapping tensorMap = 8; // optional list of tensor name mappings
  Batch batch = 9; // Batch settings
}

message PipelineTensorMapping {
  string pipelineName = 1;
  string topicAndTensor = 2;
  string tensorName = 3;
}

message PipelineTopic {
  string pipelineName = 1;
  string topicName = 2;
  optional string tensor = 3;
}

message Batch {
  optional uint32 size = 1;
  optional uint32 windowMs = 2;
  bool rolling = 3;
}

message PipelineUpdateStatusMessage {
  // TODO - include `name` to identify transformer message comes from
  PipelineUpdateMessage update = 1;
  bool success = 2;
  string reason = 3;
}

message PipelineUpdateStatusResponse {
}

service Chainer {
  rpc SubscribePipelineUpdates(PipelineSubscriptionRequest) returns (stream PipelineUpdateMessage) {};
  rpc PipelineUpdateEvent(PipelineUpdateStatusMessage) returns (PipelineUpdateStatusResponse) {};
}